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Author SHA1 Message Date
Concedo
b8c1fc7c9e Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	docs/development/HOWTO-add-model.md
#	ggml/src/ggml-sycl/rope.cpp
#	tests/test-backend-ops.cpp
 2025-07-09 19:25:28 +08:00
Xuan-Son Nguyen
8f22dc0a53
model : add hunyuan moe (#14425) 
* model : add hunyuan moe

* tokenizer ok

* fix tensor name

* cgraph init

* chat template

* wip

* almost working

* skip embed, fix bos

* cleanup

* yarn scaling

* cleanup

* correct rope type

* failed token fix

* ntk alpha freq_base

* tokenization working

* cleanup and pr changes

* vocab_size sanity check

* ntk alpha generic

* Update convert_hf_to_gguf.py

* Apply suggestions from code review

* fix regression

* fix style

---------

Co-authored-by: kooshi <1934337+kooshi@users.noreply.github.com>
 2025-07-08 11:24:06 +03:00
Concedo
ace537d44e Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	CMakeLists.txt
#	examples/simple-chat/simple-chat.cpp
#	src/llama-quant.cpp
#	tools/run/run.cpp
#	tools/server/README.md
 2025-06-24 23:06:16 +08:00
Georgi Gerganov
7b50d589a8
kv-cells : fix tracking of seq_pos (#14339) 
* kv-cells : fix tracking of seq_pos during cache reuse

ggml-ci

* cont : improve error message

ggml-ci

* cont : add more comments
 2025-06-23 12:27:35 +03:00
Ed Addario
fa4a9f2a1c
quantize : handle user-defined pruning of whole layers (blocks) (#13037) 2025-06-22 23:16:26 +02:00
Concedo
4f2fcaa2ef Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	ci/run.sh
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/repack.cpp
#	ggml/src/ggml-sycl/binbcast.cpp
#	ggml/src/ggml-sycl/concat.cpp
#	ggml/src/ggml-sycl/conv.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/dpct/helper.hpp
#	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/im2col.cpp
#	ggml/src/ggml-sycl/mmq.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/norm.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
#	tests/test-backend-ops.cpp
 2025-06-21 00:32:22 +08:00
Ruikai Peng
dd6e6d0b6a
vocab : prevent tokenizer overflow (#14301) 
* vocab : prevent stack overflow in tokenize

* vocab : return error instead of aborting on oversized token count

* vocab : INT32_MIN from llama_tokenize on overflow
 2025-06-20 07:13:06 -07:00
Sigbjørn Skjæret
88fc854b4b
llama : improve sep token handling (#14272) 2025-06-20 14:04:09 +02:00
Concedo
4356a00f4a Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	ci/run.sh
#	docs/function-calling.md
#	examples/gritlm/gritlm.cpp
#	ggml/CMakeLists.txt
#	ggml/cmake/common.cmake
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-cpu/ggml-cpu.c
#	ggml/src/ggml-hip/CMakeLists.txt
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-vulkan/vulkan-shaders/CMakeLists.txt
#	requirements/requirements-compare-llama-bench.txt
#	scripts/compare-llama-bench.py
#	tests/CMakeLists.txt
 2025-06-18 00:16:54 +08:00
Georgi Gerganov
89fea80d29
server : fix incorrect usage of llama_get_embeddings() (#14225) 
* server : fix incorrect usage of llama_get_embeddings()

ggml-ci

* cont : fix the fix

ggml-ci
 2025-06-16 22:33:27 +03:00
Georgi Gerganov
d3e64b9f49
llama : rework embeddings logic (#14208) 
* llama : rework embeddings logic

ggml-ci

* cont : fix rerank

ggml-ci

* cont : engrish [no ci]

* cont : fix rerank

ggml-ci

* server : support both embeddings and completions with single model

ggml-ci

* cont : avoid embeddings_org

ggml-ci
 2025-06-16 14:14:00 +03:00
Georgi Gerganov
b9912ac570
batch : auto-gen positions + verify multi-sequence input (#14177) 
* batch : verify multi-sequence input batches

ggml-ci

* cont : auto-gen positions + verify multi-seq input

ggml-ci

* cont : first print debug info, then perform validation

ggml-ci

* cont : fix position auto-gen + add comments

ggml-ci
 2025-06-15 09:18:37 +03:00
Concedo
4204f111f7 Merge commit '8f47e25f56' into concedo_experimental 
# Conflicts:
#	.github/labeler.yml
#	.github/workflows/build-linux-cross.yml
#	docs/backend/CANN.md
#	examples/batched.swift/Sources/main.swift
#	examples/embedding/embedding.cpp
#	examples/gritlm/gritlm.cpp
#	examples/llama.android/llama/src/main/cpp/llama-android.cpp
#	examples/llama.swiftui/llama.cpp.swift/LibLlama.swift
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	examples/passkey/passkey.cpp
#	examples/retrieval/retrieval.cpp
#	examples/save-load-state/save-load-state.cpp
#	examples/simple-chat/simple-chat.cpp
#	examples/speculative-simple/speculative-simple.cpp
#	examples/speculative/speculative.cpp
#	ggml/src/ggml-cann/common.h
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/cpy.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	tools/batched-bench/batched-bench.cpp
#	tools/cvector-generator/cvector-generator.cpp
#	tools/imatrix/imatrix.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/perplexity/perplexity.cpp
#	tools/run/run.cpp
 2025-06-13 22:05:03 +08:00
Georgi Gerganov
745aa5319b
llama : deprecate llama_kv_self_ API (#14030) 
* llama : deprecate llama_kv_self_ API

ggml-ci

* llama : allow llama_memory_(nullptr)

ggml-ci

* memory : add flag for optional data clear in llama_memory_clear

ggml-ci
 2025-06-06 14:11:15 +03:00
Concedo
d33c88b1f4 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	README.md
#	ci/run.sh
#	examples/embedding/embedding.cpp
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	src/CMakeLists.txt
 2025-06-06 17:56:51 +08:00
Sigbjørn Skjæret
d17a809ef0
llama : support multiple classifier outputs and labels (#13940) 2025-06-06 09:03:25 +02:00
Georgi Gerganov
7f37b6cf1e
memory : migrate from llama_kv_cache to more generic llama_memory (#14006) 
* memory : merge llama_kv_cache into llama_memory + new `llama_memory` API

ggml-ci

* context : fix casts

ggml-ci
 2025-06-05 15:29:22 +03:00
Concedo
6ce85c54d6 not working correctly 2025-06-02 22:12:10 +08:00
Georgi Gerganov
803f8baf4f
llama : deprecate explicit kv_self defrag/update calls (#13921) 
ggml-ci
 2025-05-31 15:58:33 +03:00
Georgi Gerganov
3600cc2886
llama : use n_swa + n_ubatch cells for SWA cache (#13833) 
* llama : use n_swa + n_ubatch cells for SWA cache

ggml-ci

* llama : add warning about multi-sqeuence SWA contexts
 2025-05-31 15:57:44 +03:00
Georgi Gerganov
12d0188c0d
kv-cache : refactor + add llama_memory_state_i (#13746) 
* kv-cache : simplify the "struct llama_kv_cache" interface

ggml-ci

* kv-cache : revert the (n_swa + n_ubatch) change (for next PR)

ggml-ci

* kv-cache : some comments

ggml-ci

* context : fix graph reserve for multiple sequences

ggml-ci

* kv-cache : fix typo [no ci]

* kv-cache : fix find_slot() logic for free slots

ggml-ci

* llama : add TODO for deprecating the defrag API in the future

* kv-cache : improve find_slot() using min/max seq pos info

ggml-ci

* llama : handle aborts and compute errors

ggml-ci

* memory : extract state into llama_memory_state

ggml-ci

* kv-cache : add comments

ggml-ci

* server : update batching logic to reset n_batch on successful decode

* server : upon full re-processing, remove the sequence from the cache

* kv-cache : add TODO for doing split_equal when split_simple fails

ggml-ci
 2025-05-31 10:24:04 +03:00
Concedo
8c701d7ded Merge commit '72b090da2c' 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
Concedo
868cb6aff7 Merge commit 'e121edc432' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	common/CMakeLists.txt
#	docs/function-calling.md
#	ggml/src/ggml-sycl/binbcast.cpp
#	models/templates/README.md
#	scripts/tool_bench.py
#	src/llama-kv-cache.cpp
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tools/mtmd/clip.h
#	tools/rpc/rpc-server.cpp
#	tools/server/README.md
 2025-05-28 00:20:45 +08:00
Georgi Gerganov
22229314fc
llama : clarify deprecation message (#13794) 2025-05-26 12:57:50 +03:00
Georgi Gerganov
de2ef53a4b
kv-cache : rework kv_cell (#13706) 
* kv-cache : rework kv_cell

ggml-ci

* kv-cells : use "shift" instead of "delta" consistently

ggml-ci

* llama : add llama_max_parallel_sequences()

ggml-ci

* kv-cells : update comments [no ci]

* context : fail upon construction if sequences exceed max value

ggml-ci

* kv-cells : get_pos() -> pos_get() + comments

ggml-ci

* kv-cells : fix tracking of "used" cells

ggml-ci
 2025-05-25 16:34:36 +03:00
Concedo
bd960a90a6 removed unnecessary function 2025-05-24 23:59:31 +08:00
Concedo
f97bbdde00 fix to allow all EOGs to trigger a stop, occam's glm4 fix, 2025-05-24 22:55:11 +08:00
Concedo
22ef97d7d3 Merge commit 'ab86335760' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	examples/retrieval/retrieval.cpp
#	examples/simple-chat/simple-chat.cpp
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	requirements/requirements-convert_hf_to_gguf.txt
#	requirements/requirements-convert_hf_to_gguf_update.txt
#	requirements/requirements-convert_lora_to_gguf.txt
#	tools/run/run.cpp
 2025-05-23 11:41:36 +08:00
Concedo
da7fd4aa57 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/musa.Dockerfile
#	.github/workflows/build.yml
#	README.md
#	ci/README.md
#	docs/docker.md
#	examples/lookahead/lookahead.cpp
#	examples/lookup/lookup.cpp
#	examples/parallel/parallel.cpp
#	ggml/src/ggml-musa/CMakeLists.txt
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/test-arg-parser.cpp
 2025-05-21 23:12:22 +08:00
Concedo
9f976e9c65 swa full used unless ctx shift and fast forward disabled 2025-05-21 22:47:45 +08:00
Georgi Gerganov
797f2ac062
kv-cache : simplify the interface (#13660) 
* kv-cache : simplify the interface

ggml-ci

* context : revert llama_batch_allocr position change

ggml-ci
 2025-05-21 15:11:13 +03:00
Georgi Gerganov
a4090d1174
llama : remove llama_kv_cache_view API + remove deprecated (#13653) 
ggml-ci
 2025-05-20 16:13:16 +03:00
Georgi Gerganov
e298d2fbd0
kv-cache : add SWA support (#13194) 
* kv-cache : prepare for SWA

ggml-ci

* kv-cache : initial iSWA implementation

ggml-ci

* kv-cache : rework error recovery logic

ggml-ci

* models : fix Phi-3 SWA parameters

ggml-ci

* model : adjust Granite to rope factor changes

ggml-ci

* server : check if context can do shifts

ggml-ci

* iswa : for now, always enable shifts (experiment)

ggml-ci

* kv-cache : simplify SWA logic

ggml-ci

* kv-cache : apply defrag when we fail to find slots for the batch

ggml-ci

* llama : update docs about llama_decode

ggml-ci

* kv-cache : update warning logs when no space for the batch is available

ggml-ci

* llama : add llama_kv_self_seq_pos_min()

* kv-cache : keep track of partial SWA computes and print warnings

* server : disallow use cases involving partial SWA context

ggml-ci

* llama : add param to control SWA cache size

ggml-ci

* minor : clean-up

ggml-ci
 2025-05-20 08:05:46 +03:00
Concedo
12e6928ec2 i'm gonna regret this, aren't i? 2025-05-15 23:59:55 +08:00
Diego Devesa
cf0a43bb64
llama-bench : add defrag-thold, check for invalid ranges (#13487) 2025-05-13 00:31:37 +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
Sigbjørn Skjæret
d2a4ef05c6
vocab : add ByteDance-Seed/Seed-Coder (#13423) 2025-05-10 22:08:07 +02:00
Concedo
2439014a03 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	examples/embedding/embedding.cpp
#	tools/imatrix/imatrix.cpp
#	tools/perplexity/perplexity.cpp
 2025-05-08 23:41:02 +08:00
Georgi Gerganov
6562e5a4d6
context : allow cache-less context for embeddings (#13108) 
* context : allow cache-less context for embeddings

ggml-ci

* context : enable reranking with encode()

ggml-ci

* context : encode() clears embd_seq

ggml-ci

* examples : use llama_encode() when appropriate

ggml-ci

* models : nomic bert moe does not require KV cache

* llama : update comments for llama_decode/llama_encode

ggml-ci

* context : update warning log [no ci]
 2025-05-08 14:28:33 +03:00
Georgi Gerganov
51fb96b1ff
context : remove logits_all flag (#13284) 
* context : remove logits_all flag

ggml-ci

* llama : remove logits_all flag + reorder llama_context_params

ggml-ci
 2025-05-08 14:26:50 +03:00
Concedo
8273739412 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.devops/cpu.Dockerfile
#	.devops/cuda.Dockerfile
#	.devops/intel.Dockerfile
#	.devops/llama-cli-cann.Dockerfile
#	.devops/musa.Dockerfile
#	.devops/rocm.Dockerfile
#	.devops/vulkan.Dockerfile
#	examples/llama-bench/llama-bench.cpp
#	examples/rpc/rpc-server.cpp
#	scripts/compare-llama-bench.py
#	tests/test-quantize-stats.cpp
 2025-04-30 17:22:18 +08:00
Georgi Gerganov
d9d398f84f
sampling : when top-k <= 0 -> noop (#13173) 
ggml-ci
 2025-04-29 20:22:57 +03:00
Concedo
28a2723100 merged pixtral support, not fully working 2025-04-24 15:27:02 +08:00
Xuan-Son Nguyen
ecda2ec4b3
mtmd : Support Pixtral 12B (#13065) 
* add pixtral text model (vision is wip)

* cgraph ok, just missing 2D RoPE

* fix bad rebase

* first working version

* fix problem with img_break token

* support dynamic image size

* update docs

* update test script
 2025-04-23 20:21:59 +02:00
Concedo
06159939d9 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	Makefile
#	docs/build.md
#	examples/rpc/rpc-server.cpp
#	examples/sycl/build.sh
#	ggml/CMakeLists.txt
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	ggml/src/ggml-hip/CMakeLists.txt
#	scripts/sync-ggml.last
 2025-04-17 00:52:37 +08:00
Ed Addario
71e90e8813
quantize: Handle user-defined quantization levels for additional tensors (#12511) 
* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Minor refactoring as per the contributors' coding guidelines

* Update descriptions to match existing style

* Add llama_model_quantize_params parameters

* Add new quantize parameters parsing and validation

* Update usage

* Add new parameters defaults

* Add new quantization parameters logic

* Minor refactoring as per the contributors' guidelines

* Implement general --tensor-type instead of tensor-specific command option

* Fix implied type bug

* Restore missing #includes

* Add regex capability for tensor selection

* Refactor function name and update ALLOWED_TENSOR_TYPE

* Add missing #include

* Handle edge case when tensor name is cls.output

* Minor logging improvement
 2025-04-13 21:29:28 +03:00
Concedo
ebf924c5d1 Merge branch 'upstream' into concedo_experimental 2025-04-08 21:46:30 +08:00
Xuan-Son Nguyen
1466621e73
llama : Support llama 4 text-only (#12791) 
* llama4 conversion

* initial support, no chat template

* clean up a bit

* fix tokenizer conversion

* correct hparams

* try this

* fix shexp

* ffn_inp_normed

* chat template

* clean up model conversion

* add_bos

* add scale_before_ffn

* fix order

* weight_before_ffn

* llm_graph_input_attn_temp

* add chunk attn mask

* build_inp_attn_scale()

* add comment about ggml_repeat

* clarify comments

* fix build
 2025-04-07 23:06:44 +02:00