Commit Graph

95 Commits

Author SHA1 Message Date
Concedo 7e1ae49e7d Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	ggml/src/ggml-cuda/ggml-cuda.cu
#	tests/test-backend-ops.cpp
#	tools/mtmd/CMakeLists.txt
2026-01-02 11:05:20 +08:00
Jeff Bolz be47fb9285 vulkan: extend topk_moe to handle sigmoid w/exp_probs_b for nemotron (#18295)
* vulkan: extend topk_moe to handle sigmoid w/exp_probs_b for nemotron

Also handle GGML_OP_SCALE at the end (nemotron, deepseek2).

Fewer pipeline variants and spec constants, just use push constants.

In test_topk_moe, change exp_probs_b to be 1D, matching real networks.

Update test-backend-ops and ggml-backend to allow verifying multiple outputs
in a fusion test (topk_moe has two outputs). Previously only the final node
was verified.

* change test_topk_moe to allow results in arbitrary order

* disable sigmoid fusion for moltenvk
2026-01-01 08:58:27 +01:00
Concedo c93c4c5505 Merge commit '4a4f7e6550cf5b327ea0fb241ce7417ab46e1ace' into concedo_experimental
# Conflicts:
#	.github/ISSUE_TEMPLATE/011-bug-results.yml
#	CODEOWNERS
#	README.md
#	ci/run.sh
#	docs/development/HOWTO-add-model.md
#	grammars/README.md
#	src/llama-context.cpp
#	src/llama.cpp
#	tools/CMakeLists.txt
#	tools/completion/README.md
#	tools/llama-bench/README.md
2025-12-17 14:30:39 +08:00
Johannes Gäßler b1f3a6e5db llama: automatically set parameters not set by the user in such a way that maximizes GPU utilization (#16653)
* llama: automatically fit args to free memory

llama-fit-params tool

* fix CI

* hints for bug reports, ensure no reallocation

* fix segfault with Vulkan

* add llama-fit-params to CI

* fix CI

* fix CI

* fix CI

* minor adjustments

* fix assignment of 1 dense layer

* fix logger not being reset on model load failure

* remove --n-gpu-layer hint on model load failure

* fix llama-fit-params verbosity

* fix edge case

* fix typo [no ci]
2025-12-15 09:24:59 +01:00
Concedo fd0d0cab03 move pipeline parallelism to a --pipelineparallel launch flag 2025-12-11 21:03:41 +08:00
Concedo b7428048fc try reduce pipeline parallelism in order to reduce compute buffer sizes 2025-12-11 14:30:38 +08:00
Concedo 03cec02a3d Merge branch 'upstream' into concedo_experimental
# Conflicts:
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#	.github/workflows/release.yml
#	.github/workflows/winget.yml
#	CODEOWNERS
#	README.md
#	ci/run.sh
#	docs/build.md
#	docs/ops.md
#	docs/ops/Vulkan.csv
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	scripts/sync_vendor.py
#	src/CMakeLists.txt
#	tests/test-json-schema-to-grammar.cpp
#	tests/test-quantize-stats.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
2025-12-03 18:56:31 +08:00
Concedo 83269df91b Merge commit '649495c9d915a284aeec5bca5d0efaa6d1bc7c87' into concedo_experimental
# Conflicts:
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#	SECURITY.md
#	docs/backend/SYCL.md
#	examples/sycl/run-llama2.sh
#	examples/sycl/run-llama3.sh
#	examples/sycl/win-run-llama2.bat
#	examples/sycl/win-run-llama3.bat
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-backend-ops.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/server/CMakeLists.txt
2025-12-03 18:43:46 +08:00
Daniel Bevenius 7f3a72a8ed ggml : remove redundant n_copies check when setting input/output (#17612)
This commit removes a redundant check for sched->n_copies > 1 when
setting input and output flags on tensor copies in
ggml_backend_sched_split_graph.

The motivation for this change is to clarify the code as the outer if
statement already performs this check.
2025-12-02 12:52:45 +01:00
Georgi Gerganov 90c72a614a ggml : extend the GGML_SCHED_NO_REALLOC debug logic of the scheduler (#17617) 2025-12-01 12:49:33 +02:00
Concedo bf5efcf86d Merge commit 'd82b7a7c1d73c0674698d9601b1bbb0200933f29' into concedo_experimental
# Conflicts:
#	ci/run.sh
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cuda/common.cuh
#	tests/CMakeLists.txt
2025-11-30 15:43:11 +08:00
Diego Devesa e072b2052e ggml : add GGML_SCHED_NO_REALLOC option to disable reallocations in ggml_backend_sched (#17276)
* ggml : add GGML_SCHED_NO_REALLOC option to disable reallocations in ggml_backend_sched
Enabled in ggml-ci for testing.

* llama : update worst-case graph for unified cache

* ci : disable op offload in some tests

* fix spelling

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2025-11-28 17:33:23 +02:00
LostRuins Concedo 3fe0e39b62 Merge commit '4dca015b7e019d5bfa9d3872b19ad4cf97859c22' into concedo_experimental
# Conflicts:
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#	README.md
#	docs/ops.md
#	docs/ops/CPU.csv
#	docs/ops/CUDA.csv
#	docs/ops/Vulkan.csv
#	ggml/src/ggml-vulkan/vulkan-shaders/vulkan-shaders-gen.cpp
#	src/CMakeLists.txt
#	tests/test-backend-ops.cpp
2025-11-16 18:33:58 +08:00
Diego Devesa dd091e52f8 sched : fix reserve ignoring user tensor assignments (#17232) 2025-11-13 13:14:02 +01:00
Concedo 9720aa6224 change an assert to optional testing https://github.com/LostRuins/koboldcpp/issues/1821 2025-11-02 10:30:04 +08:00
Concedo b120e107f9 Merge branch 'upstream' into concedo_experimental
# Conflicts:
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#	.devops/musa.Dockerfile
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#	README.md
#	build-xcframework.sh
#	ci/README-MUSA.md
#	ci/run.sh
#	common/CMakeLists.txt
#	docs/docker.md
#	examples/CMakeLists.txt
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#	examples/model-conversion/Makefile
#	examples/model-conversion/README.md
#	examples/model-conversion/logits.cpp
#	examples/model-conversion/scripts/causal/compare-logits.py
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#	examples/model-conversion/scripts/utils/semantic_check.py
#	ggml/CMakeLists.txt
#	ggml/include/ggml-zdnn.h
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/set_rows.cl
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/set_rows.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-zdnn/ggml-zdnn.cpp
#	tests/CMakeLists.txt
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#	tests/test-quantize-perf.cpp
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#	tools/perplexity/perplexity.cpp
#	tools/server/tests/README.md
2025-09-27 17:09:14 +08:00
Johannes Gäßler e789095502 llama: print memory breakdown on exit (#15860)
* llama: print memory breakdown on exit
2025-09-24 16:53:48 +02:00
Concedo c7a1eec4e4 try to solve ttscpp oom regression 2025-09-24 17:45:28 +08:00
Concedo 0dc6b9f418 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/amx/amx.cpp
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/cvt.cl
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py
#	ggml/src/ggml-webgpu/wgsl-shaders/mul_mat.tmpl.wgsl
#	ggml/src/ggml-webgpu/wgsl-shaders/set_rows.wgsl
#	ggml/src/ggml-zdnn/ggml-zdnn.cpp
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
2025-09-21 11:38:47 +08:00
Jeff Bolz c0b45097c3 rename optimize_graph to graph_optimize (#16082) 2025-09-18 13:46:17 -05:00
Concedo 6463f5c26b Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	CONTRIBUTING.md
#	docs/backend/CANN.md
#	examples/eval-callback/eval-callback.cpp
#	examples/model-conversion/requirements.txt
#	examples/model-conversion/scripts/causal/run-org-model.py
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/kleidiai/kleidiai.cpp
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
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#	ggml/src/ggml-zdnn/ggml-zdnn.cpp
#	models/templates/README.md
#	requirements/requirements-convert_hf_to_gguf.txt
#	requirements/requirements-convert_legacy_llama.txt
#	requirements/requirements-tool_bench.txt
#	tests/.gitignore
#	tests/test-backend-ops.cpp
#	tests/test-chat-parser.cpp
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tests/test-tokenizer-random.py
2025-09-11 22:34:45 +08:00
Jeff Bolz e68aa10d8f vulkan: sort graph to allow more parallel execution (#15850)
* vulkan: sort graph to allow more parallel execution

Add a backend proc to allow the backend to modify the graph. The
vulkan implementation looks at which nodes depend on each other
and greedily reorders them to group together nodes that don't
depend on each other. It only reorders the nodes, doesn't change
the contents of any of them.

With #15489, this reduces the number of synchronizations needed.

* call optimize_graph per-split
2025-09-09 02:10:07 +08:00
Concedo 2562129271 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	README.md
#	ci/run.sh
#	docs/backend/CANN.md
#	examples/speculative/speculative.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-opencl/kernels/flash_attn_f16.cl
#	ggml/src/ggml-opencl/kernels/flash_attn_f32.cl
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#	ggml/src/ggml-webgpu/ggml-webgpu.cpp
#	ggml/src/gguf.cpp
#	src/llama-context.cpp
#	tests/test-sampling.cpp
#	tools/server/README.md
2025-09-03 17:16:42 +08:00
Johannes Gäßler 5d804a4938 ggml-backend: raise GGML_MAX_SPLIT_INPUTS (#15722) 2025-09-01 16:14:55 -07:00
Concedo 7e35954695 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	docs/build.md
#	docs/function-calling.md
#	examples/eval-callback/eval-callback.cpp
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/ggml-cann.cpp
#	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
#	scripts/compare-llama-bench.py
#	scripts/server-bench.py
#	scripts/tool_bench.py
#	tests/test-chat.cpp
#	tools/batched-bench/batched-bench.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/server/README.md
2025-08-31 23:33:36 +08:00
Diego Devesa 9777032dcc llama : separate compute buffer reserve from fattn check (#15696)
Exposes ggml_backend_sched_split_graph() to allow splitting the graph without allocating compute buffers and uses it to split the graph for the automatic Flash Attention check.
2025-08-31 15:49:03 +02:00
Johannes Gäßler e81b8e4b7f llama: use FA + max. GPU layers by default (#15434)
* llama: use max. GPU layers by default, auto -fa

* ggml-backend: abort instead of segfault
2025-08-30 16:32:10 +02:00
Concedo 8b8396c30c Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	README.md
#	docs/build-s390x.md
#	examples/llama.vim
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/common.h
#	scripts/compare-llama-bench.py
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#	tests/test-backend-ops.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/server/README.md
2025-08-23 11:35:28 +08:00
Concedo 257992d6b8 possibly unstable, needs testing for fa 2025-08-22 17:35:32 +08:00
Diego Devesa 54a241f505 sched : fix possible use of wrong ids tensor when offloading moe prompt processing (#15488) 2025-08-21 23:09:32 +02:00
Diego Devesa 5682a3745f sched : copy only the used experts when offloading prompt processing (#15346) 2025-08-21 01:35:28 +02:00
Concedo 8a71eb03c0 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.github/workflows/build.yml
#	ggml/cmake/ggml-config.cmake.in
#	ggml/src/ggml-cann/CMakeLists.txt
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cuda/fattn.cu
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	requirements/requirements-convert_hf_to_gguf.txt
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2025-08-07 21:23:09 +08:00
Diego Devesa 0d8831543c ggml : fix fallback to CPU for ununsupported ops (#15118) 2025-08-06 14:37:35 +02:00
Concedo 0fcfbdb93c Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.devops/musa.Dockerfile
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#	tools/imatrix/imatrix.cpp
2025-07-25 19:53:13 +08:00
Diego Devesa c12bbde372 sched : fix multiple evaluations of the same graph with pipeline parallelism (#14855)
ggml-ci
2025-07-25 11:07:26 +03:00
Concedo 30675b0798 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	CODEOWNERS
#	docs/build.md
#	scripts/sync-ggml.last
#	tests/test-backend-ops.cpp
#	tools/imatrix/README.md
#	tools/imatrix/imatrix.cpp
2025-07-20 22:47:31 +08:00
Georgi Gerganov bf9087f59a metal : fuse add, mul + add tests (#14596)
ggml-ci
2025-07-18 20:37:26 +03:00
Concedo cdda9d16e0 Merge branch 'upstream' into concedo_experimental
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2025-06-30 20:38:44 +08:00
Jeff Bolz bd9c981d72 vulkan: Add fusion support for RMS_NORM+MUL (#14366)
* vulkan: Add fusion support for RMS_NORM+MUL

- Add a use_count to ggml_tensor, so we can detect if an output is used more than once.
- Change the ggml-vulkan rms_norm shader to optionally multiply by another tensor.
- Add detection logic and basic fusion logic in ggml-vulkan.
- Add some testing support for fusion. Rather than computing one node at a time, allow
for computing the whole graph and just testing one node's results. Add rms_norm_mul tests
and enable a llama test.

* extract some common fusion logic

* fix -Winconsistent-missing-override

* move ggml_can_fuse to a common function

* build fix

* C and C++ versions of can_fuse

* move use count to the graph to avoid data races and double increments when used in multiple threads

* use hash table lookup to find node index

* change use_counts to be indexed by hash table slot

* minimize hash lookups

style fixes

* last node doesn't need single use.
fix type.
handle mul operands being swapped.

* remove redundant parameter

---------

Co-authored-by: slaren <slarengh@gmail.com>
2025-06-29 09:43:36 +02:00
Concedo b08dca65ed Merge branch 'upstream' into concedo_experimental
# Conflicts:
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#	common/arg.cpp
#	common/chat.cpp
#	examples/parallel/README.md
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2025-05-31 13:04:21 +08:00
Diego Devesa b47ab7b8e9 sched : avoid changing cur_copy when a graph is already allocated (#13922) 2025-05-30 18:56:19 +02:00
Concedo 8c701d7ded Merge commit '72b090da2c50e540143fd312a2f9aa5f151e6136' into concedo_experimental
# Conflicts:
#	docs/backend/CANN.md
#	docs/function-calling.md
#	examples/embedding/embedding.cpp
#	examples/retrieval/retrieval.cpp
#	ggml/src/ggml-cann/CMakeLists.txt
#	ggml/src/ggml-cann/Doxyfile
#	ggml/src/ggml-cann/acl_tensor.cpp
#	ggml/src/ggml-cann/acl_tensor.h
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/aclnn_ops.h
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-sycl/binbcast.cpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/concat.cpp
#	ggml/src/ggml-sycl/conv.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/element_wise.cpp
#	ggml/src/ggml-sycl/getrows.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/gla.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/norm.cpp
#	ggml/src/ggml-sycl/outprod.cpp
#	ggml/src/ggml-sycl/rope.cpp
#	ggml/src/ggml-sycl/softmax.cpp
#	ggml/src/ggml-sycl/tsembd.cpp
#	ggml/src/ggml-sycl/wkv.cpp
#	scripts/compare-commits.sh
#	tests/test-chat.cpp
#	tests/test-sampling.cpp
2025-05-28 00:28:41 +08:00
Diego Devesa 952f3953c1 ggml : allow CUDA graphs when using pipeline parallelism (#13814) 2025-05-27 13:05:18 +02:00
Concedo 21e31e255b Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/docker.yml
#	README.md
#	build-xcframework.sh
#	common/CMakeLists.txt
#	examples/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cuda/CMakeLists.txt
#	ggml/src/ggml-metal/ggml-metal.m
#	ggml/src/ggml-metal/ggml-metal.metal
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/backend.hpp
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	scripts/compare-llama-bench.py
#	src/CMakeLists.txt
#	src/llama-model.cpp
#	src/llama.cpp
#	tests/test-backend-ops.cpp
#	tests/test-opt.cpp
#	tools/llama-bench/README.md
#	tools/llama-bench/llama-bench.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/README.md
#	tools/mtmd/clip.cpp
#	tools/rpc/rpc-server.cpp
#	tools/server/CMakeLists.txt
#	tools/server/README.md
2025-05-13 00:28:35 +08:00
Johannes Gäßler 10d2af0eaa llama/ggml: add LLM training support (#10544)
* llama/ggml: add LLM training support

more compact progress bar

llama_save_model_to_file

llama_opt_param_filter

ggml_graph_dup force_grads

refactor ggml_opt, fix test-opt

* remove logits_all

* refactor CUDA implementation for ACC

* reset graph at beginning of opt period
2025-05-12 14:44:49 +02:00
David Huang 7f323a589f Add --no-op-offload to improve -ot pp perf in MoE models like llama4 400B (#13386) 2025-05-11 14:18:39 +02:00
Concedo ffe23f0e93 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	pyproject.toml
2025-05-06 23:39:45 +08:00
Johannes Gäßler 9070365020 CUDA: fix logic for clearing padding with -ngl 0 (#13320) 2025-05-05 22:32:13 +02:00
Concedo 77debb1b1b gemma3 vision works, but is using more tokens than expected - may need resizing 2025-03-13 00:31:16 +08:00
Concedo ec43d2b147 Merge branch 'upstream' into concedo_experimental
# Conflicts:
#	.github/workflows/build.yml
#	README.md
#	common/common.cpp
#	examples/embedding/embedding.cpp
#	examples/json_schema_to_grammar.py
#	examples/llama.android/llama/src/main/cpp/llama-android.cpp
#	examples/llama.swiftui/README.md
#	examples/llama.swiftui/llama.swiftui.xcodeproj/project.pbxproj
#	examples/lookahead/lookahead.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	requirements.txt
#	requirements/requirements-all.txt
#	scripts/fetch_server_test_models.py
#	tests/test-chat.cpp
#	tests/test-json-schema-to-grammar.cpp
2025-03-06 18:54:58 +08:00