From 6471e3c090107fb0421bd2d59b83f0bb8df8b58f Mon Sep 17 00:00:00 2001 From: Pascal Date: Fri, 12 Jun 2026 10:20:27 +0200 Subject: [PATCH 01/22] UI/jpeg exif orientation (#24196) * ui: bake jpeg exif orientation into uploaded images stb_image in mtmd ignores exif metadata, so rotated smartphone photos reach the model with raw pixel orientation. The webui now reads the exif orientation tag at send time and feeds it into the existing capImageDataURLSize canvas pass: the browser applies the rotation when decoding, so capped images come out upright for free, and images under the cap threshold get a single plain redraw when orientation > 1. At most one re-encode ever happens per image. Upright jpegs with capping disabled pass through untouched, bit perfect. Adds jpeg-orientation.ts with a minimal exif parser working on a bounded base64 prefix (both endianness, returns 1 on any malformed input) and unit tests against handcrafted jpeg byte streams. * ui: move jpeg exif constants into lib/constants * ui: add browser test for jpeg orientation and capping Covers capImageDataURLSize end to end in chromium with real Pillow generated jpeg fixtures across exif orientations 1/3/5/6/8: upright quadrant colors checked pixel-wise, expected dimensions with and without capping, no orientation tag left in the output, and strict passthrough when nothing needs rewriting. --- tools/ui/src/lib/constants/jpeg-exif.ts | 30 ++++ tools/ui/src/lib/services/chat.service.ts | 10 +- tools/ui/src/lib/utils/cap-img-size.ts | 18 ++- tools/ui/src/lib/utils/jpeg-orientation.ts | 146 ++++++++++++++++++ .../tests/client/cap-img-size.svelte.test.ts | 121 +++++++++++++++ tools/ui/tests/unit/jpeg-orientation.test.ts | 100 ++++++++++++ 6 files changed, 419 insertions(+), 6 deletions(-) create mode 100644 tools/ui/src/lib/constants/jpeg-exif.ts create mode 100644 tools/ui/src/lib/utils/jpeg-orientation.ts create mode 100644 tools/ui/tests/client/cap-img-size.svelte.test.ts create mode 100644 tools/ui/tests/unit/jpeg-orientation.test.ts diff --git a/tools/ui/src/lib/constants/jpeg-exif.ts b/tools/ui/src/lib/constants/jpeg-exif.ts new file mode 100644 index 000000000..5b2591b04 --- /dev/null +++ b/tools/ui/src/lib/constants/jpeg-exif.ts @@ -0,0 +1,30 @@ +/** + * JPEG and EXIF binary format constants for orientation parsing. + */ + +/** Bytes of file prefix to scan, the APP1 EXIF segment sits near the start */ +export const EXIF_SCAN_BYTE_LIMIT = 128 * 1024; + +/** JPEG start of image marker */ +export const JPEG_SOI_MARKER = 0xffd8; + +/** APP1 segment marker byte, carries the EXIF payload */ +export const APP1_MARKER = 0xe1; + +/** Start of scan marker byte, compressed data begins and no EXIF follows */ +export const SOS_MARKER = 0xda; + +/** "Exif" signature opening the APP1 payload, big endian uint32 */ +export const EXIF_SIGNATURE = 0x45786966; + +/** TIFF byte order mark for little endian ("II") */ +export const TIFF_LITTLE_ENDIAN = 0x4949; + +/** TIFF magic number following the byte order mark */ +export const TIFF_MAGIC = 42; + +/** EXIF tag id holding the orientation value */ +export const EXIF_ORIENTATION_TAG = 0x0112; + +/** Size in bytes of one IFD directory entry */ +export const IFD_ENTRY_SIZE = 12; diff --git a/tools/ui/src/lib/services/chat.service.ts b/tools/ui/src/lib/services/chat.service.ts index 468009a54..70844f57e 100644 --- a/tools/ui/src/lib/services/chat.service.ts +++ b/tools/ui/src/lib/services/chat.service.ts @@ -34,7 +34,6 @@ import type { import { modelsStore } from '$lib/stores/models.svelte'; import { settingsStore } from '../stores/settings.svelte'; import { capImageDataURLSize } from '../utils/cap-img-size'; -import { MEGAPIXELS_TO_PIXELS } from '$lib/constants/image-size'; function getAudioInputFormat(mimeType: string): AudioInputFormat { const normalizedMimeType = mimeType.trim().toLowerCase(); @@ -961,10 +960,11 @@ export class ChatService { for (const image of imageFiles) { const maxImageResolution = settingsStore.getConfig(SETTINGS_KEYS.MAX_IMAGE_RESOLUTION); - let base64Url = image.base64Url; - if (maxImageResolution > 1 / MEGAPIXELS_TO_PIXELS) { - base64Url = await capImageDataURLSize(image.base64Url, maxImageResolution); - } + + // Caps the resolution and bakes the jpeg exif orientation in one pass, + // untouched images pass through as is + const base64Url = await capImageDataURLSize(image.base64Url, maxImageResolution); + contentParts.push({ type: ContentPartType.IMAGE_URL, image_url: { url: base64Url } diff --git a/tools/ui/src/lib/utils/cap-img-size.ts b/tools/ui/src/lib/utils/cap-img-size.ts index 1ba218316..c5d9b7306 100644 --- a/tools/ui/src/lib/utils/cap-img-size.ts +++ b/tools/ui/src/lib/utils/cap-img-size.ts @@ -1,11 +1,19 @@ import { MEGAPIXELS_TO_PIXELS } from '$lib/constants/image-size'; import { BASE64_IMAGE_URI_REGEX } from '$lib/constants/uri-template'; +import { getJpegOrientationFromDataURL, isJpegMimeType } from './jpeg-orientation'; import { MimeTypeImage } from '$lib/enums'; /** * Converts an Image base64 data URL to another Image data URL with capped dimensions to reduce file size. + * + * For JPEGs the EXIF orientation is baked into the pixels in the same canvas + * pass, the browser applies the rotation when decoding so naturalWidth and + * naturalHeight already describe the upright image. Backends decoding with + * stb_image ignore EXIF, see ggml-org/llama.cpp#20870. Images that need + * neither capping nor rotation pass through untouched, so at most one + * re-encode ever happens. * @param base64UrlImage - The Image base64 data URL to convert - * @param maxMegapixels - The maximum image size in megapixels for the output Image + * @param maxMegapixels - The maximum image size in megapixels for the output Image, 0 disables capping * @returns Promise resolving to Image data URL */ export function capImageDataURLSize( @@ -26,6 +34,10 @@ export function capImageDataURLSize( return reject(new Error(`Unsupported image MIME type: ${mimeType}`)); } + const orientation = isJpegMimeType(mimeType) + ? getJpegOrientationFromDataURL(base64UrlImage) + : 1; + const img = new Image(); img.onload = () => { @@ -46,6 +58,10 @@ export function capImageDataURLSize( const scaleFactor = Math.sqrt(maxPixels / totalPixels); canvas.width = Math.floor(targetWidth * scaleFactor); canvas.height = Math.floor(targetHeight * scaleFactor); + } else if (orientation > 1) { + // No capping needed but the pixels still need the rotation baked in + canvas.width = targetWidth; + canvas.height = targetHeight; } else { return resolve(base64UrlImage); } diff --git a/tools/ui/src/lib/utils/jpeg-orientation.ts b/tools/ui/src/lib/utils/jpeg-orientation.ts new file mode 100644 index 000000000..15c21017a --- /dev/null +++ b/tools/ui/src/lib/utils/jpeg-orientation.ts @@ -0,0 +1,146 @@ +import { + EXIF_SCAN_BYTE_LIMIT, + JPEG_SOI_MARKER, + APP1_MARKER, + SOS_MARKER, + EXIF_SIGNATURE, + TIFF_LITTLE_ENDIAN, + TIFF_MAGIC, + EXIF_ORIENTATION_TAG, + IFD_ENTRY_SIZE +} from '$lib/constants/jpeg-exif'; +import { MimeTypeImage } from '$lib/enums'; + +/** + * Read the EXIF orientation tag from a JPEG base64 data URL + * + * Only a bounded prefix of the base64 payload is decoded, the APP1 segment + * always sits near the start of the file. + * @param base64UrlJpeg - The JPEG base64 data URL to inspect + * @returns The orientation value (1 to 8), or 1 when absent or unreadable + */ +export function getJpegOrientationFromDataURL(base64UrlJpeg: string): number { + try { + const payloadStart = base64UrlJpeg.indexOf(',') + 1; + + if (payloadStart <= 0) { + return 1; + } + + // Keep the slice a multiple of 4 characters so atob accepts it + const charLimit = Math.ceil(EXIF_SCAN_BYTE_LIMIT / 3) * 4; + const slice = base64UrlJpeg.slice(payloadStart, payloadStart + charLimit); + const binary = atob(slice.slice(0, slice.length - (slice.length % 4))); + const bytes = new Uint8Array(binary.length); + + for (let i = 0; i < binary.length; i++) { + bytes[i] = binary.charCodeAt(i); + } + + return findExifOrientation(new DataView(bytes.buffer)); + } catch { + return 1; + } +} + +/** + * Walk the JPEG segments of a header buffer looking for the APP1 EXIF block + * @param view - DataView over the JPEG header bytes + * @returns The orientation value (1 to 8), or 1 when absent or malformed + */ +function findExifOrientation(view: DataView): number { + if (view.byteLength < 4 || view.getUint16(0) !== JPEG_SOI_MARKER) { + return 1; + } + + let offset = 2; + + while (offset + 4 <= view.byteLength) { + if (view.getUint8(offset) !== 0xff) { + return 1; + } + + const marker = view.getUint8(offset + 1); + + // Compressed image data starts here: no EXIF past this point + if (marker === SOS_MARKER) { + return 1; + } + + const segmentLength = view.getUint16(offset + 2); + + if (marker === APP1_MARKER) { + return parseExifOrientation(view, offset + 4, segmentLength); + } + + offset += 2 + segmentLength; + } + + return 1; +} + +/** + * Parse the orientation tag from an APP1 EXIF payload + * @param view - DataView over the JPEG header bytes + * @param start - Offset of the APP1 payload, right after the segment length + * @param segmentLength - Declared APP1 segment length + * @returns The orientation value (1 to 8), or 1 when absent or malformed + */ +function parseExifOrientation(view: DataView, start: number, segmentLength: number): number { + const end = Math.min(start + segmentLength, view.byteLength); + + // The payload opens with the "Exif\0\0" signature + if ( + start + 6 > end || + view.getUint32(start) !== EXIF_SIGNATURE || + view.getUint16(start + 4) !== 0 + ) { + return 1; + } + + const tiff = start + 6; + + if (tiff + 8 > end) { + return 1; + } + + const littleEndian = view.getUint16(tiff) === TIFF_LITTLE_ENDIAN; + + if (view.getUint16(tiff + 2, littleEndian) !== TIFF_MAGIC) { + return 1; + } + + const ifdOffset = view.getUint32(tiff + 4, littleEndian); + + if (tiff + ifdOffset + 2 > end) { + return 1; + } + + const entryCount = view.getUint16(tiff + ifdOffset, littleEndian); + + // Scan IFD0 entries for the orientation tag + for (let i = 0; i < entryCount; i++) { + const entry = tiff + ifdOffset + 2 + i * IFD_ENTRY_SIZE; + + if (entry + IFD_ENTRY_SIZE > end) { + return 1; + } + + if (view.getUint16(entry, littleEndian) === EXIF_ORIENTATION_TAG) { + const orientation = view.getUint16(entry + 8, littleEndian); + + return orientation >= 1 && orientation <= 8 ? orientation : 1; + } + } + + return 1; +} + +/** + * Check if a MIME type represents a JPEG + * @param mimeType - The MIME type to check + * @returns True if the MIME type is a JPEG variant + */ +export function isJpegMimeType(mimeType: string): boolean { + return mimeType === MimeTypeImage.JPEG || mimeType === MimeTypeImage.JPG; +} diff --git a/tools/ui/tests/client/cap-img-size.svelte.test.ts b/tools/ui/tests/client/cap-img-size.svelte.test.ts new file mode 100644 index 000000000..d70494208 --- /dev/null +++ b/tools/ui/tests/client/cap-img-size.svelte.test.ts @@ -0,0 +1,121 @@ +import { describe, expect, it } from 'vitest'; +import { capImageDataURLSize } from '$lib/utils/cap-img-size'; +import { getJpegOrientationFromDataURL } from '$lib/utils/jpeg-orientation'; + +// Real 64x32 jpegs generated with Pillow, quality 90. The upright picture is +// four solid quadrants: top left red, top right green, bottom left blue, +// bottom right yellow. For each exif value the stored pixels are inverse +// transposed so a conforming decoder shows the upright picture, exactly like +// a rotated smartphone photo. +const EXIF1 = `data:image/jpeg;base64,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`; +const EXIF3 = `data:image/jpeg;base64,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`; +const EXIF5 = `data:image/jpeg;base64,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`; +const EXIF6 = `data:image/jpeg;base64,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`; +const EXIF8 = `data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/4QAiRXhpZgAATU0AKgAAAAgAAQESAAMAAAABAAgAAAAAAAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoMDAsKCwsNDhIQDQ4RDgsLEBYQERMUFRUVDA8XGBYUGBIUFRT/2wBDAQMEBAUEBQkFBQkUDQsNFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBT/wAARCABAACADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD896KKK/1TPhz32iiiv8OT/Ys8Cooor/cY/wAdD32iiiv8OT/Ys/Viiiiv49P4JPhWiiiv6FP8wj7qooor+ej/AE9PhWiiiv6FP8wj/9k=`; +const NOEXIF = `data:image/jpeg;base64,/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgMCAgMDAwMEAwMEBQgFBQQEBQoHBwYIDAoMDAsKCwsNDhIQDQ4RDgsLEBYQERMUFRUVDA8XGBYUGBIUFRT/2wBDAQMEBAUEBQkFBQkUDQsNFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBQUFBT/wAARCAAgAEADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD50ooor8MP9UwooooA9uooor4I/wCcwKKKKAPhSiiiv+gM/qgKKKKAP3Vooor/AJdz+lQooooA/9k=`; + +const RED: Rgb = [255, 0, 0]; +const GREEN: Rgb = [0, 200, 0]; +const BLUE: Rgb = [0, 0, 255]; +const YELLOW: Rgb = [255, 220, 0]; + +// Wide tolerance per channel, jpeg compression shifts solid colors a bit +const COLOR_TOLERANCE = 70; + +// 0.000512 megapixels is 512 pixels, a quarter of the area of the 2048 pixel fixtures +const QUARTER_AREA_MEGAPIXELS = 0.000512; + +type Rgb = [number, number, number]; + +function loadImage(dataUrl: string): Promise { + return new Promise((resolve, reject) => { + const img = new Image(); + img.onload = () => resolve(img); + img.onerror = () => reject(new Error('Failed to decode image.')); + img.src = dataUrl; + }); +} + +// Decodes a data URL and samples the center of each quadrant of the picture +async function quadrantColors(dataUrl: string): Promise { + const img = await loadImage(dataUrl); + const canvas = document.createElement('canvas'); + canvas.width = img.naturalWidth; + canvas.height = img.naturalHeight; + const ctx = canvas.getContext('2d')!; + ctx.drawImage(img, 0, 0); + const points = [ + [0.25, 0.25], + [0.75, 0.25], + [0.25, 0.75], + [0.75, 0.75] + ]; + return points.map(([fx, fy]) => { + const d = ctx.getImageData( + Math.floor(canvas.width * fx), + Math.floor(canvas.height * fy), + 1, + 1 + ).data; + return [d[0], d[1], d[2]]; + }); +} + +function expectUpright(colors: Rgb[]) { + const targets = [RED, GREEN, BLUE, YELLOW]; + for (let i = 0; i < 4; i++) { + for (let c = 0; c < 3; c++) { + expect(Math.abs(colors[i][c] - targets[i][c])).toBeLessThan(COLOR_TOLERANCE); + } + } +} + +describe('capImageDataURLSize orientation and capping', () => { + it('passes upright jpegs through untouched when capping is disabled', async () => { + expect(await capImageDataURLSize(EXIF1, 0)).toBe(EXIF1); + expect(await capImageDataURLSize(NOEXIF, 0)).toBe(NOEXIF); + }); + + it('passes upright jpegs through untouched when under the cap threshold', async () => { + expect(await capImageDataURLSize(EXIF1, 1)).toBe(EXIF1); + }); + + it.each([ + ['orientation 3', EXIF3], + ['orientation 5', EXIF5], + ['orientation 6', EXIF6], + ['orientation 8', EXIF8] + ])('bakes %s into upright pixels without capping', async (_label, fixture) => { + const result = await capImageDataURLSize(fixture, 0); + + expect(result).not.toBe(fixture); + + const img = await loadImage(result); + + expect(img.naturalWidth).toBe(64); + expect(img.naturalHeight).toBe(32); + expectUpright(await quadrantColors(result)); + + // The re-encoded jpeg carries no orientation tag anymore + expect(getJpegOrientationFromDataURL(result)).toBe(1); + }); + + it('caps and bakes the orientation in a single output', async () => { + const result = await capImageDataURLSize(EXIF6, QUARTER_AREA_MEGAPIXELS); + const img = await loadImage(result); + + expect(img.naturalWidth).toBe(32); + expect(img.naturalHeight).toBe(16); + expectUpright(await quadrantColors(result)); + expect(getJpegOrientationFromDataURL(result)).toBe(1); + }); + + it('caps upright jpegs without disturbing the picture', async () => { + const result = await capImageDataURLSize(EXIF1, QUARTER_AREA_MEGAPIXELS); + const img = await loadImage(result); + + expect(img.naturalWidth).toBe(32); + expect(img.naturalHeight).toBe(16); + expectUpright(await quadrantColors(result)); + }); +}); diff --git a/tools/ui/tests/unit/jpeg-orientation.test.ts b/tools/ui/tests/unit/jpeg-orientation.test.ts new file mode 100644 index 000000000..b1ad4777d --- /dev/null +++ b/tools/ui/tests/unit/jpeg-orientation.test.ts @@ -0,0 +1,100 @@ +import { describe, expect, it } from 'vitest'; +import { getJpegOrientationFromDataURL, isJpegMimeType } from '$lib/utils/jpeg-orientation'; + +// Builds the TIFF payload of an APP1 segment holding a single IFD0 entry +function buildTiff(littleEndian: boolean, tag: number, value: number): number[] { + const u16 = (v: number) => (littleEndian ? [v & 0xff, v >> 8] : [v >> 8, v & 0xff]); + const u32 = (v: number) => + littleEndian + ? [v & 0xff, (v >> 8) & 0xff, (v >> 16) & 0xff, (v >> 24) & 0xff] + : [(v >> 24) & 0xff, (v >> 16) & 0xff, (v >> 8) & 0xff, v & 0xff]; + + return [ + ...(littleEndian ? [0x49, 0x49] : [0x4d, 0x4d]), + ...u16(42), + ...u32(8), + ...u16(1), + ...u16(tag), + ...u16(3), + ...u32(1), + // SHORT value sits left justified in the 4 byte value field + ...u16(value), + ...u16(0), + ...u32(0) + ]; +} + +// Wraps a TIFF payload into a complete minimal JPEG data URL +function buildJpegDataURL(tiff: number[] | null, prependApp0 = false): string { + const bytes: number[] = [0xff, 0xd8]; + + if (prependApp0) { + // JFIF APP0 segment, irrelevant content the parser walks over + bytes.push(0xff, 0xe0, 0x00, 0x07, 0x4a, 0x46, 0x49, 0x46, 0x00); + } + + if (tiff) { + const payload = [0x45, 0x78, 0x69, 0x66, 0x00, 0x00, ...tiff]; + const length = payload.length + 2; + bytes.push(0xff, 0xe1, length >> 8, length & 0xff, ...payload); + } + + // SOS marker terminates the metadata scan + bytes.push(0xff, 0xda, 0x00, 0x02); + + return `data:image/jpeg;base64,${btoa(String.fromCharCode(...bytes))}`; +} + +describe('getJpegOrientationFromDataURL', () => { + it('returns the orientation from a little endian EXIF block', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(buildTiff(true, 0x0112, 6)))).toBe(6); + }); + + it('returns the orientation from a big endian EXIF block', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(buildTiff(false, 0x0112, 8)))).toBe(8); + }); + + it('walks over a leading APP0 segment', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(buildTiff(true, 0x0112, 3), true))).toBe( + 3 + ); + }); + + it('returns 1 when the EXIF block holds no orientation tag', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(buildTiff(true, 0x0100, 6)))).toBe(1); + }); + + it('returns 1 when the orientation value is out of range', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(buildTiff(true, 0x0112, 9)))).toBe(1); + }); + + it('returns 1 when the JPEG has no APP1 segment', () => { + expect(getJpegOrientationFromDataURL(buildJpegDataURL(null, true))).toBe(1); + }); + + it('returns 1 for a payload that is not a JPEG', () => { + const png = btoa(String.fromCharCode(0x89, 0x50, 0x4e, 0x47, 0x0d, 0x0a, 0x1a, 0x0a)); + expect(getJpegOrientationFromDataURL(`data:image/png;base64,${png}`)).toBe(1); + }); + + it('returns 1 for a truncated payload', () => { + const truncated = btoa(String.fromCharCode(0xff, 0xd8, 0xff)); + expect(getJpegOrientationFromDataURL(`data:image/jpeg;base64,${truncated}`)).toBe(1); + }); + + it('returns 1 for a malformed data URL', () => { + expect(getJpegOrientationFromDataURL('not a data url')).toBe(1); + }); +}); + +describe('isJpegMimeType', () => { + it('matches both JPEG MIME variants', () => { + expect(isJpegMimeType('image/jpeg')).toBe(true); + expect(isJpegMimeType('image/jpg')).toBe(true); + }); + + it('rejects other image MIME types', () => { + expect(isJpegMimeType('image/png')).toBe(false); + expect(isJpegMimeType('image/webp')).toBe(false); + }); +}); From 70b54e140c90a92285ba699d77e1e32e0868a0e2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Adrien=20Gallou=C3=ABt?= Date: Fri, 12 Jun 2026 11:34:44 +0200 Subject: [PATCH 02/22] vendor : update cpp-httplib to 0.47.0 (#24395) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: Adrien Gallouët --- scripts/sync_vendor.py | 2 +- vendor/cpp-httplib/httplib.cpp | 307 ++++++++++++++++++++++++--------- vendor/cpp-httplib/httplib.h | 37 +++- 3 files changed, 255 insertions(+), 91 deletions(-) diff --git a/scripts/sync_vendor.py b/scripts/sync_vendor.py index 8306cf93e..402d7bbad 100755 --- a/scripts/sync_vendor.py +++ b/scripts/sync_vendor.py @@ -5,7 +5,7 @@ import os import sys import subprocess -HTTPLIB_VERSION = "refs/tags/v0.46.1" +HTTPLIB_VERSION = "refs/tags/v0.47.0" vendor = { "https://github.com/nlohmann/json/releases/latest/download/json.hpp": "vendor/nlohmann/json.hpp", diff --git a/vendor/cpp-httplib/httplib.cpp b/vendor/cpp-httplib/httplib.cpp index b9d05d929..370c0e798 100644 --- a/vendor/cpp-httplib/httplib.cpp +++ b/vendor/cpp-httplib/httplib.cpp @@ -478,7 +478,7 @@ bool set_socket_opt_time(socket_t sock, int level, int optname, } bool is_hex(char c, int &v) { - if (isdigit(c)) { + if (isdigit(static_cast(c))) { v = c - '0'; return true; } else if ('A' <= c && c <= 'F') { @@ -731,7 +731,7 @@ std::string sha1(const std::string &input) { // Pre-processing: adding padding bits std::string msg = input; uint64_t original_bit_len = static_cast(msg.size()) * 8; - msg.push_back(static_cast(0x80)); + msg.push_back(static_cast(0x80u)); while (msg.size() % 64 != 56) { msg.push_back(0); } @@ -4336,7 +4336,7 @@ bool is_multipart_boundary_chars_valid(const std::string &boundary) { auto valid = true; for (size_t i = 0; i < boundary.size(); i++) { auto c = boundary[i]; - if (!std::isalnum(c) && c != '-' && c != '_') { + if (!std::isalnum(static_cast(c)) && c != '-' && c != '_') { valid = false; break; } @@ -4545,6 +4545,14 @@ void coalesce_ranges(Ranges &ranges, size_t content_length) { bool range_error(Request &req, Response &res) { if (!req.ranges.empty() && 200 <= res.status && res.status < 300) { + if (res.body.empty() && res.content_provider_ && res.content_length_ == 0) { + req.ranges.clear(); + if (res.status == StatusCode::PartialContent_206) { + res.status = StatusCode::OK_200; + } + return false; + } + ssize_t content_len = static_cast( res.content_length_ ? res.content_length_ : res.body.size()); @@ -4813,9 +4821,10 @@ private: namespace fields { bool is_token_char(char c) { - return std::isalnum(c) || c == '!' || c == '#' || c == '$' || c == '%' || - c == '&' || c == '\'' || c == '*' || c == '+' || c == '-' || - c == '.' || c == '^' || c == '_' || c == '`' || c == '|' || c == '~'; + return std::isalnum(static_cast(c)) || c == '!' || c == '#' || + c == '$' || c == '%' || c == '&' || c == '\'' || c == '*' || + c == '+' || c == '-' || c == '.' || c == '^' || c == '_' || c == '`' || + c == '|' || c == '~'; } bool is_token(const std::string &s) { @@ -5306,41 +5315,68 @@ verify_cert_with_windows_schannel(const std::vector &der_cert, } #endif // _WIN32 -bool setup_client_tls_session(const std::string &host, tls::ctx_t &ctx, +// Loads CA file/dir configuration and applies the system CA policy to a +// client TLS context. PEM data and native stores are applied to the context +// directly at set time; has_custom_store reflects them for the Auto policy +// decision. +bool load_client_ca_config(tls::ctx_t ctx, + const std::string &ca_cert_file_path, + const std::string &ca_cert_dir_path, + bool has_custom_store, SystemCAMode mode, + uint64_t &backend_error) { + auto ret = true; + + if (!ca_cert_file_path.empty()) { + if (!tls::load_ca_file(ctx, ca_cert_file_path.c_str())) { + backend_error = tls::get_error(); + ret = false; + } + } else if (!ca_cert_dir_path.empty()) { + if (!tls::load_ca_dir(ctx, ca_cert_dir_path.c_str())) { + backend_error = tls::get_error(); + ret = false; + } + } + + auto has_custom_ca = !ca_cert_file_path.empty() || + !ca_cert_dir_path.empty() || has_custom_store; + if (mode == SystemCAMode::Enabled || + (mode == SystemCAMode::Auto && !has_custom_ca)) { + if (!tls::load_system_certs(ctx)) { backend_error = tls::get_error(); } + } + + return ret; +} + +bool setup_client_tls_session(const std::string &host, tls::ctx_t ctx, tls::session_t &session, socket_t sock, bool server_certificate_verification, - const std::string &ca_cert_file_path, - tls::ca_store_t ca_cert_store, time_t timeout_sec, time_t timeout_usec) { using namespace tls; - ctx = create_client_context(); if (!ctx) { return false; } - if (server_certificate_verification) { - if (!ca_cert_file_path.empty()) { - load_ca_file(ctx, ca_cert_file_path.c_str()); - } - if (ca_cert_store) { set_ca_store(ctx, ca_cert_store); } - load_system_certs(ctx); - } - bool is_ip = is_ip_address(host); -#ifdef CPPHTTPLIB_MBEDTLS_SUPPORT - if (is_ip && server_certificate_verification) { - set_verify_client(ctx, false); - } else { - set_verify_client(ctx, server_certificate_verification); - } +#if defined(CPPHTTPLIB_MBEDTLS_SUPPORT) || defined(CPPHTTPLIB_WOLFSSL_SUPPORT) + // Chain verification happens during the handshake even for IP hosts; the + // certificate identity is verified post-handshake via verify_hostname() + set_verify_client(ctx, server_certificate_verification); #endif session = create_session(ctx, sock); if (!session) { return false; } - // RFC 6066: SNI must not be set for IP addresses - if (!is_ip) { set_sni(session, host.c_str()); } - if (server_certificate_verification) { set_hostname(session, host.c_str()); } + // RFC 6066: SNI must not be set for IP addresses. On Mbed TLS and wolfSSL + // set_hostname also sets SNI, so it must be skipped for IP hosts as well; + // their identity is checked post-handshake below instead. + if (!is_ip) { + if (server_certificate_verification) { + set_hostname(session, host.c_str()); + } else { + set_sni(session, host.c_str()); + } + } if (!connect_nonblocking(session, sock, timeout_sec, timeout_usec, nullptr)) { return false; @@ -5348,6 +5384,14 @@ bool setup_client_tls_session(const std::string &host, tls::ctx_t &ctx, if (server_certificate_verification) { if (get_verify_result(session) != 0) { return false; } + + // Identity check against the peer certificate, post-handshake for all + // backends (same as SSLClient). For IP hosts this is the only identity + // verification since no hostname is bound during the handshake. + auto server_cert = get_peer_cert(session); + if (!server_cert) { return false; } + auto cert_guard = detail::scope_exit([&] { free_cert(server_cert); }); + if (!verify_hostname(server_cert, host.c_str())) { return false; } } return true; @@ -7194,6 +7238,11 @@ Server::set_expect_100_continue_handler(Expect100ContinueHandler handler) { return *this; } +Server &Server::set_start_handler(StartHandler handler) { + start_handler_ = std::move(handler); + return *this; +} + Server &Server::set_address_family(int family) { address_family_ = family; return *this; @@ -7889,6 +7938,8 @@ bool Server::listen_internal() { is_running_ = true; auto se = detail::scope_exit([&]() { is_running_ = false; }); + if (start_handler_) { start_handler_(); } + { std::unique_ptr task_queue(new_task_queue()); @@ -8032,26 +8083,26 @@ bool Server::routing(Request &req, Response &res, Stream &strm) { } } - // Read content into `req.body` - if (!read_content(strm, req, res)) { - output_error_log(Error::Read, &req); - return false; - } + // NOTE: `req.body` is not read here. For a regular handler the body is + // read inside dispatch_request(), after the route has matched and the + // pre-request handler has approved the request, so that a rejected + // request (e.g. failed authentication) never forces us to buffer a + // potentially large body. } // Regular handler if (req.method == "GET" || req.method == "HEAD") { - return dispatch_request(req, res, get_handlers_); + return dispatch_request(req, res, get_handlers_, strm); } else if (req.method == "POST") { - return dispatch_request(req, res, post_handlers_); + return dispatch_request(req, res, post_handlers_, strm); } else if (req.method == "PUT") { - return dispatch_request(req, res, put_handlers_); + return dispatch_request(req, res, put_handlers_, strm); } else if (req.method == "DELETE") { - return dispatch_request(req, res, delete_handlers_); + return dispatch_request(req, res, delete_handlers_, strm); } else if (req.method == "OPTIONS") { - return dispatch_request(req, res, options_handlers_); + return dispatch_request(req, res, options_handlers_, strm); } else if (req.method == "PATCH") { - return dispatch_request(req, res, patch_handlers_); + return dispatch_request(req, res, patch_handlers_, strm); } res.status = StatusCode::BadRequest_400; @@ -8059,17 +8110,29 @@ bool Server::routing(Request &req, Response &res, Stream &strm) { } bool Server::dispatch_request(Request &req, Response &res, - const Handlers &handlers) const { + const Handlers &handlers, Stream &strm) { for (const auto &x : handlers) { const auto &matcher = x.first; const auto &handler = x.second; if (matcher->match(req)) { req.matched_route = matcher->pattern(); - if (!pre_request_handler_ || - pre_request_handler_(req, res) != HandlerResponse::Handled) { - handler(req, res); + + // Run the pre-request handler before reading the body so a rejected + // request (e.g. failed authentication) never forces us to buffer a + // potentially large body. `req.matched_route` is available here. + if (pre_request_handler_ && + pre_request_handler_(req, res) == HandlerResponse::Handled) { + return true; } + + // The route matched and the request was approved; read the body now. + if (detail::expect_content(req) && !read_content(strm, req, res)) { + output_error_log(Error::Read, &req); + return false; + } + + handler(req, res); return true; } } @@ -8638,6 +8701,7 @@ void ClientImpl::copy_settings(const ClientImpl &rhs) { ca_cert_dir_path_ = rhs.ca_cert_dir_path_; server_certificate_verification_ = rhs.server_certificate_verification_; server_hostname_verification_ = rhs.server_hostname_verification_; + system_ca_mode_ = rhs.system_ca_mode_; #endif } @@ -9420,6 +9484,7 @@ bool ClientImpl::create_redirect_client( server_certificate_verification_); redirect_client.enable_server_hostname_verification( server_hostname_verification_); + redirect_client.system_ca_mode_ = system_ca_mode_; // Transfer CA certificate to redirect client if (!ca_cert_pem_.empty()) { @@ -11071,6 +11136,10 @@ void ClientImpl::enable_server_certificate_verification(bool enabled) { void ClientImpl::enable_server_hostname_verification(bool enabled) { server_hostname_verification_ = enabled; } + +void ClientImpl::enable_system_ca(bool enabled) { + system_ca_mode_ = enabled ? SystemCAMode::Enabled : SystemCAMode::Disabled; +} #endif void ClientImpl::set_logger(Logger logger) { @@ -12156,6 +12225,7 @@ void SSLClient::set_ca_cert_store(tls::ca_store_t ca_cert_store) { if (ca_cert_store && ctx_) { // set_ca_store takes ownership of ca_cert_store tls::set_ca_store(ctx_, ca_cert_store); + ca_cert_store_set_ = true; } else if (ca_cert_store) { tls::free_ca_store(ca_cert_store); } @@ -12192,21 +12262,10 @@ bool SSLClient::load_certs() { std::call_once(initialize_cert_, [&]() { std::lock_guard guard(ctx_mutex_); - if (!ca_cert_file_path_.empty()) { - if (!tls::load_ca_file(ctx_, ca_cert_file_path_.c_str())) { - last_backend_error_ = tls::get_error(); - ret = false; - } - } else if (!ca_cert_dir_path_.empty()) { - if (!tls::load_ca_dir(ctx_, ca_cert_dir_path_.c_str())) { - last_backend_error_ = tls::get_error(); - ret = false; - } - } else if (ca_cert_pem_.empty()) { - if (!tls::load_system_certs(ctx_)) { - last_backend_error_ = tls::get_error(); - } - } + ret = detail::load_client_ca_config( + ctx_, ca_cert_file_path_, ca_cert_dir_path_, + !ca_cert_pem_.empty() || ca_cert_store_set_, system_ca_mode_, + last_backend_error_); }); return ret; @@ -12229,13 +12288,9 @@ bool SSLClient::initialize_ssl(Socket &socket, Error &error) { #if defined(CPPHTTPLIB_MBEDTLS_SUPPORT) || defined(CPPHTTPLIB_WOLFSSL_SUPPORT) // MbedTLS/wolfSSL need explicit verification mode (OpenSSL uses // SSL_VERIFY_NONE by default and performs all verification post-handshake). - // For IP addresses with verification enabled, use OPTIONAL mode since - // these backends require hostname for strict verification. - if (is_ip && server_certificate_verification_) { - set_verify_client(ctx_, false); - } else { - set_verify_client(ctx_, server_certificate_verification_); - } + // Chain verification happens during the handshake even for IP hosts; the + // certificate identity is verified post-handshake via verify_hostname(). + set_verify_client(ctx_, server_certificate_verification_); #endif // Create TLS session @@ -12335,9 +12390,12 @@ bool SSLClient::initialize_ssl(Socket &socket, Error &error) { // This provides real-time certificate validation with Windows Update // integration, working with both OpenSSL and MbedTLS backends. // Skip when a custom CA cert is specified, as the Windows certificate - // store would not know about user-provided CA certificates. - if (enable_windows_cert_verification_ && ca_cert_file_path_.empty() && - ca_cert_dir_path_.empty() && ca_cert_pem_.empty()) { + // store would not know about user-provided CA certificates. Also skip + // when system CA trust is explicitly disabled. + if (enable_windows_cert_verification_ && + system_ca_mode_ != SystemCAMode::Disabled && + ca_cert_file_path_.empty() && ca_cert_dir_path_.empty() && + ca_cert_pem_.empty() && !ca_cert_store_set_) { std::vector der; if (get_cert_der(server_cert, der)) { uint64_t wincrypt_error = 0; @@ -12376,6 +12434,10 @@ void Client::enable_server_hostname_verification(bool enabled) { cli_->enable_server_hostname_verification(enabled); } +void Client::enable_system_ca(bool enabled) { + cli_->enable_system_ca(enabled); +} + #ifdef CPPHTTPLIB_WINDOWS_AUTOMATIC_ROOT_CERTIFICATES_UPDATE void Client::enable_windows_certificate_verification(bool enabled) { if (is_ssl_) { @@ -12399,7 +12461,10 @@ void Client::set_ca_cert_store(tls::ca_store_t ca_cert_store) { } void Client::load_ca_cert_store(const char *ca_cert, std::size_t size) { - set_ca_cert_store(tls::create_ca_store(ca_cert, size)); + if (is_ssl_) { + // Use the PEM-based path so the CA data is retained for redirect transfer + static_cast(*cli_).load_ca_cert_store(ca_cert, size); + } } void @@ -13041,15 +13106,22 @@ bool set_hostname(session_t session, const char *hostname) { auto ssl = static_cast(session); - // Set SNI (Server Name Indication) - if (!set_sni(session, hostname)) { return false; } - // Enable hostname verification auto param = SSL_get0_param(ssl); if (!param) return false; - X509_VERIFY_PARAM_set_hostflags(param, X509_CHECK_FLAG_NO_PARTIAL_WILDCARDS); - if (X509_VERIFY_PARAM_set1_host(param, hostname, 0) != 1) { return false; } + if (detail::is_ip_address(hostname)) { + // RFC 6066: SNI must not be set for IP addresses; verify against the + // certificate's IP SANs instead of its DNS names + if (X509_VERIFY_PARAM_set1_ip_asc(param, hostname) != 1) { return false; } + } else { + // Set SNI (Server Name Indication) + if (!set_sni(session, hostname)) { return false; } + + X509_VERIFY_PARAM_set_hostflags(param, + X509_CHECK_FLAG_NO_PARTIAL_WILDCARDS); + if (X509_VERIFY_PARAM_set1_host(param, hostname, 0) != 1) { return false; } + } SSL_set_verify(ssl, SSL_VERIFY_PEER, nullptr); return true; @@ -14279,6 +14351,14 @@ session_t create_session(ctx_t ctx, socket_t sock) { return nullptr; } + // Explicitly opt out of in-handshake hostname verification by default; + // since Mbed TLS 3.6.4 a client handshake with certificate verification + // fails outright when no hostname was set. set_sni() installs the real + // hostname for DNS hosts; for IP hosts (where SNI must not be set) the + // caller verifies the certificate identity post-handshake via + // verify_hostname(). + mbedtls_ssl_set_hostname(&session->ssl, nullptr); + // Set BIO callbacks mbedtls_ssl_set_bio(&session->ssl, &session->sock, impl::mbedtls_net_send_cb, impl::mbedtls_net_recv_cb, nullptr); @@ -14838,10 +14918,17 @@ bool set_ca_store(ctx_t ctx, ca_store_t store) { while (src != nullptr) { int ret = mbedtls_x509_crt_parse_der(&mbed_ctx->ca_chain, src->raw.p, src->raw.len); - if (ret != 0) { return false; } + if (ret != 0) { + free_ca_store(store); + return false; + } src = src->next; } + // This function takes ownership of the store; the chain was deep-copied + // above, so release the source + free_ca_store(store); + // Update the SSL config to use the new CA chain mbedtls_ssl_conf_ca_chain(&mbed_ctx->conf, &mbed_ctx->ca_chain, nullptr); return true; @@ -15985,6 +16072,9 @@ bool set_ca_store(ctx_t ctx, ca_store_t store) { wctx->ctx, reinterpret_cast(ca->pem_data.data()), static_cast(ca->pem_data.size()), SSL_FILETYPE_PEM); if (ret == SSL_SUCCESS) { wctx->ca_pem_data_ += ca->pem_data; } + // This function takes ownership of the store; the PEM data was copied into + // the context, so release the source + free_ca_store(store); return ret == SSL_SUCCESS; } @@ -16343,9 +16433,16 @@ WebSocketClient::WebSocketClient( if (!uc.port.empty() && !detail::parse_port(uc.port, port_)) { return; } path_ = std::move(uc.path); + if (!uc.query.empty()) { path_ += uc.query; } #ifdef CPPHTTPLIB_SSL_ENABLED is_ssl_ = is_ssl; + if (is_ssl_) { + // The context lives as long as the client so that CA configuration + // survives reconnects; sessions are created per connection. + tls_ctx_ = tls::create_client_context(); + if (!tls_ctx_) { return; } + } #else if (is_ssl) { return; } #endif @@ -16354,7 +16451,15 @@ WebSocketClient::WebSocketClient( } } -WebSocketClient::~WebSocketClient() { shutdown_and_close(); } +WebSocketClient::~WebSocketClient() { + shutdown_and_close(); +#ifdef CPPHTTPLIB_SSL_ENABLED + if (tls_ctx_) { + tls::free_context(tls_ctx_); + tls_ctx_ = nullptr; + } +#endif +} bool WebSocketClient::is_valid() const { return is_valid_; } @@ -16366,10 +16471,6 @@ void WebSocketClient::shutdown_and_close() { tls::free_session(tls_session_); tls_session_ = nullptr; } - if (tls_ctx_) { - tls::free_context(tls_ctx_); - tls_ctx_ = nullptr; - } } #endif if (ws_ && ws_->is_open()) { ws_->close(); } @@ -16384,10 +16485,18 @@ void WebSocketClient::shutdown_and_close() { bool WebSocketClient::create_stream(std::unique_ptr &strm) { #ifdef CPPHTTPLIB_SSL_ENABLED if (is_ssl_) { - if (!detail::setup_client_tls_session( - host_, tls_ctx_, tls_session_, sock_, - server_certificate_verification_, ca_cert_file_path_, - ca_cert_store_, read_timeout_sec_, read_timeout_usec_)) { + if (server_certificate_verification_ && !certs_loaded_) { + uint64_t backend_error = 0; + detail::load_client_ca_config(tls_ctx_, ca_cert_file_path_, std::string(), + custom_ca_loaded_, system_ca_mode_, + backend_error); + certs_loaded_ = true; + } + + if (!detail::setup_client_tls_session(host_, tls_ctx_, tls_session_, sock_, + server_certificate_verification_, + read_timeout_sec_, + read_timeout_usec_)) { return false; } @@ -16407,9 +16516,14 @@ bool WebSocketClient::connect() { if (!is_valid_) { return false; } shutdown_and_close(); + // Check is custom IP specified for host_ + std::string ip; + auto it = addr_map_.find(host_); + if (it != addr_map_.end()) { ip = it->second; } + Error error; sock_ = detail::create_client_socket( - host_, std::string(), port_, address_family_, tcp_nodelay_, ipv6_v6only_, + host_, ip, port_, address_family_, tcp_nodelay_, ipv6_v6only_, socket_options_, connection_timeout_sec_, connection_timeout_usec_, read_timeout_sec_, read_timeout_usec_, write_timeout_sec_, write_timeout_usec_, interface_, error); @@ -16504,6 +16618,11 @@ void WebSocketClient::set_interface(const std::string &intf) { interface_ = intf; } +void WebSocketClient::set_hostname_addr_map( + std::map addr_map) { + addr_map_ = std::move(addr_map); +} + #ifdef CPPHTTPLIB_SSL_ENABLED void WebSocketClient::set_ca_cert_path(const std::string &path) { @@ -16511,7 +16630,21 @@ void WebSocketClient::set_ca_cert_path(const std::string &path) { } void WebSocketClient::set_ca_cert_store(tls::ca_store_t store) { - ca_cert_store_ = store; + if (store && tls_ctx_) { + // set_ca_store takes ownership of store + tls::set_ca_store(tls_ctx_, store); + custom_ca_loaded_ = true; + } else if (store) { + tls::free_ca_store(store); + } +} + +void WebSocketClient::load_ca_cert_store(const char *ca_cert, + std::size_t size) { + if (tls_ctx_ && ca_cert && size > 0) { + tls::load_ca_pem(tls_ctx_, ca_cert, size); + custom_ca_loaded_ = true; + } } void @@ -16519,6 +16652,10 @@ WebSocketClient::enable_server_certificate_verification(bool enabled) { server_certificate_verification_ = enabled; } +void WebSocketClient::enable_system_ca(bool enabled) { + system_ca_mode_ = enabled ? SystemCAMode::Enabled : SystemCAMode::Disabled; +} + #endif // CPPHTTPLIB_SSL_ENABLED } // namespace ws diff --git a/vendor/cpp-httplib/httplib.h b/vendor/cpp-httplib/httplib.h index cbb549e71..94d93e88a 100644 --- a/vendor/cpp-httplib/httplib.h +++ b/vendor/cpp-httplib/httplib.h @@ -8,8 +8,8 @@ #ifndef CPPHTTPLIB_HTTPLIB_H #define CPPHTTPLIB_HTTPLIB_H -#define CPPHTTPLIB_VERSION "0.46.1" -#define CPPHTTPLIB_VERSION_NUM "0x002e01" +#define CPPHTTPLIB_VERSION "0.47.0" +#define CPPHTTPLIB_VERSION_NUM "0x002f00" #ifdef _WIN32 #if defined(_WIN32_WINNT) && _WIN32_WINNT < 0x0A00 @@ -810,6 +810,11 @@ enum class SSLVerifierResponse { CertificateRejected }; +// System CA loading policy for SSL clients. Auto (the default) loads system +// CA certs only when no custom CA is configured; enable_system_ca() switches +// to an explicit policy. +enum class SystemCAMode { Auto, Enabled, Disabled }; + enum StatusCode { // Information responses Continue_100 = 100, @@ -1643,6 +1648,8 @@ public: using Expect100ContinueHandler = std::function; + using StartHandler = std::function; + using WebSocketHandler = std::function; using SubProtocolSelector = @@ -1694,6 +1701,9 @@ public: Server &set_pre_request_handler(HandlerWithResponse handler); Server &set_expect_100_continue_handler(Expect100ContinueHandler handler); + + Server &set_start_handler(StartHandler handler); + Server &set_logger(Logger logger); Server &set_pre_compression_logger(Logger logger); Server &set_error_logger(ErrorLogger error_logger); @@ -1807,8 +1817,8 @@ private: const std::string &etag, time_t mtime) const; bool check_if_range(Request &req, const std::string &etag, time_t mtime) const; - bool dispatch_request(Request &req, Response &res, - const Handlers &handlers) const; + bool dispatch_request(Request &req, Response &res, const Handlers &handlers, + Stream &strm); bool dispatch_request_for_content_reader( Request &req, Response &res, ContentReader content_reader, const HandlersForContentReader &handlers) const; @@ -1883,6 +1893,7 @@ private: Handler post_routing_handler_; HandlerWithResponse pre_request_handler_; Expect100ContinueHandler expect_100_continue_handler_; + StartHandler start_handler_; mutable std::mutex logger_mutex_; Logger logger_; @@ -2445,6 +2456,7 @@ public: const std::string &ca_cert_dir_path = std::string()); void enable_server_certificate_verification(bool enabled); void enable_server_hostname_verification(bool enabled); + void enable_system_ca(bool enabled); protected: std::string digest_auth_username_; @@ -2455,6 +2467,7 @@ protected: std::string ca_cert_dir_path_; bool server_certificate_verification_ = true; bool server_hostname_verification_ = true; + SystemCAMode system_ca_mode_ = SystemCAMode::Auto; std::string ca_cert_pem_; // Store CA cert PEM for redirect transfer int last_ssl_error_ = 0; uint64_t last_backend_error_ = 0; @@ -2661,6 +2674,7 @@ public: const std::string &password); void enable_server_certificate_verification(bool enabled); void enable_server_hostname_verification(bool enabled); + void enable_system_ca(bool enabled); void set_ca_cert_path(const std::string &ca_cert_file_path, const std::string &ca_cert_dir_path = std::string()); @@ -2798,6 +2812,11 @@ private: std::mutex ctx_mutex_; std::once_flag initialize_cert_; + // Tracks whether a custom CA store was applied via set_ca_cert_store(), + // since the store handle itself is owned by ctx_ and leaves no other trace. + // Used to keep custom CA configuration exclusive with system CA loading. + bool ca_cert_store_set_ = false; + long verify_result_ = 0; std::function session_verifier_; @@ -3842,11 +3861,14 @@ public: void set_socket_options(SocketOptions socket_options); void set_connection_timeout(time_t sec, time_t usec = 0); void set_interface(const std::string &intf); + void set_hostname_addr_map(std::map addr_map); #ifdef CPPHTTPLIB_SSL_ENABLED void set_ca_cert_path(const std::string &path); void set_ca_cert_store(tls::ca_store_t store); + void load_ca_cert_store(const char *ca_cert, std::size_t size); void enable_server_certificate_verification(bool enabled); + void enable_system_ca(bool enabled); #endif private: @@ -3876,12 +3898,17 @@ private: time_t connection_timeout_usec_ = CPPHTTPLIB_CONNECTION_TIMEOUT_USECOND; std::string interface_; + // Hostname-IP map + std::map addr_map_; + #ifdef CPPHTTPLIB_SSL_ENABLED bool is_ssl_ = false; tls::ctx_t tls_ctx_ = nullptr; tls::session_t tls_session_ = nullptr; std::string ca_cert_file_path_; - tls::ca_store_t ca_cert_store_ = nullptr; + bool custom_ca_loaded_ = false; + bool certs_loaded_ = false; + SystemCAMode system_ca_mode_ = SystemCAMode::Auto; bool server_certificate_verification_ = true; #endif }; From e08c226a2c22bf0f7bf54d043492389139b3b969 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jun 2026 15:32:00 +0300 Subject: [PATCH 03/22] ggml : bump version to 0.15.1 (ggml/1541) --- ggml/CMakeLists.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index cd0e4fef9..249ed3da2 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -5,7 +5,7 @@ project("ggml" C CXX ASM) ### GGML Version set(GGML_VERSION_MAJOR 0) set(GGML_VERSION_MINOR 15) -set(GGML_VERSION_PATCH 0) +set(GGML_VERSION_PATCH 1) set(GGML_VERSION_BASE "${GGML_VERSION_MAJOR}.${GGML_VERSION_MINOR}.${GGML_VERSION_PATCH}") list(APPEND CMAKE_MODULE_PATH "${CMAKE_CURRENT_SOURCE_DIR}/cmake/") From f532be8facd5fb8bd292a35d6dc994277c33fcc5 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jun 2026 15:55:01 +0300 Subject: [PATCH 04/22] sync : ggml --- scripts/sync-ggml.last | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/sync-ggml.last b/scripts/sync-ggml.last index 23ff943f9..87d353ef4 100644 --- a/scripts/sync-ggml.last +++ b/scripts/sync-ggml.last @@ -1 +1 @@ -a5ce761c70415ebb9066a76d1efd3b938047e21e +3af5f5760e19a96427f5f7a93b79cbdf3d4b265b From 02182fc5b9b0d20c8a4fc15a6b8637dd65d3b537 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jun 2026 15:57:05 +0300 Subject: [PATCH 05/22] fit : avoid including llama-ext.h in fit.h (#24506) --- common/fit.h | 48 +++++++++++++++++++++++++----------------------- src/llama-ext.h | 1 + 2 files changed, 26 insertions(+), 23 deletions(-) diff --git a/common/fit.h b/common/fit.h index 643d34200..a6ba71b89 100644 --- a/common/fit.h +++ b/common/fit.h @@ -1,9 +1,7 @@ #pragma once #include "ggml.h" -#include "ggml-backend.h" #include "llama.h" -#include "../src/llama-ext.h" #include @@ -18,31 +16,35 @@ enum common_params_fit_status { // - this function is NOT thread safe because it modifies the global llama logger state // - only parameters that have the same value as in llama_default_model_params are modified // with the exception of the context size which is modified if and only if equal to 0 -enum common_params_fit_status common_fit_params( - const char * path_model, - struct llama_model_params * mparams, - struct llama_context_params * cparams, - float * tensor_split, // writable buffer for tensor split, needs at least llama_max_devices elements - struct llama_model_tensor_buft_override * tensor_buft_overrides, // writable buffer for overrides, needs at least llama_max_tensor_buft_overrides elements - size_t * margins, // margins of memory to leave per device in bytes - uint32_t n_ctx_min, // minimum context size to set when trying to reduce memory use - enum ggml_log_level log_level); // minimum log level to print during fitting, lower levels go to debug log +common_params_fit_status common_fit_params( + const char * path_model, + llama_model_params * mparams, + llama_context_params * cparams, + float * tensor_split, // writable buffer for tensor split, needs at least llama_max_devices elements + llama_model_tensor_buft_override * tensor_buft_overrides, // writable buffer for overrides, needs at least llama_max_tensor_buft_overrides elements + size_t * margins, // margins of memory to leave per device in bytes + uint32_t n_ctx_min, // minimum context size to set when trying to reduce memory use + ggml_log_level log_level); // minimum log level to print during fitting, lower levels go to debug log // print estimated memory to stdout void common_fit_print( - const char * path_model, - struct llama_model_params * mparams, - struct llama_context_params * cparams); + const char * path_model, + llama_model_params * mparams, + llama_context_params * cparams); -void common_memory_breakdown_print(const struct llama_context * ctx); +void common_memory_breakdown_print(const llama_context * ctx); + +// TODO: convert this to common_device_memory_data that wraps llama_device_memory_data +// add API for accessing the internal `llama-ext.h` information +struct llama_device_memory_data; // Load a model + context with no_alloc and return the per-device memory breakdown. std::vector common_get_device_memory_data( - const char * path_model, - const struct llama_model_params * mparams, - const struct llama_context_params * cparams, - std::vector & devs, - uint32_t & hp_ngl, - uint32_t & hp_n_ctx_train, - uint32_t & hp_n_expert, - enum ggml_log_level log_level); + const char * path_model, + const llama_model_params * mparams, + const llama_context_params * cparams, + std::vector & devs, + uint32_t & hp_ngl, + uint32_t & hp_n_ctx_train, + uint32_t & hp_n_expert, + ggml_log_level log_level); diff --git a/src/llama-ext.h b/src/llama-ext.h index b744af528..8b5679b69 100644 --- a/src/llama-ext.h +++ b/src/llama-ext.h @@ -2,6 +2,7 @@ // this is a staging header for new llama.cpp API // breaking changes and C++ are allowed. everything here should be considered WIP +// try as much as possible to not include this header in the rest of the codebase #include "llama.h" From f7ca93d12c523491e9123ee7ce6a881447c20e52 Mon Sep 17 00:00:00 2001 From: Aleksander Grygier Date: Fri, 12 Jun 2026 15:53:26 +0200 Subject: [PATCH 06/22] ui: PWA support (#23871) * feat: Add basic PWA support and service worker for offline caching * feat: Vite PWA implementation WIP * feat: Improve PWA icons generation * feat: Add PWA workbox to server routes * feat: Include `version.json` in static assets * feat: Add HTTP cache headers for PWA static assets * feat: Update app name for `apple-mobile-web-app-title` * feat: Implement PWA versioning and automatic update detection * chore: Update `.gitignore` files * feat: Splash Screens * feat: Add dark mode favicon support * refactor: Cleanup * fix: Use dark logo for dark splash screens * refactor: Simplify favicons SVG code * fix: Adjust caching and polling for reliable service worker updates * fix: Add missing favicon entry * fix: Align PWA service worker configuration with SvelteKit build structure * fix: Replace hashed bundle paths with versioned static paths * test: Add PWA tests * ci: Add build output for unit tests * refactor: Cleanup * fix: Server build & release versioning * chore: Update package-lock.json * chore: Increase PWA cache size * chore: Update packages * feat: Update favicons * refactor: Post-merge fix * feat: support explicit build version for PWA cache busting * fix: CI * feat: Improve PWA Refresh Alert UI * feat: Add toggleable build version display * refactor: Cleanup * feat: Add version mismatch detection and manual app reload * refactor: replace dynamic imports with static * refactor: Cleanup * feat: Add safe space for `pwa-.png` rendered icons * fix: use relative paths for PWA assets to support base path deployment * feat: add PWA mode detection via URL query parameter * feat: Use ?cache=true for SW-cached PWA assets * refactor: Build process cleanup * refactor: Decouple PWA versioning and remove ?cache=true workaround * chore: Update README logo * feat: Include PWA Assets generation in build script * refactor: `usePwa` hook for core layout * fix: Relativize base vite plugin * fix: remove unnecessary backslash escapes in test regexes * test: update static asset paths for API Key test * refactor: Move SvelteKit PWA Options config to constants * ui: fix update notification never appearing Keep the PWA hook object intact instead of destructuring needRefreshByStorage, which freezes the reactive getter. Also exclude loading.html from PWA precache to prevent 404 errors and broken SW installation. --- .github/workflows/release.yml | 56 +- .github/workflows/ui-build.yml | 16 + .github/workflows/ui-self-hosted.yml | 29 +- .github/workflows/ui.yml | 23 +- .gitignore | 7 - README.md | 2 +- scripts/ui-assets.cmake | 104 +- tools/server/server-http.cpp | 216 +- tools/server/tests/unit/test_security.py | 2 +- tools/ui/.gitignore | 11 + tools/ui/CMakeLists.txt | 1 + tools/ui/package-lock.json | 8113 ++++++++++++++--- tools/ui/package.json | 56 +- tools/ui/playwright.config.ts | 28 +- tools/ui/pwa-assets-dark.config.ts | 20 + tools/ui/pwa-assets.config.ts | 51 + tools/ui/scripts/make-icons-circular.js | 137 + tools/ui/scripts/vite-plugin-build-info.ts | 42 + .../ui/scripts/vite-plugin-llama-cpp-build.ts | 105 - .../ui/scripts/vite-plugin-relativize-base.ts | 61 + tools/ui/scripts/vite-plugin-splash-screen.ts | 115 + tools/ui/src/app.d.ts | 3 + tools/ui/src/app.html | 9 +- .../settings/SettingsChat/SettingsChat.svelte | 11 + .../src/lib/components/pwa/PwaMetaTags.svelte | 23 + .../lib/components/pwa/PwaRefreshAlert.svelte | 35 + tools/ui/src/lib/components/pwa/index.ts | 2 + tools/ui/src/lib/constants/app.ts | 1 + tools/ui/src/lib/constants/code.ts | 1 + tools/ui/src/lib/constants/index.ts | 2 + tools/ui/src/lib/constants/pwa.ts | 352 + tools/ui/src/lib/constants/settings-keys.ts | 1 + .../ui/src/lib/constants/settings-registry.ts | 8 + tools/ui/src/lib/constants/storage.ts | 3 + tools/ui/src/lib/constants/ui.ts | 1 - tools/ui/src/lib/enums/index.ts | 2 + tools/ui/src/lib/enums/splash.enums.ts | 7 + tools/ui/src/lib/hooks/use-pwa.svelte.ts | 80 + tools/ui/src/lib/stores/build-info.svelte.ts | 42 + tools/ui/src/lib/stores/mcp.svelte.ts | 2 +- tools/ui/src/lib/stores/theme.svelte.ts | 14 + tools/ui/src/lib/stores/version.svelte.ts | 41 + tools/ui/src/lib/types/index.ts | 3 + tools/ui/src/lib/types/splash.ts | 1 + tools/ui/src/lib/utils/pdf-processing.ts | 4 +- tools/ui/src/routes/+layout.svelte | 66 +- tools/ui/static/favicon-dark.svg | 14 + tools/ui/static/favicon.svg | 15 +- tools/ui/svelte.config.js | 3 - tools/ui/tests/e2e/demo.test.ts | 7 - tools/ui/tests/e2e/pwa.e2e.ts | 106 + .../stories/PwaRefreshAlert.stories.svelte | 57 + tools/ui/tests/unit/pwa.spec.ts | 195 + tools/ui/vite.config.ts | 16 +- 54 files changed, 8855 insertions(+), 1467 deletions(-) create mode 100644 tools/ui/pwa-assets-dark.config.ts create mode 100644 tools/ui/pwa-assets.config.ts create mode 100644 tools/ui/scripts/make-icons-circular.js create mode 100644 tools/ui/scripts/vite-plugin-build-info.ts delete mode 100644 tools/ui/scripts/vite-plugin-llama-cpp-build.ts create mode 100644 tools/ui/scripts/vite-plugin-relativize-base.ts create mode 100644 tools/ui/scripts/vite-plugin-splash-screen.ts create mode 100644 tools/ui/src/lib/components/pwa/PwaMetaTags.svelte create mode 100644 tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte create mode 100644 tools/ui/src/lib/components/pwa/index.ts create mode 100644 tools/ui/src/lib/constants/app.ts create mode 100644 tools/ui/src/lib/constants/pwa.ts create mode 100644 tools/ui/src/lib/enums/splash.enums.ts create mode 100644 tools/ui/src/lib/hooks/use-pwa.svelte.ts create mode 100644 tools/ui/src/lib/stores/build-info.svelte.ts create mode 100644 tools/ui/src/lib/stores/theme.svelte.ts create mode 100644 tools/ui/src/lib/stores/version.svelte.ts create mode 100644 tools/ui/src/lib/types/splash.ts create mode 100644 tools/ui/static/favicon-dark.svg delete mode 100644 tools/ui/tests/e2e/demo.test.ts create mode 100644 tools/ui/tests/e2e/pwa.e2e.ts create mode 100644 tools/ui/tests/stories/PwaRefreshAlert.stories.svelte create mode 100644 tools/ui/tests/unit/pwa.spec.ts diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index efd9ceef4..ea6138034 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -59,8 +59,31 @@ jobs: echo "should_release=false" >> $GITHUB_OUTPUT fi + get-version: + runs-on: ubuntu-slim + outputs: + ui_version: ${{ steps.version.outputs.ui_version }} + steps: + - uses: actions/checkout@v6 + with: + fetch-depth: 0 + - id: version + run: | + # Resolve UI version: BUILD_NUMBER from cmake/build-info.cmake > git hash + epoch > fallback + version="" + if grep -q "BUILD_NUMBER" cmake/build-info.cmake; then + build_number=$(grep "set(BUILD_NUMBER" cmake/build-info.cmake | grep -oP '\d+') + if [ -n "$build_number" ] && [ "$build_number" -gt 0 ]; then + version="b${build_number}" + fi + fi + if [ -z "$version" ]; then + version=$(git rev-parse --short HEAD)-$(date +%s) + fi + echo "ui_version=${version}" >> $GITHUB_OUTPUT + macos-cpu: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} strategy: matrix: @@ -116,6 +139,7 @@ jobs: -DCMAKE_BUILD_WITH_INSTALL_RPATH=ON \ -DLLAMA_FATAL_WARNINGS=ON \ -DLLAMA_BUILD_BORINGSSL=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \ ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) @@ -141,7 +165,7 @@ jobs: name: llama-bin-macos-${{ matrix.build }}.tar.gz ubuntu-cpu: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} strategy: matrix: @@ -201,6 +225,7 @@ jobs: -DGGML_NATIVE=OFF \ -DGGML_CPU_ALL_VARIANTS=ON \ -DLLAMA_FATAL_WARNINGS=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -227,7 +252,7 @@ jobs: name: llama-bin-ubuntu-${{ matrix.build }}.tar.gz ubuntu-vulkan: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} strategy: @@ -287,6 +312,7 @@ jobs: -DGGML_NATIVE=OFF \ -DGGML_CPU_ALL_VARIANTS=ON \ -DGGML_VULKAN=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -312,7 +338,7 @@ jobs: name: llama-bin-ubuntu-vulkan-${{ matrix.build }}.tar.gz android-arm64: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: ubuntu-latest @@ -379,6 +405,7 @@ jobs: -DLLAMA_FATAL_WARNINGS=ON \ -DGGML_OPENMP=OFF \ -DLLAMA_BUILD_BORINGSSL=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -404,7 +431,7 @@ jobs: name: llama-bin-android-arm64.tar.gz ubuntu-24-openvino: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: ubuntu-24.04 @@ -476,7 +503,8 @@ jobs: source ./openvino_toolkit/setupvars.sh cmake -B build/ReleaseOV -G Ninja \ -DCMAKE_BUILD_TYPE=Release \ - -DGGML_OPENVINO=ON + -DGGML_OPENVINO=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} cmake --build build/ReleaseOV --config Release -j $(nproc) - name: ccache-clear @@ -952,7 +980,7 @@ jobs: name: llama-bin-ubuntu-sycl-${{ matrix.build }}-x64.tar.gz ubuntu-22-rocm: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: ubuntu-22.04 @@ -1044,6 +1072,7 @@ jobs: -DGGML_HIP=ON \ -DHIP_PLATFORM=amd \ -DGGML_HIP_ROCWMMA_FATTN=ON \ + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \ ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -1072,7 +1101,7 @@ jobs: name: llama-bin-ubuntu-rocm-${{ env.ROCM_VERSION_SHORT }}-${{ matrix.build }}.tar.gz windows-hip: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: windows-2022 @@ -1168,6 +1197,7 @@ jobs: -DGPU_TARGETS="${{ matrix.gpu_targets }}" ` -DGGML_HIP_ROCWMMA_FATTN=ON ` -DGGML_HIP=ON ` + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} ` -DLLAMA_BUILD_BORINGSSL=ON cmake --build build --target ggml-hip -j ${env:NUMBER_OF_PROCESSORS} md "build\bin\rocblas\library\" @@ -1195,7 +1225,7 @@ jobs: name: llama-bin-win-hip-${{ matrix.name }}-x64.zip ios-xcode: - needs: [check-release] + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: macos-26 @@ -1225,6 +1255,7 @@ jobs: -DCMAKE_SYSTEM_NAME=iOS \ -DCMAKE_OSX_DEPLOYMENT_TARGET=16.0 \ -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO - name: xcodebuild for swift package @@ -1344,10 +1375,12 @@ jobs: # path: llama-${{ steps.tag.outputs.name }}-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}${{ matrix.use_acl_graph == 'on' && '-aclgraph' || '' }}.tar.gz # name: llama-bin-${{ matrix.chip_type }}-openEuler-${{ matrix.arch }}${{ matrix.use_acl_graph == 'on' && '-aclgraph' || '' }}.tar.gz - ui: - needs: [check-release] + ui-build: + needs: [check-release, get-version] if: ${{ needs.check-release.outputs.should_release == 'true' }} uses: ./.github/workflows/ui-build.yml + with: + hf_ui_version: ${{ needs.get-version.outputs.ui_version }} release: if: ${{ ( github.event_name == 'push' && github.ref == 'refs/heads/master' ) || github.event.inputs.create_release == 'true' }} @@ -1360,6 +1393,7 @@ jobs: runs-on: ubuntu-slim needs: + - get-version - windows - windows-cpu - windows-cuda diff --git a/.github/workflows/ui-build.yml b/.github/workflows/ui-build.yml index 92b0573fb..67327c24b 100644 --- a/.github/workflows/ui-build.yml +++ b/.github/workflows/ui-build.yml @@ -2,6 +2,11 @@ name: UI Build on: workflow_call: + inputs: + hf_ui_version: + description: 'Version string for version.json (e.g. 12345)' + required: false + type: string jobs: build: @@ -25,9 +30,20 @@ jobs: working-directory: tools/ui - name: Build application + env: + HF_UI_VERSION: ${{ inputs.hf_ui_version || '' }} + LLAMA_UI_VERSION: ${{ inputs.hf_ui_version || 'b0000' }} run: npm run build working-directory: tools/ui + - name: Run PWA unit tests (versioned build output) + run: npx vitest --project=unit --run tests/unit/pwa.spec.ts + working-directory: tools/ui + + - name: Run build-utils unit tests (both paths) + run: npx vitest --project=unit --run tests/unit/build-utils.spec.ts + working-directory: tools/ui + - name: Generate checksums run: | cd tools/ui/dist diff --git a/.github/workflows/ui-self-hosted.yml b/.github/workflows/ui-self-hosted.yml index 5457d900c..79d7800d6 100644 --- a/.github/workflows/ui-self-hosted.yml +++ b/.github/workflows/ui-self-hosted.yml @@ -1,8 +1,8 @@ name: UI (self-hosted) # these are the same as ui.yml, but with self-hosted runners -# the runners come with pre-installed Playwright browsers version: 1.56.1 -# the jobs are much lighter because they don't need to install node and playwright browsers +# the jobs are lighter because they don't need to install Node.js or Playwright browsers +# the runner has pre-installed Playwright browsers for @playwright/test (1.56.1) at /ms-playwright/ on: workflow_dispatch: @@ -61,6 +61,12 @@ jobs: run: npm ci working-directory: tools/ui + - name: Download built UI artifacts + uses: actions/download-artifact@v6 + with: + name: ui-build + path: tools/ui/dist/ + - name: Run type checking if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run check @@ -72,12 +78,12 @@ jobs: working-directory: tools/ui - name: Run Client tests - if: ${{ always() }} + if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run test:client working-directory: tools/ui - name: Run Unit tests - if: ${{ always() }} + if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run test:unit working-directory: tools/ui @@ -97,22 +103,23 @@ jobs: run: npm ci working-directory: tools/ui - - name: Build application - if: ${{ always() && steps.setup.conclusion == 'success' }} - run: npm run build - working-directory: tools/ui + - name: Download built UI artifacts + uses: actions/download-artifact@v6 + with: + name: ui-build + path: tools/ui/dist/ - name: Build Storybook - if: ${{ always() }} + if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run build-storybook working-directory: tools/ui - name: Run UI tests - if: ${{ always() }} + if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run test:ui -- --testTimeout=60000 working-directory: tools/ui - name: Run E2E tests - if: ${{ always() }} + if: ${{ always() && steps.setup.conclusion == 'success' }} run: npm run test:e2e working-directory: tools/ui diff --git a/.github/workflows/ui.yml b/.github/workflows/ui.yml index b3712e450..fa99a0cda 100644 --- a/.github/workflows/ui.yml +++ b/.github/workflows/ui.yml @@ -43,7 +43,7 @@ jobs: ui-checks: name: Checks needs: ui-build - runs-on: ubuntu-latest + runs-on: ubuntu-24.04 continue-on-error: true steps: - name: Checkout code @@ -60,6 +60,12 @@ jobs: cache: "npm" cache-dependency-path: "tools/ui/package-lock.json" + - name: Download built UI artifacts + uses: actions/download-artifact@v6 + with: + name: ui-build + path: tools/ui/dist/ + - name: Install dependencies id: setup if: ${{ steps.node.conclusion == 'success' }} @@ -87,7 +93,7 @@ jobs: run: npm run test:client working-directory: tools/ui - - name: Run Unit tests + - name: Run Unit tests (uses pre-built dist/ from ui-build) if: ${{ always() && steps.playwright.conclusion == 'success' }} run: npm run test:unit working-directory: tools/ui @@ -95,7 +101,7 @@ jobs: e2e-tests: name: E2E Tests needs: ui-build - runs-on: ubuntu-latest + runs-on: ubuntu-24.04 steps: - name: Checkout code uses: actions/checkout@v6 @@ -117,10 +123,11 @@ jobs: run: npm ci working-directory: tools/ui - - name: Build application - if: ${{ always() && steps.setup.conclusion == 'success' }} - run: npm run build - working-directory: tools/ui + - name: Download built UI artifacts (reuses ui-build) + uses: actions/download-artifact@v6 + with: + name: ui-build + path: tools/ui/dist/ - name: Install Playwright browsers id: playwright @@ -138,7 +145,7 @@ jobs: run: npm run test:ui -- --testTimeout=60000 working-directory: tools/ui - - name: Run E2E tests + - name: Run E2E tests (uses pre-built dist/ from ui-build) if: ${{ always() && steps.playwright.conclusion == 'success' }} run: npm run test:e2e working-directory: tools/ui diff --git a/.gitignore b/.gitignore index 8dc9d7d0b..9b589615a 100644 --- a/.gitignore +++ b/.gitignore @@ -92,13 +92,6 @@ !/examples/sycl/*.bat !/examples/sycl/*.sh -# Server Web UI temporary files (+ legacy directory) - -/tools/server/webui/node_modules -/tools/server/webui/dist -/tools/ui/node_modules -/tools/ui/dist - # Python /.venv diff --git a/README.md b/README.md index d9f2e1823..41c904f39 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,6 @@ # llama.cpp -![llama](https://user-images.githubusercontent.com/1991296/230134379-7181e485-c521-4d23-a0d6-f7b3b61ba524.png) +![llama](https://raw.githubusercontent.com/ggml-org/llama.brand/refs/heads/master/cover/llama-cpp/cover-llama-cpp-dark.svg) [![License: MIT](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT) [![Release](https://img.shields.io/github/v/release/ggml-org/llama.cpp)](https://github.com/ggml-org/llama.cpp/releases) diff --git a/scripts/ui-assets.cmake b/scripts/ui-assets.cmake index f85c562bd..6069d9816 100644 --- a/scripts/ui-assets.cmake +++ b/scripts/ui-assets.cmake @@ -16,11 +16,80 @@ set(HF_ENABLED "" CACHE STRING "Whether to allow HF Bucket download (ON/O set(BUILD_UI "" CACHE STRING "Build UI via npm (ON/OFF)") set(LLAMA_UI_EMBED "" CACHE STRING "Path to llama-ui-embed helper") +# IMPORTANT: When adding PWA assets, sync across all 3 places: +# 1. tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES, PUBLIC_ENDPOINTS) +# 2. tools/server/server-http.cpp (public_endpoints) +# 3. scripts/ui-assets.cmake (ASSETS list) +# - C++ (server-http.cpp) - public endpoints (splash screens generated via helper) +# - TypeScript (constants/pwa.ts) - APPLE_DEVICES, PWA_MANIFEST, PUBLIC_ENDPOINTS +# +# When adding/changing PWA assets, update tools/ui/src/lib/constants/pwa.ts first, +# then sync any new file names here and in server-http.cpp. set(ASSETS - bundle.css - bundle.js index.html loading.html + # PWA assets + favicon.ico + favicon-dark.ico + favicon.svg + favicon-dark.svg + pwa-64x64.png + pwa-192x192.png + pwa-512x512.png + maskable-icon-512x512.png + apple-touch-icon-180x180.png + # iOS splash screens + apple-splash-portrait-640x1136.png + apple-splash-landscape-1136x640.png + apple-splash-portrait-750x1334.png + apple-splash-landscape-1334x750.png + apple-splash-portrait-1170x2532.png + apple-splash-landscape-2532x1170.png + apple-splash-portrait-1179x2556.png + apple-splash-landscape-2556x1179.png + apple-splash-portrait-1206x2622.png + apple-splash-landscape-2622x1206.png + apple-splash-portrait-1284x2778.png + apple-splash-landscape-2778x1284.png + apple-splash-portrait-1290x2796.png + apple-splash-landscape-2796x1290.png + apple-splash-portrait-1320x2868.png + apple-splash-landscape-2868x1320.png + apple-splash-portrait-1488x2266.png + apple-splash-landscape-2266x1488.png + apple-splash-portrait-1640x2360.png + apple-splash-landscape-2360x1640.png + apple-splash-portrait-1668x2388.png + apple-splash-landscape-2388x1668.png + apple-splash-portrait-2048x2732.png + apple-splash-landscape-2732x2048.png + # iOS dark splash screens + apple-splash-portrait-dark-640x1136.png + apple-splash-landscape-dark-1136x640.png + apple-splash-portrait-dark-750x1334.png + apple-splash-landscape-dark-1334x750.png + apple-splash-portrait-dark-1170x2532.png + apple-splash-landscape-dark-2532x1170.png + apple-splash-portrait-dark-1179x2556.png + apple-splash-landscape-dark-2556x1179.png + apple-splash-portrait-dark-1206x2622.png + apple-splash-landscape-dark-2622x1206.png + apple-splash-portrait-dark-1284x2778.png + apple-splash-landscape-dark-2778x1284.png + apple-splash-portrait-dark-1290x2796.png + apple-splash-landscape-dark-2796x1290.png + apple-splash-portrait-dark-1320x2868.png + apple-splash-landscape-dark-2868x1320.png + apple-splash-portrait-dark-1640x2360.png + apple-splash-landscape-dark-2360x1640.png + apple-splash-portrait-dark-1668x2388.png + apple-splash-landscape-dark-2388x1668.png + apple-splash-portrait-dark-2048x2732.png + apple-splash-landscape-dark-2732x2048.png + manifest.webmanifest + sw.js + _app/version.json + build.json ) set(DIST_DIR "${UI_BINARY_DIR}/dist") @@ -159,7 +228,7 @@ function(npm_build out_var) message(STATUS "UI: running npm run build, output -> ${DIST_DIR}") execute_process( - COMMAND ${CMAKE_COMMAND} -E env "LLAMA_UI_OUT_DIR=${DIST_DIR}" + COMMAND ${CMAKE_COMMAND} -E env "LLAMA_UI_OUT_DIR=${DIST_DIR}" "LLAMA_UI_VERSION=${HF_VERSION}" "LLAMA_BUILD_NUMBER=${LLAMA_BUILD_NUMBER}" ${NPM_EXECUTABLE} run build WORKING_DIRECTORY "${UI_SOURCE_DIR}" RESULT_VARIABLE rc @@ -274,8 +343,35 @@ function(emit_files) foreach(asset ${ASSETS}) list(APPEND args "${asset}" "${DIST_DIR}/${asset}") endforeach() + + # Bundle files live in _app/immutable/ — vanilla SvelteKit output, no plugin + # rewriting. Embedded names must match the exact _app/ paths that index.html + # and sw.js reference. + file(GLOB_RECURSE detected_bundle_js "${DIST_DIR}/_app/immutable/bundle.*.js") + file(GLOB_RECURSE detected_bundle_css "${DIST_DIR}/_app/immutable/assets/bundle.*.css") + file(GLOB_RECURSE detected_workbox "${DIST_DIR}/workbox-*.js") + # Compute relative path from DIST_DIR to each found file. + # e.g. /path/to/build/tools/ui/dist/_app/immutable/bundle.XXX.js + # -> _app/immutable/bundle.XXX.js + foreach(f ${detected_bundle_js}) + string(REPLACE "${DIST_DIR}/" "" rel "${f}") + list(APPEND args "${rel}" "${f}") + endforeach() + foreach(f ${detected_bundle_css}) + string(REPLACE "${DIST_DIR}/" "" rel "${f}") + list(APPEND args "${rel}" "${f}") + endforeach() + foreach(f ${detected_workbox}) + string(REPLACE "${DIST_DIR}/" "" rel "${f}") + list(APPEND args "${rel}" "${f}") + endforeach() endif() + # Create build.json with the llama.cpp build number for UI version display. + # This is separate from SvelteKit's _app/version.json (used for SW cache invalidation). + # build.json is generated by the vite plugin (buildInfoPlugin) during npm build. + # CMake just embeds it from the dist that npm produced. + execute_process( COMMAND "${LLAMA_UI_EMBED}" ${args} RESULT_VARIABLE rc @@ -300,6 +396,8 @@ endif() set(provisioned FALSE) if(BUILD_UI) + # Resolve version from git build-info if not explicitly set + resolve_version(HF_VERSION) npm_build(NPM_OK) if(NPM_OK) set(provisioned TRUE) diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index 34a20c9d2..9f6d3b9d1 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -169,29 +169,108 @@ bool server_http_context::init(const common_params & params) { SRV_INF("api_keys: %zu keys loaded\n", params.api_keys.size()); } + // + // Helper: Generate iOS splash screen paths from device dimensions + // This centralizes PWA asset paths to avoid duplication across CMake, C++, and TypeScript. + // Source of truth: tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES) + // + auto generate_splash_endpoints = []() -> std::vector { + // Apple device dimensions (width x height) with orientation and color scheme + // Format: "orientation-dimension1xdimension2.png" or "orientation-dark-dimension1xdimension2.png" + // Based on https://developer.apple.com/design/human-interface-guidelines/app-icons + static const std::vector> splash_specs = { + // Portrait screens (light) + {"portrait", "640x1136"}, {"portrait", "750x1334"}, + {"portrait", "1170x2532"}, {"portrait", "1179x2556"}, + {"portrait", "1206x2622"}, {"portrait", "1284x2778"}, + {"portrait", "1290x2796"}, {"portrait", "1320x2868"}, + {"portrait", "1488x2266"}, {"portrait", "1640x2360"}, + {"portrait", "1668x2388"}, {"portrait", "2048x2732"}, + // Landscape screens (light) - dimensions swapped + {"landscape", "1136x640"}, {"landscape", "1334x750"}, + {"landscape", "2532x1170"}, {"landscape", "2556x1179"}, + {"landscape", "2622x1206"}, {"landscape", "2778x1284"}, + {"landscape", "2796x1290"}, {"landscape", "2868x1320"}, + {"landscape", "2266x1488"}, {"landscape", "2360x1640"}, + {"landscape", "2388x1668"}, {"landscape", "2732x2048"}, + // Portrait screens (dark) + {"portrait-dark", "640x1136"}, {"portrait-dark", "750x1334"}, + {"portrait-dark", "1170x2532"}, {"portrait-dark", "1179x2556"}, + {"portrait-dark", "1206x2622"}, {"portrait-dark", "1284x2778"}, + {"portrait-dark", "1290x2796"}, {"portrait-dark", "1320x2868"}, + {"portrait-dark", "1488x2266"}, {"portrait-dark", "1640x2360"}, + {"portrait-dark", "1668x2388"}, {"portrait-dark", "2048x2732"}, + // Landscape screens (dark) + {"landscape-dark", "1136x640"}, {"landscape-dark", "1334x750"}, + {"landscape-dark", "2532x1170"}, {"landscape-dark", "2556x1179"}, + {"landscape-dark", "2622x1206"}, {"landscape-dark", "2778x1284"}, + {"landscape-dark", "2796x1290"}, {"landscape-dark", "2868x1320"}, + {"landscape-dark", "2266x1488"}, {"landscape-dark", "2360x1640"}, + {"landscape-dark", "2388x1668"}, {"landscape-dark", "2732x2048"} + }; + + std::vector endpoints; + endpoints.reserve(splash_specs.size()); + for (const auto & [orientation, dimensions] : splash_specs) { + endpoints.push_back("/apple-splash-" + orientation + "-" + dimensions + ".png"); + } + return endpoints; + }; + // // Middlewares // - auto middleware_validate_api_key = [api_keys = params.api_keys](const httplib::Request & req, httplib::Response & res) { - static const std::unordered_set public_endpoints = { + // Public endpoints list - includes health, UI, and PWA assets + // Source of truth for splash screen paths: tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES) + static const std::unordered_set get_public_endpoints = [generate_splash_endpoints]() { + std::unordered_set endpoints { "/health", "/v1/health", "/models", "/v1/models", "/", "/index.html", - "/bundle.js", - "/bundle.css", + // PWA assets + "/favicon.ico", + "/favicon-dark.ico", + "/favicon.svg", + "/favicon-dark.svg", + "/pwa-64x64.png", + "/pwa-192x192.png", + "/pwa-512x512.png", + "/maskable-icon-512x512.png", + "/apple-touch-icon-180x180.png", + // iOS splash screens (generated from APPLE_DEVICES in TypeScript) + // PWA runtime files + "/manifest.webmanifest", + "/sw.js", + "/version.json", + "/workbox-.js", + "/_app/version.json", + "/build.json" }; + // Add all splash screen endpoints + auto splash = generate_splash_endpoints(); + for (const auto & path : splash) { + endpoints.insert(path); + } + return endpoints; + }(); + auto middleware_validate_api_key = [api_keys = params.api_keys](const httplib::Request & req, httplib::Response & res) { // If API key is not set, skip validation if (api_keys.empty()) { return true; } // If path is public or static file, skip validation - if (public_endpoints.find(req.path) != public_endpoints.end()) { + if (get_public_endpoints.find(req.path) != get_public_endpoints.end()) { + return true; + } + // Static assets (_app/ files, workbox runtime). These are embedded at build time + // so no API key is needed — browsers fetch them directly. + if (req.path.find("/_app/") == 0 || req.path.find("/workbox-") == 0) { return true; } @@ -315,7 +394,11 @@ bool server_http_context::init(const common_params & params) { } } else { #if defined(LLAMA_UI_HAS_ASSETS) - auto serve_asset = [](const std::string & name, const char * mime, bool with_isolation_headers) { + // Embedded assets are immutable — cache aggressively for PWA/sw offline support. + // PWA runtime files (sw.js, manifest, version.json) use no-cache for revalidation. + // Bundle files use Vite content hashes (bundle..js/css) so each build + // produces a different filename — browsers naturally get a fresh copy on upgrade. + auto serve_asset_cached = [](const std::string & name, const char * mime, bool with_isolation_headers) { return [name, mime, with_isolation_headers](const httplib::Request & req, httplib::Response & res) { const llama_ui_asset * a = llama_ui_find_asset(name.c_str()); if (!a) { @@ -334,14 +417,129 @@ bool server_http_context::init(const common_params & params) { res.set_header("Cross-Origin-Embedder-Policy", "require-corp"); res.set_header("Cross-Origin-Opener-Policy", "same-origin"); } + res.set_header("Cache-Control", "public, max-age=31536000, immutable"); res.set_content(reinterpret_cast(a->data), a->size, mime); return false; }; }; - srv->Get(params.api_prefix + "/", serve_asset("index.html", "text/html; charset=utf-8", true)); - srv->Get(params.api_prefix + "/bundle.js", serve_asset("bundle.js", "application/javascript; charset=utf-8", false)); - srv->Get(params.api_prefix + "/bundle.css", serve_asset("bundle.css", "text/css; charset=utf-8", false)); + auto serve_asset_nocache = [](const std::string & name, const char * mime, bool with_isolation_headers) { + return [name, mime, with_isolation_headers](const httplib::Request & /*req*/, httplib::Response & res) { + const llama_ui_asset * a = llama_ui_find_asset(name.c_str()); + if (!a) { + res.status = 404; + return false; + } + if (with_isolation_headers) { + res.set_header("Cross-Origin-Embedder-Policy", "require-corp"); + res.set_header("Cross-Origin-Opener-Policy", "same-origin"); + } + res.set_header("Cache-Control", "no-cache"); + res.set_content(reinterpret_cast(a->data), a->size, mime); + return false; + }; + }; + + // Bundle files in _app/immutable/ — SvelteKit outputs them here and index.html + // and sw.js reference them via these paths (vanilla build, no plugin). + auto serve_bundle = [serve_asset_cached](const httplib::Request & req, httplib::Response & res) { + std::string path = req.path; + std::string name; + const char * mime; + if (path.rfind("/_app/immutable/bundle.", 0) == 0 && path.size() > 22) { + name = path.substr(1); // strip leading / + mime = "application/javascript; charset=utf-8"; + } else if (path.rfind("/_app/immutable/assets/bundle.", 0) == 0 && path.size() > 30) { + name = path.substr(1); // strip leading / + mime = "text/css; charset=utf-8"; + } else { + res.status = 404; + return false; + } + return serve_asset_cached(name, mime, false)(req, res); + }; + + // _app/ paths — vanilla SvelteKit output, index.html and sw.js reference + // bundles and version.json here directly. + srv->Get(params.api_prefix + R"(/_app/immutable/bundle\.[^/]+\.js)", serve_bundle); + srv->Get(params.api_prefix + R"(/_app/immutable/assets/bundle\.[^/]+\.css)", serve_bundle); + srv->Get(params.api_prefix + "/_app/version.json", serve_asset_cached("_app/version.json", "application/json; charset=utf-8", false)); + + auto serve_workbox = [serve_asset_cached](const httplib::Request & req, httplib::Response & res) { + std::string name = req.path.substr(1); + if (name.rfind("workbox-", 0) == 0 && name.size() > 10) { + return serve_asset_cached(name, "application/javascript; charset=utf-8", false)(req, res); + } + res.status = 404; + return false; + }; + srv->Get(params.api_prefix + R"(/workbox-[^/]+\.js)", serve_workbox); + srv->Get(params.api_prefix + R"(/sw\.js)", serve_asset_cached("sw.js", "application/javascript; charset=utf-8", false)); + srv->Get(params.api_prefix + "/manifest.webmanifest", serve_asset_cached("manifest.webmanifest", "application/manifest+json; charset=utf-8", false)); + srv->Get(params.api_prefix + "/version.json", serve_asset_cached("_app/version.json", "application/json; charset=utf-8", false)); + srv->Get(params.api_prefix + "/build.json", serve_asset_cached("build.json", "application/json; charset=utf-8", false)); + + // Finally serve index.html for all other routes (SPA fallback) + srv->Get(params.api_prefix + "/", serve_asset_cached("index.html", "text/html; charset=utf-8", true)); + srv->Get(params.api_prefix + "/favicon.ico", serve_asset_cached("favicon.ico", "image/x-icon", false)); + srv->Get(params.api_prefix + "/favicon-dark.ico", serve_asset_cached("favicon-dark.ico", "image/x-icon", false)); + srv->Get(params.api_prefix + "/favicon.svg", serve_asset_cached("favicon.svg", "image/svg+xml", false)); + srv->Get(params.api_prefix + "/favicon-dark.svg", serve_asset_cached("favicon-dark.svg", "image/svg+xml", false)); + srv->Get(params.api_prefix + "/pwa-64x64.png", serve_asset_cached("pwa-64x64.png", "image/png", false)); + srv->Get(params.api_prefix + "/pwa-192x192.png", serve_asset_cached("pwa-192x192.png", "image/png", false)); + srv->Get(params.api_prefix + "/pwa-512x512.png", serve_asset_cached("pwa-512x512.png", "image/png", false)); + srv->Get(params.api_prefix + "/maskable-icon-512x512.png", serve_asset_cached("maskable-icon-512x512.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-touch-icon-180x180.png", serve_asset_cached("apple-touch-icon-180x180.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-640x1136.png", serve_asset_cached("apple-splash-portrait-640x1136.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-1136x640.png", serve_asset_cached("apple-splash-landscape-1136x640.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-750x1334.png", serve_asset_cached("apple-splash-portrait-750x1334.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-1334x750.png", serve_asset_cached("apple-splash-landscape-1334x750.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1170x2532.png", serve_asset_cached("apple-splash-portrait-1170x2532.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2532x1170.png", serve_asset_cached("apple-splash-landscape-2532x1170.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1179x2556.png", serve_asset_cached("apple-splash-portrait-1179x2556.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2556x1179.png", serve_asset_cached("apple-splash-landscape-2556x1179.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1206x2622.png", serve_asset_cached("apple-splash-portrait-1206x2622.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2622x1206.png", serve_asset_cached("apple-splash-landscape-2622x1206.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1284x2778.png", serve_asset_cached("apple-splash-portrait-1284x2778.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2778x1284.png", serve_asset_cached("apple-splash-landscape-2778x1284.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1290x2796.png", serve_asset_cached("apple-splash-portrait-1290x2796.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2796x1290.png", serve_asset_cached("apple-splash-landscape-2796x1290.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1320x2868.png", serve_asset_cached("apple-splash-portrait-1320x2868.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2868x1320.png", serve_asset_cached("apple-splash-landscape-2868x1320.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1488x2266.png", serve_asset_cached("apple-splash-portrait-1488x2266.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2266x1488.png", serve_asset_cached("apple-splash-landscape-2266x1488.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1640x2360.png", serve_asset_cached("apple-splash-portrait-1640x2360.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2360x1640.png", serve_asset_cached("apple-splash-landscape-2360x1640.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-1668x2388.png", serve_asset_cached("apple-splash-portrait-1668x2388.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2388x1668.png", serve_asset_cached("apple-splash-landscape-2388x1668.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-2048x2732.png", serve_asset_cached("apple-splash-portrait-2048x2732.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-2732x2048.png", serve_asset_cached("apple-splash-landscape-2732x2048.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-640x1136.png", serve_asset_cached("apple-splash-portrait-dark-640x1136.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-1136x640.png", serve_asset_cached("apple-splash-landscape-dark-1136x640.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-750x1334.png", serve_asset_cached("apple-splash-portrait-dark-750x1334.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-1334x750.png", serve_asset_cached("apple-splash-landscape-dark-1334x750.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1170x2532.png", serve_asset_cached("apple-splash-portrait-dark-1170x2532.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2532x1170.png", serve_asset_cached("apple-splash-landscape-dark-2532x1170.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1179x2556.png", serve_asset_cached("apple-splash-portrait-dark-1179x2556.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2556x1179.png", serve_asset_cached("apple-splash-landscape-dark-2556x1179.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1206x2622.png", serve_asset_cached("apple-splash-portrait-dark-1206x2622.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2622x1206.png", serve_asset_cached("apple-splash-landscape-dark-2622x1206.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1284x2778.png", serve_asset_cached("apple-splash-portrait-dark-1284x2778.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2778x1284.png", serve_asset_cached("apple-splash-landscape-dark-2778x1284.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1290x2796.png", serve_asset_cached("apple-splash-portrait-dark-1290x2796.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2796x1290.png", serve_asset_cached("apple-splash-landscape-dark-2796x1290.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1320x2868.png", serve_asset_cached("apple-splash-portrait-dark-1320x2868.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2868x1320.png", serve_asset_cached("apple-splash-landscape-dark-2868x1320.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1640x2360.png", serve_asset_cached("apple-splash-portrait-dark-1640x2360.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2360x1640.png", serve_asset_cached("apple-splash-landscape-dark-2360x1640.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1668x2388.png", serve_asset_cached("apple-splash-portrait-dark-1668x2388.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2388x1668.png", serve_asset_cached("apple-splash-landscape-dark-2388x1668.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-portrait-dark-2048x2732.png", serve_asset_cached("apple-splash-portrait-dark-2048x2732.png", "image/png", false)); + srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2732x2048.png", serve_asset_cached("apple-splash-landscape-dark-2732x2048.png", "image/png", false)); + srv->Get(params.api_prefix + "/manifest.webmanifest", serve_asset_nocache("manifest.webmanifest", "application/manifest+json", false)); + srv->Get(params.api_prefix + "/sw.js", serve_asset_nocache("sw.js", "application/javascript; charset=utf-8", false)); + srv->Get(params.api_prefix + "/version.json", serve_asset_nocache("version.json", "application/json", false)); + #endif } } diff --git a/tools/server/tests/unit/test_security.py b/tools/server/tests/unit/test_security.py index bb22095f1..02d0b1afb 100644 --- a/tools/server/tests/unit/test_security.py +++ b/tools/server/tests/unit/test_security.py @@ -26,7 +26,7 @@ def test_access_static_assets_without_api_key(): """Static web UI assets should not require API key authentication (issue #21229)""" global server server.start() - for path in ["/", "/bundle.js", "/bundle.css"]: + for path in ["/", "/sw.js", "/manifest.webmanifest", "/_app/version.json"]: res = server.make_request("GET", path) assert res.status_code == 200, f"Expected 200 for {path}, got {res.status_code}" diff --git a/tools/ui/.gitignore b/tools/ui/.gitignore index 22ed6125f..ddcfe2e60 100644 --- a/tools/ui/.gitignore +++ b/tools/ui/.gitignore @@ -8,6 +8,8 @@ node_modules .wrangler /.svelte-kit /build +dev-dist +dist # OS .DS_Store @@ -23,6 +25,15 @@ Thumbs.db vite.config.js.timestamp-* vite.config.ts.timestamp-* +# PWA Artifacts +apple-splash-*.png +apple-touch-icon-*.png +favicon.ico +favicon-dark.ico +maskable-icon-*.png +pwa-*.png + +# Storybook *storybook.log storybook-static *.code-workspace diff --git a/tools/ui/CMakeLists.txt b/tools/ui/CMakeLists.txt index 60d9020da..b17f85f3b 100644 --- a/tools/ui/CMakeLists.txt +++ b/tools/ui/CMakeLists.txt @@ -77,6 +77,7 @@ add_custom_target(llama-ui-assets ALL "-DUI_SOURCE_DIR=${CMAKE_CURRENT_SOURCE_DIR}" "-DUI_BINARY_DIR=${CMAKE_CURRENT_BINARY_DIR}" "-DLLAMA_SOURCE_DIR=${PROJECT_SOURCE_DIR}" + "-DLLAMA_BUILD_NUMBER=${LLAMA_BUILD_NUMBER}" "-DHF_BUCKET=${LLAMA_UI_HF_BUCKET}" "-DHF_VERSION=${HF_UI_VERSION}" "-DHF_ENABLED=${LLAMA_USE_PREBUILT_UI}" diff --git a/tools/ui/package-lock.json b/tools/ui/package-lock.json index ffd4f6ca0..f46a98d1a 100644 --- a/tools/ui/package-lock.json +++ b/tools/ui/package-lock.json @@ -26,29 +26,31 @@ "@tailwindcss/forms": "0.5.10", "@tailwindcss/typography": "0.5.16", "@tailwindcss/vite": "4.1.11", - "@types/node": "^24", + "@types/node": "24.13.0", + "@vite-pwa/assets-generator": "1.0.2", + "@vite-pwa/sveltekit": "1.1.0", "@vitest/browser": "4.1.8", "@vitest/browser-playwright": "4.1.8", "@vitest/coverage-v8": "4.1.8", "bits-ui": "2.18.1", "clsx": "2.1.1", - "dexie": "4.0.11", - "eslint": "9.39.2", + "dexie": "4.4.3", + "eslint": "9.39.4", "eslint-config-prettier": "10.1.8", - "eslint-plugin-storybook": "10.2.4", - "eslint-plugin-svelte": "3.15.0", - "globals": "16.3.0", + "eslint-plugin-storybook": "10.4.2", + "eslint-plugin-svelte": "3.19.0", + "globals": "16.5.0", "highlight.js": "11.11.1", "http-server": "14.1.1", "mdast": "3.0.0", - "mdsvex": "0.12.6", + "mdsvex": "0.12.7", "mermaid": "11.15.0", "mode-watcher": "1.1.0", "pdfjs-dist": "5.4.54", "playwright": "1.56.1", - "prettier": "3.6.2", - "prettier-plugin-svelte": "3.4.0", - "prettier-plugin-tailwindcss": "0.6.14", + "prettier": "3.8.3", + "prettier-plugin-svelte": "4.1.0", + "prettier-plugin-tailwindcss": "0.8.0", "rehype-highlight": "7.0.2", "rehype-katex": "7.0.1", "rehype-stringify": "10.0.1", @@ -58,31 +60,31 @@ "remark-html": "16.0.1", "remark-math": "6.0.0", "remark-rehype": "11.1.2", - "sass": "1.93.3", - "storybook": "10.3.3", - "svelte": "5.55.7", - "svelte-check": "4.3.0", - "svelte-sonner": "1.0.5", - "tailwind-merge": "3.3.1", + "sass": "1.100.0", + "storybook": "10.4.2", + "svelte": "5.56.1", + "svelte-check": "4.6.0", + "svelte-sonner": "1.1.1", + "tailwind-merge": "3.6.0", "tailwind-variants": "3.2.2", - 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- "integrity": "sha512-pM/SU9d3YAggzi6MtR4h7ruuQlqKtad8e9S0fmxcMi+ueAK5Korys/aWcV9LIIHTVbj01NdzxcnXSN+O74ZIVA==", + "version": "3.25.2", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz", + "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==", "dev": true, "license": "ISC", "peerDependencies": { - "zod": "^3.25 || ^4" + "zod": "^3.25.28 || ^4" } }, "node_modules/zwitch": { diff --git a/tools/ui/package.json b/tools/ui/package.json index 4f5ef4d64..6c750431f 100644 --- a/tools/ui/package.json +++ b/tools/ui/package.json @@ -4,8 +4,9 @@ "version": "1.0.0", "type": "module", "scripts": { + "build": "npm run build-pwa-assets && vite build", + "build-pwa-assets": "npx @vite-pwa/assets-generator --root . --config pwa-assets.config.ts && npx @vite-pwa/assets-generator --root . --config pwa-assets-dark.config.ts && node scripts/make-icons-circular.js", "dev": "bash scripts/dev.sh", - "build": "vite build", "preview": "vite preview", "prepare": "svelte-kit sync || echo ''", "check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json", @@ -15,12 +16,15 @@ "lint": "prettier --check . && eslint .", "test": "npm run test:ui -- --run && npm run test:client -- --run && npm run test:unit -- --run && npm run test:e2e", "test:e2e": "playwright test", + "test:e2e:pwa": "playwright test tests/e2e/pwa.e2e.ts", "test:client": "vitest --project=client", "test:unit": "vitest --project=unit", + "test:unit:pwa": "vitest --project=unit --run tests/unit/pwa.spec.ts", + "test:pwa": "npm run test:unit:pwa && npm run test:e2e:pwa", "test:ui": "vitest --project=ui", "storybook": "storybook dev -p 6006", "build-storybook": "storybook build", - "cleanup": "rm -rf .svelte-kit build node_modules test-results" + "cleanup": "rm -rf .svelte-kit build node_modules test-results dist dev-dist debug-storybook.log static/pwa-*.png static/maskable-icon-*.png static/apple-touch-icon-*.png static/apple-splash-*.png static/favicon*.ico" }, "devDependencies": { "@chromatic-com/storybook": "5.0.0", @@ -41,29 +45,31 @@ "@tailwindcss/forms": "0.5.10", "@tailwindcss/typography": "0.5.16", "@tailwindcss/vite": "4.1.11", - "@types/node": "^24", + "@types/node": "24.13.0", + "@vite-pwa/assets-generator": "1.0.2", + "@vite-pwa/sveltekit": "1.1.0", "@vitest/browser": "4.1.8", "@vitest/browser-playwright": "4.1.8", "@vitest/coverage-v8": "4.1.8", "bits-ui": "2.18.1", "clsx": "2.1.1", - "dexie": "4.0.11", - "eslint": "9.39.2", + "dexie": "4.4.3", + "eslint": "9.39.4", "eslint-config-prettier": "10.1.8", - "eslint-plugin-storybook": "10.2.4", - "eslint-plugin-svelte": "3.15.0", - "globals": "16.3.0", + "eslint-plugin-storybook": "10.4.2", + "eslint-plugin-svelte": "3.19.0", + "globals": "16.5.0", "highlight.js": "11.11.1", "http-server": "14.1.1", "mdast": "3.0.0", - "mdsvex": "0.12.6", + "mdsvex": "0.12.7", "mermaid": "11.15.0", "mode-watcher": "1.1.0", "pdfjs-dist": "5.4.54", "playwright": "1.56.1", - "prettier": "3.6.2", - "prettier-plugin-svelte": "3.4.0", - "prettier-plugin-tailwindcss": "0.6.14", + "prettier": "3.8.3", + "prettier-plugin-svelte": "4.1.0", + "prettier-plugin-tailwindcss": "0.8.0", "rehype-highlight": "7.0.2", "rehype-katex": "7.0.1", "rehype-stringify": "10.0.1", @@ -73,25 +79,25 @@ "remark-html": "16.0.1", "remark-math": "6.0.0", "remark-rehype": "11.1.2", - "sass": "1.93.3", - "storybook": "10.3.3", - "svelte": "5.55.7", - "svelte-check": "4.3.0", - "svelte-sonner": "1.0.5", - "tailwind-merge": "3.3.1", + "sass": "1.100.0", + "storybook": "10.4.2", + "svelte": "5.56.1", + "svelte-check": "4.6.0", + "svelte-sonner": "1.1.1", + "tailwind-merge": "3.6.0", "tailwind-variants": "3.2.2", - "tailwindcss": "4.1.11", - "tw-animate-css": "1.3.5", - "typescript": "5.8.3", - "typescript-eslint": "8.56.0", + "tailwindcss": "4.3.0", + "tw-animate-css": "1.4.0", + "typescript": "5.9.3", + "typescript-eslint": "8.60.1", "unified": "11.0.5", - "unist-util-visit": "5.0.0", + "unist-util-visit": "5.1.0", "uuid": "13.0.2", - "vite": "7.3.2", + "vite": "7.3.5", "vite-plugin-devtools-json": "0.2.1", "vitest": "4.1.8", "vitest-browser-svelte": "2.1.1", - "zod": "4.2.1" + "workbox-window": "7.4.1" }, "overrides": { "cookie": "1.1.1" diff --git a/tools/ui/playwright.config.ts b/tools/ui/playwright.config.ts index 460379238..55bf38514 100644 --- a/tools/ui/playwright.config.ts +++ b/tools/ui/playwright.config.ts @@ -1,11 +1,31 @@ -import { defineConfig } from '@playwright/test'; +import { defineConfig, devices } from '@playwright/test'; export default defineConfig({ + testDir: 'tests/e2e', + testMatch: ['**/*.e2e.ts'], + timeout: 30000, + expect: { + timeout: 5000 + }, + fullyParallel: true, + forbidOnly: !!process.env.CI, + retries: process.env.CI ? 2 : 0, + workers: process.env.CI ? 1 : undefined, + reporter: 'line', + use: { + baseURL: 'http://localhost:8181', + trace: 'on-first-retry' + }, + projects: [ + { + name: 'chromium', + use: { ...devices['Desktop Chrome'] } + } + ], webServer: { command: 'npm run build && npx http-server ./dist -p 8181', port: 8181, timeout: 120000, - reuseExistingServer: false - }, - testDir: 'tests/e2e' + reuseExistingServer: !process.env.CI + } }); diff --git a/tools/ui/pwa-assets-dark.config.ts b/tools/ui/pwa-assets-dark.config.ts new file mode 100644 index 000000000..e9793bca9 --- /dev/null +++ b/tools/ui/pwa-assets-dark.config.ts @@ -0,0 +1,20 @@ +import { defineConfig } from '@vite-pwa/assets-generator/config'; + +export default defineConfig({ + headLinkOptions: { + preset: '2023' + }, + preset: { + transparent: { + sizes: [], + favicons: [[48, 'favicon-dark.ico']] + }, + maskable: { + sizes: [] + }, + apple: { + sizes: [] + } + }, + images: ['static/favicon-dark.svg'] +}); diff --git a/tools/ui/pwa-assets.config.ts b/tools/ui/pwa-assets.config.ts new file mode 100644 index 000000000..54928eeb4 --- /dev/null +++ b/tools/ui/pwa-assets.config.ts @@ -0,0 +1,51 @@ +import { + combinePresetAndAppleSplashScreens, + defineConfig, + minimal2023Preset +} from '@vite-pwa/assets-generator/config'; +import { readFileSync } from 'node:fs'; +import { resolve } from 'node:path'; +import { THEME_COLORS, PWA_GENERATOR_DEVICES, PWA_ASSET_GENERATOR } from './src/lib/constants/pwa'; +import { SplashOrientation } from './src/lib/enums/splash.enums'; + +export default defineConfig({ + headLinkOptions: { + preset: PWA_ASSET_GENERATOR.LINK_PRESET + }, + preset: combinePresetAndAppleSplashScreens( + minimal2023Preset, + { + padding: PWA_ASSET_GENERATOR.SPLASH_PADDING, + resizeOptions: { + background: THEME_COLORS.BACKGROUND_LIGHT, + fit: PWA_ASSET_GENERATOR.FIT_MODE + }, + darkResizeOptions: { + background: THEME_COLORS.BACKGROUND_DARK, + fit: PWA_ASSET_GENERATOR.FIT_MODE + }, + darkImageResolver: async (imageName: string) => { + if (imageName.endsWith('favicon.svg')) { + return readFileSync(resolve('static/favicon-dark.svg')); + } + }, + linkMediaOptions: { + log: true, + addMediaScreen: PWA_ASSET_GENERATOR.ADD_MEDIA_SCREEN, + basePath: PWA_ASSET_GENERATOR.BASE_PATH, + xhtml: PWA_ASSET_GENERATOR.XHTML + }, + png: { + compressionLevel: PWA_ASSET_GENERATOR.PNG_COMPRESSION_LEVEL, + quality: PWA_ASSET_GENERATOR.PNG_QUALITY + }, + name: (landscape, size, dark) => { + const orientation = landscape ? SplashOrientation.LANDSCAPE : SplashOrientation.PORTRAIT; + const darkPrefix = dark ? PWA_ASSET_GENERATOR.DARK_PREFIX : ''; + return `apple-splash-${orientation}-${darkPrefix}${size.width}x${size.height}.png`; + } + }, + PWA_GENERATOR_DEVICES + ), + images: ['static/favicon.svg'] +}); diff --git a/tools/ui/scripts/make-icons-circular.js b/tools/ui/scripts/make-icons-circular.js new file mode 100644 index 000000000..7dfd6521e --- /dev/null +++ b/tools/ui/scripts/make-icons-circular.js @@ -0,0 +1,137 @@ +#!/usr/bin/env node + +/** + * Apply circular mask to pwa-*.png icons. + * Uses the maskable icon as source (white bg, full logo) to avoid + * the small-colormap pwa icons looking bad when cropped to a circle. + * + * Usage: node scripts/make-icons-circular.js [--padding-pct <0-50>] [--scale-pct <50-100>] + * + * - padding-pct: percentage of icon size kept as padding around the circle (default: 25) + * - scale-pct: scale down the source image before cropping (default: 85) + * + * maskable-icon and apple-touch-icon are left untouched. + */ + +import sharp from 'sharp'; +import fs from 'fs'; +import path from 'path'; +import { fileURLToPath } from 'url'; + +const __filename = fileURLToPath(import.meta.url); +const __dirname = path.dirname(__filename); + +const STATIC_DIR = path.resolve(__dirname, '..', 'static'); + +const paddingPct = process.argv.reduce((acc, arg, i, args) => { + if (arg === '--padding-pct' && args[i + 1]) return parseFloat(args[i + 1]); + return acc; +}, 0); + +// Scale down the source image before cropping to circle +const scalePct = process.argv.reduce((acc, arg, i, args) => { + if (arg === '--scale-pct' && args[i + 1]) return parseFloat(args[i + 1]); + return acc; +}, 85); // default 85% - icon fills 85% of the circular area + +// Source for circular icons: the maskable icon (white bg, full logo) +const sourceIcon = 'maskable-icon-512x512.png'; +const targetIcons = ['pwa-64x64.png', 'pwa-192x192.png', 'pwa-512x512.png']; + +// maskable-icon and apple-touch-icon stay square +const untouchedIcons = ['maskable-icon-512x512.png', 'apple-touch-icon-180x180.png']; + +async function makeCircle(targetFilename) { + const targetPath = path.join(STATIC_DIR, targetFilename); + const sourcePath = path.join(STATIC_DIR, sourceIcon); + + if (!fs.existsSync(sourcePath)) { + console.log(`⏭️ ${sourceIcon} not found, skipping`); + return; + } + if (!fs.existsSync(targetPath)) { + console.log(`⏭️ ${targetFilename} not found, skipping`); + return; + } + + const metadata = await sharp(targetPath).metadata(); + const size = Math.max(metadata.width, metadata.height); + const radius = Math.floor((size * (1 - paddingPct / 100)) / 2); + const center = Math.floor(size / 2); + + // Build circular mask as RGBA buffer: white opaque circle on transparent bg + const maskBuf = Buffer.alloc(size * size * 4, 0); + for (let y = 0; y < size; y++) { + for (let x = 0; x < size; x++) { + const dx = x - center; + const dy = y - center; + const dist = Math.sqrt(dx * dx + dy * dy); + if (dist < radius) { + const i = (y * size + x) * 4; + maskBuf[i] = 255; + maskBuf[i + 1] = 255; + maskBuf[i + 2] = 255; + maskBuf[i + 3] = 255; + } + } + } + + const tmpMask = path.join(STATIC_DIR, '.mask-tmp.png'); + await sharp(maskBuf, { + raw: { width: size, height: size, channels: 4 } + }) + .png() + .toFile(tmpMask); + + // Step 1: Scale source relative to circle diameter (not full icon), composite centered onto white canvas of full size + const circleDiameter = Math.floor(size * (1 - paddingPct / 100)); + const scaledSize = Math.floor((circleDiameter * scalePct) / 100); + const offset = Math.floor((size - scaledSize) / 2); + + const scaledBuf = await sharp(sourcePath) + .resize(scaledSize, scaledSize, { + fit: 'cover', + background: { r: 255, g: 255, b: 255, alpha: 1 } + }) + .ensureAlpha() + .png() + .toBuffer(); + + // Step 2: Composite scaled image onto white background, then apply circular mask + const output = await sharp({ + create: { + width: size, + height: size, + channels: 4, + background: { r: 255, g: 255, b: 255, alpha: 1 } + } + }) + .composite([ + { input: scaledBuf, top: offset, left: offset }, + { input: tmpMask, top: 0, left: 0, blend: 'dest-in' } + ]) + .png() + .toBuffer(); + + fs.writeFileSync(targetPath, output); + fs.unlinkSync(tmpMask); + + console.log( + `✓ ${targetFilename} → circle from ${sourceIcon}, ${paddingPct}% padding (size=${size}, r=${radius}, scale=${scalePct}%, circleDiameter=${circleDiameter})` + ); +} + +async function main() { + console.log(`Circular mask: ${paddingPct}% padding, ${scalePct}% scale, source=${sourceIcon}\n`); + for (const icon of targetIcons) { + await makeCircle(icon); + } + + console.log('\nUnchanged:'); + for (const icon of untouchedIcons) { + const fp = path.join(STATIC_DIR, icon); + console.log(` ${icon} (${fs.existsSync(fp) ? fs.statSync(fp).size + ' bytes' : 'missing'})`); + } +} + +main(); diff --git a/tools/ui/scripts/vite-plugin-build-info.ts b/tools/ui/scripts/vite-plugin-build-info.ts new file mode 100644 index 000000000..a2dc4acae --- /dev/null +++ b/tools/ui/scripts/vite-plugin-build-info.ts @@ -0,0 +1,42 @@ +import { writeFileSync, existsSync } from 'node:fs'; +import { resolve } from 'path'; +import type { Plugin } from 'vite'; +import { BUILD_CONFIG } from '../src/lib/constants/pwa'; + +let processed = false; + +const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? BUILD_CONFIG.OUTPUT_DIR; + +/** + * Write build.json with the llama.cpp release build number. + * + * LLAMA_BUILD_NUMBER is passed from CMake -> npm -> vite via env var. + * Used for display of the current llama-server release (e.g. "b1234"). + */ +export function buildInfoPlugin(): Plugin { + return { + name: 'llamacpp:build-info', + apply: 'build', + closeBundle() { + setTimeout(() => { + try { + if (processed) return; + processed = true; + + const buildNumber = process.env.LLAMA_BUILD_NUMBER; + if (!buildNumber) return; + + const outDir = resolve(OUTPUT_DIR); + const indexPath = resolve(outDir, 'index.html'); + if (!existsSync(indexPath)) return; + + const buildJsonPath = resolve(outDir, 'build.json'); + writeFileSync(buildJsonPath, JSON.stringify({ version: buildNumber }), 'utf-8'); + console.log(`Created build.json (version: ${buildNumber})`); + } catch (error) { + console.error('Failed to write build.json:', error); + } + }, 100); + } + }; +} diff --git a/tools/ui/scripts/vite-plugin-llama-cpp-build.ts b/tools/ui/scripts/vite-plugin-llama-cpp-build.ts deleted file mode 100644 index 74e3de9ba..000000000 --- a/tools/ui/scripts/vite-plugin-llama-cpp-build.ts +++ /dev/null @@ -1,105 +0,0 @@ -import { - readFileSync, - writeFileSync, - existsSync, - readdirSync, - copyFileSync, - rmSync, - unlinkSync -} from 'fs'; -import { resolve } from 'path'; -import type { Plugin } from 'vite'; - -const GUIDE_FOR_FRONTEND = ` - -`.trim(); - -const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? './dist'; - -export function llamaCppBuildPlugin(): Plugin { - return { - name: 'llamacpp:build', - apply: 'build', - closeBundle() { - setTimeout(() => { - try { - const outDir = resolve(OUTPUT_DIR); - const indexPath = resolve(outDir, 'index.html'); - if (!existsSync(indexPath)) return; - - let content = readFileSync(indexPath, 'utf-8'); - - // Inline favicon as base64 data URL - const faviconPath = resolve('static/favicon.svg'); - if (existsSync(faviconPath)) { - const faviconContent = readFileSync(faviconPath, 'utf-8'); - const faviconBase64 = Buffer.from(faviconContent).toString('base64'); - const faviconDataUrl = `data:image/svg+xml;base64,${faviconBase64}`; - content = content.replace(/href="[^"]*favicon\.svg"/g, `href="${faviconDataUrl}"`); - console.log('✓ Inlined favicon.svg as base64 data URL'); - } - - content = content.replace(/\r/g, ''); - content = GUIDE_FOR_FRONTEND + '\n' + content; - - // Keep the Vite hash as a query string so each build busts the browser cache - content = content.replace(/\/_app\/immutable\/bundle\.([^".]+)\.js/g, './bundle.js?$1'); - content = content.replace( - /\/_app\/immutable\/assets\/bundle\.([^".]+)\.css/g, - './bundle.css?$1' - ); - content = content.replace(/__sveltekit_[a-z0-9]+/g, '__sveltekit__'); - - writeFileSync(indexPath, content, 'utf-8'); - console.log('✓ Updated index.html'); - - // Copy bundle.*.js -> bundle.js at output root - const immutableDir = resolve(outDir, '_app/immutable'); - const bundleDir = resolve(outDir, '_app/immutable/assets'); - - if (existsSync(immutableDir)) { - const jsFiles = readdirSync(immutableDir).filter((f) => f.match(/^bundle\..+\.js$/)); - if (jsFiles.length > 0) { - copyFileSync(resolve(immutableDir, jsFiles[0]), resolve(outDir, 'bundle.js')); - // Normalize __sveltekit_ to __sveltekit__ in bundle.js - const bundleJsPath = resolve(outDir, 'bundle.js'); - let bundleJs = readFileSync(bundleJsPath, 'utf-8'); - bundleJs = bundleJs.replace(/__sveltekit_[a-z0-9]+/g, '__sveltekit__'); - writeFileSync(bundleJsPath, bundleJs, 'utf-8'); - console.log(`✓ Copied ${jsFiles[0]} -> bundle.js`); - } - } - - // Copy bundle.*.css -> bundle.css at output root - if (existsSync(bundleDir)) { - const cssFiles = readdirSync(bundleDir).filter((f) => f.match(/^bundle\..+\.css$/)); - if (cssFiles.length > 0) { - copyFileSync(resolve(bundleDir, cssFiles[0]), resolve(outDir, 'bundle.css')); - console.log(`✓ Copied ${cssFiles[0]} -> bundle.css`); - } - } - - // Cleanup: remove _app directory, favicon.svg, and legacy index.html.gz - const appDir = resolve(outDir, '_app'); - if (existsSync(appDir)) { - rmSync(appDir, { recursive: true, force: true }); - console.log('✓ Removed _app directory'); - } - - const faviconOut = resolve(outDir, 'favicon.svg'); - if (existsSync(faviconOut)) { - unlinkSync(faviconOut); - console.log('✓ Removed favicon.svg'); - } - } catch (error) { - console.error('Failed to process build output:', error); - } - }, 100); - } - }; -} diff --git a/tools/ui/scripts/vite-plugin-relativize-base.ts b/tools/ui/scripts/vite-plugin-relativize-base.ts new file mode 100644 index 000000000..ce2f1b6e9 --- /dev/null +++ b/tools/ui/scripts/vite-plugin-relativize-base.ts @@ -0,0 +1,61 @@ +import { readFileSync, writeFileSync, existsSync } from 'node:fs'; +import { resolve } from 'path'; +import type { Plugin } from 'vite'; +import { BUILD_CONFIG } from '../src/lib/constants/pwa'; + +let processed = false; + +const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? BUILD_CONFIG.OUTPUT_DIR; + +function rewrite(path: string, pairs: [string, string][]): void { + if (!existsSync(path)) { + return; + } + const text = readFileSync(path, 'utf-8'); + let out = text; + for (const [from, to] of pairs) { + out = out.split(from).join(to); + } + if (out !== text) { + writeFileSync(path, out, 'utf-8'); + } +} + +/** + * Relativize SvelteKit absolute base refs so the build is relocatable under any subpath. + * + * SvelteKit bakes root absolute /_app/ paths into the SPA fallback because paths.relative + * does not apply to a depth agnostic fallback page. Rewriting to ./_app/ lets a plain + * recursive copy of the output into /any/subdir/ resolve assets against the document URL. + * Runs after adapter-static writes index.html and the PWA plugin writes sw.js, deferred the + * same way as buildInfoPlugin so the emitted files exist. + */ +export function relativizeBasePlugin(): Plugin { + return { + name: 'llamacpp:relativize-base', + apply: 'build', + closeBundle() { + setTimeout(() => { + try { + if (processed) return; + processed = true; + + const outDir = resolve(OUTPUT_DIR); + + // index.html: modulepreload, stylesheet and bootstrap import reference "/_app/ + rewrite(resolve(outDir, 'index.html'), [['"/_app/', '"./_app/']]); + + // sw.js: the only absolute entries are the navigate fallback precache key and handler + rewrite(resolve(outDir, 'sw.js'), [ + ['{url:"/"', '{url:"./"'], + ['createHandlerBoundToURL("/"', 'createHandlerBoundToURL("./"'] + ]); + + console.log('Relativized base refs in index.html and sw.js'); + } catch (error) { + console.error('Failed to relativize base refs:', error); + } + }, 100); + } + }; +} diff --git a/tools/ui/scripts/vite-plugin-splash-screen.ts b/tools/ui/scripts/vite-plugin-splash-screen.ts new file mode 100644 index 000000000..059ce4920 --- /dev/null +++ b/tools/ui/scripts/vite-plugin-splash-screen.ts @@ -0,0 +1,115 @@ +import { readdirSync, readFileSync, writeFileSync, existsSync } from 'node:fs'; +import { resolve } from 'path'; +import type { Plugin } from 'vite'; +import { TAB, NEWLINE } from '../src/lib/constants/code'; +import { APPLE_DEVICES, BUILD_CONFIG, REGEX_PATTERNS, SPLASH_LINK } from '../src/lib/constants/pwa'; +import type { SplashDimensions } from '../src/lib/types'; +import { SplashOrientation } from '../src/lib/enums/splash.enums'; + +let processed = false; + +const OUTPUT_DIR = process.env.LLAMA_UI_OUT_DIR ?? BUILD_CONFIG.OUTPUT_DIR; + +/** + * Generate iOS splash screen tags from generated apple-splash-*.png files. + * Returns an array of HTML link strings to be injected into the page head. + */ +export function generateSplashScreenLinks(outDir: string): string[] { + const files = readdirSync(outDir).filter((f) => f.match(REGEX_PATTERNS.SPLASH_FILE)); + if (files.length === 0) return []; + + const dimMap = new Map(); + for (const [dims, spec] of Object.entries(APPLE_DEVICES)) { + const [w, h] = dims.split('x').map(Number); + // logical-point dimensions + dimMap.set(`${w}x${h}`, { deviceW: spec.width, deviceH: spec.height, dpr: spec.dpr }); + dimMap.set(`${h}x${w}`, { deviceW: spec.width, deviceH: spec.height, dpr: spec.dpr }); + // pixel dimensions (used by actual generated splash files) + dimMap.set(`${w * spec.dpr}x${h * spec.dpr}`, { + deviceW: spec.width, + deviceH: spec.height, + dpr: spec.dpr + }); + dimMap.set(`${h * spec.dpr}x${w * spec.dpr}`, { + deviceW: spec.width, + deviceH: spec.height, + dpr: spec.dpr + }); + } + + const lightLinks: string[] = []; + const darkLinks: string[] = []; + + for (const file of files) { + const match = file.match(REGEX_PATTERNS.SPLASH_FILE); + if (!match) continue; + const orientation = match[1] as SplashOrientation; + const isDark = !!match[2]; + const pixelW = parseInt(match[3]); + const pixelH = parseInt(match[4]); + + const key = `${pixelW}x${pixelH}`; + const spec = dimMap.get(key); + if (!spec) { + console.warn(`Unknown splash screen dimensions: ${key} (${file})`); + continue; + } + + const { deviceW, deviceH, dpr } = spec; + const media = `screen and (device-width: ${deviceW}px) and (device-height: ${deviceH}px) and (-webkit-device-pixel-ratio: ${dpr}) and (orientation: ${orientation})`; + const href = `./${file}`; + + if (isDark) { + darkLinks.push( + `${SPLASH_LINK.HTML} media="${media}${SPLASH_LINK.DARK_MEDIA_SUFFIX}" href="${href}">` + ); + } else { + lightLinks.push(`${SPLASH_LINK.HTML} media="${media}" href="${href}">`); + } + } + + return [...lightLinks, ...darkLinks]; +} + +export function splashScreenPlugin(): Plugin { + return { + name: 'llamacpp:splash-screen', + apply: 'build', + closeBundle() { + setTimeout(() => { + try { + if (processed) return; + processed = true; + + const outDir = resolve(OUTPUT_DIR); + const indexPath = resolve(outDir, 'index.html'); + if (!existsSync(indexPath)) return; + + let content = readFileSync(indexPath, 'utf-8'); + + // Inject iOS splash screen tags into . + // The @vite-pwa/assets-generator generates apple-splash-*.png files; + // this scans them and creates the tags SvelteKit needs. + const splashLinks = generateSplashScreenLinks(outDir); + if (splashLinks.length > 0) { + console.log(`Generated ${splashLinks.length} apple-splash link tags`); + const splashHtml = splashLinks.map((l) => TAB + TAB + l).join(NEWLINE); + content = content.replace( + REGEX_PATTERNS.HEAD_CLOSE, + splashHtml + NEWLINE + TAB + TAB + '' + ); + } + + // Remove trailing \r from Windows line endings + content = content.replace(/\r/g, ''); + content = BUILD_CONFIG.GUIDE_COMMENT + NEWLINE + content; + + writeFileSync(indexPath, content, 'utf-8'); + console.log('Updated index.html'); + } catch (error) { + console.error('Failed to process build output:', error); + } + }, 100); + } + }; +} diff --git a/tools/ui/src/app.d.ts b/tools/ui/src/app.d.ts index ec65952e9..a7583eec5 100644 --- a/tools/ui/src/app.d.ts +++ b/tools/ui/src/app.d.ts @@ -1,6 +1,9 @@ // See https://svelte.dev/docs/kit/types#app.d.ts // for information about these interfaces +import 'vite-plugin-pwa/pwa-assets'; +import 'vite-plugin-pwa/svelte'; + // Import chat types from dedicated module import type { diff --git a/tools/ui/src/app.html b/tools/ui/src/app.html index 1391f8848..db3e9edf5 100644 --- a/tools/ui/src/app.html +++ b/tools/ui/src/app.html @@ -2,10 +2,17 @@ - + + + + + + + %sveltekit.head% +
%sveltekit.body%
diff --git a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte index 69a120b7c..62e73d857 100644 --- a/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte +++ b/tools/ui/src/lib/components/app/settings/SettingsChat/SettingsChat.svelte @@ -20,6 +20,8 @@ import { ColorMode } from '$lib/enums/ui.enums'; import { fade } from 'svelte/transition'; import { goto } from '$app/navigation'; + import { Button } from '$lib/components/ui/button'; + import { RefreshCw } from '@lucide/svelte'; import { page } from '$app/state'; import { setChatSettingsConfigContext } from '$lib/contexts'; import { settingsReferrer } from '$lib/stores/settings-referrer.svelte'; @@ -164,6 +166,15 @@ onConfigChange={handleConfigChange} onThemeChange={handleThemeChange} /> + + {#if currentSection.title === SETTINGS_SECTION_TITLES.GENERAL} +
+ +
+ {/if} {/if} diff --git a/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte b/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte new file mode 100644 index 000000000..a3a406f26 --- /dev/null +++ b/tools/ui/src/lib/components/pwa/PwaMetaTags.svelte @@ -0,0 +1,23 @@ + + + + + + + + + + + + diff --git a/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte b/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte new file mode 100644 index 000000000..500abdc13 --- /dev/null +++ b/tools/ui/src/lib/components/pwa/PwaRefreshAlert.svelte @@ -0,0 +1,35 @@ + + +{#if needRefresh} + + + Update available + + + +

A new version is available. Reload to update.

+ + + + +{/if} diff --git a/tools/ui/src/lib/components/pwa/index.ts b/tools/ui/src/lib/components/pwa/index.ts new file mode 100644 index 000000000..fbaaae239 --- /dev/null +++ b/tools/ui/src/lib/components/pwa/index.ts @@ -0,0 +1,2 @@ +export { default as PwaMetaTags } from './PwaMetaTags.svelte'; +export { default as PwaRefreshAlert } from './PwaRefreshAlert.svelte'; diff --git a/tools/ui/src/lib/constants/app.ts b/tools/ui/src/lib/constants/app.ts new file mode 100644 index 000000000..c598f480f --- /dev/null +++ b/tools/ui/src/lib/constants/app.ts @@ -0,0 +1 @@ +export const APP_NAME = import.meta.env?.VITE_PUBLIC_APP_NAME || 'llama-ui'; diff --git a/tools/ui/src/lib/constants/code.ts b/tools/ui/src/lib/constants/code.ts index 12bcd0db7..b55513d74 100644 --- a/tools/ui/src/lib/constants/code.ts +++ b/tools/ui/src/lib/constants/code.ts @@ -1,4 +1,5 @@ export const NEWLINE = '\n'; +export const TAB = '\t'; export const DEFAULT_LANGUAGE = 'text'; export const LANG_PATTERN = /^(\w*)\n?/; export const AMPERSAND_REGEX = /&/g; diff --git a/tools/ui/src/lib/constants/index.ts b/tools/ui/src/lib/constants/index.ts index 9ab864cd0..a81f734d6 100644 --- a/tools/ui/src/lib/constants/index.ts +++ b/tools/ui/src/lib/constants/index.ts @@ -3,6 +3,7 @@ export * from './agentic'; export * from './api-endpoints'; +export * from './app'; export * from './attachment-labels'; export * from './database'; export * from './reasoning-effort'; @@ -36,6 +37,7 @@ export * from './message-export'; export * from './model-id'; export * from './precision'; export * from './processing-info'; +export * from './pwa'; export * from './routes'; export * from './sandbox'; export * from './settings-keys'; diff --git a/tools/ui/src/lib/constants/pwa.ts b/tools/ui/src/lib/constants/pwa.ts new file mode 100644 index 000000000..49036a67b --- /dev/null +++ b/tools/ui/src/lib/constants/pwa.ts @@ -0,0 +1,352 @@ +/** + * Centralized PWA constants to avoid magic strings, regexes, and duplicated + * definitions across the codebase. + */ + +import { APP_NAME } from './app'; + +export const MEDIA_QUERIES = { + PREFERS_DARK: '(prefers-color-scheme: dark)', + PREFERS_LIGHT: '(prefers-color-scheme: light)' +} as const; + +export const THEME_COLORS = { + LIGHT: '#ffffff', + DARK: '#0d0d0d', + ACCENT_BLUE: '#2563eb', + ACCENT_BLUE_HOVER: '#1d4ed8', + BACKGROUND_LIGHT: 'white', + BACKGROUND_DARK: '#111111', + TITLE_UPDATE_ALERT: { + BORDER_LIGHT: 'zinc-200', + BORDER_DARK: 'zinc-700', + BG_LIGHT: 'white', + BG_DARK: 'zinc-800', + TEXT_LIGHT: 'zinc-500', + TEXT_DARK: 'zinc-400' + } +} as const; + +export const FAVICON_PATHS = { + ICO_LIGHT: 'favicon.ico', + ICO_DARK: 'favicon-dark.ico', + SVG_LIGHT: 'favicon.svg', + SVG_DARK: 'favicon-dark.svg' +} as const; + +export const FAVICON_SELECTORS = { + ICO_48X48: 'link[rel="icon"][sizes="48x48"]', + SVG_ANY: 'link[rel="icon"][type="image/svg+xml"]' +} as const; + +export const APPLE_ASSETS = { + TOUCH_ICON: 'apple-touch-icon-180x180.png' +} as const; + +export const PWA_MANIFEST = { + name: APP_NAME, + short_name: APP_NAME, + description: 'Local AI chat interface powered by llama.cpp', + start_url: './', + display: 'standalone' as const, + background_color: THEME_COLORS.BACKGROUND_LIGHT, + theme_color: THEME_COLORS.BACKGROUND_LIGHT, + icons: [ + { src: 'pwa-64x64.png', sizes: '64x64', type: 'image/png' }, + { src: 'pwa-192x192.png', sizes: '192x192', type: 'image/png' }, + { src: 'pwa-512x512.png', sizes: '512x512', type: 'image/png', purpose: 'any' as const }, + { + src: 'maskable-icon-512x512.png', + sizes: '512x512', + type: 'image/png', + purpose: 'maskable' as const + } + ] +}; + +export const PWA_ICON_PATHS = { + PWA_64: '/pwa-64x64.png', + PWA_192: '/pwa-192x192.png', + PWA_512: '/pwa-512x512.png', + MASKABLE_512: '/maskable-icon-512x512.png' +} as const; + +/** Apple device dimensions (logical points) and DPR, from Apple HIG. */ +export const APPLE_DEVICES = { + // iPhones (DPR 3) + '1170x2532': { width: 390, height: 844, dpr: 3 }, // iPhone 13, 15 + '1179x2556': { width: 393, height: 852, dpr: 3 }, // iPhone 14, 15 Pro, 16 + '1206x2622': { width: 402, height: 874, dpr: 3 }, // iPhone 16 Plus, 16e + '1284x2778': { width: 428, height: 926, dpr: 3 }, // iPhone 15 Plus + '1290x2796': { width: 430, height: 932, dpr: 3 }, // iPhone 15 Pro Max, 16 Pro + '1320x2868': { width: 440, height: 956, dpr: 3 }, // iPhone 16 Pro Max + '750x1334': { width: 375, height: 667, dpr: 2 }, // iPhone 6/7/8, 14 + '640x1136': { width: 320, height: 568, dpr: 2 }, // iPhone 6/7/8 Plus + // iPads (DPR 2) + '1668x2388': { width: 834, height: 1194, dpr: 2 }, // iPad Air 11", iPad 11" + '2048x2732': { width: 1024, height: 1366, dpr: 2 }, // iPad Pro 12.9" + '1640x2360': { width: 820, height: 1180, dpr: 2 }, // iPad Air 10.9" + '1032x1376': { width: 1032, height: 1376, dpr: 2 }, // iPad Air 13" + '744x1133': { width: 376, height: 573, dpr: 2 } // iPad mini 8.3" +} as const; + +export type AppleDeviceKey = keyof typeof APPLE_DEVICES; + +export const PWA_FILE_PATHS = { + MANIFEST: '/manifest.webmanifest', + SERVICE_WORKER: '/sw.js', + VERSION: '/version.json', + WORKBOX: '/workbox-.js' +} as const; + +// Used by the server middleware to skip API key validation. +// Keep in sync with tools/server/server-http.cpp public_endpoints list. + +export const PUBLIC_ENDPOINTS = [ + '/health', + '/v1/health', + '/models', + '/v1/models', + '/props', + '/metrics', + '/', + '/index.html', + + '/favicon.ico', + '/favicon-dark.ico', + '/favicon.svg', + '/favicon-dark.svg', + '/pwa-64x64.png', + '/pwa-192x192.png', + '/pwa-512x512.png', + '/maskable-icon-512x512.png', + '/apple-touch-icon-180x180.png', + '/apple-splash-portrait-640x1136.png', + '/apple-splash-landscape-640x1136.png', + '/apple-splash-portrait-750x1334.png', + '/apple-splash-landscape-750x1334.png', + '/apple-splash-portrait-1170x2532.png', + '/apple-splash-landscape-1170x2532.png', + '/apple-splash-portrait-1179x2556.png', + '/apple-splash-landscape-1179x2556.png', + '/apple-splash-portrait-1206x2622.png', + '/apple-splash-landscape-1206x2622.png', + '/apple-splash-portrait-1284x2778.png', + '/apple-splash-landscape-1284x2778.png', + '/apple-splash-portrait-1290x2796.png', + '/apple-splash-landscape-1290x2796.png', + '/apple-splash-portrait-1320x2868.png', + '/apple-splash-landscape-1320x2868.png', + '/apple-splash-portrait-1488x2266.png', + '/apple-splash-landscape-1488x2266.png', + '/apple-splash-portrait-1640x2360.png', + '/apple-splash-landscape-1640x2360.png', + '/apple-splash-portrait-1668x2388.png', + '/apple-splash-landscape-1668x2388.png', + '/apple-splash-portrait-2048x2732.png', + '/apple-splash-landscape-2048x2732.png', + '/apple-splash-portrait-dark-640x1136.png', + '/apple-splash-landscape-dark-640x1136.png', + '/apple-splash-portrait-dark-750x1334.png', + '/apple-splash-landscape-dark-750x1334.png', + '/apple-splash-portrait-dark-1170x2532.png', + '/apple-splash-landscape-dark-1170x2532.png', + '/apple-splash-portrait-dark-1179x2556.png', + '/apple-splash-landscape-dark-1179x2556.png', + '/apple-splash-portrait-dark-1206x2622.png', + '/apple-splash-landscape-dark-1206x2622.png', + '/apple-splash-portrait-dark-1284x2778.png', + '/apple-splash-landscape-dark-1284x2778.png', + '/apple-splash-portrait-dark-1290x2796.png', + '/apple-splash-landscape-dark-1290x2796.png', + '/apple-splash-portrait-dark-1320x2868.png', + '/apple-splash-landscape-dark-1320x2868.png', + '/apple-splash-portrait-dark-1488x2266.png', + '/apple-splash-landscape-dark-1488x2266.png', + '/apple-splash-portrait-dark-1640x2360.png', + '/apple-splash-landscape-dark-1640x2360.png', + '/apple-splash-portrait-dark-1668x2388.png', + '/apple-splash-landscape-dark-1668x2388.png', + '/apple-splash-portrait-dark-2048x2732.png', + '/apple-splash-landscape-dark-2048x2732.png', + '/manifest.webmanifest', + '/sw.js', + '/version.json', + '/workbox-.js' +] as const; +export const BUILD_CONFIG = { + OUTPUT_DIR: './dist', + GUIDE_COMMENT: ` + +`.trim() +} as const; + +export const REGEX_PATTERNS = { + SPLASH_FILE: /^apple-splash-(portrait|landscape)-(dark-)?(\d+)x(\d+)\.png$/, + HEAD_CLOSE: /\t*<\/head>/ +} as const; + +// Device names used by @vite-pwa/assets-generator for splash screen generation. +// Keep in sync with pwa-assets.config.ts. +export const PWA_GENERATOR_DEVICES = [ + 'iPhone 13', + 'iPhone 13 Pro', + 'iPhone 13 Pro Max', + 'iPhone 14', + 'iPhone 14 Plus', + 'iPhone 14 Pro', + 'iPhone 14 Pro Max', + 'iPhone 15', + 'iPhone 15 Plus', + 'iPhone 15 Pro', + 'iPhone 15 Pro Max', + 'iPhone 16', + 'iPhone 16 Plus', + 'iPhone 16 Pro', + 'iPhone 16 Pro Max', + 'iPhone 16e', + 'iPhone SE 4"', + 'iPhone SE 4.7"', + 'iPad 11"', + 'iPad Air 10.9"', + 'iPad Air 11"', + 'iPad Air 13"', + 'iPad Pro 11"', + 'iPad Pro 12.9"', + 'iPad mini 8.3"' +] as const; + +// PWA assets generator configuration — used by pwa-assets.config.ts +export const PWA_ASSET_GENERATOR = { + LINK_PRESET: '2023', + SPLASH_PADDING: 0.75, + FIT_MODE: 'contain', + ADD_MEDIA_SCREEN: true, + BASE_PATH: './', + XHTML: false, + PNG_COMPRESSION_LEVEL: 9, + PNG_QUALITY: 60, + DARK_PREFIX: 'dark-' +} as const; + +export const CACHE_SETTINGS = { + IMMUTABLE_MAX_AGE_SECONDS: 31536000, + API_CACHE_MAX_AGE_SECONDS: 60 * 60 * 24, + API_CACHE_MAX_ENTRIES: 50, + MAX_FILE_SIZE_BYTES: 10 * 1024 * 1024 +} as const; + +export const GLOB_PATTERNS: string[] = [ + '**/*.{js,css,html,ico,svg,png,webp,woff,woff2,json,webmanifest}' +]; + +// loading.html is the model loading page served by llama-server itself. +// The SvelteKit PWA manifest transform strips the html extension from every +// precache entry to match clean URLs, but loading.html is a plain static asset +// with no clean URL, so static servers answer 404 and the SW install fails. +export const GLOB_IGNORES: string[] = ['**/loading.html']; + +export const SW_CONFIG = { + CHECK_INTERVAL_MS: 60000, + UPDATE_FETCH_OPTIONS: { + CACHE: 'no-store', + HEADERS: { + CACHE: 'no-store', + CACHE_CONTROL: 'no-cache' + } + } +} as const; + +// Runtime caching configuration for Workbox +export const RUNTIME_CACHING = { + HANDLER: 'NetworkFirst', + CACHE_NAME: 'api-cache' +} as const; + +// Workbox runtime caching patterns +export const API_CACHING_PATTERNS = { + V1_API: /^\/v1\/.*/, + STATIC_API: /^\/(health|props|models|tools|slots|cors-proxy).*/ +} as const; + +// SvelteKit PWA plugin options +export const PWA_KIT_OPTIONS = { + NAVIGATE_FALLBACK: './' +} as const; + +export const APPLE_META_TAGS = { + MOBILE_WEB_APP_CAPABLE: { name: 'apple-mobile-web-app-capable', content: 'yes' }, + STATUS_BAR_STYLE: { name: 'apple-mobile-web-app-status-bar-style', content: 'black-translucent' }, + MOBILE_WEB_APP_TITLE: { name: 'apple-mobile-web-app-title' } +} as const; + +// Splash screen HTML link tag prefix used by generateSplashScreenLinks +export const SPLASH_LINK = { + HTML: ' = { serverKey: SETTINGS_KEYS.ALWAYS_SHOW_AGENTIC_TURNS, paramType: SyncableParameterType.BOOLEAN } + }, + { + key: SETTINGS_KEYS.SHOW_BUILD_VERSION, + label: 'Show build version information', + help: 'Display the current build version in the bottom-right corner of the interface.', + defaultValue: false, + type: SettingsFieldType.CHECKBOX, + section: SETTINGS_SECTION_SLUGS.DISPLAY } ] }, diff --git a/tools/ui/src/lib/constants/storage.ts b/tools/ui/src/lib/constants/storage.ts index 1bfe1b5f4..8d425b96b 100644 --- a/tools/ui/src/lib/constants/storage.ts +++ b/tools/ui/src/lib/constants/storage.ts @@ -40,6 +40,9 @@ export const DEPRECATED_MCP_DEFAULT_ENABLED_LOCALSTORAGE_KEY = `${STORAGE_APP_NA /** @deprecated Use {@link USER_OVERRIDES_LOCALSTORAGE_KEY} instead */ export const DEPRECATED_USER_OVERRIDES_LOCALSTORAGE_KEY = `${STORAGE_APP_NAME_DEPRECATED}.userOverrides`; +/** Build version stored in localStorage for non-PWA update detection */ +export const BUILD_VERSION_LOCALSTORAGE_KEY = `${STORAGE_APP_NAME}.buildVersion`; + /** Maps new keys to their deprecated fallback keys */ export const NEW_TO_DEPRECATED_MAP: Record = { [ALWAYS_ALLOWED_TOOLS_LOCALSTORAGE_KEY]: DEPRECATED_ALWAYS_ALLOWED_TOOLS_LOCALSTORAGE_KEY, diff --git a/tools/ui/src/lib/constants/ui.ts b/tools/ui/src/lib/constants/ui.ts index f6e7f7d8a..6f344029f 100644 --- a/tools/ui/src/lib/constants/ui.ts +++ b/tools/ui/src/lib/constants/ui.ts @@ -5,7 +5,6 @@ import { ROUTES } from './routes'; export const FORK_TREE_DEPTH_PADDING = 8; export const SYSTEM_MESSAGE_PLACEHOLDER = 'System message'; -export const APP_NAME = import.meta.env.VITE_PUBLIC_APP_NAME || 'llama-ui'; export const ICON_STRIP_TRANSITION_DURATION = 150; export const ICON_STRIP_TRANSITION_DELAY_MULTIPLIER = 50; diff --git a/tools/ui/src/lib/enums/index.ts b/tools/ui/src/lib/enums/index.ts index 7438a7642..449e4f90a 100644 --- a/tools/ui/src/lib/enums/index.ts +++ b/tools/ui/src/lib/enums/index.ts @@ -63,3 +63,5 @@ export { ColorMode, HtmlInputType, McpPromptVariant, TooltipSide, UrlProtocol } export { KeyboardKey } from './keyboard.enums'; export { ToolSource, ToolPermissionDecision, ToolResponseField } from './tools.enums'; + +export { SplashOrientation } from './splash.enums'; diff --git a/tools/ui/src/lib/enums/splash.enums.ts b/tools/ui/src/lib/enums/splash.enums.ts new file mode 100644 index 000000000..7efa89299 --- /dev/null +++ b/tools/ui/src/lib/enums/splash.enums.ts @@ -0,0 +1,7 @@ +/** + * Splash screen orientation for iOS apple-touch-startup-image + */ +export enum SplashOrientation { + PORTRAIT = 'portrait', + LANDSCAPE = 'landscape' +} diff --git a/tools/ui/src/lib/hooks/use-pwa.svelte.ts b/tools/ui/src/lib/hooks/use-pwa.svelte.ts new file mode 100644 index 000000000..e720253e7 --- /dev/null +++ b/tools/ui/src/lib/hooks/use-pwa.svelte.ts @@ -0,0 +1,80 @@ +import { browser } from '$app/environment'; +import { useRegisterSW } from 'virtual:pwa-register/svelte'; +import { versionStore } from '$lib/stores/version.svelte'; +import { BUILD_VERSION_LOCALSTORAGE_KEY } from '$lib/constants/storage'; +import { SW_CONFIG } from '$lib/constants/pwa'; + +/** + * Hook for PWA service worker registration, update polling, and build version mismatch detection. + * + * Combines two concerns that always belong together: + * 1. SW registration with periodic polling for updates + * 2. localStorage-based version tracking for non-PWA users + */ +export function usePwa() { + let swCheckInterval: ReturnType | null = null; + let needRefreshByStorage = $state(false); + + const { + // offlineReady, // to do - add installation banners for iOS + needRefresh: pwaNeedRefresh, + updateServiceWorker + } = useRegisterSW({ + onRegisteredSW(swUrl: string, r: ServiceWorkerRegistration | undefined) { + if (swCheckInterval) { + clearInterval(swCheckInterval); + } + swCheckInterval = setInterval(async () => { + if (!r || r.installing || !navigator?.onLine) return; + + try { + const resp = await fetch(swUrl, { + cache: SW_CONFIG.UPDATE_FETCH_OPTIONS.CACHE, + headers: { + cache: SW_CONFIG.UPDATE_FETCH_OPTIONS.HEADERS.CACHE, + 'cache-control': SW_CONFIG.UPDATE_FETCH_OPTIONS.HEADERS.CACHE_CONTROL + } + }); + if (resp?.status === 200) { + await r.update(); + } + } catch (e) { + console.error(e); + } + }, SW_CONFIG.CHECK_INTERVAL_MS); + }, + onRegisterError(error: unknown) { + console.error('[PWA] SW registration error:', error); + } + }); + + // Detect version mismatch via localStorage. + // _app/version.json is SvelteKit's native version file for PWA cache invalidation. + // This comparison detects server upgrades for non-PWA users. + $effect(() => { + if (!browser) return; + + const currentVersion = versionStore.value; + if (!currentVersion) return; + + try { + const storedVersion = localStorage.getItem(BUILD_VERSION_LOCALSTORAGE_KEY); + needRefreshByStorage = !!storedVersion && storedVersion !== currentVersion; + localStorage.setItem(BUILD_VERSION_LOCALSTORAGE_KEY, currentVersion); + } catch { + needRefreshByStorage = false; + } + }); + + return { + /** Writable that is true when a PWA service worker update is available */ + get needRefresh() { + return pwaNeedRefresh; + }, + updateServiceWorker, + /** Version mismatch detected via localStorage (non-PWA users) */ + get needRefreshByStorage() { + return needRefreshByStorage; + } + }; +} diff --git a/tools/ui/src/lib/stores/build-info.svelte.ts b/tools/ui/src/lib/stores/build-info.svelte.ts new file mode 100644 index 000000000..a137be236 --- /dev/null +++ b/tools/ui/src/lib/stores/build-info.svelte.ts @@ -0,0 +1,42 @@ +/** + * buildInfoStore - llama.cpp build information + * + * Reads the build version from `build.json` — embedded at llama.cpp build time + * with the llama.cpp build number (LLAMA_BUILD_NUMBER). Shown in the UI when + * `showBuildVersion` is enabled. + * + * In dev mode (via `npm run dev`), falls back to `import.meta.env.DEV`'s truthy + * value since the artifact is not produced. + */ + +import { browser } from '$app/environment'; +import { base } from '$app/paths'; + +let build = $state(''); + +async function loadBuild() { + if (!browser) return; + + if (import.meta.env.DEV) { + build = 'dev'; + return; + } + + try { + const res = await fetch(`${base}/build.json`, { cache: 'no-store' }); + if (res.ok) { + const data = await res.json(); + build = data.version ?? ''; + } + } catch { + // build.json missing or unreachable - leave as empty string + } +} + +loadBuild(); + +export const buildInfoStore = { + get value(): string { + return build; + } +}; diff --git a/tools/ui/src/lib/stores/mcp.svelte.ts b/tools/ui/src/lib/stores/mcp.svelte.ts index effb78e33..671ecf287 100644 --- a/tools/ui/src/lib/stores/mcp.svelte.ts +++ b/tools/ui/src/lib/stores/mcp.svelte.ts @@ -489,7 +489,7 @@ class MCPStore { if (!rootDomain) return null; const origin = `${url.protocol}//${rootDomain}`; - const candidates = ['favicon.ico', 'favicon.svg', 'favicon.png']; + const candidates = ['favicon.ico', 'favicon.png']; for (const path of candidates) { const faviconUrl = `${origin}/${path}`; diff --git a/tools/ui/src/lib/stores/theme.svelte.ts b/tools/ui/src/lib/stores/theme.svelte.ts new file mode 100644 index 000000000..999e37624 --- /dev/null +++ b/tools/ui/src/lib/stores/theme.svelte.ts @@ -0,0 +1,14 @@ +import { browser } from '$app/environment'; +import { MEDIA_QUERIES } from '$lib/constants'; + +export const theme = $state({ + isSystemDark: browser && window.matchMedia(MEDIA_QUERIES.PREFERS_DARK).matches +}); + +if (browser) { + const mql = window.matchMedia(MEDIA_QUERIES.PREFERS_DARK); + + mql.addEventListener('change', (e) => { + theme.isSystemDark = e.matches; + }); +} diff --git a/tools/ui/src/lib/stores/version.svelte.ts b/tools/ui/src/lib/stores/version.svelte.ts new file mode 100644 index 000000000..d8248a6dc --- /dev/null +++ b/tools/ui/src/lib/stores/version.svelte.ts @@ -0,0 +1,41 @@ +/** + * versionStore - Frontend build version + * + * Reads from SvelteKit's `_app/version.json` — generated by the @vite-pwa/sveltekit + * plugin. The version string changes on every build, so comparing it against + * localStorage reliably detects server upgrades. + * + * In dev mode, falls back to `'dev'`. + */ + +import { browser } from '$app/environment'; +import { base } from '$app/paths'; + +let version = $state(''); + +async function loadVersion() { + if (!browser) return; + + if (import.meta.env.DEV) { + version = 'dev'; + return; + } + + try { + const res = await fetch(`${base}/_app/version.json`, { cache: 'no-store' }); + if (res.ok) { + const data = await res.json(); + version = data.version ?? ''; + } + } catch { + // _app/version.json missing or unreachable - leave as empty string + } +} + +loadVersion(); + +export const versionStore = { + get value(): string { + return version; + } +}; diff --git a/tools/ui/src/lib/types/index.ts b/tools/ui/src/lib/types/index.ts index b88de5d66..c5f948898 100644 --- a/tools/ui/src/lib/types/index.ts +++ b/tools/ui/src/lib/types/index.ts @@ -165,3 +165,6 @@ export type { ToolEntry, ToolGroup } from './tools'; // Reasoning export type { ReasoningEffortLevel } from './reasoning'; + +// Splash +export type { SplashDimensions } from './splash'; diff --git a/tools/ui/src/lib/types/splash.ts b/tools/ui/src/lib/types/splash.ts new file mode 100644 index 000000000..8c5c5ff53 --- /dev/null +++ b/tools/ui/src/lib/types/splash.ts @@ -0,0 +1 @@ +export type SplashDimensions = { deviceW: number; deviceH: number; dpr: number }; diff --git a/tools/ui/src/lib/utils/pdf-processing.ts b/tools/ui/src/lib/utils/pdf-processing.ts index 84c456d10..8cf99207c 100644 --- a/tools/ui/src/lib/utils/pdf-processing.ts +++ b/tools/ui/src/lib/utils/pdf-processing.ts @@ -57,7 +57,7 @@ export async function convertPDFToText(file: File): Promise { try { const buffer = await getFileAsBuffer(file); - const pdf = await pdfjs.getDocument(buffer).promise; + const pdf = await pdfjs.getDocument({ data: buffer }).promise; const numPages = pdf.numPages; const textContentPromises: Promise[] = []; @@ -94,7 +94,7 @@ export async function convertPDFToImage(file: File, scale: number = 1.5): Promis try { const buffer = await getFileAsBuffer(file); - const doc = await pdfjs.getDocument(buffer).promise; + const doc = await pdfjs.getDocument({ data: buffer }).promise; const pages: Promise[] = []; for (let i = 1; i <= doc.numPages; i++) { diff --git a/tools/ui/src/routes/+layout.svelte b/tools/ui/src/routes/+layout.svelte index aa023840b..63334c7ad 100644 --- a/tools/ui/src/routes/+layout.svelte +++ b/tools/ui/src/routes/+layout.svelte @@ -13,6 +13,8 @@ DialogConversationTitleUpdate, SidebarNavigation } from '$lib/components/app'; + import { PwaMetaTags, PwaRefreshAlert } from '$lib/components/pwa'; + import { pwaAssetsHead } from 'virtual:pwa-assets/head'; import { conversationsStore } from '$lib/stores/conversations.svelte'; import * as Sidebar from '$lib/components/ui/sidebar/index.js'; @@ -26,10 +28,16 @@ import { modelsStore } from '$lib/stores/models.svelte'; import { mcpStore } from '$lib/stores/mcp.svelte'; import { TOOLTIP_DELAY_DURATION } from '$lib/constants'; + import { FAVICON_PATHS, FAVICON_SELECTORS } from '$lib/constants/pwa'; import { useKeyboardShortcuts } from '$lib/hooks/use-keyboard-shortcuts.svelte'; + import { usePwa } from '$lib/hooks/use-pwa.svelte'; import { useSettingsNavigation } from '$lib/hooks/use-settings-navigation.svelte'; import { conversations } from '$lib/stores/conversations.svelte'; import { isMobile } from '$lib/stores/viewport.svelte'; + import { theme } from '$lib/stores/theme.svelte'; + import { buildInfoStore } from '$lib/stores/build-info.svelte'; + + import { SETTINGS_KEYS } from '$lib/constants'; let { children } = $props(); let alwaysShowSidebarOnDesktop = $derived(config().alwaysShowSidebarOnDesktop); @@ -46,11 +54,31 @@ } | undefined = $state(); + let showBuildVersion = $derived(config()[SETTINGS_KEYS.SHOW_BUILD_VERSION] as boolean); + let titleUpdateDialogOpen = $state(false); let titleUpdateCurrentTitle = $state(''); let titleUpdateNewTitle = $state(''); let titleUpdateResolve: ((value: boolean) => void) | null = null; + const panelNav = useSettingsNavigation(); + // Keep the hook object intact: destructuring needRefreshByStorage reads the getter once and freezes it + const pwa = usePwa(); + const { needRefresh, updateServiceWorker } = pwa; + + function updateFavicon() { + const dark = theme.isSystemDark; + + let icoLink = document.querySelector(FAVICON_SELECTORS.ICO_48X48) as HTMLLinkElement | null; + if (icoLink) { + icoLink.href = dark ? FAVICON_PATHS.ICO_DARK : FAVICON_PATHS.ICO_LIGHT; + } + + let svgLink = document.querySelector(FAVICON_SELECTORS.SVG_ANY) as HTMLLinkElement | null; + if (svgLink) { + svgLink.href = dark ? FAVICON_PATHS.SVG_DARK : FAVICON_PATHS.SVG_LIGHT; + } + } function navigateToConversation(direction: -1 | 1) { const allConvs = conversations(); @@ -137,9 +165,16 @@ } onMount(() => { + updateFavicon(); mounted = true; }); + $effect(() => { + void theme.isSystemDark; + + updateFavicon(); + }); + $effect(() => { if (alwaysShowSidebarOnDesktop && isDesktop) { sidebarOpen = true; @@ -236,13 +271,36 @@ + {#if pwaAssetsHead.themeColor} + + {/if} + {#if config().customCss} {/if} + + {#each pwaAssetsHead.links as link (link.href)} + + {/each} + + + +
+ {#if showBuildVersion && buildInfoStore.value} + {buildInfoStore.value} + {/if} + +
+ + -
+
@@ -285,9 +343,9 @@ /> {/if} - {@render children?.()} + + {@render children?.()} +
diff --git a/tools/ui/static/favicon-dark.svg b/tools/ui/static/favicon-dark.svg new file mode 100644 index 000000000..22cab8d25 --- /dev/null +++ b/tools/ui/static/favicon-dark.svg @@ -0,0 +1,14 @@ + + + + + + + + + + + + + + diff --git a/tools/ui/static/favicon.svg b/tools/ui/static/favicon.svg index a7ae13691..52664fc8b 100644 --- a/tools/ui/static/favicon.svg +++ b/tools/ui/static/favicon.svg @@ -1 +1,14 @@ - \ No newline at end of file + + + + + + + + + + + + + + diff --git a/tools/ui/svelte.config.js b/tools/ui/svelte.config.js index 1a7355b2d..897c7267f 100644 --- a/tools/ui/svelte.config.js +++ b/tools/ui/svelte.config.js @@ -29,9 +29,6 @@ const config = { }, alias: { $styles: 'src/styles' - }, - version: { - name: 'llama-ui' } }, diff --git a/tools/ui/tests/e2e/demo.test.ts b/tools/ui/tests/e2e/demo.test.ts deleted file mode 100644 index 99a3e86da..000000000 --- a/tools/ui/tests/e2e/demo.test.ts +++ /dev/null @@ -1,7 +0,0 @@ -import { expect, test } from '@playwright/test'; - -test('home page loads correctly', async ({ page }) => { - await page.goto('/'); - // Wait for the greeting to become visible (stores need time to initialize) - await expect(page.locator('h1', { hasText: /Hello there/ })).toBeVisible(); -}); diff --git a/tools/ui/tests/e2e/pwa.e2e.ts b/tools/ui/tests/e2e/pwa.e2e.ts new file mode 100644 index 000000000..be7642b19 --- /dev/null +++ b/tools/ui/tests/e2e/pwa.e2e.ts @@ -0,0 +1,106 @@ +import { expect, test } from '@playwright/test'; + +test.describe('PWA Service Worker', () => { + test('service worker is registered', async ({ page }) => { + await page.goto('/'); + + const swURL = await page.evaluate(async () => { + const registration = await Promise.race([ + // eslint-disable-next-line @typescript-eslint/ban-ts-comment + // @ts-ignore - type inference differs from browser runtime + navigator.serviceWorker.ready, + new Promise((_, reject) => + setTimeout(() => reject(new Error('Service worker registration failed: timeout')), 15000) + ) + ]); + // @ts-expect-error registration is of type unknown + return registration.active?.scriptURL; + }); + + expect(swURL).toBeTruthy(); + expect(swURL).toContain('/sw.js'); + }); + + test('service worker has precache configured', async ({ page }) => { + await page.goto('/'); + + await page.evaluate(async () => { + await navigator.serviceWorker.ready; + }); + + const swActive = await page.evaluate(async () => { + const reg = await navigator.serviceWorker.ready; + return reg.active?.scriptURL ?? null; + }); + + expect(swActive).toBeTruthy(); + + const swResponse = await page.request.get(swActive!); + const swContent = await swResponse.text(); + + // Precache contains SvelteKit content-hashed bundle paths + expect(swContent).toMatch(/"_app\/immutable\/bundle\.[a-zA-Z0-9-]+\.js"/); + expect(swContent).toMatch(/"_app\/immutable\/assets\/bundle\.[a-zA-Z0-9-]+\.css"/); + expect(swContent).toMatch(/"manifest\.webmanifest"/); + expect(swContent).toMatch(/"_app\/version\.json"/); + expect(swContent).toMatch(/NavigationRoute/); + expect(swContent).toMatch(/api-cache/); + }); + + test('offline mode - page loads when offline after caching', async ({ browser }) => { + const context = await browser.newContext(); + const offlinePage = await context.newPage(); + + await offlinePage.goto('/'); + await offlinePage.waitForLoadState('networkidle'); + + await offlinePage.evaluate(async () => { + await navigator.serviceWorker.ready; + }); + + await offlinePage.waitForTimeout(2000); + + await context.setOffline(true); + await offlinePage.goto('/'); + + const bodyText = await offlinePage.locator('body').textContent(); + expect(bodyText).toBeTruthy(); + + await context.close(); + }); + + test('version.json is accessible and contains version', async ({ page }) => { + const versionResponse = await page.request.get('/_app/version.json'); + expect(versionResponse.ok()).toBeTruthy(); + + const versionData = await versionResponse.json(); + expect(versionData).toHaveProperty('version'); + expect(typeof versionData.version).toBe('string'); + expect(versionData.version.length).toBeGreaterThan(0); + }); + + test('manifest.webmanifest is accessible and valid', async ({ page }) => { + const response = await page.request.get('/manifest.webmanifest'); + expect(response.ok()).toBeTruthy(); + + const manifest = await response.json(); + expect(manifest).toHaveProperty('name', 'llama-ui'); + expect(manifest).toHaveProperty('short_name', 'llama-ui'); + expect(manifest).toHaveProperty('start_url', './'); + expect(manifest).toHaveProperty('display', 'standalone'); + expect(manifest.icons).toBeTruthy(); + expect(manifest.icons.length).toBeGreaterThan(0); + }); + + test('index.html contains content-hashed bundle references', async ({ page }) => { + const response = await page.request.get('/'); + expect(response.ok()).toBeTruthy(); + + const html = await response.text(); + + // SvelteKit outputs content-hashed bundle names in _app/immutable/ + expect(html).toMatch(/href="(\.\/|\/)_app\/immutable\/bundle\.[a-zA-Z0-9-]+\.js"/); + expect(html).toMatch(/href="(\.\/|\/)_app\/immutable\/assets\/bundle\.[a-zA-Z0-9-]+\.css"/); + expect(html).toMatch(/import\("(\.\/|\/)_app\/immutable\/bundle\.[a-zA-Z0-9-]+\.js"\)/); + }); +}); diff --git a/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte b/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte new file mode 100644 index 000000000..26aa57323 --- /dev/null +++ b/tools/ui/tests/stories/PwaRefreshAlert.stories.svelte @@ -0,0 +1,57 @@ + + + console.log('reload') }} + play={async ({ canvas }) => { + const title = canvas.getByText('Update available'); + await expect(title).toBeInTheDocument(); + + const description = canvas.getByText(/A new version is available/); + await expect(description).toBeInTheDocument(); + + const button = canvas.getByRole('button', { name: 'Reload' }); + await expect(button).toBeInTheDocument(); + }} +/> + + console.log('reload') }} + play={async ({ canvas }) => { + const title = canvas.queryByText('Update available'); + await expect(title).not.toBeInTheDocument(); + }} +/> + + console.log('reload') + }} + play={async ({ canvas, userEvent }) => { + const button = canvas.getByRole('button', { name: 'Reload' }); + await expect(button).toBeInTheDocument(); + + await userEvent.click(button); + + const title = canvas.queryByText('Update available'); + await expect(title).not.toBeInTheDocument(); + + const reloadBtn = canvas.queryByRole('button', { name: 'Reload' }); + await expect(reloadBtn).not.toBeInTheDocument(); + }} +/> diff --git a/tools/ui/tests/unit/pwa.spec.ts b/tools/ui/tests/unit/pwa.spec.ts new file mode 100644 index 000000000..0059e246c --- /dev/null +++ b/tools/ui/tests/unit/pwa.spec.ts @@ -0,0 +1,195 @@ +import { existsSync, readFileSync, readdirSync } from 'node:fs'; +import { resolve } from 'node:path'; +import { describe, expect, it } from 'vitest'; + +const DIST_DIR = resolve(__dirname, '../../dist'); +const distExists = existsSync(DIST_DIR); + +// PWA Build Output tests are integration tests that require a built dist/. +// CI builds first then runs these tests; local devs should run `npm run build` or use `npm run test:pwa`. +describe('PWA Build Output', () => { + if (!distExists) { + console.warn(`⚠ Skipping PWA Build Output tests - dist/ not found (run 'npm run build' first)`); + it('skipped - dist/ not found', () => {}); + return; + } + + const swContent = readFileSync(resolve(DIST_DIR, 'sw.js'), 'utf-8'); + const indexContent = readFileSync(resolve(DIST_DIR, 'index.html'), 'utf-8'); + + describe('Core files exist', () => { + it('service worker (sw.js) exists', () => { + expect(existsSync(resolve(DIST_DIR, 'sw.js')), 'sw.js not found').toBeTruthy(); + }); + + it('workbox library exists (hashed filename)', () => { + // SvelteKit generates workbox-{hash}.js files + const files = readdirSync(DIST_DIR).filter((f) => f.match(/^workbox-[^.]+\.js$/)); + expect(files.length).toBeGreaterThan(0); + }); + + it('manifest.webmanifest exists', () => { + expect( + existsSync(resolve(DIST_DIR, 'manifest.webmanifest')), + 'manifest.webmanifest not found' + ).toBeTruthy(); + }); + + it('SvelteKit bundle.js exists in _app/immutable/', () => { + // SvelteKit generates hashed bundle names in _app/immutable/ + const appDir = resolve(DIST_DIR, '_app', 'immutable'); + expect(existsSync(appDir), '_app/immutable/ not found').toBeTruthy(); + const files = readdirSync(appDir).filter((f) => f.startsWith('bundle.') && f.endsWith('.js')); + expect(files.length).toBeGreaterThan(0); + }); + + it('SvelteKit bundle.css exists in _app/immutable/assets/', () => { + // SvelteKit generates hashed CSS bundles in _app/immutable/assets/ + const cssDir = resolve(DIST_DIR, '_app', 'immutable', 'assets'); + expect(existsSync(cssDir), '_app/immutable/assets/ not found').toBeTruthy(); + const files = readdirSync(cssDir).filter( + (f) => f.startsWith('bundle.') && f.endsWith('.css') + ); + expect(files.length).toBeGreaterThan(0); + }); + + it('version.json exists in _app/', () => { + // SvelteKit stores version.json in _app directory + expect( + existsSync(resolve(DIST_DIR, '_app', 'version.json')), + '_app/version.json not found' + ).toBeTruthy(); + }); + }); + + describe('version.json content', () => { + it('has valid JSON with version field', () => { + const content = readFileSync(resolve(DIST_DIR, '_app', 'version.json'), 'utf-8'); + const parsed = JSON.parse(content); + expect(parsed).toHaveProperty('version'); + expect(typeof parsed.version).toBe('string'); + expect(parsed.version.length).toBeGreaterThan(0); + }); + }); + + describe('Service worker content', () => { + it('service worker has minified self.define format', () => { + expect(swContent).toBeTruthy(); + // SvelteKit's workbox-plugin-sveltekit produces a minified SW with self.define + expect(swContent).toMatch(/if\(!self.define\)/); + }); + + it('references hashed workbox file (SvelteKit build output)', () => { + expect(swContent).toBeTruthy(); + // SvelteKit's workbox-plugin-sveltekit references hashed workbox files + expect(swContent).toMatch(/define\(\["\.\/workbox-[a-zA-Z0-9]+"\]/); + }); + + it('precache contains SvelteKit bundle.js with content hash', () => { + expect(swContent).toBeTruthy(); + // SvelteKit uses content-hashed bundle names in _app/immutable/ + expect(swContent).toMatch(/"_app\/immutable\/bundle\.[a-zA-Z0-9_-]+\.js"/); + }); + + it('precache contains SvelteKit bundle.css with content hash', () => { + expect(swContent).toBeTruthy(); + // SvelteKit uses content-hashed CSS bundle names in _app/immutable/assets/ + expect(swContent).toMatch(/"_app\/immutable\/assets\/bundle\.[a-zA-Z0-9_-]+\.css"/); + }); + + it('precache contains _app/version.json', () => { + expect(swContent).toBeTruthy(); + // SvelteKit stores version.json in _app directory + expect(swContent).toMatch(/"_app\/version\.json"/); + }); + + it('precache contains manifest.webmanifest', () => { + expect(swContent).toBeTruthy(); + expect(swContent).toMatch(/"manifest\.webmanifest"/); + }); + + it('has navigation route registered', () => { + expect(swContent).toBeTruthy(); + expect(swContent).toMatch(/NavigationRoute/); + }); + + it('has runtime caching for API routes', () => { + expect(swContent).toBeTruthy(); + expect(swContent).toMatch(/api-cache/); + expect(swContent).toMatch(/NetworkFirst/); + }); + }); + + describe('index.html content', () => { + it('has modulepreload link for SvelteKit bundle with content hash', () => { + expect(indexContent).toBeTruthy(); + // SvelteKit generates hashed bundle names in _app/immutable/ + expect(indexContent).toMatch(/href="(\.\/|\/)_app\/immutable\/bundle\.[a-zA-Z0-9_-]+\.js"/); + }); + + it('has stylesheet link for SvelteKit bundle.css with content hash', () => { + expect(indexContent).toBeTruthy(); + expect(indexContent).toMatch( + /href="(\.\/|\/)_app\/immutable\/assets\/bundle\.[a-zA-Z0-9_-]+\.css"/ + ); + }); + + it('has dynamic import for SvelteKit bundle with content hash', () => { + expect(indexContent).toBeTruthy(); + expect(indexContent).toMatch( + /import\("(\.\/|\/)_app\/immutable\/bundle\.[a-zA-Z0-9_-]+\.js"\)/ + ); + }); + + it('has __sveltekit__ variable (SvelteKit adds hash suffix)', () => { + expect(indexContent).toBeTruthy(); + // SvelteKit 2.x uses __sveltekit__ as base with random suffix + expect(indexContent).toMatch(/__sveltekit_[a-zA-Z0-9-]+/); + }); + + it('has PWA manifest link', () => { + expect(indexContent).toBeTruthy(); + expect(indexContent).toMatch(/rel="manifest" href="(\.?\/)?manifest\.webmanifest"/); + }); + + it('has apple-touch-icon link', () => { + expect(indexContent).toBeTruthy(); + expect(indexContent).toMatch(/rel="apple-touch-icon"/); + }); + + it('has _app paths for SvelteKit bundles', () => { + expect(indexContent).toBeTruthy(); + // SvelteKit uses _app paths for hashed assets + expect(indexContent).toMatch(/_app\//); + }); + }); + + describe('SvelteKit _app directory', () => { + it('_app directory exists (SvelteKit uses it for hashed assets)', () => { + expect(existsSync(resolve(DIST_DIR, '_app'))).toBeTruthy(); + }); + }); + + describe('Hashed workbox files', () => { + it('workbox-*.js files exist in dist root (SvelteKit build output)', () => { + const files = readdirSync(DIST_DIR).filter((f) => f.match(/^workbox-[^.]+\.js$/)); + expect(files.length).toBeGreaterThan(0); + }); + }); + + describe('Static assets', () => { + it('has favicon.ico', () => { + expect(existsSync(resolve(DIST_DIR, 'favicon.ico'))).toBeTruthy(); + }); + + it('has PWA icons', () => { + expect(existsSync(resolve(DIST_DIR, 'pwa-64x64.png'))).toBeTruthy(); + expect(existsSync(resolve(DIST_DIR, 'pwa-192x192.png'))).toBeTruthy(); + expect(existsSync(resolve(DIST_DIR, 'pwa-512x512.png'))).toBeTruthy(); + }); + + it('has loading.html fallback page', () => { + expect(existsSync(resolve(DIST_DIR, 'loading.html'))).toBeTruthy(); + }); + }); +}); diff --git a/tools/ui/vite.config.ts b/tools/ui/vite.config.ts index 13e889dbc..fbb7dc4c3 100644 --- a/tools/ui/vite.config.ts +++ b/tools/ui/vite.config.ts @@ -1,13 +1,16 @@ import tailwindcss from '@tailwindcss/vite'; import { sveltekit } from '@sveltejs/kit/vite'; +import { SvelteKitPWA } from '@vite-pwa/sveltekit'; import { dirname, resolve } from 'path'; import { fileURLToPath } from 'url'; import { defineConfig, searchForWorkspaceRoot } from 'vite'; -import devtoolsJson from 'vite-plugin-devtools-json'; import { storybookTest } from '@storybook/addon-vitest/vitest-plugin'; -import { llamaCppBuildPlugin } from './scripts/vite-plugin-llama-cpp-build'; +import { splashScreenPlugin } from './scripts/vite-plugin-splash-screen'; +import { buildInfoPlugin } from './scripts/vite-plugin-build-info'; +import { relativizeBasePlugin } from './scripts/vite-plugin-relativize-base'; import { playwright } from '@vitest/browser-playwright'; +import { SVELTEKIT_PWA_OPTIONS } from './src/lib/constants/pwa'; const __dirname = dirname(fileURLToPath(import.meta.url)); @@ -37,7 +40,14 @@ export default defineConfig({ minify: true }, - plugins: [tailwindcss(), sveltekit(), devtoolsJson(), llamaCppBuildPlugin()], + plugins: [ + tailwindcss(), + sveltekit(), + SvelteKitPWA(SVELTEKIT_PWA_OPTIONS), + splashScreenPlugin(), + buildInfoPlugin(), + relativizeBasePlugin() + ], test: { projects: [ From 3e7bd4f39ac59167f82103e1fc22dc4585c489d3 Mon Sep 17 00:00:00 2001 From: Ruben Ortlam Date: Fri, 12 Jun 2026 16:43:50 +0200 Subject: [PATCH 07/22] vulkan: add pipeline barriers for memcpy read operations (#23770) * vulkan: add pipeline barriers for memcpy read/write operations * remove unnecessary host write pipeline barriers --- ggml/src/ggml-vulkan/ggml-vulkan.cpp | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index 1b1150e77..b0ad81123 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -7741,6 +7741,23 @@ static void ggml_vk_buffer_read_2d(vk_buffer& src, size_t offset, void * dst, si if(src->memory_property_flags & vk::MemoryPropertyFlagBits::eHostVisible && src->device->uma) { GGML_ASSERT(src->memory_property_flags & vk::MemoryPropertyFlagBits::eHostCoherent); + std::lock_guard guard(src->device->mutex); + vk_context subctx = ggml_vk_create_temporary_context(src->device->compute_queue.cmd_pool); + ggml_vk_ctx_begin(src->device, subctx); + subctx->s->buffer->buf.pipelineBarrier( + vk::PipelineStageFlagBits::eComputeShader | vk::PipelineStageFlagBits::eTransfer, + vk::PipelineStageFlagBits::eHost, + {}, + { { vk::AccessFlagBits::eShaderWrite | vk::AccessFlagBits::eTransferWrite, + vk::AccessFlagBits::eHostRead } }, + {}, {}); + ggml_vk_ctx_end(subctx); + ggml_vk_submit(subctx, src->device->fence); + VK_CHECK(src->device->device.waitForFences({ src->device->fence }, true, UINT64_MAX), + "vk_buffer_read_2d uma waitForFences"); + src->device->device.resetFences({ src->device->fence }); + ggml_vk_queue_command_pools_cleanup(src->device); + if (width == spitch && width == dpitch) { memcpy(dst, (const uint8_t *) src->ptr + offset, width * height); } else { From ebc10770ac5a9331824c53ef0c6adad780904dc3 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Fri, 12 Jun 2026 17:59:56 +0300 Subject: [PATCH 08/22] server : fix reasoning budget WebUI precedence over model.ini (#24517) When reasoning-budget is set in model.ini, the per-request thinking_budget_tokens from the WebUI was ignored because the model.ini value took unconditional precedence. Swap the precedence so the WebUI per-request value is checked first, with the model.ini value serving as a fallback default. Assisted-by: pi:llama.cpp/Qwen3.6-27B --- tools/server/server-common.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tools/server/server-common.cpp b/tools/server/server-common.cpp index 9f3caac8f..aebaf1f91 100644 --- a/tools/server/server-common.cpp +++ b/tools/server/server-common.cpp @@ -1126,9 +1126,9 @@ json oaicompat_chat_params_parse( // Reasoning budget: pass parameters through to sampling layer { - int reasoning_budget = opt.reasoning_budget; - if (reasoning_budget == -1 && body.contains("thinking_budget_tokens")) { - reasoning_budget = json_value(body, "thinking_budget_tokens", -1); + int reasoning_budget = json_value(body, "thinking_budget_tokens", -1); + if (reasoning_budget == -1) { + reasoning_budget = opt.reasoning_budget; } if (!chat_params.thinking_end_tag.empty()) { From cd5044661c19aad82efe5684fc6b86a7e25807c7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Fri, 12 Jun 2026 22:29:49 +0200 Subject: [PATCH 09/22] ci : unbreak release (#24544) --- .github/workflows/release.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index ea6138034..9fd5afd8b 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -1408,7 +1408,7 @@ jobs: - macos-cpu - ios-xcode #- openEuler-cann - - ui + - ui-build outputs: tag_name: ${{ steps.tag.outputs.name }} From f58bad4137c300112cb8c5d60d91e9c56fa85ad9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Fri, 12 Jun 2026 23:49:36 +0200 Subject: [PATCH 10/22] ci : unbreak release harder (#24545) * unbreak release harder * missed one * remove missing test for now --- .github/workflows/release.yml | 8 ++++---- .github/workflows/ui-build.yml | 4 ---- 2 files changed, 4 insertions(+), 8 deletions(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 9fd5afd8b..428c94eaf 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -225,7 +225,7 @@ jobs: -DGGML_NATIVE=OFF \ -DGGML_CPU_ALL_VARIANTS=ON \ -DLLAMA_FATAL_WARNINGS=ON \ - -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \ ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -312,7 +312,7 @@ jobs: -DGGML_NATIVE=OFF \ -DGGML_CPU_ALL_VARIANTS=ON \ -DGGML_VULKAN=ON \ - -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \ ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -405,7 +405,7 @@ jobs: -DLLAMA_FATAL_WARNINGS=ON \ -DGGML_OPENMP=OFF \ -DLLAMA_BUILD_BORINGSSL=ON \ - -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} + -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} \ ${{ env.CMAKE_ARGS }} cmake --build build --config Release -j $(nproc) @@ -1254,7 +1254,7 @@ jobs: -DLLAMA_BUILD_SERVER=OFF \ -DCMAKE_SYSTEM_NAME=iOS \ -DCMAKE_OSX_DEPLOYMENT_TARGET=16.0 \ - -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml + -DCMAKE_XCODE_ATTRIBUTE_DEVELOPMENT_TEAM=ggml \ -DHF_UI_VERSION=${{ needs.get-version.outputs.ui_version }} cmake --build build --config Release -j $(sysctl -n hw.logicalcpu) -- CODE_SIGNING_ALLOWED=NO diff --git a/.github/workflows/ui-build.yml b/.github/workflows/ui-build.yml index 67327c24b..7ff5860ef 100644 --- a/.github/workflows/ui-build.yml +++ b/.github/workflows/ui-build.yml @@ -40,10 +40,6 @@ jobs: run: npx vitest --project=unit --run tests/unit/pwa.spec.ts working-directory: tools/ui - - name: Run build-utils unit tests (both paths) - run: npx vitest --project=unit --run tests/unit/build-utils.spec.ts - working-directory: tools/ui - - name: Generate checksums run: | cd tools/ui/dist From e37abd6b5fc91ba951d5b08ac7cdf2bc225512b6 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Sat, 13 Jun 2026 00:10:29 +0200 Subject: [PATCH 11/22] mtmd: add batching API (#24384) * mtmd: add batching API * wip * first working version (gemma4v) * add arg * nits * wire up support_batch() * fix 0.0 output embd * fix audio * nits * refactor a bit * nits * fix non-batching case * fix comment --- common/arg.cpp | 7 + common/common.h | 1 + tools/mtmd/clip-graph.h | 4 + tools/mtmd/clip.cpp | 77 +++++-- tools/mtmd/clip.h | 8 +- tools/mtmd/models/gemma4v.cpp | 20 +- tools/mtmd/models/models.h | 1 + tools/mtmd/mtmd-helper.h | 13 +- tools/mtmd/mtmd.cpp | 362 ++++++++++++++++++++++++++------ tools/mtmd/mtmd.h | 40 +++- tools/server/server-common.cpp | 8 + tools/server/server-common.h | 4 + tools/server/server-context.cpp | 123 +++++++++-- tools/server/server-http.cpp | 2 +- 14 files changed, 544 insertions(+), 126 deletions(-) diff --git a/common/arg.cpp b/common/arg.cpp index 55795d357..8382c1d85 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -2243,6 +2243,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.image_max_tokens = value; } ).set_examples(mmproj_examples).set_env("LLAMA_ARG_IMAGE_MAX_TOKENS")); + add_opt(common_arg( + {"--mtmd-batch-max-tokens"}, "N", + string_format("maximum number of image tokens per batch when encoding images (default: %d)", params.mtmd_batch_max_tokens), + [](common_params & params, int value) { + params.mtmd_batch_max_tokens = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MTMD_BATCH_MAX_TOKENS")); if (llama_supports_rpc()) { add_opt(common_arg( {"--rpc"}, "SERVERS", diff --git a/common/common.h b/common/common.h index 4864186f6..0b284cbb3 100644 --- a/common/common.h +++ b/common/common.h @@ -575,6 +575,7 @@ struct common_params { std::vector image; // path to image file(s) ; TODO: change the name to "media" int image_min_tokens = -1; int image_max_tokens = -1; + int mtmd_batch_max_tokens = 1024; // finetune struct lr_opt lr; diff --git a/tools/mtmd/clip-graph.h b/tools/mtmd/clip-graph.h index 7d1058621..c84b32880 100644 --- a/tools/mtmd/clip-graph.h +++ b/tools/mtmd/clip-graph.h @@ -54,6 +54,10 @@ struct clip_graph { virtual ggml_tensor * build_mm(ggml_tensor * w, ggml_tensor * x) const; // TODO: build_mm(w, b, x) to support bias + virtual bool support_batch() const { + return false; + } + // // utility functions // diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index 02e7a3a8f..208486fd1 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -171,6 +171,8 @@ struct clip_ctx { std::map mem_usage; std::map mem_compute; + bool support_batch = false; + clip_ctx(clip_context_params & ctx_params) { flash_attn_type = ctx_params.flash_attn_type; no_alloc = ctx_params.no_alloc; @@ -314,7 +316,7 @@ ggml_tensor * clip_graph::build_vit( std::function add_pos, const build_vit_opts & opts ) { - // batch dim: inp is [n_embd, n_pos] (B==1) or [n_embd, n_pos, B] (multi-tile encode) + // batch dim: inp is [n_embd, n_pos, B] const int64_t B = inp->ne[2]; if (learned_pos_embd) { @@ -862,7 +864,7 @@ ggml_tensor * clip_graph::build_patch_merge_permute(ggml_tensor * cur, int scale return cur; } -static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32_batch & imgs) { +static std::unique_ptr clip_get_graph_builder(clip_ctx * ctx, const clip_image_f32_batch & imgs) { const clip_image_f32 & img = *imgs.entries[0]; std::unique_ptr builder; @@ -1025,7 +1027,7 @@ static ggml_cgraph * clip_image_build_graph(clip_ctx * ctx, const clip_image_f32 // TODO [QWEN_VIDEO]: improve this in the future builder->n_batch = imgs.entries.size(); - return builder->build(); + return builder; } // @@ -2819,7 +2821,7 @@ struct clip_model_loader { std::vector ops; }; - static void warmup(clip_ctx & ctx_clip) { + static clip_image_f32_batch get_dummy_batch(clip_ctx & ctx_clip) { // create a fake batch const auto & hparams = ctx_clip.model.hparams; clip_image_f32_batch batch; @@ -2833,6 +2835,20 @@ struct clip_model_loader { LOG_INF("%s: warmup with audio size = %d\n", __func__, hparams.warmup_audio_size); } batch.entries.push_back(std::move(img)); + return batch; + } + + static void init_ctx(clip_ctx & ctx_clip) { + ctx_clip.buf_compute_meta.resize(ctx_clip.max_nodes * ggml_tensor_overhead() + ggml_graph_overhead()); + + // check batching support + auto batch = get_dummy_batch(ctx_clip); + auto builder = clip_get_graph_builder(&ctx_clip, batch); + ctx_clip.support_batch = builder->support_batch(); + } + + static void warmup(clip_ctx & ctx_clip) { + auto batch = get_dummy_batch(ctx_clip); warmup(ctx_clip, batch); } @@ -2905,9 +2921,7 @@ struct clip_model_loader { // only initialize backend buffers, but do not allocate them yet static support_info_graph reserve_compute_meta(clip_ctx & ctx_clip, const clip_image_f32_batch & batch) { - ctx_clip.buf_compute_meta.resize(ctx_clip.max_nodes * ggml_tensor_overhead() + ggml_graph_overhead()); - - ggml_cgraph * gf = clip_image_build_graph(&ctx_clip, batch); + ggml_cgraph * gf = clip_get_graph_builder(&ctx_clip, batch)->build(); ggml_backend_sched_reserve(ctx_clip.sched.get(), gf); ctx_clip.mem_compute.clear(); @@ -3070,6 +3084,7 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_vision = new clip_ctx(ctx_params); loader.load_hparams(ctx_vision->model, CLIP_MODALITY_VISION); loader.load_tensors(*ctx_vision); + loader.init_ctx(*ctx_vision); if (ctx_params.warmup) { loader.warmup(*ctx_vision); } @@ -3083,6 +3098,7 @@ struct clip_init_result clip_init(const char * fname, struct clip_context_params ctx_audio = new clip_ctx(ctx_params); loader.load_hparams(ctx_audio->model, CLIP_MODALITY_AUDIO); loader.load_tensors(*ctx_audio); + loader.init_ctx(*ctx_audio); if (ctx_params.warmup) { loader.warmup(*ctx_audio); } @@ -3484,25 +3500,22 @@ int clip_n_output_tokens(const struct clip_ctx * ctx, struct clip_image_f32 * im return n_patches; } -bool clip_image_encode(struct clip_ctx * ctx, const int n_threads, clip_image_f32 * img, float * vec) { +bool clip_image_encode(struct clip_ctx * ctx, const int n_threads, clip_image_f32 * img, std::vector & out_vec) { clip_image_f32_batch imgs; clip_image_f32_ptr img_copy(clip_image_f32_init()); *img_copy = *img; imgs.entries.push_back(std::move(img_copy)); - return clip_image_batch_encode(ctx, n_threads, &imgs, vec); + return clip_image_batch_encode(ctx, n_threads, &imgs, out_vec); } -bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_image_f32_batch * imgs_c_ptr, float * vec) { +bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_image_f32_batch * imgs_c_ptr, std::vector & out_batch_embd) { const clip_image_f32_batch & imgs = *imgs_c_ptr; int n_batch_cur = imgs.entries.size(); - // maximum supported batch size, usually == 2 for qwen-vl-based models - int n_batch_max = clip_model_n_batch_max(ctx); - - // TODO @ngxson : implement batch size > 1 as a loop - // we don't need true batching support because the cgraph will gonna be big anyway - if (n_batch_cur > n_batch_max) { + // [QWEN_VIDEO] for video models, the batch dimension is used as temporal dimension for merged frames + if (!ctx->support_batch && n_batch_cur > clip_model_n_temporal_merge(ctx)) { + LOG_ERR("%s: batch size %d exceeds maximum supported batch/temporal-merge size %d\n", __func__, n_batch_cur, clip_model_n_temporal_merge(ctx)); return false; } @@ -3513,7 +3526,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima // build the inference graph ggml_backend_sched_reset(ctx->sched.get()); - ggml_cgraph * gf = clip_image_build_graph(ctx, imgs); + ggml_cgraph * gf = clip_get_graph_builder(ctx, imgs)->build(); ggml_backend_sched_alloc_graph(ctx->sched.get(), gf); // set inputs @@ -3582,6 +3595,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima const int n = nx * ny; for (int b = 0; b < n_batch_cur; b++) { + LOG_DBG("%s: copying image %d/%d to input buffer (nx=%d, ny=%d)\n", __func__, b+1, n_batch_cur, nx, ny); const auto & buf = imgs.entries[b]->get_ro_buf(); float * batch_entry = inp_raw.data() + b * (3*n); for (int y = 0; y < ny; y++) { @@ -4416,7 +4430,7 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima // the last node is the embedding tensor ggml_tensor * embeddings = ggml_graph_node(gf, -1); - // sanity check (only support batch size of 1 for now) + // sanity check (assuming that all images in batch have the same number of tokens, so we only check the first one) const int n_tokens_out = embeddings->ne[1]; const int expected_n_tokens_out = clip_n_output_tokens(ctx, imgs.entries[0].get()); if (n_tokens_out != expected_n_tokens_out) { @@ -4424,16 +4438,26 @@ bool clip_image_batch_encode(clip_ctx * ctx, const int n_threads, const clip_ima GGML_ABORT("Invalid number of output tokens"); } - // copy the embeddings to the location passed by the user - if (vec != nullptr) { - ggml_backend_tensor_get(embeddings, vec, 0, ggml_nbytes(embeddings)); + LOG_DBG("%s: output embedding shape [%d, %d, %d]\n", __func__, + (int)embeddings->ne[0], (int)embeddings->ne[1], (int)embeddings->ne[2]); + + // copy output to user buffer if provided + // if output is empty, skip the copy + if (!out_batch_embd.empty()) { + if (out_batch_embd.size() != (size_t)ggml_nelements(embeddings)) { + LOG_ERR("%s: output buffer has %zu elements but expected %zu\n", __func__, out_batch_embd.size(), (size_t)ggml_nelements(embeddings)); + GGML_ABORT("Output buffer size mismatch"); + } + ggml_backend_tensor_get(embeddings, out_batch_embd.data(), 0, ggml_nbytes(embeddings)); + } else { + LOG_WRN("%s: output buffer is empty, skipping copy\n", __func__); } // Debug: dump final embeddings if MTMD_DEBUG_EMBEDDINGS is set if (ctx->debug_output_embeddings) { const int64_t n_embd = embeddings->ne[0]; const int64_t n_tokens = embeddings->ne[1]; - std::vector emb_data(n_embd * n_tokens); + std::vector emb_data(ggml_nelements(embeddings)); ggml_backend_tensor_get(embeddings, emb_data.data(), 0, ggml_nbytes(embeddings)); LOG_INF("\n=== MTMD_DEBUG_EMBEDDINGS ===\n"); @@ -4570,7 +4594,14 @@ bool clip_has_audio_encoder(const struct clip_ctx * ctx) { return ctx->model.modality == CLIP_MODALITY_AUDIO; } -int clip_model_n_batch_max(const struct clip_ctx * ctx) { +bool clip_support_batch(const struct clip_ctx * ctx) { + return ctx->support_batch; +} + +// TODO @ngxson : this is no longer correct with mtmd_batch API +// this was only meant to be used by qwen-vl-based models, to fuse 2 input images into one (qwen-vl video support) +// this logic should be refactored in near future to distinctly handle "merge frames" and "batching" +int clip_model_n_temporal_merge(const struct clip_ctx * ctx) { switch (ctx->proj_type()) { case PROJECTOR_TYPE_QWEN2VL: case PROJECTOR_TYPE_QWEN25VL: diff --git a/tools/mtmd/clip.h b/tools/mtmd/clip.h index 18c7a1d1a..7197af856 100644 --- a/tools/mtmd/clip.h +++ b/tools/mtmd/clip.h @@ -97,8 +97,8 @@ size_t clip_image_f32_batch_nx(const struct clip_image_f32_batch * batch, int id size_t clip_image_f32_batch_ny(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->ny struct clip_image_f32 * clip_image_f32_get_img(const struct clip_image_f32_batch * batch, int idx); // equivalent to batch[idx]->data -bool clip_image_encode (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, float * vec); -bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, float * vec); +bool clip_image_encode (struct clip_ctx * ctx, int n_threads, struct clip_image_f32 * img, std::vector & out_vec); +bool clip_image_batch_encode(struct clip_ctx * ctx, int n_threads, const struct clip_image_f32_batch * imgs, std::vector & out_batch_embd); bool clip_is_llava(const struct clip_ctx * ctx); // note for contributor: this clip_is_(model) pattern is deprecated @@ -107,7 +107,9 @@ bool clip_is_llava(const struct clip_ctx * ctx); bool clip_has_vision_encoder(const struct clip_ctx * ctx); bool clip_has_audio_encoder(const struct clip_ctx * ctx); -int clip_model_n_batch_max(const struct clip_ctx * ctx); +bool clip_support_batch(const struct clip_ctx * ctx); + +int clip_model_n_temporal_merge(const struct clip_ctx * ctx); // TODO @ngxson : remove, refactor this std::map clip_get_mem_usage(const struct clip_ctx * ctx); diff --git a/tools/mtmd/models/gemma4v.cpp b/tools/mtmd/models/gemma4v.cpp index 3570d6da1..87cbd43fc 100644 --- a/tools/mtmd/models/gemma4v.cpp +++ b/tools/mtmd/models/gemma4v.cpp @@ -10,7 +10,7 @@ ggml_cgraph * clip_graph_gemma4v::build() { ggml_set_name(inp_raw, "inp_raw_scaled"); ggml_tensor * inp = ggml_conv_2d(ctx0, model.patch_embeddings_0, inp_raw, patch_size, patch_size, 0, 0, 1, 1); - inp = ggml_reshape_2d(ctx0, inp, n_patches, n_embd); + inp = ggml_reshape_3d(ctx0, inp, n_patches, n_embd, n_batch); inp = ggml_cont(ctx0, ggml_transpose(ctx0, inp)); ggml_set_name(inp, "inp"); // note: no patch bias @@ -51,10 +51,11 @@ ggml_cgraph * clip_graph_gemma4v::build() { // first half ggml_tensor * first; { - first = ggml_view_3d(ctx0, cur, - n_dim/2, n_head, n_pos, + first = ggml_view_4d(ctx0, cur, + n_dim/2, n_head, n_pos, n_batch, cur->nb[1], cur->nb[2], + cur->nb[3], 0); first = ggml_rope_ext( ctx0, @@ -70,10 +71,11 @@ ggml_cgraph * clip_graph_gemma4v::build() { // second half ggml_tensor * second; { - second = ggml_view_3d(ctx0, cur, - n_dim/2, n_head, n_pos, + second = ggml_view_4d(ctx0, cur, + n_dim/2, n_head, n_pos, n_batch, cur->nb[1], cur->nb[2], + cur->nb[3], n_dim/2 * ggml_element_size(cur)); second = ggml_rope_ext( ctx0, @@ -103,14 +105,14 @@ ggml_cgraph * clip_graph_gemma4v::build() { const int kernel_size = hparams.n_merge; GGML_ASSERT(kernel_size > 0); - // [n_embd, n_patches] -> [n_patches_x, n_patches_y, n_embd, 1] - cur = ggml_cont_4d(ctx0, ggml_transpose(ctx0, cur), n_patches_x, n_patches_y, n_embd, 1); + // [n_embd, n_patches] -> [n_patches_x, n_patches_y, n_embd, n_batch] + cur = ggml_cont_4d(ctx0, ggml_transpose(ctx0, cur), n_patches_x, n_patches_y, n_embd, n_batch); cur = ggml_pool_2d(ctx0, cur, GGML_OP_POOL_AVG, kernel_size, kernel_size, kernel_size, kernel_size, 0, 0); const int out_x = n_patches_x / kernel_size; const int out_y = n_patches_y / kernel_size; - // [out_x, out_y, n_embd, 1] -> [n_embd, out_x * out_y] - cur = ggml_reshape_3d(ctx0, cur, out_x * out_y, n_embd, 1); + // [out_x, out_y, n_embd, n_batch] -> [n_embd, out_x * out_y, n_batch] + cur = ggml_reshape_3d(ctx0, cur, out_x * out_y, n_embd, n_batch); cur = ggml_cont(ctx0, ggml_transpose(ctx0, cur)); cur = ggml_scale(ctx0, cur, sqrtf((float)n_embd)); cb(cur, "pooled", -1); diff --git a/tools/mtmd/models/models.h b/tools/mtmd/models/models.h index 12082a528..3a15f7682 100644 --- a/tools/mtmd/models/models.h +++ b/tools/mtmd/models/models.h @@ -16,6 +16,7 @@ struct clip_graph_gemma4v : clip_graph { clip_graph_gemma4v(clip_ctx * ctx, const clip_image_f32 & img) : clip_graph(ctx, img) {} ggml_cgraph * build() override; ggml_tensor * build_mm(ggml_tensor * w, ggml_tensor * x) const override; + bool support_batch() const override { return true; } }; struct clip_graph_gemma4uv : clip_graph { diff --git a/tools/mtmd/mtmd-helper.h b/tools/mtmd/mtmd-helper.h index 164b7c668..719aae988 100644 --- a/tools/mtmd/mtmd-helper.h +++ b/tools/mtmd/mtmd-helper.h @@ -67,8 +67,8 @@ MTMD_API void mtmd_helper_image_get_decoder_pos(const mtmd_image_tokens * image, // helper function that automatically: // 1. run llama_decode() on text chunks -// 2. run mtmd_encode() on image chunks, then mtmd_get_output_embd() and then llama_decode() -// if any of the mtmd_encode() or llama_decode() calls return non-zero, stop and forward the error +// 2. run mtmd_encode_chunk() on image chunks, then mtmd_get_output_embd() and then llama_decode() +// if any of the mtmd_encode_chunk() or llama_decode() calls return non-zero, stop and forward the error // otherwise, returns 0 on success // this function is NOT thread-safe MTMD_API int32_t mtmd_helper_eval_chunks(mtmd_context * ctx, @@ -157,13 +157,16 @@ MTMD_API int32_t mtmd_helper_video_read_next(mtmd_helper_video * ctx, } // extern "C" #endif +#ifdef __cplusplus +#include +#include + +namespace mtmd_helper { + // // C++ wrappers // -#ifdef __cplusplus -namespace mtmd_helper { - // video-related C++ wrappers struct mtmd_helper_video_deleter { void operator()(mtmd_helper_video * val) { mtmd_helper_video_free(val); } diff --git a/tools/mtmd/mtmd.cpp b/tools/mtmd/mtmd.cpp index 4140a3c4a..8e839ef8f 100644 --- a/tools/mtmd/mtmd.cpp +++ b/tools/mtmd/mtmd.cpp @@ -69,8 +69,8 @@ struct mtmd_bitmap { return data.size(); } - bool can_batch_with(const mtmd_bitmap & other) const { - // [QWEN_VIDEO] can batch if both are images with same size + bool can_merge_with(const mtmd_bitmap & other) const { + // [QWEN_VIDEO] can (temporal) merge if both are images with same size return !is_audio && !other.is_audio && nx == other.nx && ny == other.ny; } @@ -90,12 +90,24 @@ struct mtmd_image_tokens { uint32_t ny = 0; // number of tokens in y direction mtmd_pos_type pos = MTMD_POS_TYPE_NORMAL; uint32_t image_idx = 0; // 0-based position of this image among image chunks in the prompt(used by pos == MTMD_POS_TYPE_HUNYUANVL) + uint32_t n_temporal_merge = 1; // for qwen-vl style temporal merge uint32_t n_tokens() const { if (pos == MTMD_POS_TYPE_HUNYUANVL) { // [BOI] [row0 tokens + newline] ... [row(ny-1) tokens + newline] [EOI] return (nx + 1) * ny + 2; } - return nx * ny; + // [QWEN_VIDEO] this logic is quite ugly, it's mostly to make qwen-vl temporal merge work, can be improved in the future + if (batch_f32.entries.size() == 1 || n_temporal_merge == 1) { + return nx * ny; + } + uint32_t nz = batch_f32.entries.size(); + // TODO: simplify this by repeating the last frame until it fits the temporal merge + if (nz % n_temporal_merge != 0) { + nz = nz / n_temporal_merge + 1; + } else { + nz = nz / n_temporal_merge; + } + return nx * ny * nz; } clip_image_f32_batch batch_f32; // preprocessed image patches std::string id; // optional user-defined ID, useful for KV cache tracking @@ -110,12 +122,17 @@ struct mtmd_image_tokens { return false; } + bool can_batch_with(const mtmd_image_tokens & other) { + return nx == other.nx && ny == other.ny && pos == other.pos; + } + mtmd_image_tokens clone() { return mtmd_image_tokens{ nx, ny, pos, image_idx, + n_temporal_merge, batch_f32.clone(), id }; @@ -153,12 +170,49 @@ struct mtmd_input_chunk { std::vector tokens_text; mtmd_image_tokens_ptr tokens_image; mtmd_audio_tokens_ptr tokens_audio; + + bool can_batch_with(const mtmd_input_chunk & other) const { + if (type != other.type) { + return false; + } + + if (tokens_image && other.tokens_image) { + return tokens_image->can_batch_with(*other.tokens_image); + } + + // TODO: allow batching audio chunks of the same size + + return false; + } + + bool is_placeholder() const { + if (type == MTMD_INPUT_CHUNK_TYPE_IMAGE) { + return tokens_image && tokens_image->is_placeholder(); + } else if (type == MTMD_INPUT_CHUNK_TYPE_AUDIO) { + return tokens_audio && tokens_audio->is_placeholder(); + } + return false; + } }; struct mtmd_input_chunks { std::vector entries; }; +struct mtmd_batch { + mtmd_context * ctx; + std::vector entries; + std::vector output_embd; // aggregated output embedding for the whole batch + mtmd_batch(mtmd_context * ctx): ctx(ctx) {} + int32_t n_tokens() const { + int32_t n = 0; + for (const auto * chunk : entries) { + n += mtmd_input_chunk_get_n_tokens(chunk); + } + return n; + } +}; + // slice template, used by some llava-uhd models to correctly place the special tokens around image embeddings // models not having it (llava-1.6) will process embeddings without any special tokens in-between enum mtmd_slice_tmpl { @@ -197,6 +251,7 @@ mtmd_context_params mtmd_context_params_default() { /* image_max_tokens */ -1, /* cb_eval */ nullptr, /* cb_eval_user_data */ nullptr, + /* batch_max_tokens */ 1024, }; return params; } @@ -204,7 +259,7 @@ mtmd_context_params mtmd_context_params_default() { struct mtmd_context { struct clip_ctx * ctx_v; // vision struct clip_ctx * ctx_a; // audio - std::vector image_embd_v; // image embedding vector + std::vector out_embd; // image embedding vector bool print_timings; int n_threads; @@ -239,17 +294,21 @@ struct mtmd_context { std::unique_ptr audio_preproc; std::unique_ptr image_preproc; + // batching + int32_t batch_max_tokens; + // TODO @ngxson : add timings mtmd_context(const char * mmproj_fname, const llama_model * text_model, const mtmd_context_params & ctx_params, bool no_alloc = false) : - print_timings(ctx_params.print_timings), - n_threads (ctx_params.n_threads), - media_marker (ctx_params.media_marker), - n_embd_text (text_model ? llama_model_n_embd_inp(text_model) : -1), - vocab (text_model ? llama_model_get_vocab(text_model) : nullptr) + print_timings (ctx_params.print_timings), + n_threads (ctx_params.n_threads), + media_marker (ctx_params.media_marker), + n_embd_text (text_model ? llama_model_n_embd_inp(text_model) : -1), + vocab (text_model ? llama_model_get_vocab(text_model) : nullptr), + batch_max_tokens(ctx_params.batch_max_tokens) { if (ctx_params.image_marker != nullptr) { throw std::runtime_error("custom image_marker is not supported anymore, use media_marker instead"); @@ -680,6 +739,16 @@ struct mtmd_context { return ctx_a ? clip_get_projector_type(ctx_a) : PROJECTOR_TYPE_UNKNOWN; } + int64_t n_embd_out() const { + if (ctx_v) { + return clip_n_mmproj_embd(ctx_v); + } else if (ctx_a) { + return clip_n_mmproj_embd(ctx_a); + } else { + throw std::runtime_error("no CLIP model loaded"); + } + } + ~mtmd_context() { clip_free(ctx_a); clip_free(ctx_v); @@ -845,7 +914,7 @@ struct mtmd_tokenizer { // [QWEN_VIDEO] handle frame merging for models that support it (i.e. qwen-vl) int n_merge_frames = 1; if (ctx->ctx_v) { - n_merge_frames = clip_model_n_batch_max(ctx->ctx_v); + n_merge_frames = clip_model_n_temporal_merge(ctx->ctx_v); GGML_ASSERT(n_merge_frames <= 2 && "we only support merging maximum 2 images for now; open an issue if this model supports merging more"); } @@ -860,7 +929,7 @@ struct mtmd_tokenizer { if (i + 1 < parts.size() && parts[i + 1].bitmap != nullptr) { const mtmd_bitmap * bm_a = parts[i].bitmap; const mtmd_bitmap * bm_b = parts[i + 1].bitmap; - if (bm_a->can_batch_with(*bm_b)) { + if (bm_a->can_merge_with(*bm_b)) { LOG_DBG("%s: merging 2 frames at part index %zu and %zu\n", __func__, i, i + 1); merged_bitmaps.push_back({bm_a, bm_b}); parts.erase(parts.begin() + i + 1); // collapse the second bitmap part @@ -1103,13 +1172,17 @@ struct mtmd_tokenizer { size_t n_tokens = 0; for (const auto & e : batch_f32.entries) { n_tokens += clip_n_output_tokens(ctx->ctx_v, e.get()); - if (clip_model_n_batch_max(ctx->ctx_v) == 2) { + if (clip_model_n_temporal_merge(ctx->ctx_v) == 2) { // [QWEN_VIDEO] pair input is merged to the same embd, so only count as one image break; } } mtmd_image_tokens_ptr image_tokens(new mtmd_image_tokens); + + // [QWEN_VIDEO] improve this in the future + image_tokens->n_temporal_merge = clip_model_n_temporal_merge(ctx->ctx_v); + if (mtmd_decode_use_mrope(ctx)) { // for Qwen2VL, we need this information for M-RoPE decoding positions image_tokens->nx = clip_n_output_tokens_x(ctx->ctx_v, batch_f32.entries[0].get()); @@ -1327,60 +1400,18 @@ int32_t mtmd_tokenize(mtmd_context * ctx, } } -int32_t mtmd_encode_chunk(mtmd_context * ctx, const mtmd_input_chunk * chunk) { - if (chunk->type == MTMD_INPUT_CHUNK_TYPE_TEXT) { - LOG_WRN("mtmd_encode_chunk has no effect for text chunks\n"); - return 0; - } else if (chunk->type == MTMD_INPUT_CHUNK_TYPE_IMAGE) { - if (!ctx->ctx_v) { - LOG_ERR("%s: model does not support vision input\n", __func__); - return 1; - } - if (chunk->tokens_image == nullptr) { - LOG_ERR("%s: image tokens are null\n", __func__); - return 1; - } - if (chunk->tokens_image->is_placeholder()) { - LOG_ERR("%s: image tokens batch is placeholder\n", __func__); - return 1; - } - return mtmd_encode(ctx, chunk->tokens_image.get()); - } else if (chunk->type == MTMD_INPUT_CHUNK_TYPE_AUDIO) { - if (!ctx->ctx_a) { - LOG_ERR("%s: model does not support audio input\n", __func__); - return 1; - } - if (chunk->tokens_audio == nullptr) { - LOG_ERR("%s: audio tokens are null\n", __func__); - return 1; - } - if (chunk->tokens_audio->is_placeholder()) { - LOG_ERR("%s: audio tokens batch is placeholder\n", __func__); - return 1; - } - int n_mmproj_embd = ctx->n_embd_text; - ctx->image_embd_v.resize(chunk->tokens_audio->n_tokens * n_mmproj_embd); - bool ok = clip_image_batch_encode( - ctx->ctx_a, - ctx->n_threads, - &chunk->tokens_audio->batch_f32, - ctx->image_embd_v.data()); - return ok ? 0 : 1; - } - - LOG_ERR("%s: unknown chunk type %d\n", __func__, (int)chunk->type); - return 1; -} - -int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens) { +static int32_t mtmd_encode_impl(mtmd_context * ctx, const mtmd_image_tokens * image_tokens, std::vector & out_embd) { clip_ctx * ctx_clip = ctx->ctx_v; if (!ctx_clip) { LOG_ERR("%s: this API does not support non-vision input, please use mtmd_encode_chunk instead\n", __func__); return 1; } auto proj_type = clip_get_projector_type(ctx_clip); - int n_mmproj_embd = clip_n_mmproj_embd(ctx_clip); - ctx->image_embd_v.resize(image_tokens->n_tokens() * n_mmproj_embd); + + int n_embd_out = ctx->n_embd_out(); + auto n_tokens_out = image_tokens->n_tokens(); + out_embd.resize((size_t)n_embd_out * n_tokens_out); + bool ok = false; if (clip_is_llava(ctx_clip) @@ -1400,12 +1431,19 @@ int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens) return 1; } int n_tokens_per_image = clip_n_output_tokens(ctx_clip, entries[i].get()); - ok = clip_image_encode( + std::vector tmp_embd((size_t)n_tokens_per_image * n_embd_out); + bool ok_i = clip_image_encode( ctx_clip, ctx->n_threads, entries[i].get(), - ctx->image_embd_v.data() + offset); - offset += static_cast(n_mmproj_embd) * n_tokens_per_image; + tmp_embd); + if (!ok_i) { + LOG_ERR("%s: failed to encode image %zu\n", __func__, i); + return 1; + } + ok = true; + std::copy(tmp_embd.begin(), tmp_embd.end(), out_embd.begin() + offset); + offset += static_cast(n_embd_out) * n_tokens_per_image; } } else { if (image_tokens->is_placeholder()) { @@ -1416,14 +1454,206 @@ int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens) ctx_clip, ctx->n_threads, &image_tokens->batch_f32, - ctx->image_embd_v.data()); + out_embd); } return ok ? 0 : 1; } +static int32_t mtmd_encode_chunk_impl(mtmd_context * ctx, const mtmd_input_chunk * chunk, std::vector & out_embd) { + if (chunk->type == MTMD_INPUT_CHUNK_TYPE_TEXT) { + LOG_WRN("mtmd_encode_chunk has no effect for text chunks\n"); + return 0; + } else if (chunk->type == MTMD_INPUT_CHUNK_TYPE_IMAGE) { + if (!ctx->ctx_v) { + LOG_ERR("%s: model does not support vision input\n", __func__); + return 1; + } + if (chunk->tokens_image == nullptr) { + LOG_ERR("%s: image tokens are null\n", __func__); + return 1; + } + if (chunk->tokens_image->is_placeholder()) { + LOG_ERR("%s: image tokens batch is placeholder\n", __func__); + return 1; + } + return mtmd_encode_impl(ctx, chunk->tokens_image.get(), out_embd); + } else if (chunk->type == MTMD_INPUT_CHUNK_TYPE_AUDIO) { + if (!ctx->ctx_a) { + LOG_ERR("%s: model does not support audio input\n", __func__); + return 1; + } + if (chunk->tokens_audio == nullptr) { + LOG_ERR("%s: audio tokens are null\n", __func__); + return 1; + } + if (chunk->tokens_audio->is_placeholder()) { + LOG_ERR("%s: audio tokens batch is placeholder\n", __func__); + return 1; + } + int n_mmproj_embd = ctx->n_embd_out(); + out_embd.resize((size_t)chunk->tokens_audio->n_tokens * n_mmproj_embd); + bool ok = clip_image_batch_encode( + ctx->ctx_a, + ctx->n_threads, + &chunk->tokens_audio->batch_f32, + out_embd); + return ok ? 0 : 1; + } + + LOG_ERR("%s: unknown chunk type %d\n", __func__, (int)chunk->type); + return 1; +} + +int32_t mtmd_encode_chunk(mtmd_context * ctx, const mtmd_input_chunk * chunk) { + // this is the non-batching version + try { + return mtmd_encode_chunk_impl(ctx, chunk, ctx->out_embd); + } catch (const std::exception & e) { + LOG_ERR("%s: error: %s\n", __func__, e.what()); + return 1; + } +} + +int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens) { + try { + return mtmd_encode_impl(ctx, image_tokens, ctx->out_embd); + } catch (const std::exception & e) { + LOG_ERR("%s: error: %s\n", __func__, e.what()); + return 1; + } +} + float * mtmd_get_output_embd(mtmd_context * ctx) { - return ctx->image_embd_v.data(); + return ctx->out_embd.data(); +} + +mtmd_batch * mtmd_batch_init(mtmd_context * ctx) { + return new mtmd_batch(ctx); +} + +void mtmd_batch_free(mtmd_batch * batch) { + if (batch) { + delete batch; + } +} + +int32_t mtmd_batch_add_chunk(mtmd_batch * batch, const mtmd_input_chunk * chunk) { + if (chunk->type == MTMD_INPUT_CHUNK_TYPE_TEXT) { + LOG_ERR("%s: text chunk is not supported in batch\n", __func__); + return 1; + } + + auto * ctx = batch->ctx->get_clip_ctx(chunk); + if (!ctx) { + LOG_ERR("%s: model does not support input chunk type %d\n", __func__, (int)chunk->type); + return 1; + } + + if (batch->entries.empty()) { + // batch must have at least one chunk + batch->entries.push_back(chunk); + return 0; + } + + if (!clip_support_batch(ctx)) { + // if no batching support, batch can only have one single chunk + return 2; // "batch too large" error code + } + + int32_t new_n_tokens = batch->n_tokens() + (int32_t)mtmd_input_chunk_get_n_tokens(chunk); + if (new_n_tokens > batch->ctx->batch_max_tokens) { + return 2; // "batch too large" error code + } + + auto & first_chunk = batch->entries[0]; + if (first_chunk->can_batch_with(*chunk)) { + batch->entries.push_back(chunk); + return 0; + } + + return 3; // "cannot batch" error code +} + +static int32_t mtmd_batch_encode_impl(mtmd_batch * batch) { + if (batch->entries.empty()) { + LOG_ERR("%s: batch is empty\n", __func__); + return 1; + } + for (const auto * chunk : batch->entries) { + if (chunk->is_placeholder()) { + LOG_ERR("%s: chunk is placeholder\n", __func__); + return 1; + } + } + + // represent the whole batch as one single chunk + mtmd::input_chunk_ptr batch_chunk(mtmd_input_chunk_copy(batch->entries[0])); + if (batch_chunk->tokens_image) { + auto & b0_f32 = batch_chunk->tokens_image->batch_f32; + // copy all entries from other chunks into the first chunk's batch_f32 + // note: skip first entry because it's already in batch_chunk + for (size_t ic = 1; ic < batch->entries.size(); ic++) { + auto & chunk = batch->entries[ic]; + GGML_ASSERT(chunk->tokens_image); + auto b1_f32 = chunk->tokens_image->batch_f32.clone(); + for (size_t i = 0; i < b1_f32.entries.size(); i++) { + b0_f32.entries.push_back(std::move(b1_f32.entries[i])); + } + } + } else if (batch_chunk->tokens_audio) { + auto & b0_f32 = batch_chunk->tokens_audio->batch_f32; + // copy all entries from other chunks into the first chunk's batch_f32 + // note: skip first entry because it's already in batch_chunk + for (size_t ic = 1; ic < batch->entries.size(); ic++) { + auto & chunk = batch->entries[ic]; + GGML_ASSERT(chunk->tokens_audio); + auto b1_f32 = chunk->tokens_audio->batch_f32.clone(); + for (size_t i = 0; i < b1_f32.entries.size(); i++) { + b0_f32.entries.push_back(std::move(b1_f32.entries[i])); + } + } + } else { + LOG_ERR("%s: unsupported chunk type\n", __func__); + return 1; + } + + LOG_DBG("%s: encoding batch with %zu entries and total %zu tokens\n", + __func__, batch->entries.size(), mtmd_input_chunk_get_n_tokens(batch_chunk.get())); + int32_t res = mtmd_encode_chunk_impl( + batch->ctx, + batch_chunk.get(), + batch->output_embd); + return res; +} + +int32_t mtmd_batch_encode(mtmd_batch * batch) { + try { + return mtmd_batch_encode_impl(batch); + } catch (const std::exception & e) { + LOG_ERR("%s: error: %s\n", __func__, e.what()); + return 1; + } +} + +float * mtmd_batch_get_output_embd(mtmd_batch * batch, const mtmd_input_chunk * chunk) { + if (batch->output_embd.empty()) { + LOG_ERR("%s: batch has not been encoded yet\n", __func__); + return nullptr; + } + size_t offset = 0; + const size_t n_embd = batch->ctx->n_embd_out(); + for (const auto * c : batch->entries) { + size_t offset_prev = offset; + size_t n_tokens = mtmd_input_chunk_get_n_tokens(c); + offset += n_tokens * n_embd; + GGML_ASSERT(offset_prev < batch->output_embd.size()); + GGML_ASSERT(offset <= batch->output_embd.size()); + if (c == chunk) { + return &batch->output_embd.data()[offset_prev]; + } + } + return nullptr; // not found } bool mtmd_decode_use_non_causal(const mtmd_context * ctx, const mtmd_input_chunk * chunk) { @@ -1801,7 +2031,7 @@ static void mtmd_debug_encode_impl(mtmd_context * ctx, clip_ctx * ctx_clip, clip ctx_clip, ctx->n_threads, &image, - embd_output.data()); + embd_output); if (!ok) { LOG_ERR("%s: failed to encode image\n", __func__); } diff --git a/tools/mtmd/mtmd.h b/tools/mtmd/mtmd.h index a76a6ec2b..2fd149e48 100644 --- a/tools/mtmd/mtmd.h +++ b/tools/mtmd/mtmd.h @@ -63,6 +63,7 @@ struct mtmd_bitmap; struct mtmd_image_tokens; struct mtmd_input_chunk; struct mtmd_input_chunks; +struct mtmd_batch; struct mtmd_input_text { const char * text; @@ -80,6 +81,7 @@ typedef struct mtmd_image_tokens mtmd_image_tokens; typedef struct mtmd_input_chunk mtmd_input_chunk; typedef struct mtmd_input_chunks mtmd_input_chunks; typedef struct mtmd_input_text mtmd_input_text; +typedef struct mtmd_batch mtmd_batch; struct mtmd_context_params { bool use_gpu; @@ -97,6 +99,11 @@ struct mtmd_context_params { // callback function passed over to mtmd proper ggml_backend_sched_eval_callback cb_eval; void * cb_eval_user_data; + + // batching params + int32_t batch_max_tokens; // maximum number of output tokens in a batch + // (note: this is not a hard-limit, the first image will always be added even if it exceeds this limit) + // (default: 1024) }; MTMD_API const char * mtmd_default_marker(void); @@ -265,12 +272,12 @@ MTMD_API int32_t mtmd_tokenize(mtmd_context * ctx, const mtmd_bitmap ** bitmaps, size_t n_bitmaps); -// returns 0 on success -// TODO: deprecate -MTMD_API int32_t mtmd_encode(mtmd_context * ctx, - const mtmd_image_tokens * image_tokens); +DEPRECATED(MTMD_API int32_t mtmd_encode(mtmd_context * ctx, const mtmd_image_tokens * image_tokens), + "use mtmd_encode_chunk() instead"); +// text chunk will be ignored silently, only media chunk will be encoded // returns 0 on success +// returns 1 on generic error MTMD_API int32_t mtmd_encode_chunk(mtmd_context * ctx, const mtmd_input_chunk * chunk); @@ -279,6 +286,26 @@ MTMD_API int32_t mtmd_encode_chunk(mtmd_context * ctx, // llama_model_n_embd_inp(model) * mtmd_input_chunk_get_n_tokens(chunk) * sizeof(float) MTMD_API float * mtmd_get_output_embd(mtmd_context * ctx); + +// batch encoding API +// chunks are not owned by the batch, they will not be freed by mtmd_batch_free() +// batch is valid for a given context, cannot be shared across contexts +MTMD_API mtmd_batch * mtmd_batch_init(mtmd_context * ctx); +MTMD_API void mtmd_batch_free(mtmd_batch * batch); + +// only media chunks are allowed, text chunks will be rejected +// returns 0 on success +// returns 1 on generic error +// returns 2 if the batch is too large (chunk won't be added) +// returns 3 if it cannot be batched with the existing chunks in the batch +MTMD_API int32_t mtmd_batch_add_chunk(mtmd_batch * batch, const mtmd_input_chunk * chunk); + +// returns 0 on success +// returns 1 on generic error +MTMD_API int32_t mtmd_batch_encode(mtmd_batch * batch); +MTMD_API float * mtmd_batch_get_output_embd(mtmd_batch * batch, const mtmd_input_chunk * chunk); + + // Set callback for all future logging events. // If this is not called, or NULL is supplied, everything is output on stderr. MTMD_API void mtmd_log_set(ggml_log_callback log_callback, void * user_data); @@ -336,6 +363,11 @@ struct mtmd_input_chunk_deleter { }; using input_chunk_ptr = std::unique_ptr; +struct mtmd_batch_deleter { + void operator()(mtmd_batch * val) { mtmd_batch_free(val); } +}; +using batch_ptr = std::unique_ptr; + struct bitmap { bitmap_ptr ptr; bitmap() : ptr(nullptr) {} diff --git a/tools/server/server-common.cpp b/tools/server/server-common.cpp index aebaf1f91..2b89a8bc5 100644 --- a/tools/server/server-common.cpp +++ b/tools/server/server-common.cpp @@ -344,6 +344,14 @@ const mtmd::input_chunk_ptr & server_tokens::find_chunk(size_t idx) const { throw std::runtime_error("Chunk not found"); } +std::pair server_tokens::find_next_media_chunk(size_t idx) const { + auto it = map_idx_to_media.upper_bound(idx); + if (it != map_idx_to_media.end()) { + return { &it->second, it->first }; + } + return { nullptr, 0 }; +} + void server_tokens::push_back(llama_token tok) { if (tok == LLAMA_TOKEN_NULL) { throw std::runtime_error("Invalid token"); diff --git a/tools/server/server-common.h b/tools/server/server-common.h index 249b97c2f..857ffe147 100644 --- a/tools/server/server-common.h +++ b/tools/server/server-common.h @@ -180,6 +180,10 @@ public: const mtmd::input_chunk_ptr & find_chunk(size_t idx) const; + // find next media chunk after idx + // returns a pair of pointer to the chunk (nullptr if not found) and its start index in tokens + std::pair find_next_media_chunk(size_t idx) const; + void push_back(llama_token tok); // will create a copy of the chunk if it contains non-text data diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp index 95a2a6ed9..595fc219b 100644 --- a/tools/server/server-context.cpp +++ b/tools/server/server-context.cpp @@ -80,6 +80,8 @@ struct server_slot { // multimodal mtmd_context * mctx = nullptr; + mtmd::batch_ptr mbatch = nullptr; + std::array mtgt = {nullptr, nullptr}; // [0] for main context, [1] for optional draft context // speculative decoding common_speculative * spec; @@ -239,6 +241,18 @@ struct server_slot { // clear alora start alora_invocation_start = -1; + + // clear multimodal state + mbatch.reset(); + mtgt[0] = ctx_tgt; + mtgt[1] = nullptr; + if (ctx_dft && llama_get_ctx_other(ctx_dft) != ctx_tgt) { + // TODO: in the future, figure out how to infuse target embeddings to the images + // for now, we re-decode the same chunk in both ctx_tgt and ctx_dft + // maybe we simply need to call `common_speculative_process()` ? + // [TAG_MTMD_DRAFT_PROCESSING] + mtgt[1] = ctx_dft; + } } void init_sampler() const { @@ -578,6 +592,87 @@ struct server_slot { other.prompt = prompt.clone(); other.init_sampler(); } + + // returns 0 on success + // caller need to update prompt.tokens after a successful call to keep track of the processing progress + int process_mtmd_chunk(size_t idx, size_t & n_tokens_out) { + GGML_ASSERT(mctx); + const auto & input_tokens = task->tokens; + auto & chunk = input_tokens.find_chunk(idx); + int32_t res = 0; + + auto try_decode = [&]() -> int32_t { + if (mbatch) { + float * embd = mtmd_batch_get_output_embd(mbatch.get(), chunk.get()); + if (embd) { + for (auto * lctx : mtgt) { + if (lctx == nullptr) { + continue; + } + llama_pos new_n_past; // unused for now + res = mtmd_helper_decode_image_chunk( + mctx, + lctx, + chunk.get(), + embd, + prompt.tokens.pos_next(), + id, + llama_n_batch(lctx), + &new_n_past + ); + if (res != 0) { + SLT_ERR(*this, "failed to decode mtmd chunk, idx = %zu, res = %d\n", idx, res); + return -1; + } + } + n_tokens_out = mtmd_input_chunk_get_n_tokens(chunk.get()); + return 0; // success + } + } + return 1; // (non-error) need to create & encode batch + }; + + // if the batch is already exist, try searching & encode + res = try_decode(); + if (res == 0) { + return 0; + } else if (res < 0) { + // fatal error + return res; + } + + // otherwise, the batch is either uninitialized or is used up + // we need to create & encode a new batch + mbatch.reset(mtmd_batch_init(mctx)); + res = mtmd_batch_add_chunk(mbatch.get(), chunk.get()); + GGML_ASSERT(res == 0); // we should never have an empty batch + + // try batching as much as possible + int n_added = 1; + size_t idx_cur = idx; + while (res == 0) { + auto [next_chunk, next_idx] = input_tokens.find_next_media_chunk(idx_cur); + if (next_chunk == nullptr) { + break; + } + res = mtmd_batch_add_chunk(mbatch.get(), next_chunk->get()); + n_added += (res == 0 ? 1 : 0); + idx_cur = next_idx; + SLT_DBG(*this, "try adding media chunk idx = %zu to batch, res = %d\n", next_idx, res); + // if res != 0, batch is full or chunk is not compatible -> this loop breaks + } + + // TODO @ngxson : move this log line to debug when it become more stable + SLT_INF(*this, "encoding mtmd batch from idx = %zu, n_chunks = %d\n", idx, n_added); + + res = mtmd_batch_encode(mbatch.get()); + if (res != 0) { + SLT_ERR(*this, "failed to encode mtmd batch for chunk idx = %zu, res = %d\n", idx, res); + return -1; + } + + return try_decode(); + } }; @@ -781,6 +876,7 @@ private: mparams.warmup = params_base.warmup; mparams.image_min_tokens = params_base.image_min_tokens; mparams.image_max_tokens = params_base.image_max_tokens; + mparams.batch_max_tokens = params_base.mtmd_batch_max_tokens; mparams.media_marker = get_media_marker(); } @@ -2928,7 +3024,7 @@ private: send_partial_response(slot, {}, false, true); } } - } + } // end of SLOT_STATE_STARTED if (!slot.can_split()) { // cannot fit the prompt in the current batch - will try next iter @@ -2983,10 +3079,18 @@ private: bool has_mtmd = false; // check if we should process the image - while (slot.prompt.n_tokens() < slot.task->n_tokens() && input_tokens[slot.prompt.n_tokens()] == LLAMA_TOKEN_NULL) { + while (true) { + auto cur_token_idx = slot.prompt.n_tokens(); + if ( + cur_token_idx >= slot.task->n_tokens() || + input_tokens[cur_token_idx] != LLAMA_TOKEN_NULL // encountered a text token + ) { + break; + } + // process the image size_t n_tokens_out = 0; - int32_t res = input_tokens.process_chunk(ctx_tgt, mctx, slot.prompt.n_tokens(), slot.prompt.tokens.pos_next(), slot.id, n_tokens_out); + int32_t res = slot.process_mtmd_chunk(cur_token_idx, n_tokens_out); if (res != 0) { SLT_ERR(slot, "failed to process image, res = %d\n", res); send_error(slot, "failed to process image", ERROR_TYPE_SERVER); @@ -2994,22 +3098,11 @@ private: continue; } - if (ctx_dft && llama_get_ctx_other(ctx_dft.get()) != ctx_tgt) { - // TODO: in the future, figure out how to infuse target embeddings to the images - // for now, we skip this for simplicity - // maybe we simply need to call `common_speculative_process()` on the mtmd batches in the `process_chunk` above? - // [TAG_MTMD_DRAFT_PROCESSING] - res = input_tokens.process_chunk(ctx_dft.get(), mctx, slot.prompt.n_tokens(), slot.prompt.tokens.pos_next(), slot.id, n_tokens_out); - if (res != 0) { - GGML_ABORT("failed to process multi-modal data on draft context\n"); - } - } - slot.n_prompt_tokens_processed += n_tokens_out; // add the image chunk to cache { - const auto & chunk = input_tokens.find_chunk(slot.prompt.n_tokens()); + const auto & chunk = input_tokens.find_chunk(cur_token_idx); slot.prompt.tokens.push_back(chunk.get()); // copy } diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index 9f6d3b9d1..272702ce5 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -113,7 +113,7 @@ bool server_http_context::init(const common_params & params) { #endif srv->set_default_headers({{"Server", "llama.cpp"}}); - srv->set_logger(log_server_request); + // srv->set_logger(log_server_request); // TODO @ngxson : this is too spamy, no very useful; improve it in the future srv->set_exception_handler([](const httplib::Request &, httplib::Response & res, const std::exception_ptr & ep) { // this is fail-safe; exceptions should already handled by `ex_wrapper` From c34b92235b2d6a07963f896085f9ca077ff400b4 Mon Sep 17 00:00:00 2001 From: Muhammad Salem Date: Sat, 13 Jun 2026 03:37:55 +0300 Subject: [PATCH 12/22] fix sycl links in release notes (#24527) * fix sycl links in release notes * remove extra line --- .github/workflows/release.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 428c94eaf..2763557bb 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -1508,7 +1508,8 @@ jobs: - [Ubuntu arm64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-vulkan-arm64.tar.gz) - [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-rocm-7.2-x64.tar.gz) - [Ubuntu x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-openvino-${{ needs.ubuntu-24-openvino.outputs.openvino_version }}-x64.tar.gz) - - Ubuntu x64 (SYCL FP32) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705) + - [Ubuntu x64 (SYCL FP32)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp32-x64.tar.gz) + - [Ubuntu x64 (SYCL FP16)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-ubuntu-sycl-fp16-x64.tar.gz) **Android:** - [Android arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-android-arm64.tar.gz) @@ -1519,7 +1520,7 @@ jobs: - [Windows x64 (CUDA 12)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-12.4-x64.zip) - [CUDA 12.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-12.4-x64.zip) - [Windows x64 (CUDA 13)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-cuda-13.3-x64.zip) - [CUDA 13.3 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/cudart-llama-bin-win-cuda-13.3-x64.zip) - [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-vulkan-x64.zip) - - Windows x64 (SYCL) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705) + - [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-sycl-x64.zip) - [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/${{ steps.tag.outputs.name }}/llama-${{ steps.tag.outputs.name }}-bin-win-hip-radeon-x64.zip) **openEuler:** From d8a24ccee207a1ff24c513fe1c7d3222b3ccd837 Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Sat, 13 Jun 2026 08:09:52 +0300 Subject: [PATCH 13/22] fit : wrap llama_device_memory_data (#24522) --- common/fit.cpp | 35 +++++++++++++++++++++++++++------ common/fit.h | 14 +++++++++---- tools/server/server-context.cpp | 5 +---- 3 files changed, 40 insertions(+), 14 deletions(-) diff --git a/common/fit.cpp b/common/fit.cpp index 668d892e9..a8565bfc9 100644 --- a/common/fit.cpp +++ b/common/fit.cpp @@ -26,7 +26,7 @@ class common_params_fit_exception : public std::runtime_error { using std::runtime_error::runtime_error; }; -std::vector common_get_device_memory_data( +static std::vector common_get_device_memory_data_impl( const char * path_model, const llama_model_params * mparams, const llama_context_params * cparams, @@ -150,6 +150,29 @@ std::vector common_get_device_memory_data( return ret; } +common_device_memory_data_vec common_get_device_memory_data( + const char * path_model, + const llama_model_params * mparams, + const llama_context_params * cparams, + std::vector & devs, + uint32_t & hp_ngl, + uint32_t & hp_n_ctx_train, + uint32_t & hp_n_expert, + ggml_log_level log_level) { + std::vector impl = common_get_device_memory_data_impl( + path_model, mparams, cparams, devs, hp_ngl, hp_n_ctx_train, hp_n_expert, log_level); + + common_device_memory_data_vec ret(impl.size()); + for (size_t i = 0; i < impl.size(); i++) { + ret[i].total = impl[i].total; + ret[i].free = impl[i].free; + ret[i].model = impl[i].mb.model; + ret[i].context = impl[i].mb.context; + ret[i].compute = impl[i].mb.compute; + } + return ret; +} + static void common_params_fit_impl( const char * path_model, struct llama_model_params * mparams, struct llama_context_params * cparams, float * tensor_split, struct llama_model_tensor_buft_override * tensor_buft_overrides, @@ -169,7 +192,7 @@ static void common_params_fit_impl( // step 1: get data for default parameters and check whether any changes are necessary in the first place LOG_TRC("%s: getting device memory data for initial parameters:\n", __func__); - const dmds_t dmds_full = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); + const dmds_t dmds_full = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); const size_t nd = devs.size(); // number of devices std::vector margins; // this function uses int64_t rather than size_t for memory sizes to more conveniently handle deficits @@ -304,7 +327,7 @@ static void common_params_fit_impl( int64_t sum_projected_used_min_ctx = 0; cparams->n_ctx = n_ctx_min; - const dmds_t dmds_min_ctx = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); + const dmds_t dmds_min_ctx = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); if (nd == 0) { sum_projected_used_min_ctx = dmds_min_ctx.back().mb.total(); } else { @@ -482,7 +505,7 @@ static void common_params_fit_impl( llama_model_params mparams_copy = *mparams; set_ngl_tensor_split_tbo(ngl_per_device, overflow_bufts, mparams_copy); - const dmds_t dmd_nl = common_get_device_memory_data( + const dmds_t dmd_nl = common_get_device_memory_data_impl( path_model, &mparams_copy, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); LOG_TRC("%s: memory for test allocation by device:\n", func_name); @@ -510,7 +533,7 @@ static void common_params_fit_impl( mparams->tensor_buft_overrides = tensor_buft_overrides; LOG_TRC("%s: getting device memory data with all MoE tensors moved to system memory:\n", __func__); - const dmds_t dmds_cpu_moe = common_get_device_memory_data( + const dmds_t dmds_cpu_moe = common_get_device_memory_data_impl( path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, log_level); for (size_t id = 0; id < nd; id++) { @@ -940,7 +963,7 @@ void common_fit_print( uint32_t hp_nct = 0; // hparams.n_ctx_train uint32_t hp_nex = 0; // hparams.n_expert - auto dmd = common_get_device_memory_data(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, GGML_LOG_LEVEL_ERROR); + auto dmd = common_get_device_memory_data_impl(path_model, mparams, cparams, devs, hp_ngl, hp_nct, hp_nex, GGML_LOG_LEVEL_ERROR); GGML_ASSERT(dmd.size() == devs.size() + 1); for (size_t id = 0; id < devs.size(); id++) { diff --git a/common/fit.h b/common/fit.h index a6ba71b89..208fc3069 100644 --- a/common/fit.h +++ b/common/fit.h @@ -34,12 +34,18 @@ void common_fit_print( void common_memory_breakdown_print(const llama_context * ctx); -// TODO: convert this to common_device_memory_data that wraps llama_device_memory_data -// add API for accessing the internal `llama-ext.h` information -struct llama_device_memory_data; +struct common_device_memory_data { + int64_t total; + int64_t free; + size_t model; + size_t context; + size_t compute; +}; + +using common_device_memory_data_vec = std::vector; // Load a model + context with no_alloc and return the per-device memory breakdown. -std::vector common_get_device_memory_data( +common_device_memory_data_vec common_get_device_memory_data( const char * path_model, const llama_model_params * mparams, const llama_context_params * cparams, diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp index 595fc219b..986b2f15d 100644 --- a/tools/server/server-context.cpp +++ b/tools/server/server-context.cpp @@ -962,10 +962,7 @@ private: } for (size_t j = 0; j < devs.size(); ++j) { - const size_t bytes = - (measure_model_bytes ? dmd[j].mb.model : 0) + - dmd[j].mb.context + - dmd[j].mb.compute; + const size_t bytes = (measure_model_bytes ? dmd[j].model : 0) + dmd[j].context + dmd[j].compute; total += bytes; for (size_t i = 0; i < tgt_devices.size(); i++) { if (tgt_devices[i] == devs[j]) { From 57fe1f07c3b6a1de3f4fff19098e2056a85275b7 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Sat, 13 Jun 2026 11:51:20 +0200 Subject: [PATCH 14/22] server: clean up static assets handling (#24550) * server: clean up static assets handling * nits * simplify file name handling, use static file name everywhere * cmake/ui : bundle UI assets in an archive * ui : run prettier on post-build.js --------- Co-authored-by: Alde Rojas --- .github/workflows/ui-build-self-hosted.yml | 7 - .github/workflows/ui-build.yml | 9 +- .github/workflows/ui-publish.yml | 6 + scripts/ui-assets.cmake | 241 +++++------------ tools/server/server-http.cpp | 296 +++++++-------------- tools/ui/CMakeLists.txt | 2 +- tools/ui/embed.cpp | 130 +++++++-- tools/ui/package.json | 2 +- tools/ui/scripts/post-build.js | 40 +++ tools/ui/scripts/vite-plugin-build-info.ts | 3 +- 10 files changed, 316 insertions(+), 420 deletions(-) create mode 100644 tools/ui/scripts/post-build.js diff --git a/.github/workflows/ui-build-self-hosted.yml b/.github/workflows/ui-build-self-hosted.yml index e5d576cda..7b7f8b600 100644 --- a/.github/workflows/ui-build-self-hosted.yml +++ b/.github/workflows/ui-build-self-hosted.yml @@ -28,13 +28,6 @@ jobs: run: npm run build working-directory: tools/ui - - name: Generate checksums - run: | - cd tools/ui/dist - for f in *; do - sha256sum "$f" | awk '{print $1, $2}' >> checksums.txt - done - - name: Upload built UI uses: actions/upload-artifact@v6 with: diff --git a/.github/workflows/ui-build.yml b/.github/workflows/ui-build.yml index 7ff5860ef..85642f3f4 100644 --- a/.github/workflows/ui-build.yml +++ b/.github/workflows/ui-build.yml @@ -32,7 +32,7 @@ jobs: - name: Build application env: HF_UI_VERSION: ${{ inputs.hf_ui_version || '' }} - LLAMA_UI_VERSION: ${{ inputs.hf_ui_version || 'b0000' }} + LLAMA_BUILD_NUMBER: ${{ inputs.hf_ui_version || 'b0000' }} run: npm run build working-directory: tools/ui @@ -40,13 +40,6 @@ jobs: run: npx vitest --project=unit --run tests/unit/pwa.spec.ts working-directory: tools/ui - - name: Generate checksums - run: | - cd tools/ui/dist - for f in *; do - sha256sum "$f" | awk '{print $1, $2}' >> checksums.txt - done - - name: Upload built UI uses: actions/upload-artifact@v6 with: diff --git a/.github/workflows/ui-publish.yml b/.github/workflows/ui-publish.yml index cec0fa52a..c3b7343c6 100644 --- a/.github/workflows/ui-publish.yml +++ b/.github/workflows/ui-publish.yml @@ -40,6 +40,12 @@ jobs: name: ui-build path: tools/ui/dist/ + - name: Create distribution archive + run: | + tar -czf dist.tar.gz -C tools/ui/dist . + sha256sum dist.tar.gz > dist.tar.gz.sha256 + mv dist.tar.gz dist.tar.gz.sha256 tools/ui/dist/ + - name: Install Hugging Face Hub CLI run: pip install -U huggingface_hub diff --git a/scripts/ui-assets.cmake b/scripts/ui-assets.cmake index 6069d9816..e5b47863e 100644 --- a/scripts/ui-assets.cmake +++ b/scripts/ui-assets.cmake @@ -4,8 +4,9 @@ # 1. Pre-built assets in SRC_DIST_DIR (manually built by user) # 2. If BUILD_UI=ON: npm build # 3. If above did not produce assets and HF_ENABLED=ON: HF Bucket download +# of dist.tar.gz (verified against dist.tar.gz.sha256) -cmake_minimum_required(VERSION 3.16) +cmake_minimum_required(VERSION 3.18) set(UI_SOURCE_DIR "" CACHE STRING "UI source directory (to run npm build)") set(UI_BINARY_DIR "" CACHE STRING "UI binary directory (to store generated files)") @@ -16,80 +17,21 @@ set(HF_ENABLED "" CACHE STRING "Whether to allow HF Bucket download (ON/O set(BUILD_UI "" CACHE STRING "Build UI via npm (ON/OFF)") set(LLAMA_UI_EMBED "" CACHE STRING "Path to llama-ui-embed helper") -# IMPORTANT: When adding PWA assets, sync across all 3 places: -# 1. tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES, PUBLIC_ENDPOINTS) -# 2. tools/server/server-http.cpp (public_endpoints) -# 3. scripts/ui-assets.cmake (ASSETS list) -# - C++ (server-http.cpp) - public endpoints (splash screens generated via helper) -# - TypeScript (constants/pwa.ts) - APPLE_DEVICES, PWA_MANIFEST, PUBLIC_ENDPOINTS +# IMPORTANT: When adding PWA assets, sync: +# - tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES, PWA_MANIFEST) # -# When adding/changing PWA assets, update tools/ui/src/lib/constants/pwa.ts first, -# then sync any new file names here and in server-http.cpp. -set(ASSETS +# The HTTP server registers routes and public endpoints for every embedded asset. +set(REQUIRED_ASSETS index.html loading.html - # PWA assets - favicon.ico - favicon-dark.ico - favicon.svg - favicon-dark.svg - pwa-64x64.png - pwa-192x192.png - pwa-512x512.png - maskable-icon-512x512.png - apple-touch-icon-180x180.png - # iOS splash screens - apple-splash-portrait-640x1136.png - apple-splash-landscape-1136x640.png - apple-splash-portrait-750x1334.png - apple-splash-landscape-1334x750.png - apple-splash-portrait-1170x2532.png - apple-splash-landscape-2532x1170.png - apple-splash-portrait-1179x2556.png - apple-splash-landscape-2556x1179.png - apple-splash-portrait-1206x2622.png - apple-splash-landscape-2622x1206.png - apple-splash-portrait-1284x2778.png - apple-splash-landscape-2778x1284.png - apple-splash-portrait-1290x2796.png - apple-splash-landscape-2796x1290.png - apple-splash-portrait-1320x2868.png - apple-splash-landscape-2868x1320.png - apple-splash-portrait-1488x2266.png - apple-splash-landscape-2266x1488.png - apple-splash-portrait-1640x2360.png - apple-splash-landscape-2360x1640.png - apple-splash-portrait-1668x2388.png - apple-splash-landscape-2388x1668.png - apple-splash-portrait-2048x2732.png - apple-splash-landscape-2732x2048.png - # iOS dark splash screens - apple-splash-portrait-dark-640x1136.png - apple-splash-landscape-dark-1136x640.png - apple-splash-portrait-dark-750x1334.png - apple-splash-landscape-dark-1334x750.png - apple-splash-portrait-dark-1170x2532.png - apple-splash-landscape-dark-2532x1170.png - apple-splash-portrait-dark-1179x2556.png - apple-splash-landscape-dark-2556x1179.png - apple-splash-portrait-dark-1206x2622.png - apple-splash-landscape-dark-2622x1206.png - apple-splash-portrait-dark-1284x2778.png - apple-splash-landscape-dark-2778x1284.png - apple-splash-portrait-dark-1290x2796.png - apple-splash-landscape-dark-2796x1290.png - apple-splash-portrait-dark-1320x2868.png - apple-splash-landscape-dark-2868x1320.png - apple-splash-portrait-dark-1640x2360.png - apple-splash-landscape-dark-2360x1640.png - apple-splash-portrait-dark-1668x2388.png - apple-splash-landscape-dark-2388x1668.png - apple-splash-portrait-dark-2048x2732.png - apple-splash-landscape-dark-2732x2048.png manifest.webmanifest sw.js - _app/version.json build.json + # post-build.js flattens and dehashes these to fixed names in the dist dir + bundle.js + bundle.css + workbox.js + version.json ) set(DIST_DIR "${UI_BINARY_DIR}/dist") @@ -98,10 +40,10 @@ set(STAMP_FILE "${UI_BINARY_DIR}/.ui-stamp") set(UI_CPP "${UI_BINARY_DIR}/ui.cpp") set(UI_H "${UI_BINARY_DIR}/ui.h") -function(assets_present out_var) +function(assets_present dir out_var) set(present TRUE) - foreach(asset ${ASSETS}) - if(NOT EXISTS "${DIST_DIR}/${asset}") + foreach(asset ${REQUIRED_ASSETS}) + if(NOT EXISTS "${dir}/${asset}") set(present FALSE) break() endif() @@ -109,30 +51,10 @@ function(assets_present out_var) set(${out_var} ${present} PARENT_SCOPE) endfunction() -function(copy_src_dist out_var) - set(${out_var} FALSE PARENT_SCOPE) - - foreach(asset ${ASSETS}) - if(NOT EXISTS "${SRC_DIST_DIR}/${asset}") - return() - endif() - endforeach() - - file(MAKE_DIRECTORY "${DIST_DIR}") - message(STATUS "UI: using pre-built assets from ${SRC_DIST_DIR}") - foreach(asset ${ASSETS}) - execute_process( - COMMAND ${CMAKE_COMMAND} -E copy_if_different - "${SRC_DIST_DIR}/${asset}" "${DIST_DIR}/${asset}" - ) - endforeach() - set(${out_var} TRUE PARENT_SCOPE) -endfunction() - function(npm_build_should_skip out_var) set(${out_var} FALSE PARENT_SCOPE) - assets_present(present) + assets_present("${DIST_DIR}" present) if(NOT present) return() endif() @@ -240,7 +162,7 @@ function(npm_build out_var) return() endif() - assets_present(present) + assets_present("${DIST_DIR}" present) if(NOT present) message(STATUS "UI: npm build finished but assets missing in ${DIST_DIR}") return() @@ -272,7 +194,7 @@ function(hf_download version out_var out_resolved) set(${out_var} FALSE PARENT_SCOPE) set(${out_resolved} "" PARENT_SCOPE) - file(MAKE_DIRECTORY "${DIST_DIR}") + set(archive "${UI_BINARY_DIR}/dist.tar.gz") set(candidates "") if(NOT "${version}" STREQUAL "") @@ -281,97 +203,67 @@ function(hf_download version out_var out_resolved) list(APPEND candidates "latest") foreach(resolved ${candidates}) - set(base "https://huggingface.co/buckets/ggml-org/${HF_BUCKET}/resolve/${resolved}") + set(base "https://huggingface.co/buckets/${HF_BUCKET}/resolve/${resolved}") - message(STATUS "UI: downloading from ${resolved}: ${base}") + message(STATUS "UI: downloading from ${resolved}: ${base}/dist.tar.gz") - set(ok TRUE) - foreach(asset ${ASSETS}) - file(DOWNLOAD "${base}/${asset}?download=true" "${DIST_DIR}/${asset}" - STATUS status TIMEOUT 60 - ) - list(GET status 0 rc) - if(NOT rc EQUAL 0) - list(GET status 1 errmsg) - message(STATUS "UI: download ${asset} from ${resolved} failed: ${errmsg}") - set(ok FALSE) - break() - endif() - message(STATUS "UI: downloaded ${asset}") - endforeach() - - if(NOT ok) + file(DOWNLOAD "${base}/dist.tar.gz?download=true" "${archive}" + STATUS status TIMEOUT 300 + ) + list(GET status 0 rc) + if(NOT rc EQUAL 0) + list(GET status 1 errmsg) + message(STATUS "UI: download dist.tar.gz from ${resolved} failed: ${errmsg}") continue() endif() - # Best-effort checksum verification - file(DOWNLOAD "${base}/checksums.txt?download=true" "${DIST_DIR}/checksums.txt" - STATUS cs_status TIMEOUT 30 + file(DOWNLOAD "${base}/dist.tar.gz.sha256?download=true" "${archive}.sha256" + STATUS status TIMEOUT 30 ) - list(GET cs_status 0 cs_rc) - if(cs_rc EQUAL 0) - message(STATUS "UI: verifying checksums") - file(STRINGS "${DIST_DIR}/checksums.txt" cs_lines) - foreach(asset ${ASSETS}) - file(SHA256 "${DIST_DIR}/${asset}" h) - string(TOLOWER "${h}" h) - string(REGEX MATCH "${h}[ \t]+${asset}" m "${cs_lines}") - if(NOT m) - message(WARNING "UI: checksum verification failed for ${asset}") - set(ok FALSE) - break() - endif() - endforeach() - if(ok) - message(STATUS "UI: all checksums verified") - endif() + list(GET status 0 rc) + if(NOT rc EQUAL 0) + list(GET status 1 errmsg) + message(STATUS "UI: download dist.tar.gz.sha256 from ${resolved} failed: ${errmsg}") + continue() endif() - if(ok) - set(${out_var} TRUE PARENT_SCOPE) - set(${out_resolved} "${resolved}" PARENT_SCOPE) - return() + # Validate sha256 checkums + file(READ "${archive}.sha256" expected) + string(REGEX MATCH "^[0-9a-fA-F]+" expected "${expected}") + string(TOLOWER "${expected}" expected) + file(SHA256 "${archive}" actual) + if("${expected}" STREQUAL "" OR NOT "${actual}" STREQUAL "${expected}") + message(STATUS "UI: checksum mismatch for dist.tar.gz from ${resolved}") + continue() endif() + + # Clear DIST_DIR to remove stale files first + file(REMOVE_RECURSE "${DIST_DIR}") + + file(ARCHIVE_EXTRACT INPUT "${archive}" DESTINATION "${DIST_DIR}") + + assets_present("${DIST_DIR}" present) + if(NOT present) + message(STATUS "UI: archive from ${resolved} is missing required assets") + continue() + endif() + + message(STATUS "UI: archive verified and extracted") + set(${out_var} TRUE PARENT_SCOPE) + set(${out_resolved} "${resolved}" PARENT_SCOPE) + return() endforeach() endfunction() -function(emit_files) - assets_present(present) +function(emit_files dist_dir) + assets_present("${dist_dir}" present) set(args "${UI_CPP}" "${UI_H}") if(present) - foreach(asset ${ASSETS}) - list(APPEND args "${asset}" "${DIST_DIR}/${asset}") - endforeach() - - # Bundle files live in _app/immutable/ — vanilla SvelteKit output, no plugin - # rewriting. Embedded names must match the exact _app/ paths that index.html - # and sw.js reference. - file(GLOB_RECURSE detected_bundle_js "${DIST_DIR}/_app/immutable/bundle.*.js") - file(GLOB_RECURSE detected_bundle_css "${DIST_DIR}/_app/immutable/assets/bundle.*.css") - file(GLOB_RECURSE detected_workbox "${DIST_DIR}/workbox-*.js") - # Compute relative path from DIST_DIR to each found file. - # e.g. /path/to/build/tools/ui/dist/_app/immutable/bundle.XXX.js - # -> _app/immutable/bundle.XXX.js - foreach(f ${detected_bundle_js}) - string(REPLACE "${DIST_DIR}/" "" rel "${f}") - list(APPEND args "${rel}" "${f}") - endforeach() - foreach(f ${detected_bundle_css}) - string(REPLACE "${DIST_DIR}/" "" rel "${f}") - list(APPEND args "${rel}" "${f}") - endforeach() - foreach(f ${detected_workbox}) - string(REPLACE "${DIST_DIR}/" "" rel "${f}") - list(APPEND args "${rel}" "${f}") - endforeach() + # llama-ui-embed embeds every top-level file in dist_dir + list(APPEND args "${dist_dir}") endif() - # Create build.json with the llama.cpp build number for UI version display. - # This is separate from SvelteKit's _app/version.json (used for SW cache invalidation). - # build.json is generated by the vite plugin (buildInfoPlugin) during npm build. - # CMake just embeds it from the dist that npm produced. - execute_process( COMMAND "${LLAMA_UI_EMBED}" ${args} RESULT_VARIABLE rc @@ -384,9 +276,10 @@ endfunction() # --------------------------------------------------------------------------- # 1. Priority 1: pre-built assets supplied in tools/ui/dist # --------------------------------------------------------------------------- -copy_src_dist(SRC_OK) +assets_present("${SRC_DIST_DIR}" SRC_OK) if(SRC_OK) - emit_files() + message(STATUS "UI: using pre-built assets from ${SRC_DIST_DIR}") + emit_files("${SRC_DIST_DIR}") return() endif() @@ -419,7 +312,7 @@ if(NOT provisioned AND HF_ENABLED) endif() endif() - assets_present(have_assets) + assets_present("${DIST_DIR}" have_assets) if(stamp_ok AND have_assets) message(STATUS "UI: HF stamp '${stamped}' matches version, skipping HF fetch") set(provisioned TRUE) @@ -439,7 +332,7 @@ endif() # 4. Fallback: warn about stale or missing assets, then emit whatever we have # --------------------------------------------------------------------------- if(NOT provisioned) - assets_present(have_assets) + assets_present("${DIST_DIR}" have_assets) if(have_assets) message(WARNING "UI: provisioning failed; embedding stale assets from ${DIST_DIR}") else() @@ -451,4 +344,4 @@ if(NOT provisioned) endif() endif() -emit_files() +emit_files("${DIST_DIR}") diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index 272702ce5..bb63cc598 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -26,6 +26,52 @@ server_http_context::server_http_context() server_http_context::~server_http_context() = default; +// transform path --> asset name ; rules: +// delete "_app/" prefix +// delete hash, for ex: bundle.HCjcCZFH.css --> bundle.css +// workbox-12bd46aa.js --> workbox.js +static std::string asset_name_from_path(const std::string & path) { + // Strip leading slash + std::string s = (!path.empty() && path[0] == '/') ? path.substr(1) : path; + // Strip _app/ prefix + if (s.size() > 5 && s.compare(0, 5, "_app/") == 0) { + s = s.substr(5); + } + // Strip hash segment from filename: + // bundle.HCjcCZFH.css -> bundle.css (name.HASH.ext) + // workbox-12bd46aa.js -> workbox.js (name-HEXHASH.ext) + size_t slash = s.rfind('/'); + std::string dir = (slash != std::string::npos) ? s.substr(0, slash + 1) : ""; + std::string file = (slash != std::string::npos) ? s.substr(slash + 1) : s; + + auto is_alnum_hash = [](const std::string & h) { + if (h.size() < 6 || h.size() > 16) return false; + for (char c : h) { if (!isalnum((unsigned char)c)) return false; } + return true; + }; + auto is_hex_hash = [](const std::string & h) { + if (h.size() < 6 || h.size() > 16) return false; + for (char c : h) { if (!isxdigit((unsigned char)c)) return false; } + return true; + }; + + size_t dot1 = file.find('.'); + if (dot1 != std::string::npos) { + size_t dot2 = file.find('.', dot1 + 1); + if (dot2 != std::string::npos && is_alnum_hash(file.substr(dot1 + 1, dot2 - dot1 - 1))) { + file = file.substr(0, dot1) + file.substr(dot2); + } else { + size_t dot = file.rfind('.'); + size_t dash = file.rfind('-', dot); + if (dash != std::string::npos && is_hex_hash(file.substr(dash + 1, dot - dash - 1))) { + file = file.substr(0, dash) + file.substr(dot); + } + } + } + + return dir + file; +} + static void log_server_request(const httplib::Request & req, const httplib::Response & res) { // skip logging requests that are regularly sent, to avoid log spam if (req.path == "/health" @@ -169,91 +215,21 @@ bool server_http_context::init(const common_params & params) { SRV_INF("api_keys: %zu keys loaded\n", params.api_keys.size()); } - // - // Helper: Generate iOS splash screen paths from device dimensions - // This centralizes PWA asset paths to avoid duplication across CMake, C++, and TypeScript. - // Source of truth: tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES) - // - auto generate_splash_endpoints = []() -> std::vector { - // Apple device dimensions (width x height) with orientation and color scheme - // Format: "orientation-dimension1xdimension2.png" or "orientation-dark-dimension1xdimension2.png" - // Based on https://developer.apple.com/design/human-interface-guidelines/app-icons - static const std::vector> splash_specs = { - // Portrait screens (light) - {"portrait", "640x1136"}, {"portrait", "750x1334"}, - {"portrait", "1170x2532"}, {"portrait", "1179x2556"}, - {"portrait", "1206x2622"}, {"portrait", "1284x2778"}, - {"portrait", "1290x2796"}, {"portrait", "1320x2868"}, - {"portrait", "1488x2266"}, {"portrait", "1640x2360"}, - {"portrait", "1668x2388"}, {"portrait", "2048x2732"}, - // Landscape screens (light) - dimensions swapped - {"landscape", "1136x640"}, {"landscape", "1334x750"}, - {"landscape", "2532x1170"}, {"landscape", "2556x1179"}, - {"landscape", "2622x1206"}, {"landscape", "2778x1284"}, - {"landscape", "2796x1290"}, {"landscape", "2868x1320"}, - {"landscape", "2266x1488"}, {"landscape", "2360x1640"}, - {"landscape", "2388x1668"}, {"landscape", "2732x2048"}, - // Portrait screens (dark) - {"portrait-dark", "640x1136"}, {"portrait-dark", "750x1334"}, - {"portrait-dark", "1170x2532"}, {"portrait-dark", "1179x2556"}, - {"portrait-dark", "1206x2622"}, {"portrait-dark", "1284x2778"}, - {"portrait-dark", "1290x2796"}, {"portrait-dark", "1320x2868"}, - {"portrait-dark", "1488x2266"}, {"portrait-dark", "1640x2360"}, - {"portrait-dark", "1668x2388"}, {"portrait-dark", "2048x2732"}, - // Landscape screens (dark) - {"landscape-dark", "1136x640"}, {"landscape-dark", "1334x750"}, - {"landscape-dark", "2532x1170"}, {"landscape-dark", "2556x1179"}, - {"landscape-dark", "2622x1206"}, {"landscape-dark", "2778x1284"}, - {"landscape-dark", "2796x1290"}, {"landscape-dark", "2868x1320"}, - {"landscape-dark", "2266x1488"}, {"landscape-dark", "2360x1640"}, - {"landscape-dark", "2388x1668"}, {"landscape-dark", "2732x2048"} - }; - - std::vector endpoints; - endpoints.reserve(splash_specs.size()); - for (const auto & [orientation, dimensions] : splash_specs) { - endpoints.push_back("/apple-splash-" + orientation + "-" + dimensions + ".png"); - } - return endpoints; - }; - // // Middlewares // - // Public endpoints list - includes health, UI, and PWA assets - // Source of truth for splash screen paths: tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES) - static const std::unordered_set get_public_endpoints = [generate_splash_endpoints]() { + // Public endpoints - API routes plus all embedded UI assets + static const std::unordered_set get_public_endpoints = []() { std::unordered_set endpoints { "/health", "/v1/health", "/models", "/v1/models", "/", - "/index.html", - // PWA assets - "/favicon.ico", - "/favicon-dark.ico", - "/favicon.svg", - "/favicon-dark.svg", - "/pwa-64x64.png", - "/pwa-192x192.png", - "/pwa-512x512.png", - "/maskable-icon-512x512.png", - "/apple-touch-icon-180x180.png", - // iOS splash screens (generated from APPLE_DEVICES in TypeScript) - // PWA runtime files - "/manifest.webmanifest", - "/sw.js", - "/version.json", - "/workbox-.js", - "/_app/version.json", - "/build.json" }; - // Add all splash screen endpoints - auto splash = generate_splash_endpoints(); - for (const auto & path : splash) { - endpoints.insert(path); + for (const llama_ui_asset & a : llama_ui_get_assets()) { + endpoints.insert("/" + a.name); } return endpoints; }(); @@ -264,13 +240,9 @@ bool server_http_context::init(const common_params & params) { return true; } - // If path is public or static file, skip validation - if (get_public_endpoints.find(req.path) != get_public_endpoints.end()) { - return true; - } - // Static assets (_app/ files, workbox runtime). These are embedded at build time - // so no API key is needed — browsers fetch them directly. - if (req.path.find("/_app/") == 0 || req.path.find("/workbox-") == 0) { + // If path is public or a UI asset (including hashed paths like /_app/bundle.XXX.js), + // skip validation + if (get_public_endpoints.count("/" + asset_name_from_path(req.path))) { return true; } @@ -394,151 +366,71 @@ bool server_http_context::init(const common_params & params) { } } else { #if defined(LLAMA_UI_HAS_ASSETS) - // Embedded assets are immutable — cache aggressively for PWA/sw offline support. - // PWA runtime files (sw.js, manifest, version.json) use no-cache for revalidation. - // Bundle files use Vite content hashes (bundle..js/css) so each build - // produces a different filename — browsers naturally get a fresh copy on upgrade. - auto serve_asset_cached = [](const std::string & name, const char * mime, bool with_isolation_headers) { - return [name, mime, with_isolation_headers](const httplib::Request & req, httplib::Response & res) { - const llama_ui_asset * a = llama_ui_find_asset(name.c_str()); - if (!a) { - res.status = 404; - return false; - } + auto serve_asset_cached = [](const std::string & name, bool isolation) { + return [name, isolation](const httplib::Request & req, httplib::Response & res) { + const llama_ui_asset * a = llama_ui_find_asset(name); + if (!a) { res.status = 404; return false; } res.set_header("ETag", a->etag); - // Check If-None-Match for conditional GET (304 Not Modified) if (const std::string & inm = req.get_header_value("If-None-Match"); !inm.empty() && (inm == a->etag || inm == std::string("W/") + a->etag)) { res.status = 304; return false; } - if (with_isolation_headers) { - // COEP and COOP headers, required by pyodide (python interpreter) + if (isolation) { res.set_header("Cross-Origin-Embedder-Policy", "require-corp"); - res.set_header("Cross-Origin-Opener-Policy", "same-origin"); + res.set_header("Cross-Origin-Opener-Policy", "same-origin"); } res.set_header("Cache-Control", "public, max-age=31536000, immutable"); - res.set_content(reinterpret_cast(a->data), a->size, mime); + res.set_content(reinterpret_cast(a->data), a->size, a->type.c_str()); return false; }; }; - auto serve_asset_nocache = [](const std::string & name, const char * mime, bool with_isolation_headers) { - return [name, mime, with_isolation_headers](const httplib::Request & /*req*/, httplib::Response & res) { - const llama_ui_asset * a = llama_ui_find_asset(name.c_str()); + auto serve_asset_nocache = [](const std::string & name) { + return [name](const httplib::Request & /*req*/, httplib::Response & res) { + const llama_ui_asset * a = llama_ui_find_asset(name); if (!a) { res.status = 404; return false; } - if (with_isolation_headers) { - res.set_header("Cross-Origin-Embedder-Policy", "require-corp"); - res.set_header("Cross-Origin-Opener-Policy", "same-origin"); - } res.set_header("Cache-Control", "no-cache"); - res.set_content(reinterpret_cast(a->data), a->size, mime); + res.set_content(reinterpret_cast(a->data), a->size, a->type.c_str()); return false; }; }; - // Bundle files in _app/immutable/ — SvelteKit outputs them here and index.html - // and sw.js reference them via these paths (vanilla build, no plugin). - auto serve_bundle = [serve_asset_cached](const httplib::Request & req, httplib::Response & res) { - std::string path = req.path; - std::string name; - const char * mime; - if (path.rfind("/_app/immutable/bundle.", 0) == 0 && path.size() > 22) { - name = path.substr(1); // strip leading / - mime = "application/javascript; charset=utf-8"; - } else if (path.rfind("/_app/immutable/assets/bundle.", 0) == 0 && path.size() > 30) { - name = path.substr(1); // strip leading / - mime = "text/css; charset=utf-8"; + // Hashed routes: browser requests contain the build hash, assets are stored without. + auto serve_hashed = [serve_asset_cached](const std::string & name) { + return serve_asset_cached(name, false); + }; + srv->Get(params.api_prefix + R"(/_app/immutable/bundle\.[^/]+\.js)", serve_hashed("bundle.js")); + srv->Get(params.api_prefix + R"(/_app/immutable/assets/bundle\.[^/]+\.css)", serve_hashed("bundle.css")); + srv->Get(params.api_prefix + R"(/workbox-[^/]+\.js)", serve_hashed("workbox.js")); + + // SPA entry — also aliased at "/_app/version.json" (referenced by the service worker) + srv->Get(params.api_prefix + "/", serve_asset_cached ("index.html", true)); + srv->Get(params.api_prefix + "/_app/version.json", serve_asset_nocache("version.json")); + + // All remaining assets registered directly from the embedded asset table. + // PWA revalidation files (sw.js, manifest, version.json) use no-cache; + // everything else is immutable. + static const std::unordered_set no_cache_names = { + "sw.js", + "manifest.webmanifest", + "version.json", + "build.json" + }; + // index.html also accessible at /index.html (with the same isolation headers as /) + srv->Get(params.api_prefix + "/index.html", serve_asset_cached("index.html", true)); + + for (const auto & a : llama_ui_get_assets()) { + if (a.name == "index.html") continue; // served at "/" and "/index.html" above + if (no_cache_names.count(a.name)) { + srv->Get(params.api_prefix + "/" + a.name, serve_asset_nocache(a.name)); } else { - res.status = 404; - return false; + srv->Get(params.api_prefix + "/" + a.name, serve_asset_cached(a.name, false)); } - return serve_asset_cached(name, mime, false)(req, res); - }; - - // _app/ paths — vanilla SvelteKit output, index.html and sw.js reference - // bundles and version.json here directly. - srv->Get(params.api_prefix + R"(/_app/immutable/bundle\.[^/]+\.js)", serve_bundle); - srv->Get(params.api_prefix + R"(/_app/immutable/assets/bundle\.[^/]+\.css)", serve_bundle); - srv->Get(params.api_prefix + "/_app/version.json", serve_asset_cached("_app/version.json", "application/json; charset=utf-8", false)); - - auto serve_workbox = [serve_asset_cached](const httplib::Request & req, httplib::Response & res) { - std::string name = req.path.substr(1); - if (name.rfind("workbox-", 0) == 0 && name.size() > 10) { - return serve_asset_cached(name, "application/javascript; charset=utf-8", false)(req, res); - } - res.status = 404; - return false; - }; - srv->Get(params.api_prefix + R"(/workbox-[^/]+\.js)", serve_workbox); - srv->Get(params.api_prefix + R"(/sw\.js)", serve_asset_cached("sw.js", "application/javascript; charset=utf-8", false)); - srv->Get(params.api_prefix + "/manifest.webmanifest", serve_asset_cached("manifest.webmanifest", "application/manifest+json; charset=utf-8", false)); - srv->Get(params.api_prefix + "/version.json", serve_asset_cached("_app/version.json", "application/json; charset=utf-8", false)); - srv->Get(params.api_prefix + "/build.json", serve_asset_cached("build.json", "application/json; charset=utf-8", false)); - - // Finally serve index.html for all other routes (SPA fallback) - srv->Get(params.api_prefix + "/", serve_asset_cached("index.html", "text/html; charset=utf-8", true)); - srv->Get(params.api_prefix + "/favicon.ico", serve_asset_cached("favicon.ico", "image/x-icon", false)); - srv->Get(params.api_prefix + "/favicon-dark.ico", serve_asset_cached("favicon-dark.ico", "image/x-icon", false)); - srv->Get(params.api_prefix + "/favicon.svg", serve_asset_cached("favicon.svg", "image/svg+xml", false)); - srv->Get(params.api_prefix + "/favicon-dark.svg", serve_asset_cached("favicon-dark.svg", "image/svg+xml", false)); - srv->Get(params.api_prefix + "/pwa-64x64.png", serve_asset_cached("pwa-64x64.png", "image/png", false)); - srv->Get(params.api_prefix + "/pwa-192x192.png", serve_asset_cached("pwa-192x192.png", "image/png", false)); - srv->Get(params.api_prefix + "/pwa-512x512.png", serve_asset_cached("pwa-512x512.png", "image/png", false)); - srv->Get(params.api_prefix + "/maskable-icon-512x512.png", serve_asset_cached("maskable-icon-512x512.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-touch-icon-180x180.png", serve_asset_cached("apple-touch-icon-180x180.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-640x1136.png", serve_asset_cached("apple-splash-portrait-640x1136.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-1136x640.png", serve_asset_cached("apple-splash-landscape-1136x640.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-750x1334.png", serve_asset_cached("apple-splash-portrait-750x1334.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-1334x750.png", serve_asset_cached("apple-splash-landscape-1334x750.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1170x2532.png", serve_asset_cached("apple-splash-portrait-1170x2532.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2532x1170.png", serve_asset_cached("apple-splash-landscape-2532x1170.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1179x2556.png", serve_asset_cached("apple-splash-portrait-1179x2556.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2556x1179.png", serve_asset_cached("apple-splash-landscape-2556x1179.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1206x2622.png", serve_asset_cached("apple-splash-portrait-1206x2622.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2622x1206.png", serve_asset_cached("apple-splash-landscape-2622x1206.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1284x2778.png", serve_asset_cached("apple-splash-portrait-1284x2778.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2778x1284.png", serve_asset_cached("apple-splash-landscape-2778x1284.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1290x2796.png", serve_asset_cached("apple-splash-portrait-1290x2796.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2796x1290.png", serve_asset_cached("apple-splash-landscape-2796x1290.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1320x2868.png", serve_asset_cached("apple-splash-portrait-1320x2868.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2868x1320.png", serve_asset_cached("apple-splash-landscape-2868x1320.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1488x2266.png", serve_asset_cached("apple-splash-portrait-1488x2266.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2266x1488.png", serve_asset_cached("apple-splash-landscape-2266x1488.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1640x2360.png", serve_asset_cached("apple-splash-portrait-1640x2360.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2360x1640.png", serve_asset_cached("apple-splash-landscape-2360x1640.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-1668x2388.png", serve_asset_cached("apple-splash-portrait-1668x2388.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2388x1668.png", serve_asset_cached("apple-splash-landscape-2388x1668.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-2048x2732.png", serve_asset_cached("apple-splash-portrait-2048x2732.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-2732x2048.png", serve_asset_cached("apple-splash-landscape-2732x2048.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-640x1136.png", serve_asset_cached("apple-splash-portrait-dark-640x1136.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-1136x640.png", serve_asset_cached("apple-splash-landscape-dark-1136x640.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-750x1334.png", serve_asset_cached("apple-splash-portrait-dark-750x1334.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-1334x750.png", serve_asset_cached("apple-splash-landscape-dark-1334x750.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1170x2532.png", serve_asset_cached("apple-splash-portrait-dark-1170x2532.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2532x1170.png", serve_asset_cached("apple-splash-landscape-dark-2532x1170.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1179x2556.png", serve_asset_cached("apple-splash-portrait-dark-1179x2556.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2556x1179.png", serve_asset_cached("apple-splash-landscape-dark-2556x1179.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1206x2622.png", serve_asset_cached("apple-splash-portrait-dark-1206x2622.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2622x1206.png", serve_asset_cached("apple-splash-landscape-dark-2622x1206.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1284x2778.png", serve_asset_cached("apple-splash-portrait-dark-1284x2778.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2778x1284.png", serve_asset_cached("apple-splash-landscape-dark-2778x1284.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1290x2796.png", serve_asset_cached("apple-splash-portrait-dark-1290x2796.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2796x1290.png", serve_asset_cached("apple-splash-landscape-dark-2796x1290.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1320x2868.png", serve_asset_cached("apple-splash-portrait-dark-1320x2868.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2868x1320.png", serve_asset_cached("apple-splash-landscape-dark-2868x1320.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1640x2360.png", serve_asset_cached("apple-splash-portrait-dark-1640x2360.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2360x1640.png", serve_asset_cached("apple-splash-landscape-dark-2360x1640.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-1668x2388.png", serve_asset_cached("apple-splash-portrait-dark-1668x2388.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2388x1668.png", serve_asset_cached("apple-splash-landscape-dark-2388x1668.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-portrait-dark-2048x2732.png", serve_asset_cached("apple-splash-portrait-dark-2048x2732.png", "image/png", false)); - srv->Get(params.api_prefix + "/apple-splash-landscape-dark-2732x2048.png", serve_asset_cached("apple-splash-landscape-dark-2732x2048.png", "image/png", false)); - srv->Get(params.api_prefix + "/manifest.webmanifest", serve_asset_nocache("manifest.webmanifest", "application/manifest+json", false)); - srv->Get(params.api_prefix + "/sw.js", serve_asset_nocache("sw.js", "application/javascript; charset=utf-8", false)); - srv->Get(params.api_prefix + "/version.json", serve_asset_nocache("version.json", "application/json", false)); + } #endif } diff --git a/tools/ui/CMakeLists.txt b/tools/ui/CMakeLists.txt index b17f85f3b..abea13228 100644 --- a/tools/ui/CMakeLists.txt +++ b/tools/ui/CMakeLists.txt @@ -1,6 +1,6 @@ set(TARGET llama-ui) -set(LLAMA_UI_HF_BUCKET "llama-ui" CACHE STRING "Hugging Face bucket name for prebuilt UI assets") +set(LLAMA_UI_HF_BUCKET "ggml-org/llama-ui" CACHE STRING "Hugging Face bucket name for prebuilt UI assets") # Backward compat: forward old var to new one if(DEFINED LLAMA_BUILD_WEBUI) diff --git a/tools/ui/embed.cpp b/tools/ui/embed.cpp index f603b8569..24617e05f 100644 --- a/tools/ui/embed.cpp +++ b/tools/ui/embed.cpp @@ -1,16 +1,42 @@ // llama-ui-embed: generate ui.cpp / ui.h that embed UI assets as C arrays. // // Usage: -// llama-ui-embed [ ]... +// llama-ui-embed [] +// +// Embeds every regular file directly under (non-recursive). +// Without , emits an empty asset table. +#include #include +#include #include #include + +#include +#include #include #include #include -#include -#include + + +static const char * mime_from_ext(const std::string & name) { + auto ext = name.rfind('.'); + if (ext == std::string::npos) return "application/octet-stream"; + std::string e = name.substr(ext + 1); + if (e == "html") return "text/html; charset=utf-8"; + if (e == "css") return "text/css"; + if (e == "js") return "application/javascript"; + if (e == "json") return "application/json"; + if (e == "webmanifest") return "application/manifest+json"; + if (e == "svg") return "image/svg+xml"; + if (e == "png") return "image/png"; + if (e == "jpg" || + e == "jpeg") return "image/jpeg"; + if (e == "ico") return "image/x-icon"; + if (e == "woff") return "font/woff"; + if (e == "woff2") return "font/woff2"; + return "application/octet-stream"; +} // Computes FNV-1a hash of the data static uint64_t fnv_hash(const uint8_t * data, size_t len) { @@ -24,10 +50,10 @@ static uint64_t fnv_hash(const uint8_t * data, size_t len) { return hash; } -static bool read_file(const std::string & path, std::vector & out) { +static bool read_file(const std::filesystem::path & path, std::vector & out) { std::ifstream f(path, std::ios::binary | std::ios::ate); if (!f) { - fprintf(stderr, "embed: cannot open %s\n", path.c_str()); + fprintf(stderr, "embed: cannot open %s\n", path.string().c_str()); return false; } const auto sz = f.tellg(); @@ -89,70 +115,124 @@ static std::string fmt(const char * pattern, ...) { return (n > 0) ? std::string(tmp, static_cast(n)) : std::string(); } +struct asset_entry { + std::string name; + std::filesystem::path path; +}; + int main(int argc, char ** argv) { - if (argc < 3 || ((argc - 3) % 2) != 0) { - fprintf(stderr, "usage: %s [ ]...\n", argv[0]); + if (argc < 3 || argc > 4) { + fprintf(stderr, "usage: %s []\n", argv[0]); return 1; } const std::string out_cpp = argv[1]; const std::string out_h = argv[2]; - const int n_assets = (argc - 3) / 2; + + std::vector assets; + if (argc == 4) { + const std::filesystem::path dir = argv[3]; + + std::error_code ec; + std::filesystem::directory_iterator it(dir, ec); + if (ec) { + fprintf(stderr, "embed: cannot iterate %s: %s\n", argv[3], ec.message().c_str()); + return 1; + } + for (const auto & entry : it) { + if (!entry.is_regular_file()) { + continue; + } + assets.push_back({ entry.path().filename().generic_string(), entry.path() }); + } + + // directory iteration order is unspecified; sort for reproducible output + std::sort(assets.begin(), assets.end(), + [](const asset_entry & a, const asset_entry & b) { return a.name < b.name; }); + } + + const int n_assets = static_cast(assets.size()); + + if (n_assets > 0) { + bool has_index = false, has_bundle_js = false, has_bundle_css = false, has_version = false; + for (const auto & a : assets) { + if (a.name == "index.html") has_index = true; + if (a.name == "bundle.js") has_bundle_js = true; + if (a.name == "bundle.css") has_bundle_css = true; + if (a.name == "version.json") has_version = true; + } + if (!has_index || !has_bundle_js || !has_bundle_css || !has_version) { + fprintf(stderr, "embed: missing required assets (need index.html, bundle.js, bundle.css, version.json); got:\n"); + for (const auto & a : assets) { + fprintf(stderr, " %s\n", a.name.c_str()); + } + return 1; + } + } std::string h; - h += "#pragma once\n\n#include \n\n"; + h += "#pragma once\n\n#include \n#include \n\n"; if (n_assets > 0) { h += "#define LLAMA_UI_HAS_ASSETS 1\n\n"; } h += "struct llama_ui_asset {\n" - " const char * name;\n" + " std::string name;\n" " const unsigned char * data;\n" - " size_t size;\n" - " const char * etag;\n" + " std::size_t size;\n" + " std::string etag;\n" + " std::string type;\n" "};\n\n" - "const llama_ui_asset * llama_ui_find_asset(const char * name);\n"; + "const llama_ui_asset * llama_ui_find_asset(const std::string & name);\n"; + h += fmt("const std::array & llama_ui_get_assets();\n", n_assets); std::string cpp; - cpp += "#include \"ui.h\"\n\n#include \n\n"; + cpp += "#include \"ui.h\"\n\n"; if (n_assets > 0) { for (int i = 0; i < n_assets; i++) { - const char * path = argv[3 + i * 2 + 1]; std::vector bytes; - if (!read_file(path, bytes)) { + if (!read_file(assets[i].path, bytes)) { return 1; } cpp += fmt("static const unsigned char asset_%d_data[] = {", i); append_bytes_hex(cpp, bytes); const auto hash = fnv_hash(bytes.data(), bytes.size()); - cpp += fmt("};\nstatic const size_t asset_%d_size = %zu;\n", + cpp += fmt("};\nstatic const std::size_t asset_%d_size = %zu;\n", i, bytes.size()); - cpp += fmt("static const char asset_%d_etag[] = \"\\\"0x%016" PRIx64 "\\\"\";\n\n", + cpp += fmt("static const char asset_%d_etag[] = \"\\\"0x%016" PRIx64 "\\\"\";\n\n", i, hash); } - cpp += "static const llama_ui_asset g_assets[] = {\n"; + cpp += fmt("static const std::array g_assets = {{\n", n_assets); for (int i = 0; i < n_assets; i++) { - cpp += fmt(" { \"%s\", asset_%d_data, asset_%d_size, asset_%d_etag },\n", - argv[3 + i * 2], i, i, i); + const std::string & name = assets[i].name; + cpp += fmt(" { \"%s\", asset_%d_data, asset_%d_size, asset_%d_etag, \"%s\" },\n", + name.c_str(), i, i, i, mime_from_ext(name)); } - cpp += "};\n\n"; + cpp += "}};\n\n"; cpp += - "const llama_ui_asset * llama_ui_find_asset(const char * name) {\n" + "const llama_ui_asset * llama_ui_find_asset(const std::string & name) {\n" " for (const auto & a : g_assets) {\n" - " if (strcmp(a.name, name) == 0) {\n" + " if (a.name == name) {\n" " return &a;\n" " }\n" " }\n" " return nullptr;\n" "}\n"; + cpp += fmt("const std::array & llama_ui_get_assets() {\n", n_assets); + cpp += " return g_assets;\n" + "}\n"; } else { cpp += - "const llama_ui_asset * llama_ui_find_asset(const char *) {\n" + "const llama_ui_asset * llama_ui_find_asset(const std::string &) {\n" " return nullptr;\n" + "}\n" + "const std::array & llama_ui_get_assets() {\n" + " static const std::array empty{};\n" + " return empty;\n" "}\n"; } diff --git a/tools/ui/package.json b/tools/ui/package.json index 6c750431f..15dca7888 100644 --- a/tools/ui/package.json +++ b/tools/ui/package.json @@ -4,7 +4,7 @@ "version": "1.0.0", "type": "module", "scripts": { - "build": "npm run build-pwa-assets && vite build", + "build": "npm run build-pwa-assets && vite build && node scripts/post-build.js", "build-pwa-assets": "npx @vite-pwa/assets-generator --root . --config pwa-assets.config.ts && npx @vite-pwa/assets-generator --root . --config pwa-assets-dark.config.ts && node scripts/make-icons-circular.js", "dev": "bash scripts/dev.sh", "preview": "vite preview", diff --git a/tools/ui/scripts/post-build.js b/tools/ui/scripts/post-build.js new file mode 100644 index 000000000..f2e72ce89 --- /dev/null +++ b/tools/ui/scripts/post-build.js @@ -0,0 +1,40 @@ +#!/usr/bin/env node +// Post-build: copy hashed/nested assets to predictable flat names. +// No file content is modified — the C++ server handles routing hashed URLs +// to the correct stored asset at runtime. +// +// Copies: +// _app/immutable/bundle.HASH.js -> bundle.js +// _app/immutable/assets/bundle.HASH.css -> bundle.css +// workbox-HEXHASH.js -> workbox.js +// _app/version.json -> version.json + +import fs from 'fs'; +import path from 'path'; + +const outDir = process.env.LLAMA_UI_OUT_DIR ?? './dist'; + +function findOne(dir, pattern) { + const files = fs.readdirSync(dir).filter((f) => pattern.test(f)); + if (files.length === 0) throw new Error(`post-build: no file matching ${pattern} in ${dir}`); + return path.join(dir, files[0]); +} + +function copyFlat(src, destName) { + const dest = path.join(outDir, destName); + fs.copyFileSync(src, dest); + console.log(`post-build: ${path.relative(outDir, src)} -> ${destName}`); +} + +const bundleJs = findOne(path.join(outDir, '_app/immutable'), /^bundle\.[^.]+\.js$/); +const bundleCss = findOne(path.join(outDir, '_app/immutable/assets'), /^bundle\.[^.]+\.css$/); +const workbox = findOne(outDir, /^workbox-[0-9a-f]+\.js$/); + +copyFlat(bundleJs, 'bundle.js'); +copyFlat(bundleCss, 'bundle.css'); +copyFlat(workbox, 'workbox.js'); + +const versionSrc = path.join(outDir, '_app/version.json'); +if (fs.existsSync(versionSrc)) { + copyFlat(versionSrc, 'version.json'); +} diff --git a/tools/ui/scripts/vite-plugin-build-info.ts b/tools/ui/scripts/vite-plugin-build-info.ts index a2dc4acae..972ba3b66 100644 --- a/tools/ui/scripts/vite-plugin-build-info.ts +++ b/tools/ui/scripts/vite-plugin-build-info.ts @@ -23,8 +23,7 @@ export function buildInfoPlugin(): Plugin { if (processed) return; processed = true; - const buildNumber = process.env.LLAMA_BUILD_NUMBER; - if (!buildNumber) return; + const buildNumber = process.env.LLAMA_BUILD_NUMBER || 'b0000'; const outDir = resolve(OUTPUT_DIR); const indexPath = resolve(outDir, 'index.html'); From 597b6672e800c10e474bbdc53106b9b7b502fc4c Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Sat, 13 Jun 2026 14:31:41 +0200 Subject: [PATCH 15/22] ui: keep original file name and path (#24568) * ui: keep original file name and path * fix nocache --- scripts/ui-assets.cmake | 53 ++++---------------- tools/server/server-http.cpp | 70 +++----------------------- tools/ui/embed.cpp | 89 ++++++++++++++++++++++++++++------ tools/ui/package.json | 2 +- tools/ui/scripts/post-build.js | 40 --------------- 5 files changed, 92 insertions(+), 162 deletions(-) delete mode 100644 tools/ui/scripts/post-build.js diff --git a/scripts/ui-assets.cmake b/scripts/ui-assets.cmake index e5b47863e..89f22b14a 100644 --- a/scripts/ui-assets.cmake +++ b/scripts/ui-assets.cmake @@ -17,45 +17,16 @@ set(HF_ENABLED "" CACHE STRING "Whether to allow HF Bucket download (ON/O set(BUILD_UI "" CACHE STRING "Build UI via npm (ON/OFF)") set(LLAMA_UI_EMBED "" CACHE STRING "Path to llama-ui-embed helper") -# IMPORTANT: When adding PWA assets, sync: -# - tools/ui/src/lib/constants/pwa.ts (APPLE_DEVICES, PWA_MANIFEST) -# -# The HTTP server registers routes and public endpoints for every embedded asset. -set(REQUIRED_ASSETS - index.html - loading.html - manifest.webmanifest - sw.js - build.json - # post-build.js flattens and dehashes these to fixed names in the dist dir - bundle.js - bundle.css - workbox.js - version.json -) - set(DIST_DIR "${UI_BINARY_DIR}/dist") set(SRC_DIST_DIR "${UI_SOURCE_DIR}/dist") set(STAMP_FILE "${UI_BINARY_DIR}/.ui-stamp") set(UI_CPP "${UI_BINARY_DIR}/ui.cpp") set(UI_H "${UI_BINARY_DIR}/ui.h") -function(assets_present dir out_var) - set(present TRUE) - foreach(asset ${REQUIRED_ASSETS}) - if(NOT EXISTS "${dir}/${asset}") - set(present FALSE) - break() - endif() - endforeach() - set(${out_var} ${present} PARENT_SCOPE) -endfunction() - function(npm_build_should_skip out_var) set(${out_var} FALSE PARENT_SCOPE) - assets_present("${DIST_DIR}" present) - if(NOT present) + if(NOT EXISTS "${DIST_DIR}/index.html") return() endif() @@ -162,8 +133,7 @@ function(npm_build out_var) return() endif() - assets_present("${DIST_DIR}" present) - if(NOT present) + if(NOT EXISTS "${DIST_DIR}/index.html") message(STATUS "UI: npm build finished but assets missing in ${DIST_DIR}") return() endif() @@ -242,8 +212,7 @@ function(hf_download version out_var out_resolved) file(ARCHIVE_EXTRACT INPUT "${archive}" DESTINATION "${DIST_DIR}") - assets_present("${DIST_DIR}" present) - if(NOT present) + if(NOT EXISTS "${DIST_DIR}/index.html") message(STATUS "UI: archive from ${resolved} is missing required assets") continue() endif() @@ -256,11 +225,8 @@ function(hf_download version out_var out_resolved) endfunction() function(emit_files dist_dir) - assets_present("${dist_dir}" present) - set(args "${UI_CPP}" "${UI_H}") - if(present) - # llama-ui-embed embeds every top-level file in dist_dir + if(EXISTS "${dist_dir}/index.html") list(APPEND args "${dist_dir}") endif() @@ -276,8 +242,7 @@ endfunction() # --------------------------------------------------------------------------- # 1. Priority 1: pre-built assets supplied in tools/ui/dist # --------------------------------------------------------------------------- -assets_present("${SRC_DIST_DIR}" SRC_OK) -if(SRC_OK) +if(EXISTS "${SRC_DIST_DIR}/index.html") message(STATUS "UI: using pre-built assets from ${SRC_DIST_DIR}") emit_files("${SRC_DIST_DIR}") return() @@ -312,7 +277,10 @@ if(NOT provisioned AND HF_ENABLED) endif() endif() - assets_present("${DIST_DIR}" have_assets) + set(have_assets FALSE) + if(EXISTS "${DIST_DIR}/index.html") + set(have_assets TRUE) + endif() if(stamp_ok AND have_assets) message(STATUS "UI: HF stamp '${stamped}' matches version, skipping HF fetch") set(provisioned TRUE) @@ -332,8 +300,7 @@ endif() # 4. Fallback: warn about stale or missing assets, then emit whatever we have # --------------------------------------------------------------------------- if(NOT provisioned) - assets_present("${DIST_DIR}" have_assets) - if(have_assets) + if(EXISTS "${DIST_DIR}/index.html") message(WARNING "UI: provisioning failed; embedding stale assets from ${DIST_DIR}") else() message(WARNING "UI: no assets available - building without an embedded UI. " diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index bb63cc598..e79f0cbab 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -26,52 +26,6 @@ server_http_context::server_http_context() server_http_context::~server_http_context() = default; -// transform path --> asset name ; rules: -// delete "_app/" prefix -// delete hash, for ex: bundle.HCjcCZFH.css --> bundle.css -// workbox-12bd46aa.js --> workbox.js -static std::string asset_name_from_path(const std::string & path) { - // Strip leading slash - std::string s = (!path.empty() && path[0] == '/') ? path.substr(1) : path; - // Strip _app/ prefix - if (s.size() > 5 && s.compare(0, 5, "_app/") == 0) { - s = s.substr(5); - } - // Strip hash segment from filename: - // bundle.HCjcCZFH.css -> bundle.css (name.HASH.ext) - // workbox-12bd46aa.js -> workbox.js (name-HEXHASH.ext) - size_t slash = s.rfind('/'); - std::string dir = (slash != std::string::npos) ? s.substr(0, slash + 1) : ""; - std::string file = (slash != std::string::npos) ? s.substr(slash + 1) : s; - - auto is_alnum_hash = [](const std::string & h) { - if (h.size() < 6 || h.size() > 16) return false; - for (char c : h) { if (!isalnum((unsigned char)c)) return false; } - return true; - }; - auto is_hex_hash = [](const std::string & h) { - if (h.size() < 6 || h.size() > 16) return false; - for (char c : h) { if (!isxdigit((unsigned char)c)) return false; } - return true; - }; - - size_t dot1 = file.find('.'); - if (dot1 != std::string::npos) { - size_t dot2 = file.find('.', dot1 + 1); - if (dot2 != std::string::npos && is_alnum_hash(file.substr(dot1 + 1, dot2 - dot1 - 1))) { - file = file.substr(0, dot1) + file.substr(dot2); - } else { - size_t dot = file.rfind('.'); - size_t dash = file.rfind('-', dot); - if (dash != std::string::npos && is_hex_hash(file.substr(dash + 1, dot - dash - 1))) { - file = file.substr(0, dash) + file.substr(dot); - } - } - } - - return dir + file; -} - static void log_server_request(const httplib::Request & req, const httplib::Response & res) { // skip logging requests that are regularly sent, to avoid log spam if (req.path == "/health" @@ -240,9 +194,8 @@ bool server_http_context::init(const common_params & params) { return true; } - // If path is public or a UI asset (including hashed paths like /_app/bundle.XXX.js), - // skip validation - if (get_public_endpoints.count("/" + asset_name_from_path(req.path))) { + // If path is public or a UI asset, skip validation + if (get_public_endpoints.count(req.path)) { return true; } @@ -399,17 +352,9 @@ bool server_http_context::init(const common_params & params) { }; }; - // Hashed routes: browser requests contain the build hash, assets are stored without. - auto serve_hashed = [serve_asset_cached](const std::string & name) { - return serve_asset_cached(name, false); - }; - srv->Get(params.api_prefix + R"(/_app/immutable/bundle\.[^/]+\.js)", serve_hashed("bundle.js")); - srv->Get(params.api_prefix + R"(/_app/immutable/assets/bundle\.[^/]+\.css)", serve_hashed("bundle.css")); - srv->Get(params.api_prefix + R"(/workbox-[^/]+\.js)", serve_hashed("workbox.js")); - - // SPA entry — also aliased at "/_app/version.json" (referenced by the service worker) - srv->Get(params.api_prefix + "/", serve_asset_cached ("index.html", true)); - srv->Get(params.api_prefix + "/_app/version.json", serve_asset_nocache("version.json")); + // main index file + srv->Get(params.api_prefix + "/", serve_asset_cached("index.html", true)); + srv->Get(params.api_prefix + "/index.html", serve_asset_cached("index.html", true)); // All remaining assets registered directly from the embedded asset table. // PWA revalidation files (sw.js, manifest, version.json) use no-cache; @@ -417,15 +362,14 @@ bool server_http_context::init(const common_params & params) { static const std::unordered_set no_cache_names = { "sw.js", "manifest.webmanifest", - "version.json", + "_app/version.json", "build.json" }; - // index.html also accessible at /index.html (with the same isolation headers as /) - srv->Get(params.api_prefix + "/index.html", serve_asset_cached("index.html", true)); for (const auto & a : llama_ui_get_assets()) { if (a.name == "index.html") continue; // served at "/" and "/index.html" above if (no_cache_names.count(a.name)) { + SRV_DBG("serve nocache for %s\n", a.name.c_str()); srv->Get(params.api_prefix + "/" + a.name, serve_asset_nocache(a.name)); } else { srv->Get(params.api_prefix + "/" + a.name, serve_asset_cached(a.name, false)); diff --git a/tools/ui/embed.cpp b/tools/ui/embed.cpp index 24617e05f..2ca022208 100644 --- a/tools/ui/embed.cpp +++ b/tools/ui/embed.cpp @@ -3,7 +3,8 @@ // Usage: // llama-ui-embed [] // -// Embeds every regular file directly under (non-recursive). +// Recursively embeds every regular file under . +// Asset names are relative paths from (e.g. "_app/immutable/bundle.HASH.js"). // Without , emits an empty asset table. #include @@ -15,6 +16,7 @@ #include #include #include +#include #include #include @@ -103,7 +105,24 @@ static bool write_if_different(const std::string & path, const std::string & con if (!content.empty()) { out.write(content.data(), static_cast(content.size())); } - return out.good(); + bool ok = out.good(); + if (ok) { + printf("embed: write output file %s\n", path.c_str()); + } + return ok; +} + +static std::string path_basename(const std::string & name) { + const size_t p = name.rfind('/'); + return p == std::string::npos ? name : name.substr(p + 1); +} +static bool str_starts_with(const std::string & s, const char * prefix) { + const size_t n = strlen(prefix); + return s.size() >= n && s.compare(0, n, prefix) == 0; +} +static bool str_ends_with(const std::string & s, const char * suffix) { + const size_t n = strlen(suffix); + return s.size() >= n && s.compare(s.size() - n, n, suffix) == 0; } static std::string fmt(const char * pattern, ...) { @@ -128,13 +147,14 @@ int main(int argc, char ** argv) { const std::string out_cpp = argv[1]; const std::string out_h = argv[2]; + const std::string in_dir = argv[3]; std::vector assets; if (argc == 4) { - const std::filesystem::path dir = argv[3]; + const std::filesystem::path dir = in_dir; std::error_code ec; - std::filesystem::directory_iterator it(dir, ec); + std::filesystem::recursive_directory_iterator it(dir, ec); if (ec) { fprintf(stderr, "embed: cannot iterate %s: %s\n", argv[3], ec.message().c_str()); return 1; @@ -143,7 +163,9 @@ int main(int argc, char ** argv) { if (!entry.is_regular_file()) { continue; } - assets.push_back({ entry.path().filename().generic_string(), entry.path() }); + // name is the relative path from dir, with forward slashes + const std::string name = entry.path().lexically_relative(dir).generic_string(); + assets.push_back({ name, entry.path() }); } // directory iteration order is unspecified; sort for reproducible output @@ -154,18 +176,51 @@ int main(int argc, char ** argv) { const int n_assets = static_cast(assets.size()); if (n_assets > 0) { - bool has_index = false, has_bundle_js = false, has_bundle_css = false, has_version = false; + using match_fn = std::function; + auto exact = [](const char * name) -> match_fn { + return [name](const std::string & base) { return base == name; }; + }; + + struct required_check { const char * label; match_fn match; bool found; }; + required_check checks[] = { + { "index.html", exact("index.html"), false }, + { "loading.html", exact("loading.html"), false }, + { "manifest.webmanifest", exact("manifest.webmanifest"), false }, + { "sw.js", exact("sw.js"), false }, + { "build.json", exact("build.json"), false }, + { "version.json", exact("version.json"), false }, + { "bundle[hash].js", [](const std::string & b) { + return str_starts_with(b, "bundle") && str_ends_with(b, ".js"); + }, false }, + { "bundle[hash].css", [](const std::string & b) { + return str_starts_with(b, "bundle") && str_ends_with(b, ".css"); + }, false }, + { "workbox[hash].js", [](const std::string & b) { + return str_starts_with(b, "workbox") && str_ends_with(b, ".js"); + }, false }, + }; + for (const auto & a : assets) { - if (a.name == "index.html") has_index = true; - if (a.name == "bundle.js") has_bundle_js = true; - if (a.name == "bundle.css") has_bundle_css = true; - if (a.name == "version.json") has_version = true; - } - if (!has_index || !has_bundle_js || !has_bundle_css || !has_version) { - fprintf(stderr, "embed: missing required assets (need index.html, bundle.js, bundle.css, version.json); got:\n"); - for (const auto & a : assets) { - fprintf(stderr, " %s\n", a.name.c_str()); + const std::string base = path_basename(a.name); + for (auto & c : checks) { + if (!c.found) { c.found = c.match(base); } } + } + + std::vector missing; + for (const auto & c : checks) { + if (!c.found) { missing.push_back(c.label); } + } + if (!missing.empty()) { + fprintf(stderr, "\ncurrent asset files:\n"); + for (const auto & a : assets) { + fprintf(stderr, " %s\n", a.name.c_str()); + } + fprintf(stderr, "missing required asset(s):\n"); + for (const char * m : missing) { + fprintf(stderr, " %s\n", m); + } + fprintf(stderr, "hint: try cleaning your build directory: %s\n", in_dir.c_str()); return 1; } } @@ -195,6 +250,10 @@ int main(int argc, char ** argv) { if (!read_file(assets[i].path, bytes)) { return 1; } + if (bytes.empty()) { + fprintf(stderr, "embed: empty file: %s\n", assets[i].path.generic_string().c_str()); + return 1; + } cpp += fmt("static const unsigned char asset_%d_data[] = {", i); append_bytes_hex(cpp, bytes); const auto hash = fnv_hash(bytes.data(), bytes.size()); diff --git a/tools/ui/package.json b/tools/ui/package.json index 15dca7888..6c750431f 100644 --- a/tools/ui/package.json +++ b/tools/ui/package.json @@ -4,7 +4,7 @@ "version": "1.0.0", "type": "module", "scripts": { - "build": "npm run build-pwa-assets && vite build && node scripts/post-build.js", + "build": "npm run build-pwa-assets && vite build", "build-pwa-assets": "npx @vite-pwa/assets-generator --root . --config pwa-assets.config.ts && npx @vite-pwa/assets-generator --root . --config pwa-assets-dark.config.ts && node scripts/make-icons-circular.js", "dev": "bash scripts/dev.sh", "preview": "vite preview", diff --git a/tools/ui/scripts/post-build.js b/tools/ui/scripts/post-build.js deleted file mode 100644 index f2e72ce89..000000000 --- a/tools/ui/scripts/post-build.js +++ /dev/null @@ -1,40 +0,0 @@ -#!/usr/bin/env node -// Post-build: copy hashed/nested assets to predictable flat names. -// No file content is modified — the C++ server handles routing hashed URLs -// to the correct stored asset at runtime. -// -// Copies: -// _app/immutable/bundle.HASH.js -> bundle.js -// _app/immutable/assets/bundle.HASH.css -> bundle.css -// workbox-HEXHASH.js -> workbox.js -// _app/version.json -> version.json - -import fs from 'fs'; -import path from 'path'; - -const outDir = process.env.LLAMA_UI_OUT_DIR ?? './dist'; - -function findOne(dir, pattern) { - const files = fs.readdirSync(dir).filter((f) => pattern.test(f)); - if (files.length === 0) throw new Error(`post-build: no file matching ${pattern} in ${dir}`); - return path.join(dir, files[0]); -} - -function copyFlat(src, destName) { - const dest = path.join(outDir, destName); - fs.copyFileSync(src, dest); - console.log(`post-build: ${path.relative(outDir, src)} -> ${destName}`); -} - -const bundleJs = findOne(path.join(outDir, '_app/immutable'), /^bundle\.[^.]+\.js$/); -const bundleCss = findOne(path.join(outDir, '_app/immutable/assets'), /^bundle\.[^.]+\.css$/); -const workbox = findOne(outDir, /^workbox-[0-9a-f]+\.js$/); - -copyFlat(bundleJs, 'bundle.js'); -copyFlat(bundleCss, 'bundle.css'); -copyFlat(workbox, 'workbox.js'); - -const versionSrc = path.join(outDir, '_app/version.json'); -if (fs.existsSync(versionSrc)) { - copyFlat(versionSrc, 'version.json'); -} From 1a7718b4c57227a6c6187a2359c883c4d3089936 Mon Sep 17 00:00:00 2001 From: Jeff Bolz Date: Sat, 13 Jun 2026 08:44:15 -0500 Subject: [PATCH 16/22] vulkan: support non-contig unary/glu ops (#24215) * vulkan: support non-contig unary/glu ops Change unary/glu ops to pass in all strides and use fastdiv for the index calculation. Put all unary ops in one file, similar to glu, to share the code. codex went ahead and added expm1 without me asking, but I had to make it do a real precision analysis rather than just making stuff up. unary.comp initially couldn't use generic_unary_head because there wasn't space for xielu's additional constants. Fixing this required packing the fastdiv 'L' values. * attempt to workaround compiler bug * resolve conflict from #23991 * use expm1 --- docs/ops.md | 62 +- docs/ops/Vulkan.csv | 11353 ++++++++++------ ggml/src/ggml-vulkan/ggml-vulkan.cpp | 163 +- ggml/src/ggml-vulkan/vulkan-shaders/abs.comp | 21 - ggml/src/ggml-vulkan/vulkan-shaders/ceil.comp | 22 - ggml/src/ggml-vulkan/vulkan-shaders/diag.comp | 6 +- ggml/src/ggml-vulkan/vulkan-shaders/elu.comp | 27 - ggml/src/ggml-vulkan/vulkan-shaders/exp.comp | 20 - .../src/ggml-vulkan/vulkan-shaders/floor.comp | 22 - ggml/src/ggml-vulkan/vulkan-shaders/gelu.comp | 25 - .../ggml-vulkan/vulkan-shaders/gelu_erf.comp | 39 - .../vulkan-shaders/gelu_quick.comp | 23 - .../vulkan-shaders/generic_unary_head.glsl | 40 +- .../ggml-vulkan/vulkan-shaders/glu_head.glsl | 27 +- .../ggml-vulkan/vulkan-shaders/glu_main.glsl | 32 +- .../vulkan-shaders/hardsigmoid.comp | 22 - .../ggml-vulkan/vulkan-shaders/hardswish.comp | 22 - ggml/src/ggml-vulkan/vulkan-shaders/neg.comp | 20 - ggml/src/ggml-vulkan/vulkan-shaders/relu.comp | 21 - .../vulkan-shaders/repeat_back.comp | 6 +- ggml/src/ggml-vulkan/vulkan-shaders/roll.comp | 6 +- .../src/ggml-vulkan/vulkan-shaders/round.comp | 29 - ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp | 21 - .../ggml-vulkan/vulkan-shaders/sigmoid.comp | 20 - ggml/src/ggml-vulkan/vulkan-shaders/silu.comp | 22 - .../ggml-vulkan/vulkan-shaders/softplus.comp | 23 - ggml/src/ggml-vulkan/vulkan-shaders/step.comp | 22 - ggml/src/ggml-vulkan/vulkan-shaders/tanh.comp | 20 - ggml/src/ggml-vulkan/vulkan-shaders/tri.comp | 6 +- .../src/ggml-vulkan/vulkan-shaders/trunc.comp | 22 - .../src/ggml-vulkan/vulkan-shaders/unary.comp | 144 + .../vulkan-shaders/vulkan-shaders-gen.cpp | 86 +- .../src/ggml-vulkan/vulkan-shaders/xielu.comp | 35 - 33 files changed, 7553 insertions(+), 4876 deletions(-) delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/abs.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/ceil.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/elu.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/exp.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/floor.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/gelu.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/gelu_erf.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/gelu_quick.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/hardsigmoid.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/hardswish.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/neg.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/relu.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/round.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/sigmoid.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/silu.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/softplus.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/step.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/tanh.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/trunc.comp create mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/unary.comp delete mode 100644 ggml/src/ggml-vulkan/vulkan-shaders/xielu.comp diff --git a/docs/ops.md b/docs/ops.md index 9ef5478de..9bf4c8f31 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -14,15 +14,15 @@ Legend: | Operation | BLAS | CANN | CPU | CUDA | MTL | OpenCL | SYCL | Vulkan | WebGPU | ZenDNN | zDNN | |-----------|------|------|------|------|------|------|------|------|------|------|------| -| ABS | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| ABS | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | | ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | -| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | -| CEIL | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| CEIL | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | CLAMP | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ | | CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | | CONT | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ❌ | ❌ | @@ -41,25 +41,25 @@ Legend: | DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | | DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | -| ELU | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| EXP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| EXPM1 | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | +| ELU | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| EXP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| EXPM1 | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | | FILL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | -| FLOOR | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | +| FLOOR | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | +| GATED_DELTA_NET | ❌ | ❌ | ✅ | ❌ | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | GATED_LINEAR_ATTN | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | -| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| GEGLU_ERF | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| GEGLU_QUICK | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| GELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| GELU_ERF | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| GELU_QUICK | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | | GET_ROWS | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ❌ | ❌ | | GET_ROWS_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | GROUP_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | -| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| HARDSIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| HARDSWISH | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | IM2COL | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | IM2COL_3D | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | L2_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | @@ -68,9 +68,9 @@ Legend: | MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | -| MUL_MAT_HADAMARD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | +| MUL_MAT_HADAMARD | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | ❌ | -| NEG | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| NEG | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | @@ -79,27 +79,27 @@ Legend: | PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | | POOL_1D | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| RELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| RELU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| REPEAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | | REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | RMS_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROLL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROPE | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| ROUND | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| ROUND | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | | RWKV_WKV6 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | RWKV_WKV7 | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | SCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SET | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | | SET_ROWS | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | -| SGN | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SILU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SGN | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | +| SIGMOID | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| SILU | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | | SILU_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | SIN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | | SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | @@ -107,16 +107,16 @@ Legend: | SQRT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | | SSM_CONV | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | -| STEP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| STEP | ❌ | ✅ | ✅ | 🟡 | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | | SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SUM | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | 🟡 | ❌ | ❌ | | SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | -| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| TANH | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | +| SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | +| TANH | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | | TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | -| TRUNC | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | 🟡 | ✅ | ❌ | ❌ | +| TRUNC | ❌ | ❌ | ✅ | 🟡 | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | | UPSCALE | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | | XIELU | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | diff --git a/docs/ops/Vulkan.csv b/docs/ops/Vulkan.csv index e69315496..3aa7976a2 100644 --- a/docs/ops/Vulkan.csv +++ b/docs/ops/Vulkan.csv @@ -27,8 +27,8 @@ "Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -41,48 +41,48 @@ "Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","STEP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","STEP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","TANH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","TANH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","RELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","RELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_QUICK","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_QUICK","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SILU","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SILU","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -111,8 +111,8 @@ "Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" @@ -125,48 +125,48 @@ "Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","Vulkan" "Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","Vulkan" -"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" -"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","Vulkan" -"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","Vulkan" +"Vulkan0","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SGN","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","NEG","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","STEP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","STEP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","TANH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","TANH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","RELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","RELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_QUICK","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_QUICK","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SILU","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SILU","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSWISH","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","EXP","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","EXPM1","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","FLOOR","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","CEIL","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","ROUND","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[128,2,2,2],v=1","support","1","yes","Vulkan" +"Vulkan0","TRUNC","type=f32,ne_a=[5,7,11,13],v=1","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan" @@ -197,36 +197,36 @@ "Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Vulkan" "Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=0,split","support","1","yes","Vulkan" "Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=0,split","support","1","yes","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f16,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=0,swapped=0","support","1","yes","Vulkan" "Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=0,swapped=1","support","1","yes","Vulkan" @@ -257,44 +257,44 @@ "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,swapped=1","support","1","yes","Vulkan" "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=0,split","support","1","yes","Vulkan" "Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=0,split","support","1","yes","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","0","no","Vulkan" -"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","0","no","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","REGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","SWIGLU","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_ERF","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=0","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,swapped=1","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[128,2,2,2],v=1,split","support","1","yes","Vulkan" +"Vulkan0","GEGLU_QUICK","type=f32,ne_a=[5,7,11,13],v=1,split","support","1","yes","Vulkan" "Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=2.000000","support","1","yes","Vulkan" "Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=0.500000,limit=7.000000","support","1","yes","Vulkan" "Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=2.000000","support","1","yes","Vulkan" "Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=0,alpha=1.702000,limit=7.000000","support","1","yes","Vulkan" -"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","0","no","Vulkan" -"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","0","no","Vulkan" -"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","0","no","Vulkan" -"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","0","no","Vulkan" +"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=2.000000","support","1","yes","Vulkan" +"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=0.500000,limit=7.000000","support","1","yes","Vulkan" +"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=2.000000","support","1","yes","Vulkan" +"Vulkan0","SWIGLU_OAI","type=f32,ne_a=[128,2,2,2],v=1,alpha=1.702000,limit=7.000000","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=f32,n=76800,m=5,r=4,be1=1,be2=2,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=f32,n=256,m=80000,r=70000,be1=2,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=f32,n=256,m=5,r=4,be1=700,be2=100,v=0","support","1","yes","Vulkan" @@ -334,10 +334,18 @@ "Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=q8_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=q1_0,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=mxfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" +"Vulkan0","GET_ROWS","type=nvfp4,n=256,m=5,r=4,be1=7,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=0","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=1,be2=1,v=1","support","1","yes","Vulkan" "Vulkan0","GET_ROWS","type=q2_K,n=256,m=5,r=4,be1=7,be2=1,v=0","support","1","yes","Vulkan" @@ -415,8 +423,12 @@ "Vulkan0","GET_ROWS_BACK","type=q5_1,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=q8_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" +"Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" +"Vulkan0","GET_ROWS_BACK","type=q1_0,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=mxfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" +"Vulkan0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" +"Vulkan0","GET_ROWS_BACK","type=nvfp4,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=q2_K,n=256,m=5,r=4,b=1,v=1","support","0","no","Vulkan" "Vulkan0","GET_ROWS_BACK","type=q3_K,n=256,m=5,r=4,b=1,v=0","support","0","no","Vulkan" @@ -570,6 +582,18 @@ "Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan" "Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan" "Vulkan0","SET_ROWS","type=q8_0,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,1,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=0","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","1","yes","Vulkan" +"Vulkan0","SET_ROWS","type=q1_0,type_idx=i64,ne=[384,3,7,1],nr23=[2,3],r=2,v=1","support","1","yes","Vulkan" "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan" @@ -582,6 +606,18 @@ "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=mxfp4,type_idx=i64,ne=[96,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,1,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,5,7,3],nr23=[1,1],r=1,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[256,11,1,7],nr23=[2,3],r=7,v=1","support","0","no","Vulkan" +"Vulkan0","SET_ROWS","type=nvfp4,type_idx=i64,ne=[192,3,7,1],nr23=[2,3],r=2,v=1","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,5,1,3],nr23=[1,1],r=1,v=0","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[256,11,1,1],nr23=[2,3],r=7,v=0","support","0","no","Vulkan" "Vulkan0","SET_ROWS","type=q2_K,type_idx=i64,ne=[768,3,1,1],nr23=[2,3],r=2,v=0","support","0","no","Vulkan" @@ -1014,6 +1050,8 @@ "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[12,12,2,2560],ne_kernel=[3,3,2,2560],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[5,5,1,32],ne_kernel=[3,4,1,32],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[2,2,1536,729],ne_kernel=[2,2,1536,4096],s0=1,s1=1,p0=0,p1=0,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" +"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,1,2],ne_kernel=[32,33,1,2],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" +"Vulkan0","IM2COL","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[128,128,2,1],ne_kernel=[33,34,2,1],s0=1,s1=1,p0=1,p1=1,d0=1,d1=1,is_2D=1","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f32,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f32,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" "Vulkan0","IM2COL_3D","type_input=f32,type_kernel=f16,dst_type=f16,ne_input=[10,10,10,9],ne_kernel=[3,3,3,1],IC=3,s0=1,s1=1,s2=1,p0=1,p1=1,p2=1,d0=1,d1=1,d2=1,v=0","support","1","yes","Vulkan" @@ -5011,9 +5049,12 @@ "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,2,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[3,2,1,1],ne_kernel=[3,1,2,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" "Vulkan0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","Vulkan" -"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan" -"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan" -"Vulkan0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f32,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","Vulkan" +"Vulkan0","CONV_TRANSPOSE_2D","kernel_type=f16,ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","Vulkan" "Vulkan0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","Vulkan" "Vulkan0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","Vulkan" @@ -5029,14 +5070,14 @@ "Vulkan0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,2,1]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=i32,ne=[10,5,4,1],nr=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","0","no","Vulkan" +"Vulkan0","REPEAT","type=i16,ne=[10,5,4,1],nr=[1,1,1,2]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,1]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,2,1,1]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,2,1]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=f32,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan" "Vulkan0","REPEAT","type=i32,ne=[10,5,4,3],nr=[2,1,1,1]","support","1","yes","Vulkan" -"Vulkan0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","0","no","Vulkan" +"Vulkan0","REPEAT","type=i16,ne=[10,5,4,3],nr=[1,1,1,2]","support","1","yes","Vulkan" "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,1,1,1],v=0","support","1","yes","Vulkan" "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[2,1,1,1],v=0","support","1","yes","Vulkan" "Vulkan0","REPEAT_BACK","type=f32,ne=[8,6,4,2],nr=[1,2,1,1],v=0","support","1","yes","Vulkan" @@ -5069,415 +5110,547 @@ "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=2,inplace=1","support","1","yes","Vulkan" "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=0","support","1","yes","Vulkan" "Vulkan0","SET","type_src=i32,type_dst=i32,ne=[6,5,4,3],dim=3,inplace=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=q4_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=q4_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=q5_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=q5_1,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=q8_0,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=mxfp4,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=q2_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=q3_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=q4_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=q5_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=q6_K,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=iq2_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=iq2_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=iq2_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=iq3_xxs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=iq1_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=iq1_m,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[32,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[64,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=iq4_nl,ne=[96,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=iq3_s,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[512,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=iq4_xs,ne=[768,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=bf16,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_1,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q8_0,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=mxfp4,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q2_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q3_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q4_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q5_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=q6_K,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq2_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq3_xxs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq1_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq1_m,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq4_nl,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq3_s,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=iq4_xs,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q4_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q5_1,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=q8_0,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=mxfp4,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q2_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q3_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q4_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q5_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=q6_K,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq2_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_xxs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq1_m,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq4_nl,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq3_s,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,4,4,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=iq4_xs,type_dst=f32,ne=[256,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","0","no","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f16,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=i32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=i32,type_dst=f32,ne=[256,2,3,4],permute_src=[1,0,2,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,3,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,3,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" -"Vulkan0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f32,type_dst=f32,ne_src=[3,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[1,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[2,2,3,4],permute_src=[0,3,1,2],permute_dst=[0,2,1,3],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[3,2,3,4],permute_src=[0,2,1,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" 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+"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,3,7,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,3,7],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,5,7,3],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,3,5],ne_dst=[32,7,5,3],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" +"Vulkan0","CPY","type_src=f16,type_dst=f16,ne_src=[32,7,5,3],ne_dst=[3,5,7,32],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","Vulkan" "Vulkan0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","Vulkan" @@ -5514,368 +5687,366 @@ "Vulkan0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","Vulkan" "Vulkan0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f16,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[1,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,3],nr=[2,2,2,2],nf=1,perm1=1","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,6],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[10,5,4,5],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,120,120],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,4,320],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,65536,1],nr=[256,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,16,16,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,16,16,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1280,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[16,16,1280,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,2560,1],nr=[16,16,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1280,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,1920,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0","support","1","yes","Vulkan" -"Vulkan0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" 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+"Vulkan0","DIV","type=f16,ne=[1,1,1,1],nr=[32,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[1,1,320,320],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,1,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,1],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[2,1,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,2,1,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,2,1],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f16,ne=[10,5,4,3],nr=[1,1,1,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f16,ne=[10,5,4,3],nr=[1,1,2,2],nf=1,perm1=1,src_overlap=0","support","1","yes","Vulkan" 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+"Vulkan0","MUL","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[1,1,640,1],nr=[32,32,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[5120,1,1,1],nr=[1,256,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[640,1,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","ADD","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SUB","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" +"Vulkan0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1,perm1=0,src_overlap=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","Vulkan" "Vulkan0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","Vulkan" @@ -5937,6 +6108,20 @@ "Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=0.100000","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=0","support","1","yes","Vulkan" "Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=0.100000,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[64,5,4,3],eps=10.000000","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[64,5,4,3],eps=10.000000,v=1","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=0,eps=10.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000","support","0","no","Vulkan" +"Vulkan0","RMS_NORM","type=f32,ne=[1025,5,4,3],v=1,eps=10.000000,inplace=0","support","1","yes","Vulkan" +"Vulkan0","RMS_NORM_BACK","type=f32,ne=[1025,5,4,3],eps=10.000000","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=0","support","1","yes","Vulkan" +"Vulkan0","L2_NORM","type=f32,ne=[1025,5,4,3],eps=10.000000,v=1","support","1","yes","Vulkan" "Vulkan0","RMS_NORM","type=f32,ne=[64,5,4,3],v=0,eps=0.000001,inplace=1","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[3,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[6,1024,1,1],ne_b=[3,1024,1,1]","support","1","yes","Vulkan" @@ -5983,9 +6168,10 @@ "Vulkan0","SSM_CONV","type=f32,ne_a=[9,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,1,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" "Vulkan0","SSM_CONV","type=f32,ne_a=[72,2048,4,1],ne_b=[9,2048,1,1]","support","1","yes","Vulkan" -"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan" -"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" -"Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" +"Vulkan0","SSM_SCAN","type=f32,d_state=16,head_dim=1,n_head=1024,n_group=1,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","0","no","Vulkan" +"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=64,n_head=16,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SSM_SCAN","type=f32,d_state=256,head_dim=64,n_head=8,n_group=2,n_seq_tokens=32,n_seqs=4,xbc_overlap=0","support","1","yes","Vulkan" +"Vulkan0","SSM_SCAN","type=f32,d_state=128,head_dim=128,n_head=4,n_group=4,n_seq_tokens=16,n_seqs=2,xbc_overlap=1","support","1","yes","Vulkan" "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=1,n_seqs=1","support","1","yes","Vulkan" "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","1","yes","Vulkan" "Vulkan0","RWKV_WKV6","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","1","yes","Vulkan" @@ -5998,6 +6184,12 @@ "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=1","support","0","no","Vulkan" "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=32,n_seqs=4","support","0","no","Vulkan" "Vulkan0","GATED_LINEAR_ATTN","type=f32,head_count=32,head_size=64,n_seq_tokens=128,n_seqs=4","support","0","no","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=64,n=1,k=64,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=256,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=512,n=1,k=512,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=32,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_HADAMARD","type_a=f32,type_b=f32,m=128,n=4,k=128,bs=[2,3],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6070,6 +6262,15 @@ "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6079,6 +6280,15 @@ "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=4,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=5,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=6,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=7,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=9,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=2,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=3,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6499,6 +6709,68 @@ "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" 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+"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[3,2],nr=[2,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","0","no","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=1,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[2,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,2],per=[0,1,2,3],k_v=0,o=1","support","0","no","Vulkan" @@ -6809,6 +7143,15 @@ "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=16,k=1024,bs=[3,2],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=iq2_xxs,type_b=f16,m=16,n=8,k=256,bs=[1536,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=1,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=8,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,1,3,2],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=bf16,type_b=f32,m=16,n=16,k=256,bs=[2,3],nr=[1,1],per=[0,3,2,1],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6817,6 +7160,8 @@ "Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=32,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=128,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q5_K,type_b=f32,m=16,n=1,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6841,10 +7186,6 @@ "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=193,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=1056,n=1,k=67,bs=[1,1],nr=[4,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=64,n=77,k=77,bs=[12,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=3,k=4,bs=[128,1024],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,2,1,3],k_v=0,o=1","support","1","yes","Vulkan" -"Vulkan0","MUL_MAT","type_a=f16,type_b=f32,m=2,n=1,k=3,bs=[131072,1],nr=[1,1],per=[0,1,2,3],k_v=64,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=576,n=512,k=576,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_0,type_b=f32,m=1,n=2048,k=8192,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=f32,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -6855,7 +7196,9 @@ "Vulkan0","MUL_MAT","type_a=q5_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q5_1,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q8_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=q1_0,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=mxfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT","type_a=nvfp4,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q2_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q3_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" "Vulkan0","MUL_MAT","type_a=q4_K,type_b=f32,m=1,n=64,k=256,bs=[1,1],nr=[1,1],per=[0,1,2,3],k_v=0,o=1","support","1","yes","Vulkan" @@ -7479,6 +7822,78 @@ "Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=17,k=256","support","1","yes","Vulkan" "Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=32,k=256","support","1","yes","Vulkan" "Vulkan0","MUL_MAT_ID","type_a=q8_0,type_b=f32,n_mats=8,n_used=4,b=1,m=512,n=129,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=1,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=4,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=5,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=17,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=32,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=0,m=512,n=129,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=1,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=4,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=5,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=17,k=256","support","1","yes","Vulkan" +"Vulkan0","MUL_MAT_ID","type_a=q1_0,type_b=f32,n_mats=4,n_used=1,b=1,m=512,n=32,k=256","support","1","yes","Vulkan" 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+"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,1],nr=[2,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[1,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[1,3],nr=[2,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[1,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,1],nr=[2,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=nvfp4,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan" "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[1,2],trans_b=0","support","0","no","Vulkan" "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f32,m=256,n=1,k=1,bs=[1,1],nr=[2,1],trans_b=0","support","0","no","Vulkan" @@ -8897,6 +9642,10 @@ "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[1,2],trans_b=0","support","0","no","Vulkan" "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,1],trans_b=0","support","0","no","Vulkan" "Vulkan0","OUT_PROD","type_a=iq2_xxs,type_b=f16,m=256,n=16,k=16,bs=[3,3],nr=[2,2],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[1,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[8,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[16,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" +"Vulkan0","OUT_PROD","type_a=f32,type_b=f32,m=256,n=16,k=16,bs=[32,1],nr=[1,1],trans_b=0","support","0","no","Vulkan" "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=1","support","1","yes","Vulkan" "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=32","support","1","yes","Vulkan" "Vulkan0","ADD_ID","type_a=f32,type_b=f32,n_embd=32,n_experts=4,n_experts_used=1,n_token=129","support","1","yes","Vulkan" @@ -9316,6 +10065,11 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9370,126 +10124,281 @@ "Vulkan0","ROPE","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" 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"Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" 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+"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" @@ -9544,6 +10453,11 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,40,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,52,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" @@ -9598,126 +10512,281 @@ "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,16,2,1],n_dims=128,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[16,16,8192,1],n_dims=16,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" 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"Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" 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+"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.000000,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.000000,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" 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"Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.000000,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f32,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f32,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=0,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE_BACK","type=f16,ne_a=[64,128,2,1],n_dims=64,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=1,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=2,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=8,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=40,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" +"Vulkan0","ROPE_BACK","type=f16,ne_a=[36,16,2457,1],n_dims=36,mode=24,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=1,v=2,inplace=0","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=0,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,1],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" "Vulkan0","ROPE","type=f32,ne_a=[128,32,2,3],n_dims=128,mode=0,n_ctx=512,fs=1.424500,ef=0.746500,af=1.424500,ff=0,v=1,inplace=1","support","1","yes","Vulkan" @@ -9853,10 +10922,12 @@ "Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1025,256,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2048,512,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","Vulkan" @@ -9900,10 +10971,12 @@ "Vulkan0","ARGSORT","type=f32,ne=[1023,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1024,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[1025,2,1,3],order=1","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[1025,256,1,1],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2047,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2048,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2049,2,1,3],order=1","support","1","yes","Vulkan" "Vulkan0","ARGSORT","type=f32,ne=[2,8,8192,1],order=1","support","1","yes","Vulkan" +"Vulkan0","ARGSORT","type=f32,ne=[2048,512,1,1],order=1","support","1","yes","Vulkan" "Vulkan0","TOP_K","type=f32,ne=[1,1,1,1],k=1,ties=0","support","1","yes","Vulkan" "Vulkan0","TOP_K","type=f32,ne=[12,1,2,1],k=1,ties=0","support","1","yes","Vulkan" "Vulkan0","TOP_K","type=f32,ne=[2,1,1,1],k=1,ties=0","support","1","yes","Vulkan" @@ -10267,6 +11340,19 @@ "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,tfrm=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1024,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1024,2,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1024,16,1,1],pad_0=0,pad_1=1,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1023,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1023,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1025,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[1025,8,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[2048,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[2048,4,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[2049,1,1,1],pad_0=1,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=100,pad_1=0,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[100,1,1,1],pad_0=0,pad_1=100,circular=0","support","1","yes","Vulkan" +"Vulkan0","PAD","type=f32,ne_a=[100,100,1,1],pad_0=50,pad_1=50,circular=0","support","1","yes","Vulkan" "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","0","no","Vulkan" "Vulkan0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","Vulkan" @@ -10290,6 +11376,9 @@ "Vulkan0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","Vulkan" "Vulkan0","CUMSUM","type=f32,ne=[20481,4,1,1]","support","1","yes","Vulkan" "Vulkan0","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","XIELU","type=f16,ne=[10,5,4,3]","support","1","yes","Vulkan" +"Vulkan0","XIELU","type=f32,ne=[512,16,1,1]","support","1","yes","Vulkan" +"Vulkan0","XIELU","type=f16,ne=[512,16,1,1]","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","Vulkan" "Vulkan0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","Vulkan" @@ -10337,3270 +11426,5142 @@ "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=0","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,tfrm=2,circular=1","support","1","yes","Vulkan" "Vulkan0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,tfrm=2,circular=1","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,1],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=113,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,3],kv=1024,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=3,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=32,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[4,3],kv=512,nb=75,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,2,1,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=3,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" -"Vulkan0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=32,mask=1,sinks=1,max_bias=8.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","Vulkan" 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"Vulkan0","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" "Vulkan0","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","1","yes","Vulkan" -"Vulkan0","GATED_DELTA_NET","type=f32,head_count=32,head_size=128,n_seq_tokens=1,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" -"Vulkan0","GATED_DELTA_NET","type=f32,head_count=16,head_size=64,n_seq_tokens=1,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" -"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=1,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" -"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=4,n_seqs=2,v_repeat=1,permuted=0,kda=0","support","0","no","Vulkan" -"Vulkan0","GATED_DELTA_NET","type=f32,head_count=8,head_size=32,n_seq_tokens=4,n_seqs=2,v_repeat=2,permuted=0,kda=0","support","0","no","Vulkan" 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+"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=32,n_seq_tokens=8,n_seqs=1,v_repeat=1,permuted=0,kda=0,K=3","support","1","yes","Vulkan" +"Vulkan0","GATED_DELTA_NET","type=f32,head_count=4,head_size=64,n_seq_tokens=16,n_seqs=2,v_repeat=1,permuted=0,kda=0,K=4","support","1","yes","Vulkan" diff --git a/ggml/src/ggml-vulkan/ggml-vulkan.cpp b/ggml/src/ggml-vulkan/ggml-vulkan.cpp index b0ad81123..5ab19a7d2 100644 --- a/ggml/src/ggml-vulkan/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan/ggml-vulkan.cpp @@ -833,6 +833,7 @@ struct vk_device_struct { // [src/dst 0=fp32,1=fp16] vk_pipeline pipeline_exp[2]; + vk_pipeline pipeline_expm1[2]; vk_pipeline pipeline_elu[2]; vk_pipeline pipeline_gelu[2]; vk_pipeline pipeline_gelu_erf[2]; @@ -1202,30 +1203,35 @@ struct vk_op_glu_push_constants { uint32_t mode; // 0: default, 1: swapped, 2: split float alpha; // for swiglu_oai float limit; + uint32_t nb00; uint32_t nb01; uint32_t nb02; uint32_t nb03; - uint32_t ne01; - uint32_t ne02; + uint32_t nb10; uint32_t nb11; uint32_t nb12; uint32_t nb13; - uint32_t ne11; - uint32_t ne12; + uint32_t nb20; + uint32_t nb21; + uint32_t nb22; + uint32_t nb23; + uint32_t ne21; + uint32_t ne22; + uint32_t misalign_offsets; + uint32_t ne2_012mp; uint32_t ne2_012L; + uint32_t ne2_01mp; uint32_t ne2_01L; + uint32_t ne2_0mp; uint32_t ne2_0L; }; +static_assert(sizeof(vk_op_glu_push_constants) <= 128, "sizeof(vk_op_glu_push_constants) must be <= 128"); struct vk_op_unary_push_constants { uint32_t ne; uint32_t ne00; uint32_t ne01; uint32_t ne02; uint32_t ne03; uint32_t nb00; uint32_t nb01; uint32_t nb02; uint32_t nb03; uint32_t ne10; uint32_t ne11; uint32_t ne12; uint32_t ne13; uint32_t nb10; uint32_t nb11; uint32_t nb12; uint32_t nb13; uint32_t misalign_offsets; - float param1; float param2; - uint32_t ne0_012mp; uint32_t ne0_012L; - uint32_t ne0_01mp; uint32_t ne0_01L; - uint32_t ne0_0mp; uint32_t ne0_0L; - uint32_t ne1_012mp; uint32_t ne1_012L; - uint32_t ne1_01mp; uint32_t ne1_01L; - uint32_t ne1_0mp; uint32_t ne1_0L; + float param1; float param2; float param3; float param4; + uint32_t ne0_012mp; uint32_t ne0_01mp; uint32_t ne0_0mp; uint32_t ne0_Ls; + uint32_t ne1_012mp; uint32_t ne1_01mp; uint32_t ne1_0mp; uint32_t ne1_Ls; }; static_assert(sizeof(vk_op_unary_push_constants) <= 128, "sizeof(vk_op_unary_push_constants) must be <= 128"); @@ -1330,6 +1336,10 @@ static void init_fastdiv_values(uint32_t d, uint32_t &mp, uint32_t &L) mp = (uint32_t)((uint64_t{1} << 32) * ((uint64_t{1} << L) - d) / d + 1); } +static uint32_t pack_fastdiv_L(uint32_t L0, uint32_t L1, uint32_t L2) { + return L0 | (L1 << 8) | (L2 << 16); +} + template void init_pushconst_fastdiv(T &p) { GGML_UNUSED(p); static_assert(!std::is_const::value, "unexpected type"); @@ -1337,12 +1347,29 @@ template void init_pushconst_fastdiv(T &p) { template <> void init_pushconst_fastdiv(vk_op_unary_push_constants &p) { // Compute magic values to divide by these six numbers. - init_fastdiv_values(p.ne02*p.ne01*p.ne00, p.ne0_012mp, p.ne0_012L); - init_fastdiv_values(p.ne01*p.ne00, p.ne0_01mp, p.ne0_01L); - init_fastdiv_values(p.ne00, p.ne0_0mp, p.ne0_0L); - init_fastdiv_values(p.ne12*p.ne11*p.ne10, p.ne1_012mp, p.ne1_012L); - init_fastdiv_values(p.ne11*p.ne10, p.ne1_01mp, p.ne1_01L); - init_fastdiv_values(p.ne10, p.ne1_0mp, p.ne1_0L); + uint32_t ne0_012L; + uint32_t ne0_01L; + uint32_t ne0_0L; + uint32_t ne1_012L; + uint32_t ne1_01L; + uint32_t ne1_0L; + + init_fastdiv_values(p.ne02*p.ne01*p.ne00, p.ne0_012mp, ne0_012L); + init_fastdiv_values(p.ne01*p.ne00, p.ne0_01mp, ne0_01L); + init_fastdiv_values(p.ne00, p.ne0_0mp, ne0_0L); + init_fastdiv_values(p.ne12*p.ne11*p.ne10, p.ne1_012mp, ne1_012L); + init_fastdiv_values(p.ne11*p.ne10, p.ne1_01mp, ne1_01L); + init_fastdiv_values(p.ne10, p.ne1_0mp, ne1_0L); + + p.ne0_Ls = pack_fastdiv_L(ne0_012L, ne0_01L, ne0_0L); + p.ne1_Ls = pack_fastdiv_L(ne1_012L, ne1_01L, ne1_0L); +} + +template <> void init_pushconst_fastdiv(vk_op_glu_push_constants &p) { + // GLU linearizes over dst, then uses dst coordinates for src0/src1. + init_fastdiv_values(p.ne22*p.ne21*p.ne20, p.ne2_012mp, p.ne2_012L); + init_fastdiv_values(p.ne21*p.ne20, p.ne2_01mp, p.ne2_01L); + init_fastdiv_values(p.ne20, p.ne2_0mp, p.ne2_0L); } struct vk_op_binary_push_constants { @@ -5006,8 +5033,8 @@ static void ggml_vk_load_shaders(vk_device& device, vk_pipeline requested) { ggml_vk_create_pipeline(device, device->pipeline_repeat_i16, "repeat_i16", repeat_i16_len, repeat_i16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); #define CREATE_UNARY(name) \ - ggml_vk_create_pipeline(device, device->pipeline_ ## name [0], #name "_f32", name ## _f32_len, name ## _f32_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); \ - ggml_vk_create_pipeline(device, device->pipeline_ ## name [1], #name "_f16", name ## _f16_len, name ## _f16_data, "main", 2, sizeof(vk_op_push_constants), {512, 1, 1}, {}, 1); + ggml_vk_create_pipeline(device, device->pipeline_ ## name [0], #name "_f32", name ## _f32_len, name ## _f32_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); \ + ggml_vk_create_pipeline(device, device->pipeline_ ## name [1], #name "_f16", name ## _f16_len, name ## _f16_data, "main", 2, sizeof(vk_op_unary_push_constants), {512, 1, 1}, {}, 1); CREATE_UNARY(elu) CREATE_UNARY(gelu) @@ -5030,6 +5057,7 @@ static void ggml_vk_load_shaders(vk_device& device, vk_pipeline requested) { CREATE_UNARY(trunc) CREATE_UNARY(sgn) CREATE_UNARY(exp) + CREATE_UNARY(expm1) #undef CREATE_UNARY ggml_vk_create_pipeline(device, device->pipeline_add1_f16_f16, "add1_f16_f16", add1_f16_f16_len, add1_f16_f16_data, "main", 3, sizeof(vk_op_binary_push_constants), {512, 1, 1}, {}, 1); @@ -8192,7 +8220,6 @@ static vk_pipeline ggml_vk_get_cpy_pipeline(ggml_backend_vk_context * ctx, const static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context& subctx, vk_pipeline pipeline, const ggml_tensor * tensor, const vk_subbuffer & in, const vk_subbuffer & out) { VK_LOG_DEBUG("ggml_vk_cpy_to_contiguous((" << tensor << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << "), "; std::cerr << "buffer in size=" << in.buffer->size << ", buffer out size=" << out.buffer->size << ")"); - const int tensor_type_size = ggml_type_size(tensor->type); const uint32_t ne = ggml_nelements(tensor); std::array elements; @@ -8205,14 +8232,11 @@ static void ggml_vk_cpy_to_contiguous(ggml_backend_vk_context * ctx, vk_context& elements = { ne, 1, 1 }; } - vk_op_unary_push_constants pc = { - (uint32_t)ne, - (uint32_t)tensor->ne[0], (uint32_t)tensor->ne[1], (uint32_t)tensor->ne[2], (uint32_t)tensor->ne[3], (uint32_t)tensor->nb[0] / tensor_type_size, (uint32_t)tensor->nb[1] / tensor_type_size, (uint32_t)tensor->nb[2] / tensor_type_size, (uint32_t)tensor->nb[3] / tensor_type_size, - (uint32_t)tensor->ne[0], (uint32_t)tensor->ne[1], (uint32_t)tensor->ne[2], (uint32_t)tensor->ne[3], 1 , (uint32_t)tensor->ne[0] , (uint32_t)(tensor->ne[0] * tensor->ne[1]) , (uint32_t)(tensor->ne[0] * tensor->ne[1] * tensor->ne[2]), - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }; + vk_op_unary_push_constants pc = vk_op_unary_push_constants_init(tensor, tensor, ne); + pc.nb10 = 1; + pc.nb11 = (uint32_t)tensor->ne[0]; + pc.nb12 = (uint32_t)(tensor->ne[0] * tensor->ne[1]); + pc.nb13 = (uint32_t)(tensor->ne[0] * tensor->ne[1] * tensor->ne[2]); init_pushconst_fastdiv(pc); ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { in, out }, pc, elements); ggml_vk_sync_buffers(ctx, subctx); @@ -8226,7 +8250,6 @@ static void ggml_vk_cpy_to_strided( uint32_t nb10, uint32_t nb11, uint32_t nb12, uint32_t nb13) { VK_LOG_DEBUG("ggml_vk_cpy_to_strided((" << tensor << ", type=" << tensor->type << ", ne0=" << tensor->ne[0] << ", ne1=" << tensor->ne[1] << ", ne2=" << tensor->ne[2] << ", ne3=" << tensor->ne[3] << ", nb0=" << tensor->nb[0] << ", nb1=" << tensor->nb[1] << ", nb2=" << tensor->nb[2] << ", nb3=" << tensor->nb[3] << "), "; std::cerr << "dst_nb=(" << nb10 << ", " << nb11 << ", " << nb12 << ", " << nb13 << "), buffer in size=" << in.buffer->size << ", buffer out size=" << out.buffer->size << ")"); - const int tensor_type_size = ggml_type_size(tensor->type); const uint32_t ne = ggml_nelements(tensor); std::array elements; @@ -8239,14 +8262,11 @@ static void ggml_vk_cpy_to_strided( elements = { ne, 1, 1 }; } - vk_op_unary_push_constants pc = { - (uint32_t)ne, - (uint32_t)tensor->ne[0], (uint32_t)tensor->ne[1], (uint32_t)tensor->ne[2], (uint32_t)tensor->ne[3], (uint32_t)tensor->nb[0] / tensor_type_size, (uint32_t)tensor->nb[1] / tensor_type_size, (uint32_t)tensor->nb[2] / tensor_type_size, (uint32_t)tensor->nb[3] / tensor_type_size, - (uint32_t)tensor->ne[0], (uint32_t)tensor->ne[1], (uint32_t)tensor->ne[2], (uint32_t)tensor->ne[3], nb10, nb11, nb12, nb13, - 0, - 0.0f, 0.0f, - 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, - }; + vk_op_unary_push_constants pc = vk_op_unary_push_constants_init(tensor, tensor, ne); + pc.nb10 = nb10; + pc.nb11 = nb11; + pc.nb12 = nb12; + pc.nb13 = nb13; init_pushconst_fastdiv(pc); ggml_vk_dispatch_pipeline(ctx, subctx, pipeline, { in, out }, pc, elements); ggml_vk_sync_buffers(ctx, subctx); @@ -10451,6 +10471,8 @@ static vk_pipeline ggml_vk_op_get_pipeline(ggml_backend_vk_context * ctx, const switch (ggml_get_unary_op(dst)) { case GGML_UNARY_OP_EXP: return ctx->device->pipeline_exp[dst->type == GGML_TYPE_F16]; + case GGML_UNARY_OP_EXPM1: + return ctx->device->pipeline_expm1[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_ELU: return ctx->device->pipeline_elu[dst->type == GGML_TYPE_F16]; case GGML_UNARY_OP_SILU: @@ -10849,6 +10871,21 @@ template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk GGML_UNUSED(src3); } +template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk_op_glu_push_constants &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { + const uint32_t a_offset = get_misalign_bytes(ctx, src0) / ggml_type_size(src0->type); + const uint32_t b_offset = src1 ? get_misalign_bytes(ctx, src1) / ggml_type_size(src1->type) : a_offset; + const uint32_t d_offset = get_misalign_bytes(ctx, dst) / ggml_type_size(dst->type); + + GGML_ASSERT(a_offset < (1u << 8)); + GGML_ASSERT(b_offset < (1u << 8)); + GGML_ASSERT(d_offset < (1u << 8)); + + p.misalign_offsets = (a_offset << 16) | (b_offset << 8) | d_offset; + + GGML_UNUSED(src2); + GGML_UNUSED(src3); +} + template <> void init_pushconst_tensor_offsets(ggml_backend_vk_context * ctx, vk_op_sum_rows_push_constants &p, const ggml_tensor * src0, const ggml_tensor * src1, const ggml_tensor * src2, const ggml_tensor * src3, ggml_tensor * dst) { const uint32_t a_offset = get_misalign_bytes(ctx, src0) / ggml_type_size(src0->type); const uint32_t d_offset = get_misalign_bytes(ctx, dst) / ggml_type_size(dst->type); @@ -12198,17 +12235,17 @@ static void ggml_vk_l2_norm(ggml_backend_vk_context * ctx, vk_context& subctx, c } static void ggml_vk_unary(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_UNARY, { (uint32_t)ggml_nelements(src0), 0, 0.0f, 0.0f, 0.0f, 0.0f }); + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_UNARY, vk_op_unary_push_constants_init(src0, dst)); } static void ggml_vk_xielu(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, ggml_tensor * dst) { float * op_params = (float *)dst->op_params; - ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_UNARY, - { - (uint32_t)ggml_nelements(src0), 0, - op_params[1], op_params[2], op_params[3], op_params[4] - } - ); + vk_op_unary_push_constants p = vk_op_unary_push_constants_init(src0, dst); + p.param1 = op_params[1]; + p.param2 = op_params[2]; + p.param3 = op_params[3]; + p.param4 = op_params[4]; + ggml_vk_op_f32(ctx, subctx, src0, nullptr, nullptr, nullptr, dst, GGML_OP_UNARY, std::move(p)); } static void ggml_vk_glu(ggml_backend_vk_context * ctx, vk_context& subctx, const ggml_tensor * src0, const ggml_tensor * src1, ggml_tensor * dst) { @@ -12228,6 +12265,9 @@ static void ggml_vk_glu(ggml_backend_vk_context * ctx, vk_context& subctx, const } const uint32_t mode = split ? 2 : (swapped ? 1 : 0); + const uint32_t src0_type_size = ggml_type_size(src0->type); + const uint32_t src1_type_size = split ? ggml_type_size(src1->type) : src0_type_size; + const uint32_t dst_type_size = ggml_type_size(dst->type); ggml_vk_op_f32(ctx, subctx, src0, src1, nullptr, nullptr, dst, GGML_OP_GLU, { @@ -12237,16 +12277,22 @@ static void ggml_vk_glu(ggml_backend_vk_context * ctx, vk_context& subctx, const mode, alpha, limit, - (uint32_t)(src0->nb[1] / src0->nb[0]), - (uint32_t)(src0->nb[2] / src0->nb[0]), - (uint32_t)(src0->nb[3] / src0->nb[0]), - (uint32_t)src0->ne[1], - (uint32_t)src0->ne[2], - (uint32_t)(dst->nb[1] / dst->nb[0]), - (uint32_t)(dst->nb[2] / dst->nb[0]), - (uint32_t)(dst->nb[3] / dst->nb[0]), + (uint32_t)(src0->nb[0] / src0_type_size), + (uint32_t)(src0->nb[1] / src0_type_size), + (uint32_t)(src0->nb[2] / src0_type_size), + (uint32_t)(src0->nb[3] / src0_type_size), + (uint32_t)((split ? src1->nb[0] : src0->nb[0]) / src1_type_size), + (uint32_t)((split ? src1->nb[1] : src0->nb[1]) / src1_type_size), + (uint32_t)((split ? src1->nb[2] : src0->nb[2]) / src1_type_size), + (uint32_t)((split ? src1->nb[3] : src0->nb[3]) / src1_type_size), + (uint32_t)(dst->nb[0] / dst_type_size), + (uint32_t)(dst->nb[1] / dst_type_size), + (uint32_t)(dst->nb[2] / dst_type_size), + (uint32_t)(dst->nb[3] / dst_type_size), (uint32_t)dst->ne[1], - (uint32_t)dst->ne[2] + (uint32_t)dst->ne[2], + 0, + 0, 0, 0, 0, 0, 0, }); } @@ -14249,6 +14295,7 @@ static bool ggml_vk_build_graph(ggml_backend_vk_context * ctx, ggml_cgraph * cgr switch (ggml_get_unary_op(node)) { case GGML_UNARY_OP_ELU: case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_EXPM1: case GGML_UNARY_OP_SILU: case GGML_UNARY_OP_GELU: case GGML_UNARY_OP_GELU_ERF: @@ -16638,6 +16685,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_OP_UNARY: switch (ggml_get_unary_op(op)) { case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_EXPM1: case GGML_UNARY_OP_ELU: case GGML_UNARY_OP_GELU: case GGML_UNARY_OP_GELU_ERF: @@ -16658,8 +16706,7 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_TRUNC: case GGML_UNARY_OP_SGN: - return ggml_is_contiguous(op->src[0]) && - (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && + return (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && (op->src[0]->type == op->type); default: @@ -16675,7 +16722,8 @@ static bool ggml_backend_vk_device_supports_op(ggml_backend_dev_t dev, const ggm case GGML_GLU_OP_GEGLU_QUICK: return (op->src[0]->type == GGML_TYPE_F32 || op->src[0]->type == GGML_TYPE_F16) && (op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_F16) && - (op->src[0]->type == op->type); + (op->src[0]->type == op->type) && + (!op->src[1] || op->src[1]->type == op->src[0]->type); default: return false; } @@ -17805,6 +17853,9 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_cgraph * case GGML_UNARY_OP_EXP: tensor_clone = ggml_exp(ggml_ctx, src_clone[0]); break; + case GGML_UNARY_OP_EXPM1: + tensor_clone = ggml_expm1(ggml_ctx, src_clone[0]); + break; case GGML_UNARY_OP_ELU: tensor_clone = ggml_elu(ggml_ctx, src_clone[0]); break; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp b/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp deleted file mode 100644 index 07bd1c18d..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/abs.comp +++ /dev/null @@ -1,21 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - data_d[i] = D_TYPE(abs(float(data_a[i]))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/ceil.comp b/ggml/src/ggml-vulkan/vulkan-shaders/ceil.comp deleted file mode 100644 index 0028d3721..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/ceil.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(ceil(x)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp b/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp index 79761324f..249e6b16e 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/diag.comp @@ -12,11 +12,11 @@ void main() { return; } - const uint i13 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i13 = fastdiv(idx, p.ne1_012mp, fastdiv_L(p.ne1_Ls, 0)); const uint i13_offset = i13 * p.ne12*p.ne11*p.ne10; - const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, p.ne1_01L); + const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, fastdiv_L(p.ne1_Ls, 1)); const uint i12_offset = i12*p.ne11*p.ne10; - const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, p.ne1_0L); + const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, fastdiv_L(p.ne1_Ls, 2)); const uint i10 = idx - i13_offset - i12_offset - i11*p.ne10; if (i10 == i11) { diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp deleted file mode 100644 index 84dcbd8c8..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/elu.comp +++ /dev/null @@ -1,27 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - float x = float(data_a[i]); - - if (x < 0.0f) { - x = exp(x) - 1; - } - - data_d[i] = D_TYPE(x); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/exp.comp b/ggml/src/ggml-vulkan/vulkan-shaders/exp.comp deleted file mode 100644 index c7cf5ec68..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/exp.comp +++ /dev/null @@ -1,20 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - data_d[i] = D_TYPE(exp(float(data_a[i]))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/floor.comp b/ggml/src/ggml-vulkan/vulkan-shaders/floor.comp deleted file mode 100644 index 20017eb18..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/floor.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(floor(x)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/gelu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/gelu.comp deleted file mode 100644 index a95c2525c..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/gelu.comp +++ /dev/null @@ -1,25 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const float GELU_COEF_A = 0.044715f; - const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float xi = float(data_a[i]); - const float val = SQRT_2_OVER_PI*xi*(1.0f + GELU_COEF_A*xi*xi); - data_d[i] = D_TYPE(0.5f*xi*(2.0f - 2.0f / (exp(2 * val) + 1))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/gelu_erf.comp b/ggml/src/ggml-vulkan/vulkan-shaders/gelu_erf.comp deleted file mode 100644 index 58375aba0..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/gelu_erf.comp +++ /dev/null @@ -1,39 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - // based on Abramowitz and Stegun formula 7.1.26 or similar Hastings' approximation - // ref: https://www.johndcook.com/blog/python_erf/ - const float p_erf = 0.3275911f; - const float a1_erf = 0.254829592f; - const float a2_erf = -0.284496736f; - const float a3_erf = 1.421413741f; - const float a4_erf = -1.453152027f; - const float a5_erf = 1.061405429f; - - const float SQRT_2_INV = 0.70710678118654752440084436210484f; - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float a = float(data_a[i]); - const float a_div_sqr2 = a * SQRT_2_INV; - const float sign_x = sign(a_div_sqr2); - const float x = abs(a_div_sqr2); - const float t = 1.0f / (1.0f + p_erf * x); - const float y = 1.0f - (((((a5_erf * t + a4_erf) * t) + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x); - const float erf_approx = sign_x * y; - - data_d[i] = D_TYPE(0.5f * a * (1.0f + erf_approx)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/gelu_quick.comp b/ggml/src/ggml-vulkan/vulkan-shaders/gelu_quick.comp deleted file mode 100644 index bfdfe2182..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/gelu_quick.comp +++ /dev/null @@ -1,23 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const float GELU_QUICK_COEF = -1.702f; - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(x * (1.0f / (1.0f + exp(GELU_QUICK_COEF * x)))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl index cc181fda8..9d4176f3f 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/generic_unary_head.glsl @@ -7,14 +7,12 @@ layout (push_constant) uniform parameter uint ne00; uint ne01; uint ne02; uint ne03; uint nb00; uint nb01; uint nb02; uint nb03; uint ne10; uint ne11; uint ne12; uint ne13; uint nb10; uint nb11; uint nb12; uint nb13; uint misalign_offsets; - float param1; float param2; + float param1; float param2; float param3; float param4; - uint ne0_012mp; uint ne0_012L; - uint ne0_01mp; uint ne0_01L; - uint ne0_0mp; uint ne0_0L; - uint ne1_012mp; uint ne1_012L; - uint ne1_01mp; uint ne1_01L; - uint ne1_0mp; uint ne1_0L; + // The three L values are packed as bytes to keep this layout under the 128B + // push constant limit while still leaving room for four float parameters. + uint ne0_012mp; uint ne0_01mp; uint ne0_0mp; uint ne0_Ls; + uint ne1_012mp; uint ne1_01mp; uint ne1_0mp; uint ne1_Ls; } p; layout (binding = 0) readonly buffer A {A_TYPE data_a[];}; @@ -42,42 +40,46 @@ uint fastdiv(uint n, uint mp, uint L) { return (msbs + n) >> L; } +uint fastdiv_L(uint packed, uint slot) { + return (packed >> (slot * 8)) & 0x3Fu; +} + uint src0_idx(uint idx) { - const uint i03 = fastdiv(idx, p.ne0_012mp, p.ne0_012L); + const uint i03 = fastdiv(idx, p.ne0_012mp, fastdiv_L(p.ne0_Ls, 0)); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; - const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, p.ne0_01L); + const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, fastdiv_L(p.ne0_Ls, 1)); const uint i02_offset = i02*p.ne01*p.ne00; - const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, p.ne0_0L); + const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, fastdiv_L(p.ne0_Ls, 2)); const uint i00 = idx - i03_offset - i02_offset - i01*p.ne00; return i03*p.nb03 + i02*p.nb02 + i01*p.nb01 + i00*p.nb00; } uint dst_idx(uint idx) { - const uint i13 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i13 = fastdiv(idx, p.ne1_012mp, fastdiv_L(p.ne1_Ls, 0)); const uint i13_offset = i13 * p.ne12*p.ne11*p.ne10; - const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, p.ne1_01L); + const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, fastdiv_L(p.ne1_Ls, 1)); const uint i12_offset = i12*p.ne11*p.ne10; - const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, p.ne1_0L); + const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, fastdiv_L(p.ne1_Ls, 2)); const uint i10 = idx - i13_offset - i12_offset - i11*p.ne10; return i13*p.nb13 + i12*p.nb12 + i11*p.nb11 + i10*p.nb10; } uint src0_idx_quant(uint idx, uint qk) { - const uint i03 = fastdiv(idx, p.ne0_012mp, p.ne0_012L); + const uint i03 = fastdiv(idx, p.ne0_012mp, fastdiv_L(p.ne0_Ls, 0)); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; - const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, p.ne0_01L); + const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, fastdiv_L(p.ne0_Ls, 1)); const uint i02_offset = i02*p.ne01*p.ne00; - const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, p.ne0_0L); + const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, fastdiv_L(p.ne0_Ls, 2)); const uint i00 = idx - i03_offset - i02_offset - i01*p.ne00; return i03*p.nb03 + i02*p.nb02 + i01*p.nb01 + (i00/qk)*p.nb00; } uint dst_idx_quant(uint idx, uint qk) { - const uint i13 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i13 = fastdiv(idx, p.ne1_012mp, fastdiv_L(p.ne1_Ls, 0)); const uint i13_offset = i13 * p.ne12*p.ne11*p.ne10; - const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, p.ne1_01L); + const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, fastdiv_L(p.ne1_Ls, 1)); const uint i12_offset = i12*p.ne11*p.ne10; - const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, p.ne1_0L); + const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, fastdiv_L(p.ne1_Ls, 2)); const uint i10 = idx - i13_offset - i12_offset - i11*p.ne10; return i13*p.nb13 + i12*p.nb12 + i11*p.nb11 + (i10/qk)*p.nb10; } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl index d8fdd8f7b..c3cae736f 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/glu_head.glsl @@ -15,14 +15,33 @@ layout (push_constant) uniform parameter uint mode; float alpha; float limit; + uint nb00; uint nb01; uint nb02; uint nb03; - uint ne01; - uint ne02; + uint nb10; uint nb11; uint nb12; uint nb13; - uint ne11; - uint ne12; + uint nb20; + uint nb21; + uint nb22; + uint nb23; + uint ne21; + uint ne22; + uint misalign_offsets; + uint ne2_012mp; uint ne2_012L; + uint ne2_01mp; uint ne2_01L; + uint ne2_0mp; uint ne2_0L; } p; + +uint get_aoffset() { return p.misalign_offsets >> 16; } +uint get_boffset() { return (p.misalign_offsets >> 8) & 0xFF; } +uint get_doffset() { return p.misalign_offsets & 0xFF; } + +// see init_fastdiv_values in ggml-vulkan.cpp +uint fastdiv(uint n, uint mp, uint L) { + uint msbs, lsbs; + umulExtended(n, mp, msbs, lsbs); + return (msbs + n) >> L; +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl b/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl index 359461306..14c5e7a54 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl +++ b/ggml/src/ggml-vulkan/vulkan-shaders/glu_main.glsl @@ -5,35 +5,31 @@ void main() { return; } - const uint row = i / p.ne20; - const uint col = i - row * p.ne20; + const uint i23 = fastdiv(i, p.ne2_012mp, p.ne2_012L); + const uint i23_offset = i23 * p.ne22*p.ne21*p.ne20; + const uint i22 = fastdiv(i - i23_offset, p.ne2_01mp, p.ne2_01L); + const uint i22_offset = i22*p.ne21*p.ne20; + const uint i21 = fastdiv(i - i23_offset - i22_offset, p.ne2_0mp, p.ne2_0L); + const uint i20 = i - i23_offset - i22_offset - i21*p.ne20; - const uint i3 = row / (p.ne01 * p.ne02); - const uint i2 = (row % (p.ne01 * p.ne02)) / p.ne01; - const uint i1 = row % p.ne01; - const uint src_idx = i3 * p.nb03 + i2 * p.nb02 + i1 * p.nb01 + col; - - const uint dst_i3 = row / (p.ne11 * p.ne12); - const uint dst_i2 = (row % (p.ne11 * p.ne12)) / p.ne11; - const uint dst_i1 = row % p.ne11; - const uint dst_idx = dst_i3 * p.nb13 + dst_i2 * p.nb12 + dst_i1 * p.nb11 + col; + const uint src_idx_a = get_aoffset() + i23 * p.nb03 + i22 * p.nb02 + i21 * p.nb01 + i20 * p.nb00; + const uint src_idx_b = get_boffset() + i23 * p.nb13 + i22 * p.nb12 + i21 * p.nb11 + i20 * p.nb10; + const uint dst_idx = get_doffset() + i23 * p.nb23 + i22 * p.nb22 + i21 * p.nb21 + i20 * p.nb20; if (p.mode == 0) { // Default - const uint offset = p.ne00 / 2; - const uint idx = src_idx; + const uint offset = (p.ne00 / 2) * p.nb00; + const uint idx = src_idx_a; data_d[dst_idx] = D_TYPE(op(float(data_a[idx]), float(data_a[idx + offset]))); } else if (p.mode == 1) { // Swapped - const uint offset = p.ne00 / 2; - const uint idx = src_idx; + const uint offset = (p.ne00 / 2) * p.nb00; + const uint idx = src_idx_a; data_d[dst_idx] = D_TYPE(op(float(data_a[idx + offset]), float(data_a[idx]))); } else { // Split - const uint idx = src_idx; - - data_d[dst_idx] = D_TYPE(op(float(data_a[idx]), float(data_b[idx]))); + data_d[dst_idx] = D_TYPE(op(float(data_a[src_idx_a]), float(data_b[src_idx_b]))); } } diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/hardsigmoid.comp b/ggml/src/ggml-vulkan/vulkan-shaders/hardsigmoid.comp deleted file mode 100644 index b4dbdf314..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/hardsigmoid.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(min(1.0f, max(0.0f, (x + 3.0f) / 6.0f))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/hardswish.comp b/ggml/src/ggml-vulkan/vulkan-shaders/hardswish.comp deleted file mode 100644 index 1ec315915..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/hardswish.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(x * min(1.0f, max(0.0f, (x + 3.0f) / 6.0f))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp b/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp deleted file mode 100644 index 7f9b1bce9..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/neg.comp +++ /dev/null @@ -1,20 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - data_d[i] = D_TYPE(-float(data_a[i])); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/relu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/relu.comp deleted file mode 100644 index 5725cef23..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/relu.comp +++ /dev/null @@ -1,21 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - data_d[i] = D_TYPE(max(float(data_a[i]), 0)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/repeat_back.comp b/ggml/src/ggml-vulkan/vulkan-shaders/repeat_back.comp index 87df78294..10f334d42 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/repeat_back.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/repeat_back.comp @@ -13,11 +13,11 @@ void main() { } // Destination multi-index (inlined dst_idx) - const uint i13 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i13 = fastdiv(idx, p.ne1_012mp, fastdiv_L(p.ne1_Ls, 0)); const uint i13_offset = i13 * p.ne12*p.ne11*p.ne10; - const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, p.ne1_01L); + const uint i12 = fastdiv(idx - i13_offset, p.ne1_01mp, fastdiv_L(p.ne1_Ls, 1)); const uint i12_offset = i12*p.ne11*p.ne10; - const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, p.ne1_0L); + const uint i11 = fastdiv(idx - i13_offset - i12_offset, p.ne1_0mp, fastdiv_L(p.ne1_Ls, 2)); const uint i10 = idx - i13_offset - i12_offset - i11*p.ne10; const uint d_idx = i13*p.nb13 + i12*p.nb12 + i11*p.nb11 + i10*p.nb10; diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp b/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp index 68fbd0c7b..dae811ad9 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/roll.comp @@ -20,11 +20,11 @@ void main() { return; } - const uint i3 = fastdiv(idx, p.ne1_012mp, p.ne1_012L); + const uint i3 = fastdiv(idx, p.ne1_012mp, fastdiv_L(p.ne1_Ls, 0)); const uint i3_offset = i3 * p.ne12*p.ne11*p.ne10; - const uint i2 = fastdiv(idx - i3_offset, p.ne1_01mp, p.ne1_01L); + const uint i2 = fastdiv(idx - i3_offset, p.ne1_01mp, fastdiv_L(p.ne1_Ls, 1)); const uint i2_offset = i2*p.ne11*p.ne10; - const uint i1 = fastdiv(idx - i3_offset - i2_offset, p.ne1_0mp, p.ne1_0L); + const uint i1 = fastdiv(idx - i3_offset - i2_offset, p.ne1_0mp, fastdiv_L(p.ne1_Ls, 2)); const uint i0 = idx - i3_offset - i2_offset - i1*p.ne10; const uint p1 = floatBitsToUint(p.param1); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/round.comp b/ggml/src/ggml-vulkan/vulkan-shaders/round.comp deleted file mode 100644 index e6155dcbf..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/round.comp +++ /dev/null @@ -1,29 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - float result; - // Round halfway cases away from zero as roundf does. - if (x >= 0.0) { - result = floor(x + 0.5); - } else { - result = ceil(x - 0.5); - } - data_d[i] = D_TYPE(result); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp b/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp deleted file mode 100644 index a9c147bf9..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/sgn.comp +++ /dev/null @@ -1,21 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - data_d[i] = D_TYPE(sign(float(data_a[i]))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/sigmoid.comp b/ggml/src/ggml-vulkan/vulkan-shaders/sigmoid.comp deleted file mode 100644 index 32298d43c..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/sigmoid.comp +++ /dev/null @@ -1,20 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - data_d[i] = D_TYPE(1. / (1 + exp(-1. * float(data_a[i])))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/silu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/silu.comp deleted file mode 100644 index 7d1cc6f45..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/silu.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float xi = float(data_a[i]); - data_d[i] = D_TYPE(xi / (1.0f + exp(-xi))); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/softplus.comp b/ggml/src/ggml-vulkan/vulkan-shaders/softplus.comp deleted file mode 100644 index 323e3cdea..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/softplus.comp +++ /dev/null @@ -1,23 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - const float result = (x > 20.0f) ? x : log(1.0f + exp(x)); - data_d[i] = D_TYPE(result); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/step.comp b/ggml/src/ggml-vulkan/vulkan-shaders/step.comp deleted file mode 100644 index 654a2124e..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/step.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(x >= 0.0f ? 1.0f : 0.0f); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/tanh.comp b/ggml/src/ggml-vulkan/vulkan-shaders/tanh.comp deleted file mode 100644 index 7b5eb413b..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/tanh.comp +++ /dev/null @@ -1,20 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - data_d[i] = D_TYPE(1. - 2. / (exp(2.*float(data_a[i])) + 1.)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/tri.comp b/ggml/src/ggml-vulkan/vulkan-shaders/tri.comp index f9b78f960..9def5dbc9 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/tri.comp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/tri.comp @@ -17,11 +17,11 @@ void main() { return; } - const uint i03 = fastdiv(idx, p.ne0_012mp, p.ne0_012L); + const uint i03 = fastdiv(idx, p.ne0_012mp, fastdiv_L(p.ne0_Ls, 0)); const uint i03_offset = i03 * p.ne02*p.ne01*p.ne00; - const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, p.ne0_01L); + const uint i02 = fastdiv(idx - i03_offset, p.ne0_01mp, fastdiv_L(p.ne0_Ls, 1)); const uint i02_offset = i02*p.ne01*p.ne00; - const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, p.ne0_0L); + const uint i01 = fastdiv(idx - i03_offset - i02_offset, p.ne0_0mp, fastdiv_L(p.ne0_Ls, 2)); const uint i00 = idx - i03_offset - i02_offset - i01*p.ne00; int param = floatBitsToInt(p.param1); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/trunc.comp b/ggml/src/ggml-vulkan/vulkan-shaders/trunc.comp deleted file mode 100644 index cf1b76d3b..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/trunc.comp +++ /dev/null @@ -1,22 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - const float x = float(data_a[i]); - data_d[i] = D_TYPE(trunc(x)); -} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/unary.comp b/ggml/src/ggml-vulkan/vulkan-shaders/unary.comp new file mode 100644 index 000000000..47a457399 --- /dev/null +++ b/ggml/src/ggml-vulkan/vulkan-shaders/unary.comp @@ -0,0 +1,144 @@ +#version 450 + +#include "types.glsl" +#include "generic_unary_head.glsl" + +layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; + +float op_abs(float x) { + return abs(x); +} + +float op_sgn(float x) { + return sign(x); +} + +float op_neg(float x) { + return -x; +} + +float op_step(float x) { + return x >= 0.0f ? 1.0f : 0.0f; +} + +float op_tanh(float x) { + return 1.0f - 2.0f / (exp(2.0f*x) + 1.0f); +} + +float op_elu(float x) { + return x < 0.0f ? exp(x) - 1.0f : x; +} + +float op_relu(float x) { + return max(x, 0.0f); +} + +float op_sigmoid(float x) { + return 1.0f / (1.0f + exp(-x)); +} + +float op_gelu(float x) { + const float GELU_COEF_A = 0.044715f; + const float SQRT_2_OVER_PI = 0.79788456080286535587989211986876f; + const float val = SQRT_2_OVER_PI*x*(1.0f + GELU_COEF_A*x*x); + return 0.5f*x*(2.0f - 2.0f / (exp(2.0f * val) + 1.0f)); +} + +float op_gelu_quick(float x) { + const float GELU_QUICK_COEF = -1.702f; + return x * (1.0f / (1.0f + exp(GELU_QUICK_COEF * x))); +} + +float op_silu(float x) { + return x / (1.0f + exp(-x)); +} + +float op_hardswish(float x) { + return x * min(1.0f, max(0.0f, (x + 3.0f) / 6.0f)); +} + +float op_hardsigmoid(float x) { + return min(1.0f, max(0.0f, (x + 3.0f) / 6.0f)); +} + +float op_exp(float x) { + return exp(x); +} + +float op_expm1(float x) { + // exp(x) - 1 loses many ulps to cancellation near zero. Use a degree-6 + // Taylor expansion for |x| <= 1/4: the omitted x^7/5040 term is < 1.3e-8, + // about 0.5 ulp at expm1(0.25), and a host-side f32 model stays within + // 2 ulps over the interval. The first native exp(x)-1 values outside the + // cutoff are about 1 ulp for +0.25 and 2 ulps for -0.25. + if (abs(x) <= 0.25f) { + return x * (1.0f + x * (0.5f + x * ((1.0f/6.0f) + x * ((1.0f/24.0f) + x * ((1.0f/120.0f) + x * (1.0f/720.0f)))))); + } + return exp(x) - 1.0f; +} + +float op_softplus(float x) { + return (x > 20.0f) ? x : log(1.0f + exp(x)); +} + +float op_gelu_erf(float a) { + // based on Abramowitz and Stegun formula 7.1.26 or similar Hastings' approximation + const float p_erf = 0.3275911f; + const float a1_erf = 0.254829592f; + const float a2_erf = -0.284496736f; + const float a3_erf = 1.421413741f; + const float a4_erf = -1.453152027f; + const float a5_erf = 1.061405429f; + + const float SQRT_2_INV = 0.70710678118654752440084436210484f; + const float a_div_sqr2 = a * SQRT_2_INV; + const float sign_x = sign(a_div_sqr2); + const float x = abs(a_div_sqr2); + const float t = 1.0f / (1.0f + p_erf * x); + const float y = 1.0f - (((((a5_erf * t + a4_erf) * t) + a3_erf) * t + a2_erf) * t + a1_erf) * t * exp(-x * x); + return 0.5f * a * (1.0f + sign_x * y); +} + +float op_xielu(float x) { + const float alpha_n = p.param1; + const float alpha_p = p.param2; + const float beta = p.param3; + const float eps = p.param4; + + if (x > 0.0f) { + return alpha_p * x * x + beta * x; + } + + const float min_x_eps = min(x, eps); + return (op_expm1(min_x_eps) - x) * alpha_n + beta * x; +} + +float op_floor(float x) { + return floor(x); +} + +float op_ceil(float x) { + return ceil(x); +} + +float op_round(float x) { + // Round halfway cases away from zero as roundf does. + return x >= 0.0f ? floor(x + 0.5f) : ceil(x - 0.5f); +} + +float op_trunc(float x) { + return trunc(x); +} + +void main() { + const uint idx = get_idx(); + + if (idx >= p.ne) { + return; + } + + const uint a_idx = get_aoffset() + src0_idx(idx); + const uint d_idx = get_doffset() + dst_idx(idx); + + data_d[d_idx] = D_TYPE(OP(float(data_a[a_idx]))); +} diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp index 7bcb14608..dbbd0b193 100644 --- a/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp +++ b/ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp @@ -868,47 +868,49 @@ void process_shaders() { string_to_spv("upscale_f32", "upscale.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("exp_f16", "exp.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("exp_f32", "exp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("exp_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_exp"}}); + string_to_spv("exp_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_exp"}}); + string_to_spv("expm1_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_expm1"}}); + string_to_spv("expm1_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_expm1"}}); string_to_spv("log_f16", "log.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("log_f32", "log.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("gelu_f16", "gelu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("gelu_f32", "gelu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("gelu_erf_f16", "gelu_erf.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("gelu_erf_f32", "gelu_erf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("gelu_quick_f16", "gelu_quick.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("gelu_quick_f32", "gelu_quick.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("silu_f16", "silu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("relu_f16", "relu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("neg_f16", "neg.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("neg_f32", "neg.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("tanh_f16", "tanh.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("tanh_f32", "tanh.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("sigmoid_f16", "sigmoid.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("sigmoid_f32", "sigmoid.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("hardsigmoid_f16","hardsigmoid.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("hardsigmoid_f32","hardsigmoid.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("hardswish_f16", "hardswish.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("hardswish_f32", "hardswish.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("abs_f16", "abs.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("abs_f32", "abs.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("elu_f16", "elu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("elu_f32", "elu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("xielu_f16", "xielu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("xielu_f32", "xielu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("sgn_f16", "sgn.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("sgn_f32", "sgn.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("gelu_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_gelu"}}); + string_to_spv("gelu_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_gelu"}}); + string_to_spv("gelu_erf_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_gelu_erf"}}); + string_to_spv("gelu_erf_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_gelu_erf"}}); + string_to_spv("gelu_quick_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_gelu_quick"}}); + string_to_spv("gelu_quick_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_gelu_quick"}}); + string_to_spv("silu_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_silu"}}); + string_to_spv("silu_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_silu"}}); + string_to_spv("relu_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_relu"}}); + string_to_spv("relu_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_relu"}}); + string_to_spv("neg_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_neg"}}); + string_to_spv("neg_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_neg"}}); + string_to_spv("tanh_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_tanh"}}); + string_to_spv("tanh_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_tanh"}}); + string_to_spv("sigmoid_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_sigmoid"}}); + string_to_spv("sigmoid_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_sigmoid"}}); + string_to_spv("hardsigmoid_f16","unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_hardsigmoid"}}); + string_to_spv("hardsigmoid_f32","unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_hardsigmoid"}}); + string_to_spv("hardswish_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_hardswish"}}); + string_to_spv("hardswish_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_hardswish"}}); + string_to_spv("abs_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_abs"}}); + string_to_spv("abs_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_abs"}}); + string_to_spv("elu_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_elu"}}); + string_to_spv("elu_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_elu"}}); + string_to_spv("xielu_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_xielu"}}); + string_to_spv("xielu_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_xielu"}}); + string_to_spv("sgn_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_sgn"}}); + string_to_spv("sgn_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_sgn"}}); string_to_spv("tri_f16", "tri.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("tri_f32", "tri.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); string_to_spv("diag_f16", "diag.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("diag_f32", "diag.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("softplus_f16", "softplus.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("softplus_f32", "softplus.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("softplus_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_softplus"}}); + string_to_spv("softplus_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_softplus"}}); string_to_spv("add1_f16_f16", "add1.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"FLOAT_TYPE", "float"}}); string_to_spv("add1_f16_f32", "add1.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float16_t"}, {"FLOAT_TYPE", "float"}}); @@ -916,16 +918,16 @@ void process_shaders() { string_to_spv("arange_f32", "arange.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); string_to_spv("fill_f32", "fill.comp", {{"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); string_to_spv("fill_f16", "fill.comp", {{"D_TYPE", "float16_t"}, {"FLOAT_TYPE", "float"}}); - string_to_spv("step_f16", "step.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("step_f32", "step.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("round_f16", "round.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("round_f32", "round.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("ceil_f16", "ceil.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("ceil_f32", "ceil.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("floor_f16", "floor.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("floor_f32", "floor.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); - string_to_spv("trunc_f16", "trunc.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); - string_to_spv("trunc_f32", "trunc.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + string_to_spv("step_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_step"}}); + string_to_spv("step_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_step"}}); + string_to_spv("round_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_round"}}); + string_to_spv("round_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_round"}}); + string_to_spv("ceil_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_ceil"}}); + string_to_spv("ceil_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_ceil"}}); + string_to_spv("floor_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_floor"}}); + string_to_spv("floor_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_floor"}}); + string_to_spv("trunc_f16", "unary.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OP", "op_trunc"}}); + string_to_spv("trunc_f32", "unary.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"OP", "op_trunc"}}); string_to_spv("geglu_f16", "geglu.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); string_to_spv("geglu_f32", "geglu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); diff --git a/ggml/src/ggml-vulkan/vulkan-shaders/xielu.comp b/ggml/src/ggml-vulkan/vulkan-shaders/xielu.comp deleted file mode 100644 index 35d463bfe..000000000 --- a/ggml/src/ggml-vulkan/vulkan-shaders/xielu.comp +++ /dev/null @@ -1,35 +0,0 @@ -#version 450 - -#include "generic_head.glsl" -#include "types.glsl" - -#extension GL_EXT_control_flow_attributes : enable - -layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in; - -layout (binding = 0) readonly buffer X {A_TYPE data_a[];}; -layout (binding = 1) writeonly buffer D {D_TYPE data_d[];}; - -void main() { - const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x; - - if (i >= p.KX) { - return; - } - - float x = float(data_a[i]); - - float alpha_n = p.param1; - float alpha_p = p.param2; - float beta = p.param3; - float eps = p.param4; - - if (x > 0.0f) { - x = alpha_p * x * x + beta * x; - } else { - const float min_x_eps = min(x, eps); - x = (exp(min_x_eps) - 1 - x) * alpha_n + beta * x; - } - - data_d[i] = D_TYPE(x); -} From 341babcf73f198c78aaa39e4b6ab1a84facb01e7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sat, 13 Jun 2026 16:56:59 +0200 Subject: [PATCH 17/22] jinja : fix split and replace with empty first arg (#24574) * fix split and replace with empty first arg * fix reserve size --- common/jinja/value.cpp | 27 +++++++++++++++++++++++---- tests/test-jinja.cpp | 6 ++++++ 2 files changed, 29 insertions(+), 4 deletions(-) diff --git a/common/jinja/value.cpp b/common/jinja/value.cpp index 0b79098cd..72a12f665 100644 --- a/common/jinja/value.cpp +++ b/common/jinja/value.cpp @@ -673,6 +673,9 @@ const func_builtins & value_string_t::get_builtins() const { std::string str = val_input->as_string().str(); // FIXME: Support non-specified delimiter (split on consecutive (no leading or trailing) whitespace) std::string delim = (args.count() > 1) ? args.get_pos(1)->as_string().str() : " "; + if (delim.empty()) { + throw raised_exception("empty separator"); + } int64_t maxsplit = (args.count() > 2) ? args.get_pos(2)->as_int() : -1; auto result = mk_val(); size_t pos = 0; @@ -697,6 +700,9 @@ const func_builtins & value_string_t::get_builtins() const { std::string str = val_input->as_string().str(); // FIXME: Support non-specified delimiter (split on consecutive (no leading or trailing) whitespace) std::string delim = (args.count() > 1) ? args.get_pos(1)->as_string().str() : " "; + if (delim.empty()) { + throw raised_exception("empty separator"); + } int64_t maxsplit = (args.count() > 2) ? args.get_pos(2)->as_int() : -1; auto result = mk_val(); size_t pos = 0; @@ -722,10 +728,23 @@ const func_builtins & value_string_t::get_builtins() const { if (count > 0) { throw not_implemented_exception("String replace with count argument not implemented"); } - size_t pos = 0; - while ((pos = str.find(old_str, pos)) != std::string::npos) { - str.replace(pos, old_str.length(), new_str); - pos += new_str.length(); + if (old_str != new_str) { + size_t pos = 0; + if (old_str.empty()) { + std::string new_res; + new_res.reserve(str.length() + new_str.length() * (str.length() + 1)); + new_res += new_str; + for (const char c : str) { + new_res.push_back(c); + new_res += new_str; + } + str = new_res; + } else { + while ((pos = str.find(old_str, pos)) != std::string::npos) { + str.replace(pos, old_str.length(), new_str); + pos += new_str.length(); + } + } } auto res = mk_val(str); res->val_str.mark_input_based_on(args.get_pos(0)->val_str); diff --git a/tests/test-jinja.cpp b/tests/test-jinja.cpp index b5ee53461..21250d04c 100644 --- a/tests/test-jinja.cpp +++ b/tests/test-jinja.cpp @@ -1320,6 +1320,12 @@ static void test_string_methods(testing & t) { "hello jinja" ); + test_template(t, "string.replace() empty", + "{{ s.replace('', '.') }}", + {{"s", "hello world"}}, + ".h.e.l.l.o. .w.o.r.l.d." + ); + test_template(t, "string.replace() with count", "{{ s.replace('a', 'X', 2) }}", {{"s", "banana"}}, From e8067a8b3624aa40cc88ecb2940060e5d65b7532 Mon Sep 17 00:00:00 2001 From: Xuan-Son Nguyen Date: Sat, 13 Jun 2026 16:57:27 +0200 Subject: [PATCH 18/22] ui: build-time gzip compression (#24571) * ui: keep original file name and path * fix nocache * ui: build-time gzip compression --- scripts/ui-assets.cmake | 28 ++++++++++++++++++++++++++++ tools/server/server-http.cpp | 23 ++++++++++++++++++++++- tools/ui/CMakeLists.txt | 2 ++ tools/ui/embed.cpp | 17 +++++++++++------ 4 files changed, 63 insertions(+), 7 deletions(-) diff --git a/scripts/ui-assets.cmake b/scripts/ui-assets.cmake index 89f22b14a..78a0f4c84 100644 --- a/scripts/ui-assets.cmake +++ b/scripts/ui-assets.cmake @@ -16,6 +16,7 @@ set(HF_VERSION "" CACHE STRING "Version to download (empty = resolve from set(HF_ENABLED "" CACHE STRING "Whether to allow HF Bucket download (ON/OFF)") set(BUILD_UI "" CACHE STRING "Build UI via npm (ON/OFF)") set(LLAMA_UI_EMBED "" CACHE STRING "Path to llama-ui-embed helper") +set(LLAMA_UI_GZIP "" CACHE STRING "Apply gzip compress to assets to save bandwidth") set(DIST_DIR "${UI_BINARY_DIR}/dist") set(SRC_DIST_DIR "${UI_SOURCE_DIR}/dist") @@ -225,6 +226,33 @@ function(hf_download version out_var out_resolved) endfunction() function(emit_files dist_dir) + # If gzip is requested, compress every asset into a parallel _gzip/ tree + # the structure stays the same; for ex: /abc/def --> /_gzip/abc/def + # embed.cpp will check for _gzip and will pick it up + if(LLAMA_UI_GZIP AND EXISTS "${dist_dir}/index.html") + find_program(GZIP_EXECUTABLE gzip) + if(NOT GZIP_EXECUTABLE) + message(WARNING "UI: LLAMA_UI_GZIP requested but gzip not found, embedding uncompressed") + else() + set(gzip_dir "${dist_dir}/_gzip") + file(REMOVE_RECURSE "${gzip_dir}") + file(GLOB_RECURSE all_files RELATIVE "${dist_dir}" "${dist_dir}/*") + foreach(f ${all_files}) + get_filename_component(dst_dir "${gzip_dir}/${f}" DIRECTORY) + file(MAKE_DIRECTORY "${dst_dir}") + execute_process( + COMMAND "${GZIP_EXECUTABLE}" -c "${dist_dir}/${f}" + OUTPUT_FILE "${gzip_dir}/${f}" + RESULT_VARIABLE gz_rc + ) + if(NOT gz_rc EQUAL 0) + message(FATAL_ERROR "UI: gzip failed for ${f}") + endif() + endforeach() + message(STATUS "UI: gzip compression applied (${gzip_dir})") + endif() + endif() + set(args "${UI_CPP}" "${UI_H}") if(EXISTS "${dist_dir}/index.html") list(APPEND args "${dist_dir}") diff --git a/tools/server/server-http.cpp b/tools/server/server-http.cpp index e79f0cbab..3c58fcfec 100644 --- a/tools/server/server-http.cpp +++ b/tools/server/server-http.cpp @@ -319,8 +319,26 @@ bool server_http_context::init(const common_params & params) { } } else { #if defined(LLAMA_UI_HAS_ASSETS) + static auto handle_gzip_header = [](const httplib::Request & req, httplib::Response & res) { + if (!llama_ui_use_gzip()) { + // no gzip build, skip + return true; + } + if (req.get_header_value("Accept-Encoding").find("gzip") == std::string::npos) { + res.status = 415; // unsupported media type + res.set_content("Error: gzip is not supported by this browser", "text/plain"); + return false; + } else { + res.set_header("Content-Encoding", "gzip"); + } + return true; + }; + auto serve_asset_cached = [](const std::string & name, bool isolation) { return [name, isolation](const httplib::Request & req, httplib::Response & res) { + if (!handle_gzip_header(req, res)) { + return true; // returns error message + } const llama_ui_asset * a = llama_ui_find_asset(name); if (!a) { res.status = 404; return false; } res.set_header("ETag", a->etag); @@ -340,7 +358,10 @@ bool server_http_context::init(const common_params & params) { }; auto serve_asset_nocache = [](const std::string & name) { - return [name](const httplib::Request & /*req*/, httplib::Response & res) { + return [name](const httplib::Request & req, httplib::Response & res) { + if (!handle_gzip_header(req, res)) { + return true; // returns error message + } const llama_ui_asset * a = llama_ui_find_asset(name); if (!a) { res.status = 404; diff --git a/tools/ui/CMakeLists.txt b/tools/ui/CMakeLists.txt index abea13228..74bca417e 100644 --- a/tools/ui/CMakeLists.txt +++ b/tools/ui/CMakeLists.txt @@ -1,6 +1,7 @@ set(TARGET llama-ui) set(LLAMA_UI_HF_BUCKET "ggml-org/llama-ui" CACHE STRING "Hugging Face bucket name for prebuilt UI assets") +set(LLAMA_UI_GZIP ON CACHE BOOL "Apply gzip compress to assets to save bandwidth") # Backward compat: forward old var to new one if(DEFINED LLAMA_BUILD_WEBUI) @@ -83,6 +84,7 @@ add_custom_target(llama-ui-assets ALL "-DHF_ENABLED=${LLAMA_USE_PREBUILT_UI}" "-DBUILD_UI=${LLAMA_BUILD_UI}" "-DLLAMA_UI_EMBED=${LLAMA_UI_EMBED_EXE}" + "-DLLAMA_UI_GZIP=${LLAMA_UI_GZIP}" -P "${PROJECT_SOURCE_DIR}/scripts/ui-assets.cmake" COMMENT "Provisioning UI assets" VERBATIM diff --git a/tools/ui/embed.cpp b/tools/ui/embed.cpp index 2ca022208..d4c222f64 100644 --- a/tools/ui/embed.cpp +++ b/tools/ui/embed.cpp @@ -1,7 +1,7 @@ // llama-ui-embed: generate ui.cpp / ui.h that embed UI assets as C arrays. // // Usage: -// llama-ui-embed [] +// llama-ui-embed // // Recursively embeds every regular file under . // Asset names are relative paths from (e.g. "_app/immutable/bundle.HASH.js"). @@ -145,12 +145,15 @@ int main(int argc, char ** argv) { return 1; } - const std::string out_cpp = argv[1]; - const std::string out_h = argv[2]; - const std::string in_dir = argv[3]; + const std::string out_cpp = argv[1]; + const std::string out_h = argv[2]; + const std::string asset_dir = argv[3]; + + const bool use_gzip = std::filesystem::exists(asset_dir + "/_gzip"); + const std::string in_dir = use_gzip ? (asset_dir + "/_gzip") : asset_dir; std::vector assets; - if (argc == 4) { + if (!in_dir.empty()) { const std::filesystem::path dir = in_dir; std::error_code ec; @@ -238,7 +241,8 @@ int main(int argc, char ** argv) { " std::string etag;\n" " std::string type;\n" "};\n\n" - "const llama_ui_asset * llama_ui_find_asset(const std::string & name);\n"; + "const llama_ui_asset * llama_ui_find_asset(const std::string & name);\n" + "bool llama_ui_use_gzip();\n"; h += fmt("const std::array & llama_ui_get_assets();\n", n_assets); std::string cpp; @@ -294,6 +298,7 @@ int main(int argc, char ** argv) { " return empty;\n" "}\n"; } + cpp += fmt("bool llama_ui_use_gzip() { return %s; }\n", use_gzip ? "true" : "false"); bool ok = true; ok = write_if_different(out_h, h) && ok; From f05cf4676af46c2f017c0e6ba25b6e20204f700e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sat, 13 Jun 2026 18:28:40 +0200 Subject: [PATCH 19/22] jinja : fix negative step slice with start/stop values (#24580) --- common/jinja/runtime.cpp | 4 ++-- common/jinja/value.cpp | 6 +++--- tests/test-jinja.cpp | 18 ++++++++++++++++++ 3 files changed, 23 insertions(+), 5 deletions(-) diff --git a/common/jinja/runtime.cpp b/common/jinja/runtime.cpp index f81d98d95..8d8d80b22 100644 --- a/common/jinja/runtime.cpp +++ b/common/jinja/runtime.cpp @@ -761,9 +761,9 @@ value member_expression::execute_impl(context & ctx) { if (is_stmt(this->property)) { auto s = cast_stmt(this->property); - value start_val = s->start_expr ? s->start_expr->execute(ctx) : mk_val(0); - value stop_val = s->stop_expr ? s->stop_expr->execute(ctx) : mk_val(arr_size); value step_val = s->step_expr ? s->step_expr->execute(ctx) : mk_val(1); + value start_val = s->start_expr ? s->start_expr->execute(ctx) : (step_val->as_int() < 0 ? mk_val(arr_size - 1) : mk_val(0)); + value stop_val = s->stop_expr ? s->stop_expr->execute(ctx) : (step_val->as_int() < 0 ? mk_val(-1) : mk_val(arr_size)); // translate to function call: obj.slice(start, stop, step) JJ_DEBUG("Member expression is a slice: start %s, stop %s, step %s", diff --git a/common/jinja/value.cpp b/common/jinja/value.cpp index 72a12f665..cd6a36956 100644 --- a/common/jinja/value.cpp +++ b/common/jinja/value.cpp @@ -90,14 +90,14 @@ static T slice(const T & array, int64_t start, int64_t stop, int64_t step = 1) { stop_val = std::min(stop_val, len); } } else { - start_val = len - 1; + start_val = start; if (start_val < 0) { - start_val = std::max(len + start_val, (int64_t)-1); + start_val = std::max(len + start_val, (int64_t)0); } else { start_val = std::min(start_val, len - 1); } - stop_val = -1; + stop_val = stop; if (stop_val < -1) { stop_val = std::max(len + stop_val, (int64_t)-1); } else { diff --git a/tests/test-jinja.cpp b/tests/test-jinja.cpp index 21250d04c..7bf6791b0 100644 --- a/tests/test-jinja.cpp +++ b/tests/test-jinja.cpp @@ -435,6 +435,24 @@ static void test_expressions(testing & t) { "('c', 'b', 'a')" ); + test_template(t, "string slice negative step", + "{{ 'abcdef'[::-2] }}", + json::object(), + "fdb" + ); + + test_template(t, "string slice negative start and step", + "{{ 'abcdef'[-1:1:-1] }}", + json::object(), + "fedc" + ); + + test_template(t, "string slice negative start, stop and step", + "{{ 'abcdef'[-1:-5:-1] }}", + json::object(), + "fedc" + ); + test_template(t, "arithmetic", "{{ (a + b) * c }}", {{"a", 2}, {"b", 3}, {"c", 4}}, From 4988f6e866057afd130c1515ecef0c9bab9a15f8 Mon Sep 17 00:00:00 2001 From: Michael Wand Date: Sat, 13 Jun 2026 10:49:00 -0700 Subject: [PATCH 20/22] Add arch support for cohere2-MoE (#24260) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * Add arch support for cohere2-MoE * Removed redundant gating_func checks * Changed ffn lookup to prefer prefix_dense_intermediate_size * Renamed arch to cohere2moe * Removed redundant lmhead check and chat template changes * Removed lm_head.weight check from modify tensors, load output tensor not required, fallback to token_embd.weight * Changed to (routed+shared)*0.5 for shared expert combined avg * fixed sliding_window_pattern issue and pattern * Fixed transformers crash 'first_k_dense_replace' error * Remove comment * Removed cohere2-moe as a tokenizer type and kept as tiny_aya. Renamed North-Mini-Code-1.0. * Fixed MTP fail, changed to use iSWA * Fixed remaining todos: cohere2moe renamed, changed swa parsing to use get_key_or_arr, removed extra get_arr use * Force metadata usage Co-authored-by: Sigbjørn Skjæret * Remove Cohere2 checkpoint comment Co-authored-by: Sigbjørn Skjæret * Remove MTP comment Co-authored-by: Sigbjørn Skjæret * Regenerate cohere2moe tokenizer hash * Add cohere2moe to Llama Model Saver supported list * Check for zerobios tensors and add support for Command to use LayerNorm * Map expert_selection_fn to sigmoid in base.py instead of command.py * use bools for foundnorm/foundnormrms Co-authored-by: Sigbjørn Skjæret --------- Co-authored-by: Sigbjørn Skjæret --- conversion/__init__.py | 1 + conversion/base.py | 7 +- conversion/command_r.py | 120 ++++++++++ convert_hf_to_gguf_update.py | 1 + gguf-py/gguf/constants.py | 29 +++ src/llama-arch.cpp | 1 + src/llama-arch.h | 1 + src/llama-model-saver.cpp | 1 + src/llama-model.cpp | 9 +- src/models/cohere2.cpp | 6 +- src/models/cohere2moe.cpp | 443 +++++++++++++++++++++++++++++++++++ src/models/models.h | 17 ++ tests/test-llama-archs.cpp | 3 +- 13 files changed, 632 insertions(+), 7 deletions(-) create mode 100644 src/models/cohere2moe.cpp diff --git a/conversion/__init__.py b/conversion/__init__.py index cd6f8e6b9..00192cf33 100644 --- a/conversion/__init__.py +++ b/conversion/__init__.py @@ -40,6 +40,7 @@ TEXT_MODEL_MAP: dict[str, str] = { "ChatGLMModel": "chatglm", "CodeShellForCausalLM": "codeshell", "CogVLMForCausalLM": "cogvlm", + "Cohere2MoeForCausalLM": "command_r", "Cohere2ForCausalLM": "command_r", "CohereForCausalLM": "command_r", "DbrxForCausalLM": "dbrx", diff --git a/conversion/base.py b/conversion/base.py index 9d81c19b4..c872bcbb3 100644 --- a/conversion/base.py +++ b/conversion/base.py @@ -1195,7 +1195,7 @@ class TextModel(ModelBase): self.gguf_writer.add_embedding_length(n_embd) logger.info(f"gguf: embedding length = {n_embd}") - if (n_ff := self.find_hparam(["intermediate_size", "n_inner", "hidden_dim"], optional=True)) is not None: + if (n_ff := self.find_hparam(["prefix_dense_intermediate_size", "intermediate_size", "n_inner", "hidden_dim"], optional=True)) is not None: self.gguf_writer.add_feed_forward_length(n_ff) logger.info(f"gguf: feed forward length = {n_ff}") @@ -1280,7 +1280,7 @@ class TextModel(ModelBase): self.gguf_writer.add_expert_group_used_count(n_group_used) logger.info(f"gguf: expert groups used count = {n_group_used}") - if (score_func := self.find_hparam(["score_function", "scoring_func", "score_func", "moe_router_activation", "moe_router_activation_func"], optional=True)) is not None: + if (score_func := self.find_hparam(["score_function", "scoring_func", "score_func", "moe_router_activation", "moe_router_activation_func", "expert_selection_fn"], optional=True)) is not None: if score_func == "sigmoid": self.gguf_writer.add_expert_gating_func(gguf.ExpertGatingFuncType.SIGMOID) elif score_func == "softmax": @@ -1495,6 +1495,9 @@ class TextModel(ModelBase): if chkhsh == "d772b220ace2baec124bed8cfafce0ead7d6c38a4b65ef11261cf9d5d62246d1": # ref: https://huggingface.co/CohereLabs/tiny-aya-base res = "tiny_aya" + if chkhsh == "52df12b4c8d4176e7481aab4b6e8454d1fd0a210a04a574f6d4e067d10e23c3e": + # ref: https://huggingface.co/CohereLabs/North-Mini-Code-1.0 + res = "cohere2moe" if chkhsh == "e636dc30a262dcc0d8c323492e32ae2b70728f4df7dfe9737d9f920a282b8aea": # ref: https://huggingface.co/Qwen/Qwen1.5-7B res = "qwen2" diff --git a/conversion/command_r.py b/conversion/command_r.py index 603288d16..118565c66 100644 --- a/conversion/command_r.py +++ b/conversion/command_r.py @@ -1,5 +1,6 @@ from __future__ import annotations +import re from typing import Iterable, TYPE_CHECKING import torch @@ -55,3 +56,122 @@ class Cohere2Model(TextModel): return yield from super().modify_tensors(data_torch, name, bid) + + +@ModelBase.register("Cohere2MoeForCausalLM") +class Cohere2MoeModel(TextModel): + model_arch = gguf.MODEL_ARCH.COHERE2MOE + _n_main_layers: int | None = None + _expert_tensor_re = re.compile( + r"model\.layers\.(\d+)\.mlp\.experts\.(\d+)\.(down_proj|gate_proj|up_proj)\.weight" + ) + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + if (n_nextn := int(self.hparams.get("num_nextn_predict_layers", 0) or 0)) > 0 and not self.no_mtp: + self.block_count += n_nextn + self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) + self._experts: list[dict[str, Tensor]] = [{} for _ in range(self.block_count)] + + def _set_vocab_gpt2(self) -> None: + tokens, toktypes, tokpre = self.get_vocab_base() + self.gguf_writer.add_tokenizer_model("gpt2") + self.gguf_writer.add_tokenizer_pre(tokpre) + self.gguf_writer.add_token_list(tokens) + self.gguf_writer.add_token_types(toktypes) + + special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=True) + special_vocab.add_to_gguf(self.gguf_writer) + + def set_gguf_parameters(self): + hparams = self.hparams + expert_intermediate_size = hparams["intermediate_size"] + mlp_layer_types = hparams.get("mlp_layer_types") + n_dense_lead = hparams.get("first_k_dense_replace", 0) + if mlp_layer_types is not None: + n_dense_lead = next((i for i, t in enumerate(mlp_layer_types) if t != "dense"), len(mlp_layer_types)) + + super().set_gguf_parameters() + + self.gguf_writer.add_logit_scale(hparams["logit_scale"]) + self.gguf_writer.add_sliding_window(hparams["sliding_window"]) + self.gguf_writer.add_sliding_window_pattern([t == "sliding_attention" for t in hparams["layer_types"]]) + self.gguf_writer.add_vocab_size(hparams["vocab_size"]) + self.gguf_writer.add_expert_feed_forward_length(expert_intermediate_size) + self.gguf_writer.add_leading_dense_block_count(n_dense_lead) + self.gguf_writer.add_expert_weights_norm(hparams.get("norm_topk_prob", False)) + if (num_shared_experts := hparams.get("num_shared_experts", 0)) > 0: + if hparams.get("shared_expert_combination_strategy", "average") != "average": + raise ValueError("Cohere2 MoE only supports average shared expert combination") + self.gguf_writer.add_expert_shared_count(num_shared_experts) + self.gguf_writer.add_expert_shared_feed_forward_length(expert_intermediate_size * num_shared_experts) + if (n_nextn := hparams.get("num_nextn_predict_layers", 0)) > 0 and not self.no_mtp: + self.gguf_writer.add_nextn_predict_layers(n_nextn) + self.gguf_writer.add_rope_dimension_count(hparams["head_dim"]) + self.gguf_writer.add_rope_scaling_type(gguf.RopeScalingType.NONE) + + def index_tensors(self, remote_hf_model_id: str | None = None): + hparams = {**self.hparams, **self.hparams.get("text_config", {})} + self._n_main_layers = hparams.get("num_hidden_layers") + type(self)._n_main_layers = self._n_main_layers + return super().index_tensors(remote_hf_model_id=remote_hf_model_id) + + @classmethod + def filter_tensors(cls, item): + if (titem := super().filter_tensors(item)) is None: + return None + name, gen = titem + + if cls._n_main_layers is not None: + is_mtp = (m := re.match(r"model\.layers\.(\d+)\.", name)) is not None and int(m.group(1)) >= cls._n_main_layers + if is_mtp and cls.no_mtp: + return None + if cls.mtp_only and not is_mtp and name not in ( + "model.embed_tokens.weight", "model.norm.weight", "lm_head.weight", + ): + return None + + return name, gen + + def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: + if name.endswith(".bias"): + if torch.any(data_torch != 0): + raise ValueError(f"Bias tensor {name!r} is not zero.") + logger.debug(f"Skipping bias tensor {name!r}.") + return + + if (m := self._expert_tensor_re.fullmatch(name)) is not None: + n_experts = self.hparams["num_experts"] + layer_idx = int(m.group(1)) + assert bid is None or bid == layer_idx + + self._experts[layer_idx][name] = data_torch + + expected = { + f"model.layers.{layer_idx}.mlp.experts.{xid}.{w_name}.weight" + for xid in range(n_experts) + for w_name in ("down_proj", "gate_proj", "up_proj") + } + if expected.issubset(self._experts[layer_idx]): + for w_name in ["down_proj", "gate_proj", "up_proj"]: + datas: list[Tensor] = [] + + for xid in range(n_experts): + ename = f"model.layers.{layer_idx}.mlp.experts.{xid}.{w_name}.weight" + datas.append(self._experts[layer_idx][ename]) + del self._experts[layer_idx][ename] + + data_torch = torch.stack(datas, dim=0) + merged_name = f"model.layers.{layer_idx}.mlp.experts.{w_name}.weight" + + yield from super().modify_tensors(data_torch, merged_name, layer_idx) + return + + yield from super().modify_tensors(data_torch, name, bid) + + def prepare_tensors(self): + super().prepare_tensors() + + experts = [k for d in self._experts for k in d.keys()] + if len(experts) > 0: + raise ValueError(f"Unprocessed experts: {experts}") diff --git a/convert_hf_to_gguf_update.py b/convert_hf_to_gguf_update.py index b4c8a7cf0..91c006278 100755 --- a/convert_hf_to_gguf_update.py +++ b/convert_hf_to_gguf_update.py @@ -100,6 +100,7 @@ models = [ {"name": "refact", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/smallcloudai/Refact-1_6-base", }, {"name": "command-r", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereForAI/c4ai-command-r-v01", }, {"name": "tiny_aya", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereLabs/tiny-aya-base", }, + {"name": "cohere2moe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/CohereLabs/North-Mini-Code-1.0", }, {"name": "qwen2", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/Qwen/Qwen1.5-7B", }, {"name": "olmo", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/allenai/OLMo-1.7-7B-hf", }, {"name": "dbrx", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/databricks/dbrx-base", }, diff --git a/gguf-py/gguf/constants.py b/gguf-py/gguf/constants.py index 4b6dfea64..463963f2a 100644 --- a/gguf-py/gguf/constants.py +++ b/gguf-py/gguf/constants.py @@ -457,6 +457,7 @@ class MODEL_ARCH(IntEnum): XVERSE = auto() COMMAND_R = auto() COHERE2 = auto() + COHERE2MOE = auto() DBRX = auto() OLMO = auto() OLMO2 = auto() @@ -1012,6 +1013,7 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = { MODEL_ARCH.XVERSE: "xverse", MODEL_ARCH.COMMAND_R: "command-r", MODEL_ARCH.COHERE2: "cohere2", + MODEL_ARCH.COHERE2MOE: "cohere2moe", MODEL_ARCH.DBRX: "dbrx", MODEL_ARCH.OLMO: "olmo", MODEL_ARCH.OLMO2: "olmo2", @@ -2872,6 +2874,33 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = { MODEL_TENSOR.FFN_DOWN, MODEL_TENSOR.FFN_UP, ], + MODEL_ARCH.COHERE2MOE: [ + MODEL_TENSOR.TOKEN_EMBD, + MODEL_TENSOR.OUTPUT_NORM, + MODEL_TENSOR.OUTPUT, + MODEL_TENSOR.ATTN_NORM, + MODEL_TENSOR.ATTN_Q, + MODEL_TENSOR.ATTN_K, + MODEL_TENSOR.ATTN_V, + MODEL_TENSOR.ATTN_OUT, + MODEL_TENSOR.FFN_GATE, + MODEL_TENSOR.FFN_DOWN, + MODEL_TENSOR.FFN_UP, + MODEL_TENSOR.FFN_GATE_INP, + MODEL_TENSOR.FFN_GATE_EXP, + MODEL_TENSOR.FFN_GATE_UP_EXP, + MODEL_TENSOR.FFN_DOWN_EXP, + MODEL_TENSOR.FFN_UP_EXP, + MODEL_TENSOR.FFN_GATE_SHEXP, + MODEL_TENSOR.FFN_DOWN_SHEXP, + MODEL_TENSOR.FFN_UP_SHEXP, + MODEL_TENSOR.NEXTN_EH_PROJ, + MODEL_TENSOR.NEXTN_EMBED_TOKENS, + MODEL_TENSOR.NEXTN_ENORM, + MODEL_TENSOR.NEXTN_HNORM, + MODEL_TENSOR.NEXTN_SHARED_HEAD_HEAD, + MODEL_TENSOR.NEXTN_SHARED_HEAD_NORM, + ], MODEL_ARCH.DBRX: [ MODEL_TENSOR.TOKEN_EMBD, MODEL_TENSOR.OUTPUT_NORM, diff --git a/src/llama-arch.cpp b/src/llama-arch.cpp index 9f93d5bc7..4a52d9772 100644 --- a/src/llama-arch.cpp +++ b/src/llama-arch.cpp @@ -66,6 +66,7 @@ static const std::map LLM_ARCH_NAMES = { { LLM_ARCH_XVERSE, "xverse" }, { LLM_ARCH_COMMAND_R, "command-r" }, { LLM_ARCH_COHERE2, "cohere2" }, + { LLM_ARCH_COHERE2MOE, "cohere2moe" }, { LLM_ARCH_DBRX, "dbrx" }, { LLM_ARCH_OLMO, "olmo" }, { LLM_ARCH_OLMO2, "olmo2" }, diff --git a/src/llama-arch.h b/src/llama-arch.h index c5245fb58..989da06d8 100644 --- a/src/llama-arch.h +++ b/src/llama-arch.h @@ -71,6 +71,7 @@ enum llm_arch { LLM_ARCH_XVERSE, LLM_ARCH_COMMAND_R, LLM_ARCH_COHERE2, + LLM_ARCH_COHERE2MOE, LLM_ARCH_DBRX, LLM_ARCH_OLMO, LLM_ARCH_OLMO2, diff --git a/src/llama-model-saver.cpp b/src/llama-model-saver.cpp index 67d4a9df0..a3928523b 100644 --- a/src/llama-model-saver.cpp +++ b/src/llama-model-saver.cpp @@ -18,6 +18,7 @@ bool llama_model_saver_supports_arch(llm_arch arch) { case LLM_ARCH_GEMMA3: case LLM_ARCH_GEMMA3N: case LLM_ARCH_COHERE2: + case LLM_ARCH_COHERE2MOE: case LLM_ARCH_OLMO2: case LLM_ARCH_BITNET: case LLM_ARCH_T5: diff --git a/src/llama-model.cpp b/src/llama-model.cpp index 7281ed79f..c52875533 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -157,6 +157,8 @@ static llama_model * llama_model_mapping(llm_arch arch, const llama_model_params return new llama_model_command_r(params); case LLM_ARCH_COHERE2: return new llama_model_cohere2(params); + case LLM_ARCH_COHERE2MOE: + return new llama_model_cohere2moe(params); case LLM_ARCH_DBRX: return new llama_model_dbrx(params); case LLM_ARCH_OLMO: @@ -1467,9 +1469,12 @@ bool llama_model_base::load_tensors(llama_model_loader & ml) { } ml.done_getting_tensors(); + // Tied NVFP4 output is valid when no separate LM-head scale tensors are present. + // If sidecar scales exist, the output weight must be an actual output tensor. GGML_ASSERT(!(output && tok_embd && strcmp(output->name, tok_embd->name) == 0 && - output->type == GGML_TYPE_NVFP4)); + output->type == GGML_TYPE_NVFP4 && + (output_s || output_in_s))); // populate tensors_by_name for (auto & [_, ctx_ptr] : ml.ctx_map) { for (auto * cur = ggml_get_first_tensor(ctx_ptr.get()); cur != NULL; cur = ggml_get_next_tensor(ctx_ptr.get(), cur)) { @@ -1844,6 +1849,7 @@ void llama_model::print_info() const { } if (arch == LLM_ARCH_MELLUM || + arch == LLM_ARCH_COHERE2MOE || arch == LLM_ARCH_QWEN3MOE || arch == LLM_ARCH_OPENAI_MOE || arch == LLM_ARCH_QWEN3VLMOE || @@ -2389,6 +2395,7 @@ llama_rope_type llama_model_rope_type(const llama_model * model) { case LLM_ARCH_XVERSE: case LLM_ARCH_COMMAND_R: case LLM_ARCH_COHERE2: + case LLM_ARCH_COHERE2MOE: case LLM_ARCH_OLMO: case LLM_ARCH_ARCTIC: case LLM_ARCH_DEEPSEEK: diff --git a/src/models/cohere2.cpp b/src/models/cohere2.cpp index 61a5945a1..e2b366256 100644 --- a/src/models/cohere2.cpp +++ b/src/models/cohere2.cpp @@ -122,9 +122,9 @@ llama_model_cohere2::graph::graph(const llama_model & model, const llm_graph_par // feed-forward network { cur = build_ffn(ffn_inp, - model.layers[il].ffn_up, NULL, NULL, - model.layers[il].ffn_gate, NULL, NULL, - model.layers[il].ffn_down, NULL, NULL, + model.layers[il].ffn_up, NULL, model.layers[il].ffn_up_s, + model.layers[il].ffn_gate, NULL, model.layers[il].ffn_gate_s, + model.layers[il].ffn_down, NULL, model.layers[il].ffn_down_s, NULL, LLM_FFN_SILU, LLM_FFN_PAR, il); cb(cur, "ffn_out", il); } diff --git a/src/models/cohere2moe.cpp b/src/models/cohere2moe.cpp new file mode 100644 index 000000000..499c73a1c --- /dev/null +++ b/src/models/cohere2moe.cpp @@ -0,0 +1,443 @@ +#include "models.h" + +void llama_model_cohere2moe::load_arch_hparams(llama_model_loader & ml) { + const bool found_norm = ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps, false); + const bool found_norm_rms = ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps, false); + if (!found_norm && !found_norm_rms) { + throw std::runtime_error("missing Cohere2 MoE norm epsilon"); + } + if (!found_norm_rms) { + hparams.f_norm_rms_eps = 0.0f; + } + + ml.get_key(LLM_KV_ATTENTION_SLIDING_WINDOW, hparams.n_swa); + ml.get_key(LLM_KV_LOGIT_SCALE, hparams.f_logit_scale); + ml.get_key(LLM_KV_LEADING_DENSE_BLOCK_COUNT, hparams.n_layer_dense_lead); + ml.get_key(LLM_KV_EXPERT_FEED_FORWARD_LENGTH, hparams.n_ff_exp); + ml.get_key(LLM_KV_EXPERT_SHARED_FEED_FORWARD_LENGTH, hparams.n_ff_shexp, false); + ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_NORM, hparams.expert_weights_norm, false); + ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale, false); + ml.get_key(LLM_KV_EXPERT_GATING_FUNC, hparams.expert_gating_func, false); + + ml.get_key(LLM_KV_NEXTN_PREDICT_LAYERS, hparams.n_layer_nextn, false); + GGML_ASSERT(hparams.n_layer_nextn < hparams.n_layer_all && "n_layer_nextn must be < n_layer"); + + if (hparams.expert_gating_func == LLAMA_EXPERT_GATING_FUNC_TYPE_NONE) { + hparams.expert_gating_func = LLAMA_EXPERT_GATING_FUNC_TYPE_SIGMOID; + } + + hparams.swa_type = LLAMA_SWA_TYPE_STANDARD; + uint32_t swa_period = 4; + if (ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, swa_period, false)) { + hparams.set_swa_pattern(swa_period, true); + } else { + ml.get_key_or_arr(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, hparams.is_swa_impl, hparams.n_layer()); + } + + hparams.rope_freq_base_train_swa = hparams.rope_freq_base_train; + hparams.rope_freq_scale_train_swa = hparams.rope_freq_scale_train; + ml.get_key(LLM_KV_ROPE_FREQ_BASE_SWA, hparams.rope_freq_base_train_swa, false); + + switch (hparams.n_layer()) { + case 49: type = LLM_TYPE_30B_A3B; break; + default: type = LLM_TYPE_UNKNOWN; + } +} + +void llama_model_cohere2moe::load_arch_tensors(llama_model_loader & ml) { + LLAMA_LOAD_LOCALS; + + const bool mtp_only = (hparams.n_layer_nextn > 0) && (ml.get_weight("blk.0.attn_norm.weight") == nullptr); + // Trunk-only: the GGUF declares MTP layers in metadata but the actual MTP + // tensors live in a separate file. Mark MTP tensors NOT_REQUIRED so the + // trunk loads cleanly. + const std::string mtp_probe = "blk." + std::to_string(n_layer) + ".nextn.eh_proj.weight"; + const bool trunk_only = (hparams.n_layer_nextn > 0) && (ml.get_weight(mtp_probe.c_str()) == nullptr); + const int trunk_flags = mtp_only ? TENSOR_NOT_REQUIRED : 0; + const int mtp_flags = trunk_only ? TENSOR_NOT_REQUIRED : 0; + + tok_embd = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, 0); + + // output + output_norm = create_tensor(tn(LLM_TENSOR_OUTPUT_NORM, "weight"), { n_embd }, 0); + output = create_tensor(tn(LLM_TENSOR_OUTPUT, "weight"), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED); + + // if output is NULL, init from the input tok embed + if (output == NULL) { + output = create_tensor(tn(LLM_TENSOR_TOKEN_EMBD, "weight"), { n_embd, n_vocab }, TENSOR_DUPLICATED); + } + + if (n_expert == 0) { + throw std::runtime_error("n_expert must be > 0 for Cohere2Moe"); + } + if (n_expert_used == 0) { + throw std::runtime_error("n_expert_used must be > 0 for Cohere2Moe"); + } + + auto load_block_trunk = [&](int i, int flags) { + auto & layer = layers[i]; + + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, flags); + + create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head, n_embd_gqa, n_embd_gqa, flags); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd_head_k * n_head, n_embd }, flags); + + if (static_cast(i) < hparams.n_layer_dense_lead) { + layer.ffn_gate = create_tensor(tn(LLM_TENSOR_FFN_GATE, "weight", i), { n_embd, n_ff }, flags); + layer.ffn_down = create_tensor(tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd }, flags); + layer.ffn_up = create_tensor(tn(LLM_TENSOR_FFN_UP, "weight", i), { n_embd, n_ff }, flags); + } else { + const int64_t n_ff_exp = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff; + + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), { n_embd, n_expert }, flags); + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), { n_ff_exp, n_embd, n_expert }, flags); + create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, flags); + + if (hparams.n_expert_shared > 0) { + const int64_t n_ff_shexp = hparams.n_ff_shexp ? hparams.n_ff_shexp : n_ff_exp * hparams.n_expert_shared; + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), { n_embd, n_ff_shexp }, flags); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff_shexp, n_embd }, flags); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), { n_embd, n_ff_shexp }, flags); + } + } + }; + + auto load_block_mtp = [&](int i, int flags) { + auto & layer = layers[i]; + + // MTP block looks like a full-attention Cohere2 MoE decoder block. + layer.attn_norm = create_tensor(tn(LLM_TENSOR_ATTN_NORM, "weight", i), { n_embd }, flags); + + create_tensor_qkv(layer, i, n_embd, n_embd_head_k * n_head, n_embd_gqa, n_embd_gqa, flags); + layer.wo = create_tensor(tn(LLM_TENSOR_ATTN_OUT, "weight", i), { n_embd_head_k * n_head, n_embd }, flags); + + const int64_t n_ff_exp = hparams.n_ff_exp ? hparams.n_ff_exp : n_ff; + + // Routed experts + layer.ffn_gate_inp = create_tensor(tn(LLM_TENSOR_FFN_GATE_INP, "weight", i), { n_embd, n_expert }, flags); + layer.ffn_down_exps = create_tensor(tn(LLM_TENSOR_FFN_DOWN_EXPS, "weight", i), { n_ff_exp, n_embd, n_expert }, flags); + create_tensor_gate_up_exps(layer, i, n_embd, n_ff_exp, n_expert, flags); + + if (hparams.n_expert_shared > 0) { + const int64_t n_ff_shexp = hparams.n_ff_shexp ? hparams.n_ff_shexp : n_ff_exp * hparams.n_expert_shared; + + // Shared experts + layer.ffn_gate_shexp = create_tensor(tn(LLM_TENSOR_FFN_GATE_SHEXP, "weight", i), { n_embd, n_ff_shexp }, flags); + layer.ffn_down_shexp = create_tensor(tn(LLM_TENSOR_FFN_DOWN_SHEXP, "weight", i), { n_ff_shexp, n_embd }, flags); + layer.ffn_up_shexp = create_tensor(tn(LLM_TENSOR_FFN_UP_SHEXP, "weight", i), { n_embd, n_ff_shexp }, flags); + } + + // NextN-specific tensors that define the MTP block. + layer.nextn.eh_proj = create_tensor(tn(LLM_TENSOR_NEXTN_EH_PROJ, "weight", i), { 2 * n_embd, n_embd }, flags); + layer.nextn.enorm = create_tensor(tn(LLM_TENSOR_NEXTN_ENORM, "weight", i), { n_embd }, flags); + layer.nextn.hnorm = create_tensor(tn(LLM_TENSOR_NEXTN_HNORM, "weight", i), { n_embd }, flags); + layer.nextn.embed_tokens = create_tensor(tn(LLM_TENSOR_NEXTN_EMBED_TOKENS, "weight", i), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED); + layer.nextn.shared_head_head = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_HEAD, "weight", i), { n_embd, n_vocab }, TENSOR_NOT_REQUIRED); + layer.nextn.shared_head_norm = create_tensor(tn(LLM_TENSOR_NEXTN_SHARED_HEAD_NORM, "weight", i), { n_embd }, TENSOR_NOT_REQUIRED); + }; + + for (int i = 0; i < n_layer; ++i) { + load_block_trunk(i, trunk_flags); + } + // MTP/NextN layers are loaded as extra decoder blocks. + for (int i = n_layer; i < n_layer_all; ++i) { + load_block_mtp(i, mtp_flags); + } +} + +std::unique_ptr llama_model_cohere2moe::build_arch_graph(const llm_graph_params & params) const { + if (params.gtype == LLM_GRAPH_TYPE_DECODER_MTP) { + return std::make_unique(*this, params); + } + return std::make_unique(*this, params); +} + +llama_model_cohere2moe::graph::graph(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + const int64_t n_embd_head = hparams.n_embd_head_v(); + + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); + + const llm_norm_type cohere2moe_norm_type = hparams.f_norm_rms_eps == 0.0f ? LLM_NORM : LLM_NORM_RMS; + const float f_logit_scale = hparams.f_logit_scale; + ggml_tensor * cur; + ggml_tensor * inpL = build_inp_embd(model.tok_embd); + ggml_tensor * inp_pos = build_inp_pos(); + + auto * inp_attn = build_attn_inp_kv_iswa(); + ggml_tensor * inp_out_ids = build_inp_out_ids(); + + // MTP/NextN layers are loaded as extra decoder blocks but not executed in the main pass. + for (int il = 0; il < n_layer; ++il) { + const bool is_swa = hparams.is_swa(il); + // Dense-prefix full-attention layers use RoPE; later layers follow the SWA pattern. + const bool force_rope = static_cast(il) < hparams.n_layer_dense_lead; + + cur = build_norm(inpL, model.layers[il].attn_norm, nullptr, cohere2moe_norm_type, il); + cb(cur, "attn_norm", il); + + ggml_tensor * ffn_inp = cur; + + { + const auto & layer = model.layers[il]; + + auto [Qcur, Kcur, Vcur] = build_qkv(layer, cur, + n_embd_head, n_head, n_head_kv, il); + + if (is_swa || force_rope) { + ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); + + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + } + + cb(Qcur, "Qcur", il); + cb(Kcur, "Kcur", il); + cb(Vcur, "Vcur", il); + + cur = build_attn(inp_attn, + layer.wo, layer.wo_b, layer.wo_s, + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, + 1.0f / sqrtf(float(n_embd_head)), il); + } + + if (il == n_layer - 1 && inp_out_ids && cparams.embeddings_nextn_masked) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + inpL = ggml_get_rows(ctx0, inpL, inp_out_ids); + ffn_inp = ggml_get_rows(ctx0, ffn_inp, inp_out_ids); + } + + ggml_tensor * attn_out = cur; + + const auto & layer = model.layers[il]; + + if (layer.ffn_gate_inp == nullptr) { + cur = build_ffn(ffn_inp, + layer.ffn_up, nullptr, layer.ffn_up_s, + layer.ffn_gate, nullptr, layer.ffn_gate_s, + layer.ffn_down, nullptr, layer.ffn_down_s, + nullptr, LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(cur, "ffn_out", il); + } else { + cur = build_moe_ffn(ffn_inp, + layer.ffn_gate_inp, + layer.ffn_up_exps, + layer.ffn_gate_exps, + layer.ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, hparams.expert_weights_norm, + hparams.expert_weights_scale, + (llama_expert_gating_func_type) hparams.expert_gating_func, + il, + nullptr, layer.ffn_gate_up_exps, + layer.ffn_up_exps_s, + layer.ffn_gate_exps_s, + layer.ffn_down_exps_s); + cb(cur, "ffn_moe_out", il); + + if (layer.ffn_up_shexp) { + ggml_tensor * ffn_shexp = build_ffn(ffn_inp, + layer.ffn_up_shexp, nullptr, layer.ffn_up_shexp_s, + layer.ffn_gate_shexp, nullptr, layer.ffn_gate_shexp_s, + layer.ffn_down_shexp, nullptr, layer.ffn_down_shexp_s, + nullptr, LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(ffn_shexp, "ffn_shexp", il); + + cur = ggml_add(ctx0, cur, ffn_shexp); + cur = ggml_scale(ctx0, cur, 0.5f); + cb(cur, "ffn_out", il); + } + } + + cur = ggml_add(ctx0, cur, inpL); + cur = ggml_add(ctx0, cur, attn_out); + + cur = build_cvec(cur, il); + cb(cur, "l_out", il); + + inpL = cur; + } + + cur = inpL; + cur = build_norm(cur, model.output_norm, nullptr, cohere2moe_norm_type, -1); + + cb(cur, "h_nextn", -1); + res->t_h_nextn = cur; + + if (!cparams.embeddings_nextn_masked && inp_out_ids) { + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + } + + cb(cur, "result_norm", -1); + res->t_embd = cur; + + cur = build_lora_mm(model.output, cur); + + if (f_logit_scale) { + cur = ggml_scale(ctx0, cur, f_logit_scale); + } + + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} + +llama_model_cohere2moe::graph_mtp::graph_mtp(const llama_model & model, const llm_graph_params & params) : llm_graph_context(params) { + GGML_ASSERT(hparams.n_layer_nextn > 0 && "COHERE2MOE MTP requires n_layer_nextn > 0"); + GGML_ASSERT(hparams.n_layer_nextn == 1 && "COHERE2MOE MTP currently only supports a single MTP block"); + + const int64_t n_embd_head = hparams.n_embd_head_v(); + GGML_ASSERT(n_embd_head == hparams.n_embd_head_k()); + GGML_ASSERT(n_embd_head == n_rot); + + const int il = hparams.n_layer(); + const auto & layer = model.layers[il]; + GGML_ASSERT(layer.nextn.eh_proj && "MTP block missing nextn.eh_proj"); + GGML_ASSERT(layer.nextn.enorm && "MTP block missing nextn.enorm"); + GGML_ASSERT(layer.nextn.hnorm && "MTP block missing nextn.hnorm"); + GGML_ASSERT(layer.ffn_gate_inp && "MTP block missing ffn_gate_inp"); + + const llm_norm_type cohere2moe_norm_type = hparams.f_norm_rms_eps == 0.0f ? LLM_NORM : LLM_NORM_RMS; + + // TODO: extract in a common llm_graph_context::build_inp_embd_h() + auto inp = std::make_unique(hparams.n_embd); + + inp->tokens = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_tokens); + ggml_set_input(inp->tokens); + + inp->embd = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd_inp(), n_tokens); + ggml_set_input(inp->embd); + + // TODO: make static using `ggml_build_forward_select()` + // see llm_graph_context::build_inp_embd() for reference + ggml_tensor * tok_embd; + if (ubatch.token) { + ggml_tensor * tok_embd_w = layer.nextn.embed_tokens ? layer.nextn.embed_tokens : model.tok_embd; + tok_embd = ggml_get_rows(ctx0, tok_embd_w, inp->tokens); + } else { + tok_embd = inp->embd; + } + cb(tok_embd, "mtp_tok_embd", il); + + inp->h = ggml_new_tensor_2d(ctx0, GGML_TYPE_F32, hparams.n_embd, n_tokens); + ggml_set_input(inp->h); + ggml_set_name(inp->h, "mtp_h_input"); + + ggml_tensor * h_embd = inp->h; + + res->add_input(std::move(inp)); + + ggml_tensor * inp_pos = build_inp_pos(); + ggml_tensor * inp_out_ids = build_inp_out_ids(); + auto * inp_attn = build_attn_inp_kv_iswa(); + + ggml_tensor * h_norm = build_norm(h_embd, layer.nextn.hnorm, nullptr, cohere2moe_norm_type, il); + cb(h_norm, "mtp_hnorm", il); + + ggml_tensor * e_norm = build_norm(tok_embd, layer.nextn.enorm, nullptr, cohere2moe_norm_type, il); + cb(e_norm, "mtp_enorm", il); + + ggml_tensor * concat = ggml_concat(ctx0, e_norm, h_norm, /*dim=*/ 0); + cb(concat, "mtp_concat", il); + + ggml_tensor * cur = build_lora_mm(layer.nextn.eh_proj, concat, layer.nextn.eh_proj_s); + cb(cur, "mtp_eh_proj", il); + + ggml_tensor * inpL = cur; + + cur = build_norm(cur, layer.attn_norm, nullptr, cohere2moe_norm_type, il); + cb(cur, "mtp_attn_norm", il); + ggml_tensor * ffn_inp = cur; + + auto [Qcur, Kcur, Vcur] = build_qkv(layer, cur, n_embd_head, n_head, n_head_kv, il); + ggml_tensor * rope_factors = model.get_rope_factors(cparams, il); + Qcur = ggml_rope_ext( + ctx0, Qcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + Kcur = ggml_rope_ext( + ctx0, Kcur, inp_pos, rope_factors, + n_rot, rope_type, n_ctx_orig, freq_base, freq_scale, + ext_factor, attn_factor, beta_fast, beta_slow); + + cb(Qcur, "mtp_Qcur", il); + cb(Kcur, "mtp_Kcur", il); + cb(Vcur, "mtp_Vcur", il); + + cur = build_attn(inp_attn, + layer.wo, layer.wo_b, layer.wo_s, + Qcur, Kcur, Vcur, nullptr, nullptr, nullptr, + 1.0f / sqrtf(float(n_embd_head)), il); + cb(cur, "mtp_attn_out", il); + + ggml_tensor * attn_out = cur; + + cur = build_moe_ffn(ffn_inp, + layer.ffn_gate_inp, + layer.ffn_up_exps, + layer.ffn_gate_exps, + layer.ffn_down_exps, + nullptr, + n_expert, n_expert_used, + LLM_FFN_SILU, hparams.expert_weights_norm, + hparams.expert_weights_scale, + (llama_expert_gating_func_type) hparams.expert_gating_func, + il, + nullptr, layer.ffn_gate_up_exps, + layer.ffn_up_exps_s, + layer.ffn_gate_exps_s, + layer.ffn_down_exps_s); + cb(cur, "mtp_ffn_moe_out", il); + + if (layer.ffn_up_shexp) { + ggml_tensor * ffn_shexp = build_ffn(ffn_inp, + layer.ffn_up_shexp, nullptr, layer.ffn_up_shexp_s, + layer.ffn_gate_shexp, nullptr, layer.ffn_gate_shexp_s, + layer.ffn_down_shexp, nullptr, layer.ffn_down_shexp_s, + nullptr, LLM_FFN_SILU, LLM_FFN_PAR, il); + cb(ffn_shexp, "mtp_ffn_shexp", il); + + cur = ggml_add(ctx0, cur, ffn_shexp); + cur = ggml_scale(ctx0, cur, 0.5f); + cb(cur, "mtp_ffn_out", il); + } + + cur = ggml_add(ctx0, cur, inpL); + cur = ggml_add(ctx0, cur, attn_out); + cb(cur, "mtp_post_ffn", il); + + ggml_tensor * head_norm_w = layer.nextn.shared_head_norm + ? layer.nextn.shared_head_norm + : model.output_norm; + GGML_ASSERT(head_norm_w && "COHERE2MOE MTP: missing both nextn.shared_head_norm and output_norm"); + cur = build_norm(cur, head_norm_w, nullptr, cohere2moe_norm_type, -1); + + cb(cur, "h_nextn", -1); + res->t_h_nextn = cur; + + cur = ggml_get_rows(ctx0, cur, inp_out_ids); + cb(cur, "mtp_shared_head_norm", -1); + + ggml_tensor * head_w = layer.nextn.shared_head_head ? layer.nextn.shared_head_head : model.output; + GGML_ASSERT(head_w && "COHERE2MOE MTP: missing LM head (nextn.shared_head_head or model.output)"); + cur = build_lora_mm(head_w, cur, layer.nextn.shared_head_head ? layer.nextn.shared_head_head_s : nullptr); + + if (hparams.f_logit_scale) { + cur = ggml_scale(ctx0, cur, hparams.f_logit_scale); + } + + cb(cur, "result_output", -1); + res->t_logits = cur; + + ggml_build_forward_expand(gf, cur); +} diff --git a/src/models/models.h b/src/models/models.h index ee3aff07b..2ac8415a3 100644 --- a/src/models/models.h +++ b/src/models/models.h @@ -937,6 +937,23 @@ struct llama_model_cohere2 : public llama_model_base { }; +struct llama_model_cohere2moe : public llama_model_base { + llama_model_cohere2moe(const struct llama_model_params & params) : llama_model_base(params) {} + void load_arch_hparams(llama_model_loader & ml) override; + void load_arch_tensors(llama_model_loader & ml) override; + + struct graph : public llm_graph_context { + graph(const llama_model & model, const llm_graph_params & params); + }; + + struct graph_mtp : public llm_graph_context { + graph_mtp(const llama_model & model, const llm_graph_params & params); + }; + + std::unique_ptr build_arch_graph(const llm_graph_params & params) const override; +}; + + struct llama_model_dbrx : public llama_model_base { llama_model_dbrx(const struct llama_model_params & params) : llama_model_base(params) {} void load_arch_hparams(llama_model_loader & ml) override; diff --git a/tests/test-llama-archs.cpp b/tests/test-llama-archs.cpp index 4d06274ef..524971ae4 100644 --- a/tests/test-llama-archs.cpp +++ b/tests/test-llama-archs.cpp @@ -185,7 +185,7 @@ static gguf_context_ptr get_gguf_ctx(const llm_arch arch, const bool moe) { ms.add_kv(LLM_KV_ROPE_FREQ_BASE_SWA, 10000.0f); // SWA pattern: every 5th layer is full attention (matches E2B layer_types) ms.add_kv(LLM_KV_ATTENTION_SLIDING_WINDOW_PATTERN, uint32_t(5)); - } else if (arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_STEP35) { + } else if (arch == LLM_ARCH_COHERE2MOE || arch == LLM_ARCH_MIMO2 || arch == LLM_ARCH_STEP35) { std::vector pattern; pattern.reserve(n_layer); for (uint32_t il = 0; il < n_layer; il++) { @@ -322,6 +322,7 @@ static std::vector get_logits( static bool moe_mandatory(const llm_arch arch) { switch (arch) { case LLM_ARCH_LLAMA4: + case LLM_ARCH_COHERE2MOE: case LLM_ARCH_GROK: case LLM_ARCH_QWEN2MOE: case LLM_ARCH_QWEN3MOE: From 53bd47ea5b46335cf6125a674af378ac422fc392 Mon Sep 17 00:00:00 2001 From: Aldehir Rojas Date: Sat, 13 Jun 2026 17:53:30 -0500 Subject: [PATCH 21/22] ui : fix llama-ui-embed crash when no asset dir is given (#24597) --- tools/ui/embed.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tools/ui/embed.cpp b/tools/ui/embed.cpp index d4c222f64..cdbb64232 100644 --- a/tools/ui/embed.cpp +++ b/tools/ui/embed.cpp @@ -1,7 +1,7 @@ // llama-ui-embed: generate ui.cpp / ui.h that embed UI assets as C arrays. // // Usage: -// llama-ui-embed +// llama-ui-embed [] // // Recursively embeds every regular file under . // Asset names are relative paths from (e.g. "_app/immutable/bundle.HASH.js"). @@ -147,9 +147,9 @@ int main(int argc, char ** argv) { const std::string out_cpp = argv[1]; const std::string out_h = argv[2]; - const std::string asset_dir = argv[3]; + const std::string asset_dir = (argc >= 4) ? argv[3] : std::string(); - const bool use_gzip = std::filesystem::exists(asset_dir + "/_gzip"); + const bool use_gzip = !asset_dir.empty() && std::filesystem::exists(asset_dir + "/_gzip"); const std::string in_dir = use_gzip ? (asset_dir + "/_gzip") : asset_dir; std::vector assets; From c2ba3e47a2038a2c4f51138c1843e374b174e83d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sigbj=C3=B8rn=20Skj=C3=A6ret?= Date: Sun, 14 Jun 2026 03:42:26 +0200 Subject: [PATCH 22/22] add sycl to check-release (#24583) --- .github/workflows/release.yml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index 2763557bb..9c8fda51b 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -783,6 +783,8 @@ jobs: name: cudart-llama-bin-win-cuda-${{ matrix.cuda }}-x64.zip windows-sycl: + needs: [check-release] + if: ${{ needs.check-release.outputs.should_release == 'true' }} runs-on: windows-2022 @@ -891,6 +893,8 @@ jobs: name: llama-bin-win-sycl-x64.zip ubuntu-24-sycl: + needs: [check-release] + if: ${{ needs.check-release.outputs.should_release == 'true' }} strategy: matrix: