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Author SHA1 Message Date
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
Concedo
bc89b465a8 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	.github/workflows/release.yml
#	.github/workflows/server.yml
#	README.md
#	docs/build.md
#	docs/install.md
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-opencl/CMakeLists.txt
#	ggml/src/ggml-opencl/ggml-opencl.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	tests/test-backend-ops.cpp
#	tests/test-chat.cpp
 2025-06-05 11:03:34 +08:00
Georgi Gerganov
5582c49c39
gemma : more consistent attention scaling for v2 and v3 (#13951) 
* gemma : fix attn scale for 27B

* cont : apply scale before attn

* cont : consistent attention scaling
 2025-06-02 20:54:26 +03:00
Concedo
5e667659ec Merge commit '0fc16b42e8' into concedo_experimental 
# Conflicts:
#	src/CMakeLists.txt
#	src/llama-kv-cache.cpp
 2025-06-02 23:14:23 +08:00
Concedo
6ce85c54d6 not working correctly 2025-06-02 22:12:10 +08:00
Georgi Gerganov
0fc16b42e8
kv-cache : split implementation in separate sources (#13920) 
ggml-ci
 2025-06-01 11:39:27 +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
b08dca65ed Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/CMakeLists.txt
#	common/arg.cpp
#	common/chat.cpp
#	examples/parallel/README.md
#	examples/parallel/parallel.cpp
#	ggml/cmake/common.cmake
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-cpu/CMakeLists.txt
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/rope.cpp
#	models/ggml-vocab-bert-bge.gguf.inp
#	models/ggml-vocab-bert-bge.gguf.out
#	models/ggml-vocab-command-r.gguf.inp
#	models/ggml-vocab-command-r.gguf.out
#	models/ggml-vocab-deepseek-coder.gguf.inp
#	models/ggml-vocab-deepseek-coder.gguf.out
#	models/ggml-vocab-deepseek-llm.gguf.inp
#	models/ggml-vocab-deepseek-llm.gguf.out
#	models/ggml-vocab-falcon.gguf.inp
#	models/ggml-vocab-falcon.gguf.out
#	models/ggml-vocab-gpt-2.gguf.inp
#	models/ggml-vocab-gpt-2.gguf.out
#	models/ggml-vocab-llama-bpe.gguf.inp
#	models/ggml-vocab-llama-bpe.gguf.out
#	models/ggml-vocab-llama-spm.gguf.inp
#	models/ggml-vocab-llama-spm.gguf.out
#	models/ggml-vocab-mpt.gguf.inp
#	models/ggml-vocab-mpt.gguf.out
#	models/ggml-vocab-phi-3.gguf.inp
#	models/ggml-vocab-phi-3.gguf.out
#	models/ggml-vocab-qwen2.gguf.inp
#	models/ggml-vocab-qwen2.gguf.out
#	models/ggml-vocab-refact.gguf.inp
#	models/ggml-vocab-refact.gguf.out
#	models/ggml-vocab-starcoder.gguf.inp
#	models/ggml-vocab-starcoder.gguf.out
#	requirements/requirements-gguf_editor_gui.txt
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tests/test-grammar-integration.cpp
#	tests/test-json-schema-to-grammar.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/run/run.cpp
#	tools/server/CMakeLists.txt
 2025-05-31 13:04:21 +08:00
Đinh Trọng Huy
291f2b6913
llama : add support for DistilBert (#13907) 
* add distilbert

* small fixes

* add note for LLM_ARCH_DISTIL_BERT

* Use MODEL_ARCH.BERT for DistilBert

---------

Co-authored-by: dinhhuy <huy.dinh@brains-tech.co.jp>
 2025-05-30 11:56:02 +02:00
zhangkaihuo
2c90da4c7e
llama : use llm_build_granite for minicpm (#13911) 2025-05-30 10:31:48 +02:00
Sigbjørn Skjæret
e83ba3e460
llama : add support for jina-reranker-v2 (#13900) 2025-05-29 21:42:31 +02:00
Sigbjørn Skjæret
6385b843a8
llama : add RobertaForSequenceClassification reranker support (#13875) 2025-05-29 08:15:01 +02:00
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
Piotr Jasiukajtis
4032ca4066
llama : add support for Qwen3 MoE tied word embeddings (#13768) 2025-05-25 10:29:43 +02:00
Concedo
55cc9acec5 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/release.yml
#	README.md
#	ggml/src/ggml-cann/aclnn_ops.cpp
#	ggml/src/ggml-cann/ggml-cann.cpp
#	tools/mtmd/CMakeLists.txt
#	tools/mtmd/clip.cpp
#	tools/mtmd/clip.h
 2025-05-24 12:10:36 +08:00
Georgi Gerganov
d13d0f6135
hparams : initialize arrays (#13728) 
ggml-ci
 2025-05-23 20:16:13 +03:00
Xuan-Son Nguyen
8a2afb7520
llama : allow custom list of swa_layers (#13726) 2025-05-23 17:07:04 +02:00
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
Georgi Gerganov
8a1d206f1d
tts : fix n_ubatch + make WavTokenizer cache-less (#13713) 
ggml-ci
 2025-05-22 22:21:07 +03:00
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
b44890df2e
model : disable SWA for Phi models (#13676) 
* model : disable SWA for Phi models

ggml-ci

* model : update warning message

* model : print warning only if n_swa > 0

* model : fix typo
 2025-05-21 13:09:21 +03:00
Georgi Gerganov
be0239693c
model : fix llama4 graph (#13663) 
ggml-ci
 2025-05-20 19:21:04 +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
e5d26a2356 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	common/CMakeLists.txt
#	docs/backend/SYCL.md
#	ggml/CMakeLists.txt
#	ggml/src/ggml-sycl/CMakeLists.txt
#	ggml/src/ggml-sycl/binbcast.cpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/dequantize.hpp
#	ggml/src/ggml-sycl/dmmv.cpp
#	ggml/src/ggml-sycl/gemm.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	ggml/src/ggml-sycl/mmvq.cpp
#	ggml/src/ggml-sycl/vecdotq.hpp
#	ggml/src/ggml-vulkan/CMakeLists.txt
#	ggml/src/ggml-vulkan/vulkan-shaders/CMakeLists.txt
#	ggml/src/gguf.cpp
#	scripts/compare-llama-bench.py
#	tests/CMakeLists.txt
#	tests/test-chat.cpp
#	tools/llama-bench/llama-bench.cpp
#	tools/server/README.md
 2025-05-16 15:30:31 +08:00
Concedo
12e6928ec2 i'm gonna regret this, aren't i? 2025-05-15 23:59:55 +08:00
Gabe Goodhart
5e7d95e22e
fix: Move build_inp_pos to the top of the graph section for build_granite (#13538) 
This matches how others do it, but will still avoid the extra
initialization when rope is disabled.

Branch: GraniteFour

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
 2025-05-14 15:53:59 +03:00
Gabe Goodhart
d590cd4c24
model : Granite MoE shared (#13269) 
* feat: Add GGUF conversion for granitemoeshared

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: hparam and arch plumbing for granitemoeshared

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Split MoE fused tensors for shared experts in conversion

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: First WIP cut at model arch in cpp

The hparam and architecture plumbing should be correct, but the
implementation of the shared experts seems to still be broken.

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Cleaner (maybe more correct?) splitting for gate/up

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Fix the input to the shared experts

I had misread that the shared experts take the inputs _before_ the standard
MoE layer and was feeding the output of the MoE to the shared experts.

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Avoid architecture-specific checks for Granite MoE Shared

This is a cleaner way that will allow more flexibility in architecture
strings going forward.

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* refactor: Split granite architectures out of llm_build_llama

This helps de-clutter the llama-family graph construction and allows
granite to diverge further (in preparation for Granite 4).

NOTE: I removed the granite scale factors from llm_build_deci because they
appear to only be there as copy-paste from llm_build_llama. The HF config
does not seem to set those values:
https://huggingface.co/Deci/DeciLM-7B/blob/main/config.json

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Fix compiler warning about uninitialized inp_pos

This should not have been reachable, but it warns on some compliers

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Consoladate GraniteMoEShared into GraniteMoE for conversion

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Consolidate GraniteMoEShared into GraniteMoE on the c++ side

Branch: GraniteMoEShared

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
 2025-05-13 15:12:01 +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
Concedo
6bb44391bd Merge commit '5c86c9ed3e' into concedo_experimental 
# Conflicts:
#	tools/imatrix/imatrix.cpp
#	tools/mtmd/README.md
#	tools/run/README.md
#	tools/run/run.cpp
 2025-05-10 00:30:18 +08:00
Diego Devesa
27ebfcacba
llama : do not crash if there is no CPU backend (#13395) 
* llama : do not crash if there is no CPU backend

* add checks to examples
 2025-05-09 13:02:07 +02:00
Xuan-Son Nguyen
3f96aeff39
llama : one-off chat template fix for Mistral-Small-2503 (#13398) 
* llama : one-off chat template fix for Mistral-Small-2503

* update readme

* add mistral-v7-tekken
 2025-05-09 11:17:51 +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
Concedo
b6220669f4 Merge branch 'upstream' into concedo_experimental 
# Conflicts:
#	.github/workflows/docker.yml
#	Makefile
#	examples/CMakeLists.txt
#	ggml/CMakeLists.txt
#	ggml/src/CMakeLists.txt
#	ggml/src/ggml-sycl/common.hpp
#	ggml/src/ggml-sycl/convert.cpp
#	ggml/src/ggml-sycl/convert.hpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	scripts/sync-ggml.last
 2025-05-08 23:07:33 +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
Diego Devesa
f061021206
llama : print size and type of overridden tensors (#13364) 2025-05-08 13:15:15 +02:00
Sigbjørn Skjæret
bc4e1128f7
llama : deci : support ffn-free with attention (#13296) 2025-05-07 12:49:27 +02:00
piDack
6c7fd67b64
llama : support tie embedding for chatglm models (#13328) 2025-05-07 09:23:11 +02:00
Concedo
1377a93a73 Merge commit '5215b91e93' into concedo_experimental 
# Conflicts:
#	.github/workflows/build.yml
#	cmake/x64-windows-llvm.cmake
#	ggml/src/ggml-rpc/ggml-rpc.cpp
#	ggml/src/ggml-sycl/ggml-sycl.cpp
#	tests/CMakeLists.txt
#	tools/imatrix/imatrix.cpp
#	tools/llava/clip.cpp
#	tools/rpc/rpc-server.cpp
 2025-05-06 23:15:04 +08:00
ymcki
3bf785f3ef
llama : Llama-3_1-Nemotron-Ultra-253B-v1 support (#12843) 2025-05-03 17:39:51 +02:00
Concedo
0951ad9f58 temp merge, not working 2025-05-03 11:42:01 +08:00
Jared Van Bortel
2f567611c0
llama-model : support Qwen2 embedding models and pooling_mode_lasttoken (#13245) 2025-05-02 11:42:30 -04:00
Georgi Gerganov
c642bc014c
kv-cache : separate recurrent vs non-recurrent impl (#12799) 
* kv-cache : serparate recurrent vs non-recurrent impl (wip)

ggml-ci

* kv-cache : init -> contructor + add llama_memory_params

ggml-ci

* kv-cache : fix callback reference

ggml-ci

* context : llama_kv_cache -> llama_memory_i

ggml-ci

* context : move memory creation logic to model

ggml-ci

* llama : remove reference of memory during encode

ggml-ci

* kv-cache : hide padding details in the implementation

ggml-ci

* kv-cache : add ubatch_next()

ggml-ci

* context : simplify sbatch logic

ggml-ci

* kv-cache : hide defrag logic in the implementation

ggml-ci

* context : hide kv cache details in implementation

ggml-ci

* build : fix

ggml-ci

* cont : another fix

ggml-ci

* kv-cache : simplify interface (wip)

ggml-ci

* kv-cache : use separate KV cell structs for unified/recurrent

ggml-ci

* kv-cache : clean-up

ggml-ci

* model : better llama_model::create_model() signature

ggml-ci

* kv-cache : fix recurrent seq_rm()

ggml-ci

* kv-cache : replace `struct callbacks` with `llama_model &`

ggml-ci

* kv-cache : replace `struct graph_params` with `llama_context &`

ggml-ci

* kv-cache : fix offload check

ggml-ci

* context : avoid passing unique_ptr

ggml-ci

* kv-cache : avoid using the backends from the llama_context

ref #13113

ggml-ci

* kv-cache : more consistent debug logs [no ci]

* kv-cache : do not pass the full llama_context for kv graphs

ggml-ci

* kv-cache : remove comment

* kv-cache : ggml_rope_ext_inplace -> ggml_rope_ext

ggml-ci

* kv-cache : fix recurrent multi-user case

ggml-ci

* memory : remove comments [no ci]
 2025-05-02 17:48:36 +03:00
Concedo
17cbf9fd49 plamo fixed 2025-05-02 22:46:17 +08:00
Sigbjørn Skjæret
cb06a3c363
llama : orion rope type is neox (#13261) 2025-05-02 12:44:24 +02:00
Sigbjørn Skjæret
626083faf7
llama : plamo rope type is neox (#13260) 2025-05-02 12:40:56 +02:00