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Author SHA1 Message Date
Concedo 7098c9c53f Merge commit '0b14b87d7c20cb753b94b96854dd7b45306fc696' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-cpu.yml
#	.github/workflows/release.yml
#	AGENTS.md
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/repeat.wgsl
#	src/models/qwen3next.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat-peg-parser.cpp
#	tests/test-chat.cpp
#	tests/test-llama-archs.cpp
#	tests/test-recurrent-state-rollback.cpp
 2026-08-07 18:04:33 +08:00
Aman Gupta 596a5795bd DeepseekV4 MTP + DSpark (#25784) 2026-08-02 20:55:34 +08:00
Concedo 4a69c10078 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	docs/backend/SYCL.md
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/cpy.hpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/fattn.cpp
#	ggml/src/ggml-sycl/fattn.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/norm.cpp
#	ggml/src/ggml-sycl/norm.hpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/common_decls.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_quant_staging.tmpl
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_tile.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl
#	ggml/src/ggml-zendnn/CMakeLists.txt
#	ggml/src/ggml-zendnn/ggml-zendnn.cpp
#	scripts/sync-ggml.last
#	tests/CMakeLists.txt
#	tests/snapshots/qwen3.6-27b.schema
#	tests/test-autorelease.cpp
#	tests/test-backend-ops.cpp
#	tests/test-backend-sampler.cpp
#	tests/test-model-load-cancel.cpp
#	tests/test-quant-type-selection.cpp
 2026-07-31 19:44:27 +08:00
Concedo 98926f27c1 Merge commit '11b068d06605288ce7917534b46d52b47823dc13' into concedo_experimental 
# Conflicts:
#	CONTRIBUTING.md
#	docs/backend/SYCL.md
#	docs/install.md
#	docs/speculative.md
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/fattn-onednn.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/glu.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/ssm_scan.wgsl
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-llama-archs.cpp
#	tools/cli/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/server/README.md
 2026-07-31 17:06:19 +08:00
fairydreaming 69e62fc77c llama : enforce the same K and V cache types for DeepSeek V4; enable FA if V cache is quantized (#25871) 
* llama : enforce the same K and V cache types for DeepSeek V4; enable FA if V cache is quantized

* llama : enforce the same K and V cache types for MLA models

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
 2026-07-31 10:03:30 +03:00
o7si 432d7ffe2c llama-context : sync pending async copies before clearing embd_seq (#25676) 2026-07-30 19:48:00 +03:00
zql b77d646751 model: Add support for Nanbeige4.2 (#25994) 
* support nanbeige4.2 model

* fix

* fix flake8 Lint check

* fix loop bound check and drop redundant head_dim

---------

Co-authored-by: root <lizongqiang@kanzhun.com>
 2026-07-27 17:04:18 +02:00
Concedo fee0bf446c Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-webgpu.yml
#	CMakeLists.txt
#	common/CMakeLists.txt
#	docs/development/HOWTO-add-model.md
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/CMakeLists.txt
#	tests/test-arg-parser.cpp
#	tests/test-jinja.cpp
#	tests/test-llama-archs.cpp
#	tests/test-save-load-state.cpp
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/server/README.md
 2026-07-27 22:28:38 +08:00
Georgi Gerganov dee2a846b8 ggml : adjust logic for offloading ops to weight's backend (#25832) 
* ggml : adjust logic for offloading ops to weight's backend

* llama : dsv4 graph fixes
 2026-07-27 14:54:46 +03:00
timkhronos b1d4c65524 model: Add MiniMax-M3 (MSA: MiniMax Sparse Attention) support (#24908) 
* Add preliminary MiniMax-M3 support

Text-only port that re-uses existing components: MiniMax-M2 style GQA with
per-head QK-norm and partial rotary, DeepSeek-V3 style leading-dense and
routed/shared experts, and swigluoai activation. Sparse attention is not
yet supported (dense fallback); vision tower and MTP heads are dropped.

* MiniMax-M3 vision tower (mmproj + clip graph)

* Delete m3_vision_ref.py

* Update clip.cpp

* MSA

* Update constants.py

* Update minimax.py

* Cache creation. Working withotu flash attention

* Added flash attention for sparse layers

* Decomposed slow cpu OP into GPU + CPU ops. Massive speedup over long ctx

* Rewrote indexer op to be cuda native. Modified flash attention to match per group block picking

* Implement sparse attention calc out of stock ops.

* Fix a cache allocation and cont issue

* Fixed -fa auto crash, flagged debug spots

* Delete vocab.json

* Delete model.safetensors.index.json

* Delete generation_config.json

* Delete Minimax directory

* Handled multi stream case to fall back on Dense Attention

* Development scaffolding cleanup. No functional change to the decode or
4-way paths. Full debug harness remains at <8136a9c68ed7a5eb009aa67bba3fda8062f4648f> for reproducing the
selection-parity validation.

* Remove redundant comment from minimax-m3.cpp

* Changed 3 Gelu Ops for vision into Gelu_erf ops

* Assert that n_kv is multiple of 128

* Rename MSA index tensors to indexer convention

Note: All GGUFs generated before this change will need to be regenerated.

* Fix incorrect Assert

* Review driven changes (#3)

* Remove comment from conversion minimax.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Remove whitespaces from constants.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Tighten comment in minimax.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* inherit MiniMax-M3 from MiniMax-M2

* drop dead text_config fallbacks

* Add indexer writer methods

* Reuse LLM_FFN_SWIGLU_OAI_MOE

* Remove duplicate  indexer setters, add only block_size/local_blocks, follow value naming convention

* Fix conversion error /gguf_writer.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Update gguf-py/gguf/gguf_writer.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Update conversion/minimax.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Update conversion/minimax.py

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Remove whitespace in src/llama-kv-cache.cpp

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Remove Whitespace in Update src/llama-model.h

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* Remove whitespace in src/llama-hparams.h

Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>

* remove multimodal code upon maintainer request. Will be made as a separate PR

* Whitespace clean in tensor_mapping.py

* Log cache size on launch, block ctx shift, support prompt caching

Log indexer cache size on launch

Disallow ctx shift

Support prompt caching

* Update minimax-m3.cpp

* Optimize implementation, add multi stream support. 

Fully rewrote minimax-m3.cpp for speed and buffer size gains:

Unified the 4-way + decode, 1 FA call per layer instead of 4, with the groups mapped onto ne[3]

Custom CPU op now emits block-level mask, expanded on GPU, which causes CPU to GPU transfer to shrinks at prefill

Decode: ~25 nodes/layer vs ~50, no per-group concats/conts

Unified selection semantics, so both regimes rank bs + local bias (position-anchored local force), which means prefill/decode can no longer disagree on selection

can_reuse on the MSA bias input. Graph reuse at decode restored (was rebuilding the full graph every token)

In-place mask adds, shrinking compute buffer ~6.8 to ~4.2 GiB at ub2048/62k

Multi-stream: MSA now runs with -np N when kv_unified=false. Decode stays batched across streams (still 1 FA call), prefill loops per stream. dense fallback only for --kv-unified + multi-seq

Measured effect on expert offload bound setup: decode 6.2(4WAY)–7.15(MSA_decode) -> 7.7~7.8 t/s, flat from 5k to 60k+. prefill around 10% faster. buffer about 20% smaller, multi-user support.

* set default cache type to F32

* Fix potential DSA double indexer cache  allocation bug, only allocate in-cache k_idx for archs that opt in

* remove F16 downcasts in MSA attention, force F32 indexer score accum

* Add Minimax eos to llama vocab

* Guard edge case where idx cache can become stale after a tail trim

* Update llama-kv-cache.h

* Update llama-kv-cache.cpp

* Update llama-kv-cache.cpp

* Update llama-kv-cache.h

* Update llama-kv-cache.cpp

* Review driven changes

* style fix

* indexer hparams are required

* fix tests

* fix lint

---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>
Co-authored-by: Sigbjørn Skjæret <1629204+CISC@users.noreply.github.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
 2026-07-26 19:43:45 +02:00
Concedo 0a0b88a5c0 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	docs/backend/OPENCL.md
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/kleidiai/kernels.cpp
#	ggml/src/ggml-cpu/kleidiai/kernels.h
#	ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp-drv.cpp
#	ggml/src/ggml-hexagon/htp-drv.h
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/act-ops.c
#	ggml/src/ggml-hexagon/htp/argsort-ops.c
#	ggml/src/ggml-hexagon/htp/binary-ops.c
#	ggml/src/ggml-hexagon/htp/cumsum-ops.c
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/hex-dma.h
#	ggml/src/ggml-hexagon/htp/hex-profile.h
#	ggml/src/ggml-hexagon/htp/hex-utils.h
#	ggml/src/ggml-hexagon/htp/hmx-mm-kernels-tiled.h
#	ggml/src/ggml-hexagon/htp/hmx-queue.c
#	ggml/src/ggml-hexagon/htp/hmx-queue.h
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/htp-ops.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.h
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/unary-ops.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/gemm_moe_mxfp4_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q4_0_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q4_k_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q6_k_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_k_f32.cl
#	ggml/src/ggml-opencl/kernels/gemm_noshuffle_q4_k_q8_1_dp4a.cl
#	ggml/src/ggml-opencl/kernels/gemv_noshuffle_q4_k_f32.cl
#	ggml/src/ggml-opencl/kernels/mul_mv_q4_k_f32_flat.cl
#	ggml/src/ggml-opencl/kernels/mul_mv_q5_k_f32_flat.cl
#	ggml/src/ggml-sycl/dmmv.cpp
#	scripts/snapdragon/ggml-hexagon-profile.py
#	scripts/sync-ggml.last
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
#	tests/test-recurrent-state-rollback.cpp
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/server/README.md
 2026-07-18 12:26:15 +08:00
Aman Gupta 0dc74e332e DeepseekV4: Add fused hyper-connection ops (#25585) 
* dsv4 hc-ops

* add missing files;

* add cparams

* update rpc version

* address review comments

* address review comments
 2026-07-17 00:33:33 +08:00
Concedo fa21872f97 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	docs/backend/SYCL.md
#	ggml/src/ggml-cpu/ggml-cpu.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-opencl/kernels/gemv_moe_mxfp4_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemv_moe_q4_k_f32_ns.cl
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	scripts/sync_vendor.py
#	tests/CMakeLists.txt
#	tests/test-alloc.cpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tests/test-gguf.cpp
#	tests/test-save-load-state.cpp
 2026-07-13 20:53:37 +08:00
fairydreaming 00f5442cc4 ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer (#24231) 
* ggml : add GGML_OP_LIGHTNING_INDEXER that implements DeepSeek V3.2/V4 lightning indexer

* ggml : remove scale parameters from lightning indexer OP, add f16 mask parameter

* tests : add GGML_OP_LIGHTNING_INDEXER tests

* ggml : bump RPC version

* chore : check if lightning indexer input tensors are not transposed

* tests : count flops instead of bandwidth in lightning indexer test

* chore : add missing const

* chore : whitespace

* ggml : renamed variables in CPU lightning indexer implementation

* ggml : fix lightning indexer mask broadcasting

* tests : tests for lightning indexer mask broadcasting

* chore : whitespace

* llama : use GGML_OP_LIGHTNING_INDEXER in DeepSeek V3.2 and DeepSeek V4 models

---------

Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
 2026-07-11 11:39:07 +02:00
Concedo 9d8a50378a Merge commit '961e4b26a7dd0e01e20599b27d709a74788ecb55' into concedo_experimental 
# Conflicts:
#	.github/workflows/hip-quality-check.yml
#	AGENTS.md
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/concat-ops.c
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.h
#	ggml/src/ggml-hexagon/htp/hmx-fa-kernels.h
#	ggml/src/ggml-hexagon/htp/hmx-queue.c
#	ggml/src/ggml-hexagon/htp/hmx-queue.h
#	ggml/src/ggml-hexagon/htp/hmx-utils.h
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/hvx-utils.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/unary-ops.c
#	ggml/src/ggml-hexagon/htp/worker-pool.c
#	ggml/src/ggml-hexagon/htp/worker-pool.h
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f32_q4_0.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f32_q8_0.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_mxfp4_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q4_0_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q4_1_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q4_k_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q5_0_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q5_1_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q5_k_f32_ns.cl
#	ggml/src/ggml-opencl/kernels/gemm_moe_q6_k_f32_ns.cl
#	ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
#	ggml/src/ggml-webgpu/wgsl-shaders/flash_attn_vec_split.wgsl
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tools/cli/CMakeLists.txt
#	tools/cli/cli.cpp
#	tools/llama-bench/llama-bench.cpp
 2026-07-11 11:13:27 +08:00
Concedo 39654ab421 Fixed https://github.com/LostRuins/koboldcpp/issues/2285 and replaces https://github.com/LostRuins/koboldcpp/pull/2317 2026-07-11 01:08:46 +08:00
Aman Gupta 90e0f5cfcb llama: refactor fused ops (#24646) 2026-07-08 18:18:09 +08:00
Concedo 849ec89bad restructure some compilation units 2026-07-01 18:51:25 +08:00
Concedo 61ad97cbc1 Merge commit '8c146a8366304c871efc26057cc90370ccf58dad' into concedo_experimental 
# Conflicts:
#	src/CMakeLists.txt
#	tests/test-llama-archs.cpp
 2026-06-30 22:00:03 +08:00
Aman Gupta 8c146a8366 DeepSeek V4 (#24162) 
* convert: add dsv4 conversion

* add basic setup

* add llm_graph_input_dsv4

* add save-load state

* add sinkhorn eps - correction by @fairydreaming

* add rope fix

* cleanup dead code

* fix bugs

* support pro model: added by @fairydreaming

* remove redundant V cache

* Chat template

* remove debugging leftovers

* Add mechanism for inlining templates based on architecture

* s/deepseek-v4-flash/deepseek4/g

* s/deepseek-v4-flash/deepseek4/g continued

* enable graph reuse

* enable FA

* fix test llama archs

* rename

* compatibility with antirez ds4 GGUFs

* simplified set_gguf_parameters() by calling super class method, replaced moe.score_func with expert_gating_func.

* reserve worst-case kv-cache

* revert max split inputs

* address review comments

* add padding to enable FA

* pad only the final value of plan.n_kv to 256

* remove built-in cpp chat template

* cont: remove cpp built-in template

* rm outdated test

* replace ggml_view_3d() with ggml_reshape_3d()

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* only support n_seq=1 for now

* remove unused var

* cont: remove unused var

* use scale bias

* use correct ptr for can_reuse

* remove gen-chat-inline-templates.py

* simplify graph reuse

* cont: cleanup

* remove unused inputs

* enable partial checkpointing

* add correct shape for kq_mask + set llama_model_n_swa to 0 for dsv4

* precompute source_idx + add comment about dummy write

* support multi-seq

* remove restored_trim_pos

* use split_equal when possible

* fix indent

* address review comments

* use LLM_KV

* fix ci

---------

Co-authored-by: Piotr Wilkin <piotr.wilkin@syndatis.com>
Co-authored-by: Stanisław Szymczyk <sszymczy@gmail.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: fairydreaming <166155368+fairydreaming@users.noreply.github.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2026-06-29 16:58:51 +08:00
Concedo 3b867bd4b1 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	SECURITY.md
#	common/CMakeLists.txt
#	docs/speculative.md
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f16.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f32.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f32_f16.cl
#	ggml/src/ggml-opencl/kernels/set_rows.cl
#	ggml/src/ggml-openvino/ggml-openvino.cpp
#	ggml/src/ggml-sycl/norm.cpp
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tests/test-chat-template.cpp
#	tests/test-chat.cpp
#	tests/test-export-graph-ops.cpp
#	tests/test-jinja.cpp
#	tests/test-llama-archs.cpp
#	tools/rpc/CMakeLists.txt
#	tools/rpc/README.md
 2026-06-29 16:43:44 +08:00
Ruixiang Wang d1b34251bc spec : add DFlash support (#22105) 
* spec: add DFlash v2 support

* dflash: support sliding window attention per layer_types

* docs: add dflash section

---------

Co-authored-by: Kashif Rasul <kashif.rasul@gmail.com>
 2026-06-28 16:01:34 +03:00
Georgi Gerganov 27c8bb4f63 logs : reduce v2 (#25078) 
* server : reduce logs

* cont : common

* cont : spec

* cont : CMN_ -> COM_
 2026-06-28 08:52:15 +03:00
Concedo 3090ae0bf7 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/s390x.Dockerfile
#	.dockerignore
#	.github/workflows/docker.yml
#	.github/workflows/release.yml
#	docs/android.md
#	ggml/src/ggml-cpu/amx/mmq.cpp
#	ggml/src/ggml-hexagon/htp/ssm-conv.c
#	tests/peg-parser/test-gbnf-generation.cpp
#	tests/test-arg-parser.cpp
#	tests/test-chat.cpp
#	tests/test-jinja.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/server/README.md
 2026-06-22 18:23:59 +08:00
YiChen Lv d789527482 spec : Support Step3.5/3.7 flash mtp3 (#24340) 
* add mtp_layer_offset + include nextn flags in graph reuse

* add llama_set_mtp_layer_offset + llama_model_n_nextn_layer API

* offset head select + require all MTP blocks

* speculative multi-head process()

* speculative multi-head draft()

* gather outputs via inp_out_ids

* cleanup

* fix core

* minor cleanup

* merged draft_multi_head into draft()

* mtp rename nextn

* Apply suggestions from code review

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

* clean-up comments

* fix for multi seq

* apply suggestions && chain-heads comment

* add a reference for chain_heads discussion

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
 2026-06-21 11:33:18 +03:00
Concedo 6591c33667 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	app/llama.cpp
#	common/download.cpp
#	docs/backend/SYCL.md
#	docs/ops.md
#	docs/ops/SYCL.csv
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/dpct/helper.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/outprod.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	tools/server/README.md
 2026-06-18 21:00:52 +08:00
Ruixiang Wang 1a2dea29b9 spec: fix segfault error on long prompts for eagle3 (#24707) 2026-06-17 17:29:49 +03:00
Concedo be1750a3b8 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/cuda.Dockerfile
#	.github/workflows/build-sycl.yml
#	.github/workflows/release.yml
#	ggml/CMakeLists.txt
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/gated-delta-net-ops.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-opencl/kernels/gated_delta_net.cl
#	ggml/src/ggml-sycl/gated_delta_net.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/gated_delta_net.wgsl
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
 2026-06-12 15:39:57 +08:00
Ruixiang Wang 88a39274ec spec: add EAGLE3 speculative decoding support (#18039) 
* llama : enable layer input extraction

* spec: support eagle3

* eagle3: fix params bug

* eagle3: support Gemma4 eagle3 from RedHatAI

* eagle3: set sync when get features from target

Co-authored-by: tnhnyzc <115956684+tnhnyzc@users.noreply.github.com>

* eagle3 : fix ubatch handling in embd_layer_inp extraction and encoder

Co-authored-by: Doğaç Eldenk <dogacel@gmail.com>

* eagle3: adapt to upstream changes

* eagle3: fix rebase issues and adapt to upstream changes

* eagle3:exclude the eagle3 arch from test-llama-archs

* eagle3: fix editorconfig check failures

* eagle3: fix multi-seq issue in d2t vocab mapping

* cont : minor style / clean-up

* spec : remove `common_speculative_setup_draft_model()`

* llama : clean-up unused API

* eagle3: set d2t vocab mapping in decode graph

* cont : assert layer inputs are configured

* hparams : use n_embd_inp instead of n_embd_target_features

* eagle3: make output.weight optional and inherit from target model when needed

* haparams : generic norm-before-residual param

* llama-ext : consistent names

* cont : fix

* hparams : remove target_hidden_size

* cparams : rename output_layer_inp -> embeddings_layer_inp

* arch : reuse ATTN_NORM_2 instead of adding new hidden norm

* llama : clean-up names

* cont : add assert + comment

* Update conversion/llama.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: tnhnyzc <115956684+tnhnyzc@users.noreply.github.com>
Co-authored-by: Doğaç Eldenk <dogacel@gmail.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-06-12 10:21:06 +03:00
Concedo dd2f966f4b Merge commit 'c2b1518fd4834bdd255a8ad9639738de3fb7d4ef' into concedo_experimental 
# Conflicts:
#	.devops/intel.Dockerfile
#	ggml/CMakeLists.txt
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-llama-archs.cpp
#	tools/cli/cli.cpp
 2026-06-10 00:56:44 +08:00
Aman Gupta 04eb4c446d llama : add Gemma4 MTP (#23398) 2026-06-07 20:50:54 +08:00
Concedo e40e5c660e Merge commit '5a69c974392020e514c3b2b2910bb92f847cb4c9' into concedo_experimental 
# Conflicts:
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/concat.cl
#	ggml/src/ggml-opencl/kernels/cpy.cl
#	ggml/src/ggml-opencl/kernels/get_rows.cl
#	ggml/src/ggml-opencl/kernels/mul_mv_q6_k_f32_flat.cl
#	tests/test-chat.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/clip.cpp
#	tools/mtmd/clip.h
 2026-06-07 17:46:09 +08:00
Concedo 202aaef40b Merge commit '6effcecd0bf3cb2209999cecfa297ed4d8523b5a' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-msys.yml
#	.pi/gg/SYSTEM.md
#	common/CMakeLists.txt
#	examples/speculative-simple/speculative-simple.cpp
#	ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	scripts/ui-assets.cmake
#	src/llama-model.cpp
#	tools/cli/cli.cpp
#	tools/imatrix/imatrix.cpp
#	tools/quantize/quantize.cpp
#	tools/server/README.md
#	tools/ui/tests/stories/a11y/ChatScreenForm.a11y.stories.svelte
 2026-06-07 17:10:58 +08:00
Sigbjørn Skjæret 603300b008 context : fix off-by-one comparisons to n_gpu_layers (#24208) 2026-06-06 07:06:47 +03:00
Georgi Gerganov 7acb4e8cd2 hparams : refactor hparams.n_layer (#24060) 
* hparams : refactor hparams.n_layer

* cont : remove `n_layer_kv()`, use n_layer_all instead

* cont : type consistency

* pi : update SYSTEM.md

* models : fix Step3.5 MTP

* cont : remove duplicate switch cases

* cont : explicitly set `false` to extra layers for `is_swa` and `is_recr`

* cont : fix nextn layer count handling

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-06-05 11:09:36 +03:00
Concedo 7fb55b1e32 does not work for e4b 2026-06-04 10:44:40 +08:00
Aman Gupta 166fe29492 qwen35: use post-norm hidden state for MTP (#24025) 
* qwen35: use post-norm hidden state for MTP

* rename pre_norm to nextn

* fix step35
 2026-06-04 01:29:09 +08:00
Concedo 13eaa04269 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/nix/package.nix
#	.github/workflows/server.yml
#	docs/development/HOWTO-add-model.md
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/CMakeLists.txt
#	ggml/src/ggml-hexagon/htp/argsort-ops.c
#	ggml/src/ggml-hexagon/htp/concat-ops.c
#	ggml/src/ggml-hexagon/htp/flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/gated-delta-net-ops.c
#	ggml/src/ggml-hexagon/htp/hmx-flash-attn-ops.c
#	ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
#	ggml/src/ggml-hexagon/htp/hmx-ops.h
#	ggml/src/ggml-hexagon/htp/htp-ctx.h
#	ggml/src/ggml-hexagon/htp/hvx-utils.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/pad-ops.c
#	ggml/src/ggml-hexagon/htp/unary-ops.c
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-webgpu/wgsl-shaders/cpy.wgsl
#	scripts/sync_vendor.py
#	src/llama-context.cpp
#	tests/test-backend-sampler.cpp
#	tools/server/README.md
#	tools/ui/tests/stories/ChatScreenForm.a11y.stories.svelte
 2026-06-02 19:28:39 +08:00
Concedo 153214c66a Merge commit '5aba5364d959756c43eccc45596731e7b4eb3aa4' into concedo_experimental 
# Conflicts:
#	.github/workflows/build-apple.yml
#	.github/workflows/build-cpu.yml
#	.github/workflows/build-openvino.yml
#	.github/workflows/build-rpc.yml
#	.github/workflows/build-self-hosted.yml
#	.github/workflows/build-vulkan.yml
#	.github/workflows/build-webgpu.yml
#	.github/workflows/server.yml
#	SECURITY.md
#	docs/backend/SYCL.md
#	docs/backend/ZenDNN.md
#	docs/build.md
#	docs/ops.md
#	docs/ops/SYCL.csv
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/fattn-common.hpp
#	ggml/src/ggml-sycl/getrows.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/quants.hpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	tests/test-reasoning-budget.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
 2026-06-02 18:30:40 +08:00
Georgi Gerganov 5dcb711666 speculative : fix n_outputs_max and remove draft-simple auto-enable (#23988) 
* speculative : add common_speculative_n_max helper function

Extract the speculative max-draft-size logic from server_n_outputs_max
into a reusable common_speculative_n_max() function in common/speculative.

Assisted-by: llama.cpp:local pi

* cont : draft context always has n_parallel outputs

* llama : log n_outputs_max

* speculative : remove draft-simple auto-enable

* ci : enable server tests on PRs
 2026-06-01 22:26:58 +03:00
Aman Gupta de6f727aae llama: limit max outputs of llama_context (#23861) 
* llama: save more VRAM by reserving n_outputs == n_seqs when possible

* add n_outputs_per_seq

* move n_outputs_max to server-context

* change ubatch to batch everywhere
 2026-06-01 18:01:38 +03:00
Johannes Gäßler 8e6fff84de TP: quantized KV cache support (#23792) 
* TP: quantized KV cache support

* fix partial view

* remove overly strict assert
 2026-06-01 12:30:10 +02:00
Concedo 718dc159b6 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	CMakeLists.txt
#	docs/speculative.md
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-hexagon/ggml-hexagon.cpp
#	ggml/src/ggml-hexagon/htp/hmx-matmul-ops.c
#	ggml/src/ggml-hexagon/htp/hmx-ops.h
#	ggml/src/ggml-hexagon/htp/main.c
#	ggml/src/ggml-hexagon/htp/matmul-ops.c
#	ggml/src/ggml-hexagon/htp/rope-ops.c
#	ggml/src/ggml-hexagon/htp/ssm-conv.c
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	scripts/snapdragon/adb/run-bench.sh
#	scripts/snapdragon/adb/run-cli.sh
#	scripts/snapdragon/adb/run-completion.sh
#	scripts/snapdragon/adb/run-mtmd.sh
#	scripts/snapdragon/windows/run-bench.ps1
#	scripts/snapdragon/windows/run-cli.ps1
#	scripts/snapdragon/windows/run-completion.ps1
#	scripts/snapdragon/windows/run-mtmd.ps1
#	src/llama-vocab.cpp
#	tests/test-backend-ops.cpp
#	tools/batched-bench/CMakeLists.txt
#	tools/batched-bench/batched-bench.cpp
#	tools/cli/CMakeLists.txt
#	tools/cli/README.md
#	tools/cli/cli.cpp
#	tools/completion/CMakeLists.txt
#	tools/completion/README.md
#	tools/llama-bench/CMakeLists.txt
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/tests/test-deepseek-ocr.py
#	tools/mtmd/tests/tests-requirements.txt
#	tools/perplexity/CMakeLists.txt
#	tools/perplexity/perplexity.cpp
#	tools/quantize/CMakeLists.txt
#	tools/server/CMakeLists.txt
#	tools/server/README.md
#	ty.toml
 2026-05-21 23:47:21 +08:00
Gaurav Garg ad27757261 Move to backend sampling for MTP draft path (#23287) 
* Move to backend sampling for MTP draft path

Run top_k(10) on the draft backend. D2H transfers happen only for the top 10 logits

Make backend sampling more robust and fallback to CPU on failure cases, such as with "-sm tensor" or when a backend doesn't support TOP_K.

* Allow sampler chains to be partially offloaded to backend

* Add --spec-draft-backend-sampling argument. Enabled by default.
 2026-05-20 22:34:45 +05:30
Concedo fecf2dc3fa Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/server-self-hosted.yml
#	CMakeLists.txt
#	CODEOWNERS
#	ci/run.sh
#	cmake/llama-config.cmake.in
#	common/chat.cpp
#	examples/sycl/start-svr.sh
#	examples/sycl/test.sh
#	examples/sycl/win-start-svr.bat
#	examples/sycl/win-test.bat
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	scripts/wc2wt.sh
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
 2026-05-18 21:27:23 +08:00
Andrei 49c21f97cd llama: initialize pre-norm embedding mask flag (#23256) 2026-05-18 14:20:49 +03:00
Aman Gupta 3e12fbdea5 llama: avoid copying logits during prompt decode in MTP (#23198) 
* llama: avoid copying logits during prompt decode in MTP

* review: update comment

* llama-graph: call set_output for t_h_pre_norm
 2026-05-17 23:30:25 +08:00
Concedo 1e828ccabf Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/common.cpp
#	ggml/CMakeLists.txt
#	scripts/sync-ggml.last
#	scripts/sync_vendor.py
#	src/llama-context.cpp
#	tests/CMakeLists.txt
#	tests/test-backend-ops.cpp
#	tools/cli/README.md
#	tools/completion/README.md
#	tools/server/README.md
 2026-05-17 11:26:18 +08:00
Aman Gupta 255582687b llama + spec: MTP Support (#22673) 
* spec: support MTP

* fix batch size

* rename files

* cont : simplify (#7)

* MTP: clean-up (#9)

* MTP: clean-up

* review: use llama_context_type instead of llama_graph_type

* review: remove llama_model_has_mtp

* review: fix convert issues

* convert: fix pycheck

* review: formatting

* use `mtp-` for identifying mtp models

* convert: fix mtp conversion

* mtp -> draft-mtp

* remove unused llama_arch

* add need_embd in speculative

* llama: allow partial seq_rm for GDN models for speculative decoding

Currently speculative checkpoint needs to restart from a checkpoint
after some draft tokens are not accepted, this leads to some wastage in
running the target again. This PR adds the ability to rollback upto
`draft_max` by storing the GDN intermediates.

* fix pending state

* vulkan: add GDN partial rollback

* meta: extend check to axis 1

* metal: add GDN partial rollback

Extend the gated delta net kernel to store intermediate states for
partial rollback support on the Metal backend.

- Add K (snapshot slot count) as a function constant
- Read input state from slot 0 of the 3D state tensor
- Write intermediate states to different slots during token loop
- For K=1, maintain backward-compatible single-slot behavior

Ref: https://github.com/ggml-org/llama.cpp/commit/8c05923630110223669f069af2000e9cf10c02bc

Assisted-by: llama.cpp:local pi

* delta_net_base: use ggml_pad instead of new_tensor

* review: add need_rs_seq

* review: rename part_bounded to n_rs

* review: deslop comments

* review: rename, add asserts

* server : adjust checkpoint logic (#11)

* server : adjust checkpoint logic

* cont : rm asserts

* server-context: fix early exit

* spec : fix compatibility with n-gram and add TODOs (#13)

* metal : cleanup

* llama : fix faulty bitwise check in recurrent memory

* server : disable RS-based MTP in combination with other spec types

* spec : add TODOs

* cont : fix comment

* cont : update comment

* common : fix logic for ngram + mtp compat

* llama-memory: enable checkpointing with partial rollback

* cont: add test-case for loading into a dirty ctx

* llama-memory-recurrent: clear rs_idx in clear

* download: fix mtp path

* llama-arch: fix enorm op

* docs: update docs

* conversion: fix type annotations

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
 2026-05-16 20:06:23 +08:00
Concedo f7923b261f need to fix cuda compile. Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/python-type-check.yml
#	examples/speculative-simple/README.md
#	examples/speculative-simple/speculative-simple.cpp
#	ggml/src/ggml-cuda/im2col.cu
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	tests/test-backend-ops.cpp
#	tools/cli/README.md
#	tools/mtmd/CMakeLists.txt
#	tools/server/README.md
 2026-05-12 20:47:07 +08:00