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pratiknarola-t 988190680d metal : few-row MMA mat-mul for the remaining src0 types (#30065 )

The generic few-row MMA kernel works for any type with a 16-weight
dequantizer, so it now also takes BF16, Q1_0, Q2_0, MXFP4, Q2_K, Q3_K,
TQ2_0 and the IQ types. Each type starts at the row count where it beats
the current kernels on an M3 Ultra: 5 rows for TQ2_0, 4 for BF16, 3
for MXFP4, Q2_0, Q2_K and IQ4_NL, and 2 for the others.

test-backend-ops perf -o MUL_MAT, m=4096, k=14336, M3 Ultra, time of this
change over master (mean of two interleaved runs each): 0.23 to 0.98 from
the threshold to 8 rows, 0.24 to 0.33 at 9 to 16 rows, and 0.99 to 1.01 at
1 and 512 rows.

2026-10-07 16:49:37 +03:00

..

model : add K2 Horizon dense and MoVA support (#29535 )

2026-10-06 18:42:24 +02:00

common/peg : handle invalid utf-8 sequences in the AST (#29161 )

2026-09-20 06:51:40 -05:00

tests : fix typo in test-quant-type-selection for nemotron 3 nano (#28835 )

2026-09-13 18:50:46 +02:00

.gitignore

metal : single-source fusion table + fusion debug rework (#28164 )

2026-09-11 12:41:54 +03:00

CMakeLists.txt

llama : fix unexpected graph reallocation in the k-pool models (#29958 )

2026-10-05 11:36:25 +03:00

gguf-model-data.cpp

common : use fs::path for cache dirs (#29595 )

2026-09-29 07:24:03 +02:00

gguf-model-data.h

tests : add unit test coverage for llama_tensor_get_type (#20112 )

2026-04-02 22:53:58 +02:00

test-alloc.cpp

ggml : add alloc_buffer_n to buffer type interface (#23671 )

2026-10-02 11:08:08 +03:00

test-arg-parser.cpp

spec: Add benchmark-only synthetic speculative acceptance options (#27711 )

2026-08-27 13:53:42 +03:00

test-autorelease.cpp

tests : avoid building get-model.cpp many times (#26317 )

2026-07-30 19:34:04 +03:00

test-backend-ops.cpp

metal : few-row MMA mat-mul for the remaining src0 types (#30065 )

2026-10-07 16:49:37 +03:00

test-backend-sampler.cpp

sampling : use greedy selection for eligible temperature-zero chains (#29797 )

2026-10-07 13:34:18 +03:00

test-barrier.cpp

Fix race conditions in threadpool when dealing with dynamic/frequent n_threads changes (#17748 )

2025-12-10 12:32:23 -08:00

test-batch-alloc.cpp

llama: support both embd + raw tokens in batch (#29622 )

2026-10-05 01:35:49 +02:00

test-c.c

ggml : remove kompute backend (#14501 )

2025-07-03 07:48:32 +03:00

test-chat-analysis.cpp

test: move tools/parser to tests (#27548 )

2026-08-23 18:38:51 +02:00

test-chat-auto-parser.cpp

test: move tools/parser to tests (#27548 )

2026-08-23 18:38:51 +02:00

test-chat-peg-parser.cpp

common/peg : handle invalid utf-8 sequences in the AST (#29161 )

2026-09-20 06:51:40 -05:00

test-chat-template.cpp

test: move tools/parser to tests (#27548 )

2026-08-23 18:38:51 +02:00

test-chat.cpp

model : add K2 Horizon dense and MoVA support (#29535 )

2026-10-06 18:42:24 +02:00

test-col2im-1d.cpp

ggml : add GGML_OP_COL2IM_1D (#24206 )

2026-06-09 12:01:37 +03:00

test-double-float.cpp

ggml : minor naming changes (#8433 )

2024-07-12 10:46:02 +03:00

test-export-graph-ops.cpp

tests: export-graph-ops: exit gracefully when called w/o arguments (#25619 )

2026-07-14 13:15:41 +03:00

test-fusion.cpp

batch: migrate the rest of examples to llama_batch_ext (#29601 )

2026-09-30 18:08:43 +02:00

test-gbnf-validator.cpp

cmake : do not include ./src as public for libllama (#13062 )

2025-04-24 16:00:10 +03:00

test-gguf-model-data.cpp

tests : add unit test coverage for llama_tensor_get_type (#20112 )

2026-04-02 22:53:58 +02:00

test-gguf.cpp

gguf : reject tensor size that wraps after padding (#26979 )

2026-09-29 22:46:20 +02:00

test-grammar-integration.cpp

common : implement common_schema internal representation for JSON schemas (#28736 )

2026-09-12 16:14:50 -05:00

test-grammar-llguidance.cpp

tool/ex/tests: consistently free ctx, then model (#18168 )

2025-12-22 11:00:37 +01:00

test-grammar-parser.cpp

grammar : degrade max repetition >= 2000 to unbounded (#26613 )

2026-08-05 07:39:10 -05:00

test-jinja.cpp

jinja : support coerced array attributes (#29574 )

2026-09-30 15:33:26 +02:00

test-json-schema-to-grammar.cpp

json-schema : accept escaped hyphen in regex patterns (#29127 )

2026-09-19 14:11:13 +02:00

test-json-schema.cpp

common : implement common_schema internal representation for JSON schemas (#28736 )

2026-09-12 16:14:50 -05:00

test-llama-archs.cpp

model : add K2 Horizon dense and MoVA support (#29535 )

2026-10-06 18:42:24 +02:00

test-llama-grammar.cpp

common/grammar: fix grammar parsing issues to prevent stack overflow and hangs (#18604 )

2026-03-21 18:43:35 +01:00

test-log.cpp

common: Intentionally leak logger instance to fix hanging on Windows (#22273 )

2026-04-29 10:58:43 +03:00

test-lora-conversion-inference.sh

cli: new CLI experience (#17824 )

2025-12-10 15:28:59 +01:00

test-metal-graph-optimize.cpp

metal : few-row MMA mat-mul (#29869 )

2026-10-05 08:29:13 +03:00

test-model-load-cancel.cpp

tests : avoid building get-model.cpp many times (#26317 )

2026-07-30 19:34:04 +03:00

test-model-resolution.cpp

args: fix cli download mmproj arg (#28977 )

2026-09-30 20:45:39 +02:00

test-mtmd-c-api.c

mtmd: add mtmd_tokenize_from_parts() (#28250 )

2026-09-02 21:20:10 +02:00

test-mtmd-impl.cpp

mtmd: fix mel preprocessor in LFM2 audio (#29403 )

2026-09-25 18:52:44 +02:00

test-opt.cpp

tests : fix test-opt with GGML_BACKEND_DL (#15599 )

2025-08-26 22:14:38 +02:00

test-peg-parser.cpp

Autoparser - complete refactoring of parser architecture (#18675 )

2026-03-06 21:01:00 +01:00

test-quant-type-selection.cpp

tests : fix typo in test-quant-type-selection for nemotron 3 nano (#28835 )

2026-09-13 18:50:46 +02:00

test-quantize-fns.cpp

ggml-quants : avoid invalid rounding in qkx3 scale search (#29817 )

2026-10-02 17:37:35 +03:00

test-quantize-perf.cpp

ci: run the x64 and arm ci on the github machines instead (#16183 )

2025-09-25 08:06:06 +03:00

test-quantize-stats.cpp

cmake : introduce semantic versioning (#26839 )

2026-08-12 14:15:03 +02:00

test-reasoning-budget.cpp

common : add support for multiple end sequences in the reasoning budget sampler (#25544 )

2026-07-25 11:58:09 +02:00

test-recurrent-state-rollback.cpp

tests : retain the anchor when testing recurrent rollback (#29923 )

2026-10-07 10:44:10 +03:00

test-rope.cpp

ggml-cpu: templateify ggml_compute_forward_rope_f32 and _f16 (#16805 )

2025-11-11 13:33:24 +02:00

test-rpc-multi-server.cpp

rpc: include nb in the get_alloc_size cache key and floor the result at ggml_nbytes (#29283 )

2026-09-25 10:35:09 +03:00

test-rpc-multi-server.sh

rpc: avoid serializing buffers from other servers (#26500 )

2026-08-30 20:26:16 +03:00

test-rset-release.cpp

tests : avoid building get-model.cpp many times (#26317 )

2026-07-30 19:34:04 +03:00

test-sampling.cpp

llama : add missing headers (#28566 )

2026-09-08 12:59:53 +02:00

test-save-load-state.cpp

llama : fix unexpected graph reallocation in the k-pool models (#29958 )

2026-10-05 11:36:25 +03:00

test-state-restore-fragmented.cpp

llama : fix unexpected graph reallocation in the k-pool models (#29958 )

2026-10-05 11:36:25 +03:00

test-thread-safety.cpp

batch: migrate the rest of examples to llama_batch_ext (#29601 )

2026-09-30 18:08:43 +02:00

test-tiled-mulmat.cpp

ggml-cpu: tiled mul_mat for k-quants (#27851 )

2026-09-26 08:38:57 +03:00

test-tokenizer-0.cpp

tool/ex/tests: consistently free ctx, then model (#18168 )

2025-12-22 11:00:37 +01:00

test-tokenizer-0.py

requirements : update transformers to 5.5.1 (#21617 )

2026-04-09 12:36:29 +02:00

test-tokenizer-0.sh

model : add Jina Embeddings v5 Nano (partial EuroBERT) support (#19826 )

2026-02-26 12:14:09 +01:00

test-tokenizer-1-bpe.cpp

tool/ex/tests: consistently free ctx, then model (#18168 )

2025-12-22 11:00:37 +01:00

test-tokenizer-1-spm.cpp

tool/ex/tests: consistently free ctx, then model (#18168 )

2025-12-22 11:00:37 +01:00

test-tokenizer-random.py

requirements : update transformers to 5.5.1 (#21617 )

2026-04-09 12:36:29 +02:00

test-tokenizers-repo.sh

devops: add s390x & ppc64le CI (#15925 )

2025-09-27 02:03:33 +08:00

test-unicode.cpp

unicode : include '~' in collapsed symbol class (#26972 )

2026-08-18 15:15:22 +02:00

testing.h

chat: refactor handling supports_string_content / supports_typed_content (#27130 )

2026-08-16 12:45:33 +02:00