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Author SHA1 Message Date
Georgi GerganovandGitHub 37964f44f9 mtmd : fix padding of n_tokens (#19930) 2026-02-26 18:39:49 +02:00
Georgi GerganovandGitHub 01cd448b8c server : fix ctx checkpoint restore logic (#19924) 2026-02-26 18:20:16 +02:00
Georgi GerganovandGitHub 99bd67c9b2 kv-cache : fix can_shift() check to take into account M-RoPE (#19928) 2026-02-26 18:08:54 +02:00
Georgi GerganovandGitHub 1ca3d1de15 gguf : avoid too many file size calls (#19919) 2026-02-26 12:46:32 +02:00
Georgi GerganovandGitHub f20469d919 server : enable multi-modal prompt caching (#19877) 2026-02-25 15:15:42 +02:00
Georgi GerganovGitHubtimkhronos
 		d7d826b3c1 server : support multi-modal context checkpoints (#19849) 
* Modify llama-memory-hybrid-iswa.cpp

* Modify llama-memory-recurrent.cpp

* Modify server-common.cpp

* Modify server-common.h

* Modify server-context.cpp

* Modify server-task.h

* Added comment to llama-memory-hybrid-iswa.cpp

* Remove comment from server-context.cpp

* Stylistic fix server-context.cpp

* Fix an issue when seqrm isn't called in server-context.cpp

* cont : alternative impl

* cont : cleanup

* cont : n_tokens -> int64_t

---------

Co-authored-by: timkhronos <timkhronos@gmail.com>
 2026-02-25 15:14:27 +02:00
Georgi GerganovandGitHub 244641955f models : fix graph splits (#19866) 2026-02-25 00:01:13 +02:00
Georgi GerganovGitHubSigbjørn Skjæret
 		418dea39ce ggml/gguf : prevent integer overflows (#19856) 
* gguf : prevent integer overflow for ggml_context mem size

* ggml : fix int overflows in ggml_new_object()

* gguf : prevent string exhaustion

* gguf : prevent array elements exhaustion

* ggml : fix negative tensor type oob

* py : assert that alignment is non-zero power of 2

* ggml : check int overflow in ggml_new_tensor_impl and ggml_new_object

* gguf-py : error on duplicate keys when reading

* py : restore tensor_fields

* enforce proper alignment in add_custom_alignment

* gguf : better name

* gguf : fix ctx size for no_alloc == true

* gguf : minor print fix

* ggml : print values when overflow

* ggml : remove deprecated ggml_type_sizef()

* ggml : relax ggml_type asserts to debug-only

* gguf : add mem_size overflow test

* gguf : add file size check for arrays

* ggml : relax asseerts for ggml_get_type_traits()

* flake8 fix

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-02-24 20:17:11 +02:00
Georgi GerganovandGitHub da348c9dfb models : fix qwen3.5 beta/gate shapes (#19730) 
* models : fix qwen3.5 beta/gate shapes

* cont : avoid extra reshapes
 2026-02-19 15:19:53 +02:00
Georgi GerganovandGitHub 27326bfce1 models : dedup qwen35 graphs (#19660) 
* models : dedup qwen35 graphs

* cont : add missing sigmoid
 2026-02-19 08:17:49 +02:00
Georgi GerganovGitHubOliver Simons
 		ad8207af77 cuda : enable CUDA graphs for MMID 1 <= BS <= 4 (#19645) 
* cuda : enable CUDA graphs for MMID BS <= 4

* cont : add stream capture check

Co-authored-by: Oliver Simons <osimons@nvidia.com>

* cont : add MMVQ_MMID_MAX_BATCH_SIZE

---------

Co-authored-by: Oliver Simons <osimons@nvidia.com>
 2026-02-17 12:31:49 +02:00
Georgi GerganovandGitHub cc45f2ada6 models : deduplicate delta-net graphs for Qwen family (#19597) 
* models : add llm_build_delta_net_base

* cont : keep qwen35 and qwen35moe graphs intact

* cont : add comments
 2026-02-16 14:35:04 +02:00
Georgi GerganovandGitHub d5dfc33027 graph : fix KQ mask, lora, cvec reuse checks (#19644) 
* graph : fix KQ mask reuse condition

* cont : dedup KQ mask build and can_reuse

* cont : fix build

* graph : fix adapter check for reuse
 2026-02-16 09:21:11 +02:00
Georgi Gerganov ff4affb4c1 sync : ggml 2026-02-15 22:24:29 +02:00
Georgi Gerganov 55d58599c8 ggml : bump version to 0.9.7 (ggml/1425) 2026-02-15 22:24:29 +02:00
Georgi Gerganov 1a8c700bfd ggml : bump version to 0.9.6 (ggml/1423) 2026-02-15 22:24:29 +02:00
Georgi GerganovandGitHub 341bc7d23c context : fix output reorder with backend sampling (#19638) 2026-02-15 14:57:40 +02:00
Georgi GerganovandGitHub 08e6d914b8 ggml : avoid UB in gemm ukernel (#19642) 2026-02-15 14:56:35 +02:00
Georgi GerganovandGitHub 1725e316c1 models : optimize qwen3next graph (#19375) 
* models : optimizing qwen3next graph

* cont

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* wip

* cont : remove redundant q, g chunking

* minor

* minor

* avoid passing masks around

* avoid concats during chunking

* naming + shapes

* update names and use prefix to disable CUDA graphs
 2026-02-14 12:57:36 +02:00
Georgi GerganovandGitHub 6e473fb384 metal : fix ACC op (#19427) 2026-02-14 09:54:03 +02:00
Georgi GerganovandGitHub bb96bfd361 memory : fix kv cache size for hybrid models (#19559) 2026-02-13 07:36:24 +02:00
Georgi GerganovandGitHub 0644baefde metal : improve concurrency (#19555) 2026-02-13 07:35:57 +02:00
Georgi GerganovandGitHub 490eb96b88 metal : support GGML_OP_SET (#19548) 2026-02-13 07:34:52 +02:00
Georgi GerganovandGitHub 338085c69e args : add -kvu to llama-parallel (#19577) 2026-02-12 21:52:41 +02:00
Georgi GerganovandGitHub 3b3a948134 metal : update sum_rows kernel to support float4 (#19524) 2026-02-12 11:35:28 +02:00
Georgi GerganovandGitHub 914dde72ba ggml : unary ops support non-cont src0 + metal F16 unary ops (#19511) 
* ggml : unary ops support non-cont src0

* metal : support F16 unary ops + fix ELU
 2026-02-11 18:58:43 +02:00
Georgi GerganovandGitHub 9ab072ebbe metal : extend l2_norm support for non-cont src0 (#19502) 2026-02-11 14:53:19 +02:00
Georgi GerganovandGitHub 6d95707827 model : fix wavtokenizer embedding notions (#19479) 2026-02-11 07:52:20 +02:00
Georgi GerganovandGitHub 89181c0b6d ggml : extend bin bcast for permuted src1 (#19484) 
* tests : extend bin bcast for permuted src1

* cont : extend bin support

* cont : s0 is always 1

* tests : simplify
 2026-02-11 07:52:00 +02:00
Georgi GerganovandGitHub ceaa89b786 metal : consolidate unary ops (#19490) 2026-02-11 07:51:12 +02:00
Georgi GerganovandGitHub a0d585537c cuda : extend GGML_OP_PAD to work with non-cont src0 (#19429) 
* cuda : extend GGML_OP_PAD to work with non-cont src0

* tests : add permuted pad
 2026-02-10 08:07:16 +02:00
Georgi GerganovGitHubSigbjørn Skjæret
 		81ddc60cb3 ci : add metal server workflows (#19293) 
* ci : add metal server workflows

* cont : try fix python init

* cont : move to a separate workflow that runs only on master

* cont : fix num jobs

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-02-09 15:09:30 +02:00
Georgi GerganovandGitHub 972f323e73 revert : "[Model] Qwen3.5 dense and MoE support (no vision) (#19435)" (#19453) 
This reverts commit 39bf692af1.
 2026-02-09 14:57:51 +02:00
Georgi GerganovandGitHub eb449cdfa4 server : improve context checkpoint logic (#19408) 2026-02-08 09:40:04 +02:00
Georgi GerganovandGitHub 96441c955e ci : use -j param correctly when building with sanitizers (#19411) 
* ci : use less jobs when building with sanitizers

* cont : fix nproc

* cont : fix the fix

* cont : simplify
 2026-02-07 23:50:47 +01:00
Georgi GerganovandGitHub 8872ad2125 metal : consolidate bin kernels (#19390) 
* metal : refactor bin kernels

* cont

* cont : fix cv
 2026-02-07 10:35:56 +02:00
Georgi GerganovandGitHub 34ba7b5a2f metal : fix event synchronization in cpy_tensor_async (#19402) 2026-02-07 07:37:15 +02:00
Georgi GerganovandGitHub dfde5993ea common : add common_speculative_is_compat() (#19270) 
* llama : add llama_memory_can_rm_suffix()

* Revert "llama : add llama_memory_can_rm_suffix()"

This reverts commit d30e59b62a15ef4266a6503e3f4eba770aec001b.

* spec : check if the target context is compatible for spec decoding
 2026-02-06 16:47:22 +02:00
Georgi GerganovandGitHub 7fcf1ef45d metal : skip loading all-zero mask (#19337) 
* metal : skip loading all-zero mask

* cont : minor
 2026-02-06 09:25:11 +02:00
Georgi GerganovandGitHub 3e21647666 cuda : cuda graphs now compare all node params (#19383) 2026-02-06 07:55:06 +02:00
Georgi GerganovandGitHub 22cae83218 metal : adaptive CPU/GPU interleave based on number of nodes (#19369) 2026-02-05 19:07:22 +02:00
Georgi GerganovandGitHub 3795cc1e89 benches : update models + numbers (#19359) 
* bench : update script

* benches : update numbers
 2026-02-05 14:34:07 +02:00
Georgi GerganovandGitHub 7a4f97d196 metal : add diag (#19330) 2026-02-05 10:08:45 +02:00
Georgi GerganovandGitHub 423bee462b ci : fix sanitize workflow to enable ggml sanitizers too (#19323) 2026-02-04 15:12:03 +02:00
Georgi GerganovGitHubJeff Bolz
 		eaba92c3dc tests : add non-cont, inplace rope tests (#19296) 
* tests : add non-cont, inplace rope tests

* cont : exercise dim 3

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>

* cont : more dim3 exercises

---------

Co-authored-by: Jeff Bolz <jbolz@nvidia.com>
 2026-02-04 12:45:21 +02:00
Georgi GerganovandGitHub d838c22bb3 spec : fix the check-rate logic of ngram-simple (#19261) 
* spec : fix the check-rate logic of ngram-simple

* cont : refactor + fix checks
 2026-02-04 10:39:53 +02:00
Georgi GerganovandGitHub 44008ce8f9 metal : add solve_tri (#19302) 2026-02-03 23:43:14 +02:00
Georgi GerganovandGitHub 6a9bf2f788 ci : add sanitizer runs for server (#19291) 2026-02-03 22:41:20 +02:00
Georgi GerganovandGitHub faa1bc26ee sampling : delegate input allocation to the scheduler (#19266) 
* sampling : delegate input allocation to the scheduler

* graph : compute backend samplers only if needed
 2026-02-03 22:16:16 +02:00
Georgi GerganovandGitHub c55bce4159 metal : minor cleanup (#19251) 2026-02-03 13:43:29 +02:00
Georgi GerganovandGitHub aeb827a3cc spec : simplify time measurement using common_time_meas (#19262) 2026-02-03 08:20:15 +02:00
Georgi GerganovandGitHub 6fdddb4987 metal : support virtual devices (#18919) 
* metal : support virtual devices

* cont : manage buffer type context memory

* metal : add events

* cont : implement cpy_tensor_async
 2026-02-02 14:29:44 +02:00
Georgi GerganovandGitHub 1239267cc4 authors : update (#19263) 
[no ci]
 2026-02-02 08:51:25 +02:00
Georgi GerganovandGitHub 4927795810 ngram-mod : fix build [no ci] (#19216) 2026-01-30 21:27:27 +02:00
Georgi Gerganov d9a2a4bcaa sync : ggml 2026-01-30 20:09:21 +02:00
Georgi Gerganov dfd6106c84 cuda : fix compile warnings (whisper/0) 2026-01-30 20:09:21 +02:00
Georgi GerganovandGitHub bbada8bfb9 server : wrap around the "id_slot" parameter (#19207) 
* server : wrap around the "id_slot" parameter

* cont : minor
 2026-01-30 19:46:10 +02:00
Georgi GerganovandGitHub dabaa2e77a spec : add ngram-mod (#19164) 
* spec : add ngram-mod

* cont : simplify + keep track of occupancy

* cont : cleanup

* cont : move initialization to common/speculative

* cont : cleanup

* cont : cleanup

* cont : fix
 2026-01-30 18:21:48 +02:00
Georgi GerganovandGitHub c3b87cebff tests : add GQA=20 FA test (#19095) 2026-01-30 13:52:57 +02:00
Georgi GerganovandGitHub 4fdbc1e4db cuda : fix nkvo, offload and cuda graph node properties matching (#19165) 
* cuda : fix nkvo

* cont : more robust cuda graph node property matching

* cont : restore pre-leafs implementation

* cont : comments + static_assert
 2026-01-29 18:45:30 +02:00
Georgi GerganovandGitHub eed25bc6b0 arg : add -kvu to llama-batched-bench (#19172) 2026-01-29 08:50:47 +02:00
Georgi GerganovandGitHub 631cbfcc7a cuda : fix "V is K view" check for non-unified KV cache (#19145) 2026-01-28 09:15:27 +02:00
Georgi GerganovandGitHub 2eee6c866c CUDA: tune GLM 4.7 Flash FA kernel selection logic (DGX Spark) (#19142) 2026-01-28 09:15:11 +02:00
Georgi GerganovandGitHub b931f81b5a server : adjust spec tests to generate up to 16 tokens (#19093) 2026-01-28 09:11:40 +02:00
Georgi GerganovandGitHub c5c64f72ac llama : disable Direct IO by default (#19109) 
* llama : disable Direct IO by default

* cont : override mmap if supported
 2026-01-28 09:11:13 +02:00
Georgi GerganovandGitHub 8f80d1b254 graph : fix nkvo offload with FA (#19105) 2026-01-26 20:18:34 +02:00
Georgi GerganovandGitHub 56f3ebf38e model : add correct type for GLM 4.7 Flash (#19106) 2026-01-26 11:24:30 +02:00
Georgi GerganovandGitHub d9c6ce46f7 kv-cache : support V-less cache (#19067) 
* kv-cache : support V-less cache

* cuda : better check for V_is_K_view

* cuda : improve V_is_K_view check

* graph : add comments

* hparams : refactor
 2026-01-25 15:48:56 +02:00
Georgi GerganovandGitHub 080b161995 completion : fix prompt cache for recurrent models (#19045) 2026-01-25 09:12:50 +02:00
Georgi GerganovandGitHub 557515be1e graph : utilize ggml_build_forward_select() to avoid reallocations (#18898) 
* graph : avoid branches between embedding and token inputs

* models : make deepstack graphs (e.g. Qwen3 VL) have constant topology

* ci : enable -DGGML_SCHED_NO_REALLOC=ON for server CI

* cont : pad token embeddings to n_embd_inp
 2026-01-23 18:22:34 +02:00
Georgi GerganovGitHubJohannes Gäßler
 		a5eaa1d6a3 mla : make the V tensor a view of K (#18986) 
* mla : pass V as a view of K to the FA op

* cuda : adjust mla logic to new layout

* kv-cache : fix rope shift

* tests : remove comment

* cuda : fix reusable_cutoff

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
 2026-01-22 22:09:01 +02:00
Georgi GerganovandGitHub 0e4ebeb057 quant : manual overrides of tensor types take precedence (#18952) 2026-01-22 16:17:06 +02:00
Georgi GerganovandGitHub 271191906c metal : enable FA for MLA heads (#18950) 2026-01-20 12:21:28 +02:00
Georgi GerganovandGitHub 365a3e8c31 ggml : add ggml_build_forward_select (#18550) 
* ggml : add ggml_build_forward_select

* cuda : adapt CUDA graph compat to new feature

* vulkan : update logic to handle command buffer closing

* ggml : check compute for fusion

* ggml : add comment
 2026-01-19 20:03:19 +02:00
Georgi GerganovandGitHub 2fbde785bc kv-cache : optimize KQ mask construction (#18842) 
* kv-cache : optimize KQ mask construction

* cont : add explanation + improve

* cont : fix
 2026-01-17 15:42:42 +02:00
Georgi GerganovandGitHub 6e7fc8a146 cuda : print less debug logs when disabling cuda graphs (#18868) 2026-01-15 20:53:01 +02:00
Georgi GerganovandGitHub be8e3d9515 context : do not reserve scheduler for warmups (#18867) 2026-01-15 19:35:57 +02:00
Georgi GerganovandGitHub 39173bcacb context : reserve new scheduler when graph topology changes (#18547) 
* context : reserve new scheduler when graph topology changes

* cont : fix

* cont : fix reserve

* cont : reserve only when changes occur + timing

* context : add comments

* llama : reserve on sampler changes

* common : allow null common_sampler

* server : task declares needs (embd, logits, sampling)

* server : do not init sampler if not needed

* llama : fix need_reserve when unsetting a sampler

* server : consolidate slot reset/clear logic
 2026-01-15 16:39:17 +02:00
Georgi GerganovandGitHub e4832e3ae4 vocab : fix attribute overrides for harmony (#18806) 
* vocab : fix attribute overrides for harmony

* cont : add warning log
 2026-01-13 17:40:13 +02:00
Georgi GerganovandGitHub 0a57271ab6 CUDA : fix unused argument when USE_CUDA_GRAPH=OFF (#18800) 2026-01-13 12:25:53 +02:00
Georgi GerganovandGitHub 84ae04f163 tests : refactor test-backend-sampler (#18753) 
* tests : use "auto", use std::string

* tests : refactor test-backend-sampler.cpp

* cmake : remove redundant declarations

* ci : use smaller model

* tests : add struct test_params

* tests : reduce logit bias 100.0f -> 10.0f
 2026-01-11 17:31:03 +02:00
Georgi GerganovandGitHub f307926482 server : adjust unified KV cache tests (#18716) 2026-01-10 17:51:56 +02:00
Georgi GerganovandGitHub 53eb9435da server : fix timing of prompt/generation (#18713) 2026-01-09 12:59:50 +02:00
Georgi GerganovandGitHub d3435efc8a scripts : pr2wt.sh reset to remote head (#18695) 
* scripts : pr2wt.sh reset to remote head

* cont : cleaner

* cont : restore --set-upstream-to
 2026-01-09 12:16:40 +02:00
Georgi GerganovandGitHub f5f8812f7c server : use different seeds for child completions (#18700) 
* server : use different seeds for child completions

* cont : handle default seed

* cont : note
 2026-01-09 09:33:50 +02:00
Georgi GerganovandGitHub f2f6c88067 scripts : support chaining commands in pr2wt.sh (#18671) 2026-01-08 13:40:23 +02:00
Georgi GerganovGitHubSigbjørn Skjæret
 		56426673cb scripts : add pr2wt.sh (#18644) 
* scripts : add pr2wt.sh

* script : shebang

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

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
 2026-01-07 15:16:20 +02:00
Georgi GerganovandGitHub 2da64a2f8a models : fix backend assignment for Granite/Nemotron graphs (#18599) 
* models : fix backend assignment for Granite/Nemotron graphs

* cont : add ref

* cont : move call to build_inp_embd()
 2026-01-05 12:34:23 +02:00
Georgi GerganovandGitHub c69c7ebc90 graph : fix graph reuse logic when n_pos_per_embd > 1 (#18566) 2026-01-03 23:59:06 +02:00
Georgi GerganovandGitHub a554a1ecc7 context : fix reserve token padding to n_seqs (#18536) 2026-01-03 15:45:34 +02:00
Georgi GerganovandGitHub f38de16341 metal : adjust extra size for FA buffer to avoid reallocations (#18545) 2026-01-02 19:02:18 +02:00
Georgi GerganovandGitHub af1e8e1a6c graph : reduce topology branching (#18548) 2026-01-02 19:01:56 +02:00
Georgi GerganovandGitHub d84a6a98be vocab : reduce debug logs about non-EOG control tokens (#18541) 
* vocab : reduce debug logs about non-EOG control tokens

* cont : add comment
 2026-01-02 16:17:33 +02:00
Georgi Gerganov 13814eb370 sync : ggml 2025-12-31 18:54:43 +02:00
Georgi Gerganov 54f67b9b66 ggml : bump version to 0.9.5 (ggml/1410) 2025-12-31 18:54:43 +02:00
Georgi GerganovandGitHub 01ade96e71 metal : remove BF16 x F16 kernels (#18456) 2025-12-31 09:53:48 +02:00
Georgi GerganovandGitHub 2a85f720b8 server : handle closed connection for tasks (#18459) 2025-12-29 15:34:41 +02:00
Georgi GerganovandGitHub 4301e27319 common : restore grammar-based rejection sampling (#18137) 
* common : restart grammar-based rejection sampling

* sampling : allow null samplers
 2025-12-17 19:46:00 +02:00
Georgi GerganovandGitHub 5ba95754ee security : add collaborator guidance (#18081) 2025-12-16 11:17:11 +02:00
Georgi GerganovandGitHub c560316440 graph : reuse SSM graphs (#16490) 
* graph : reuse hybrid graphs

* graph : reuse recurrent graphs

* graph : fix reuse check for recurrent inputs

* memory : move the recurrent state into the memory context

* Revert "memory : move the recurrent state into the memory context"

This reverts commit 00f115fe810815d4a22a6dee0acc346131e970e1.

* cont : fix build
 2025-12-16 09:36:21 +02:00