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ik/reduce_make_copies
ik/reduce_mla3_compute_buffer_size
ik/reduce_no_nccl
ik/reduce_race_quick_fix
ik/refactor_iqk
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ik/vendor
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ik/vulkan_fused_rms
ik/vulkan_multi_add
ik/wip_sync_llama
ik/zen4_faster_iq4ks_iq5ks
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ik/llama4
ik/llama_bench_mla3
ik/llama_bench_n_cpu_moe
ik/llama_bench_overrides
ik/llama_bench_rcache
ik/llama_bench_sas
ik/llama_bench_tgb
ik/llama_hparams_add_mla
ik/llama_warnings
ik/make_biased_gemv_optional
ik/make_qx_quants
ik/mask_mt
ik/max_nodes
ik/max_nodes_again
ik/measure_barriers
ik/merge_Aug_12_2024
ik/merge_July_26_2024
ik/merge_only_qk
ik/merge_qkv
ik/merge_up_gate_exps_2
ik/merge_up_gate_exps_3
ik/metal_bf16
ik/metal_faster_iq4ks
ik/metal_fattn_update
ik/metal_fix_iq2k
ik/metal_fix_iq3k
ik/metal_moe
ik/metal_new_trellis
ik/mimo2
ik/mimo2_4_gpus
ik/mimo2_graph
ik/minimax2_very_fast
ik/minimax_graph_minor
ik/ministral3
ik/minmax2_sm_graph
ik/minor_delta_tweak
ik/minor_iq2ks_tweak
ik/mistral3_large
ik/mistral3_std_attn
ik/mla
ik/mla2_q80_cache
ik/mla2_q80_cache_cpu
ik/mla=3_by_default
ik/mla_fixes
ik/mla_guard
ik/mla_imatrix
ik/mla_no_transposed_cache
ik/mla_q80
ik/mmq_id_thresh
ik/mmq_iq_ks_r4
ik/mmq_to_cublas
ik/mmvq_args
ik/mmvq_fuse_bias
ik/mmvq_type_supported
ik/moe_fused_unary
ik/moe_offload_strategy
ik/more_set_device
ik/mul_mat_bf16
ik/mul_mat_ext
ik/multi_add
ik/mv_q4_0_r4
ik/mxfp4
ik/n_cpu_moe
ik/nccl1
ik/nccl2
ik/nccl3
ik/nccl3_async
ik/neon_bf16
ik/neon_flash_attention_2
ik/neon_flash_attention_3
ik/neon_improve_legacy_quants
ik/neon_iq3_kt
ik/new_iq1bn
ik/new_iq2kt
ik/new_iq2kt_v2
ik/new_iq4kt
ik/new_trellis_2
ik/no_KV_for_unused_layers
ik/non_contiguous_rope
ik/offline_repack
ik/offline_repack_patterns
ik/offload_policy
ik/ooae2
ik/ooae_on_by_default
ik/opt_kt_quants
ik/option_cpu_fa
ik/option_to_disable_cuda_fusion
ik/optional_yarn_log_multiplier
ik/p2p_cpy_set_device
ik/per_row_scale
ik/phi3.5_tweaks
ik/pickup_13095
ik/play_with_barrier
ik/poc_tp
ik/poc_tp_glm4.5
ik/prepare_wk_b
ik/q2_k_r4
ik/q3_k_r4
ik/q3next_concat
ik/q3next_concat_cpu
ik/q3next_cuda_graphs
ik/q3next_opt2
ik/q3next_opt3
ik/q4_0_r4
ik/q4_0_r8
ik/q4_k_gemm
ik/q4_k_r4
ik/q4_k_r4_v2
ik/q4_k_r4_v3
ik/q5_0_r4
ik/q5_k_r4
ik/q60_mmq
ik/q6_0_r4
ik/q6_k_gemm
ik/q6_k_r4
ik/q8_0_r4
ik/q8_KV
ik/q8_k_r16
ik/q8_k_r8
ik/q8_k_r8_avx512
ik/qmix_tweaks
ik/qmix_tweaks_2
ik/qstats
ik/quantization_tweaks
ik/quantize_dry_run
ik/quantize_ffn_gate_inp
ik/quantize_q8k_avx2
ik/quantize_stats
ik/qwen35moe
ik/qwen3_graph
ik/qwen3next
ik/qwen3vl_graph
ik/qx_0_r4_avx2
ik/qx_k_b32_avx2
ik/r4_faster_zen4
ik/r4_neon
ik/r4_nrcy_16
ik/really_fix_rope_cache
ik/reduce_compute_buffers
ik/reduce_make_copies
ik/reduce_mla3_compute_buffer_size
ik/reduce_no_nccl
ik/reduce_race_quick_fix
ik/refactor_iqk
ik/refactor_llama.cpp
ik/remove_iqk_option
ik/remove_kv_l
ik/remove_llamafile
ik/remove_scary_warning
ik/remove_unnecessary_calls
ik/remove_unnessessary_ids_copy
ik/rename_4_8
ik/rename_iq4_nl_x4
ik/reorg_mmvq_and_fuse_bias
ik/repack_also_experts
ik/repack_f16
ik/revert_0bf4d997
ik/revert_739
ik/reverts
ik/ring_reduce
ik/rms_block_size
ik/rng_sampling
ik/rope_cache
ik/run_time_repack
ik/sampling-top-n-sigma
ik/sampling-xtc
ik/sampling_refactor_sorting
ik/sanitize_importance_iqk
ik/sanitize_importance_kt_quants
ik/sched_copy_experts
ik/sched_max_copies=1
ik/server_send_done
ik/shexps_better_hybrid
ik/skip_get_rows
ik/skip_noop_barriers
ik/skip_rowids_computation
ik/skip_unnecessary_quantize
ik/slightly_better_graph_split_strategy
ik/sm_graph_cuda_graphs
ik/sm_graph_disable_cuda_graphs
ik/sm_graph_max_gpu
ik/sm_graph_q3next
ik/sm_graph_rearrange
ik/sm_graph_seedoss
ik/sm_graph_step35
ik/sm_graph_sync
ik/smart_expert_selection
ik/smollm3
ik/softcap
ik/softcap_minor
ik/split_graph_2
ik/split_mode_f32
ik/step35
ik/step35_compat
ik/support_gigachat
ik/sweep_bench_n_predict
ik/sweep_bench_nrep
ik/sweep_bench_warmup
ik/swiglu
ik/sync_fa
ik/tensor_override_honor_mmap
ik/test_q80_NaNs
ik/test_thp
ik/tg_tweaks
ik/topk_moe_fuse_bias
ik/topk_moe_with_norm
ik/trellis_bf16
ik/trellis_metal
ik/trellis_neon
ik/trellis_opt
ik/trinet
ik/try_authors
ik/try_cuda_graphs
ik/try_fa_no_q80_repack
ik/try_fix_1014
ik/try_fix_1201
ik/try_fix_1222
ik/try_fix_367
ik/try_fix_367_v2
ik/try_fix_690
ik/try_fix_772
ik/try_fix_854
ik/try_fix_974
ik/try_fix_avx2_fa
ik/try_fix_many_gpus
ik/try_fix_many_gpus_2
ik/try_grouped_topk_playing1
ik/try_remove_cpy_indirection
ik/try_split_mla
ik/try_split_offloaded_moe_up_gate
ik/try_svd
ik/try_trellis
ik/undo_1049_if_tensor_overrides
ik/undo_sync_reduction
ik/update_authors
ik/update_license
ik/use_bf16_when_no_mmq
ik/use_mmq_id_for_moe
ik/use_q8_2
ik/validate_quants_on_load
ik/vendor
ik/vulkan1
ik/vulkan_again
ik/vulkan_disable_fused_ops
ik/vulkan_disable_multi_add
ik/vulkan_fattn
ik/vulkan_fused_mul_unary
ik/vulkan_fused_rms
ik/vulkan_multi_add
ik/wip_sync_llama
ik/zen4_faster_iq4ks_iq5ks
ik/zen4_flash_attn
ik/zen4_flash_attn_2
ik/zen4_flash_attn_bf16
ik/zen4_iq4_xs_r4
ik/zen4_repack_f16
ikawrakow-patch-1
ikawrakow-patch-1-1
main
s6/MLA_prompt_save_restore_fix
s6/bitnet2b_2501
s6/bitnet_name_update
s6/cache_default
s6/deci_support
s6/docs_update
s6/dots
s6/fix_kshift_crash
s6/fix_prompt_tokenization
s6/fix_python
s6/fp8_native
s6/list_prompt_cache
s6/mikupad
s6/mla
s6/numa_KV
s6/qwen3_dynamic_yarn
s6/readme-minor1
s6/readme-minor2
s6/readme_update
s6/remove_kv_l
s6/rope_freq_fix
s6/rpc
s6/seed_support2
s6/sweep_bench
s6/sweep_bench_update
s6/termux_fix
s6/warmup
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t0002
-
410432f566
Simdify q8_K128 quantization also on Neon
Iwan Kawrakow
2025-02-09 08:37:53 +02:00 -
318ce4344b
iq1_m_r4: Use Q8_K_128 instead of Q8_0_X4 for gemm (Neon)
Iwan Kawrakow
2025-02-09 08:12:28 +02:00 -
166a157c7a
iq1_s_r4: Use Q8_K_128 instead of Q8_1_X4 for gemm (Neon)
Iwan Kawrakow
2025-02-09 06:32:21 +02:00 -
7cdb0a1ec3
Added final optimizations
Saood Karim
2025-02-08 13:25:07 -06:00 -
57d2702bc1
Added missing gguf-py file
Saood Karim
2025-02-08 12:55:20 -06:00 -
f0227c4bfa
Avoid allocating MHA KV cache when MLA is turned on
Saood Karim
2025-02-08 12:47:52 -06:00 -
b6c4ef9a35
iq1_m_r4: Use Q8_K_128 instead of Q8_1_X4 for gemm (AVX2/Zen4)
Iwan Kawrakow
2025-02-08 19:15:25 +02:00 -
6b4d483dd0
iq1_s_r4: Use Q8_K_128 instead of Q8_1_X4 for gemm (AVX2/Zen4)
Iwan Kawrakow
2025-02-08 18:14:00 +02:00 -
0219e22018
Fixes
Saood Karim
2025-02-08 09:02:04 -06:00 -
2a77cb9893
rpc : refactor server
Radoslav Gerganov
2024-10-18 10:13:16 +03:00 -
0f9bdbb45b
rpc : refactor backend
Radoslav Gerganov
2024-10-17 10:35:19 +03:00 -
bd7bde0adb
Fix merge mistake
Saood Karim
2025-02-08 04:17:11 -06:00 -
3aaf602da5
Remove some unnecessary copies in the MLA attention
Iwan Kawrakow
2025-02-08 12:08:17 +02:00 -
a0631d8a9a
Apply suggestions from code review
matt23654
2025-01-03 22:46:35 +00:00 -
d2dd8b4059
Handle potentially dangerous edge cases.
matt23654
2025-01-03 22:14:21 +00:00 -
07c628f4f2
Cleanup and use GGML error logging functions.
matt23654
2025-01-03 14:39:32 +00:00 -
a6e460d6cd
fix: remove trailing whitespaces.
matt23654
2025-01-02 23:28:32 +00:00 -
14f2d8e20c
Cleaned up and improved type/error handling.
matt23654
2025-01-02 15:53:50 +00:00 -
105b40caf7
Added get_alloc_size forwarding
matt23654
2025-01-01 03:37:10 +00:00 -
823cf1ecab
Added init tensor calling code
matt23654
2024-12-31 21:56:51 +00:00 -
37c4fbd7f9
Make MLA optional
Iwan Kawrakow
2025-02-06 15:10:06 +02:00 -
96ec90c317
rpc : prevent crashes on invalid input (#9040)
Radoslav Gerganov
2024-08-19 10:10:21 +03:00 -
a7a532d5d1
rpc : prevent crashes on invalid input (#9040)
Radoslav Gerganov
2024-08-19 10:10:21 +03:00 -
35246c4e75
Deepseek MLA Optimizations
Saood Karim
2025-01-28 13:45:18 -06:00 -
716508d196
Revert #79 (#192)
Kawrakow
2025-02-08 09:48:59 +02:00 -
6d7b58eade
Revert #79 (#192)
Kawrakow
2025-02-08 09:48:59 +02:00 -
df226f38c4
Fixed compilation after revert
ik/revert_0bf4d997
Iwan Kawrakow
2025-02-07 11:44:52 +02:00 -
4daff2fdf2
Revert "Do not quantize activations if not necessary (#79)"
Iwan Kawrakow
2025-02-07 11:31:41 +02:00 -
bcf45dd5e0
cuda: non-contiguous rms norm (#190)
Kawrakow
2025-02-07 08:33:42 +02:00 -
4601a8c373
cuda: non-contiguous rms norm (#190)
Kawrakow
2025-02-07 08:33:42 +02:00 -
becc417718
Add additional checks for iq1_s_r4 quantization (#191)
Kawrakow
2025-02-07 08:33:28 +02:00 -
b08a2e9dfc
Add additional checks for iq1_s_r4 quantization (#191)
Kawrakow
2025-02-07 08:33:28 +02:00 -
38f2270a15
Add additional checks for iq1_s_r4 quantization
ik/iq1_s_checks
Iwan Kawrakow
2025-02-07 08:19:58 +02:00 -
9ac82537dc
cuda: non-contiguous rms norm
ik/cuda_rms_non_contiguous
Iwan Kawrakow
2025-02-06 19:41:17 +02:00 -
8049ffcbc8
Rename q4_0_r4, q8_0_r4 and iq4_xs_r4 to _r8 (#189)
Kawrakow
2025-02-06 18:45:28 +02:00 -
a08501ee52
Rename q4_0_r4, q8_0_r4 and iq4_xs_r4 to _r8 (#189)
Kawrakow
2025-02-06 18:45:28 +02:00 -
5c37edf98e
Rename iq4_xs_r4 to iq4_xs_r8 to reflect actual row interleaving
ik/rename_4_8
Iwan Kawrakow
2025-02-06 16:46:44 +02:00 -
224129c1c3
Rename q8_0_r4 to q8_0_r8 to reflect actual row interleaving
Iwan Kawrakow
2025-02-06 16:34:27 +02:00 -
f17bdc1194
Rename q4_0_r4 to q4_0_r8 to reflect actual row interleaving
Iwan Kawrakow
2025-02-06 16:20:57 +02:00 -
7c94c3da56
IQ1_M_R4: better 1.75 bpw quants (#187)
Kawrakow
2025-02-06 14:08:52 +02:00 -
7f61b3068e
IQ1_M_R4: better 1.75 bpw quants (#187)
Kawrakow
2025-02-06 14:08:52 +02:00 -
54585d6946
iq1_m_r4: rename mul_mat_iq1_m_r4_q8_1 to mul_mat_iq1_m_r4_q8_0
ik/iq1_m_r4
Iwan Kawrakow
2025-02-06 09:56:18 +02:00 -
dbc30e1d27
iq1_m_r4: switch to q8_0_x4 also on AVX2/Zen4
Iwan Kawrakow
2025-02-06 09:13:39 +02:00 -
c12b21b98a
iq1_m_r4: neon gemm
Iwan Kawrakow
2025-02-06 09:04:24 +02:00 -
b0ba33bec0
iq1_m_r4: Zen4 gemm
Iwan Kawrakow
2025-02-05 19:45:45 +02:00 -
212e8d192e
iq1_m_r4: basics (quantize/dequantize)
Iwan Kawrakow
2025-02-05 16:59:55 +02:00 -
1b64fb3ed5
iq1_s_r4: slightly faster NEON gemm/gemv (#186)
Kawrakow
2025-02-05 14:45:51 +02:00 -
a6f9f2ec9a
iq1_s_r4: slightly faster NEON gemm/gemv (#186)
Kawrakow
2025-02-05 14:45:51 +02:00 -
f3c6937fe5
iq1_s_r4: slightly faster NEON gemm/gemv
ik/iq1_s_r4_neon
Iwan Kawrakow
2025-02-05 14:22:22 +02:00 -
eb547bad1a
IQ1_S_R4: better 1.5 bpw quants (#185)
Kawrakow
2025-02-05 13:49:39 +02:00 -
8b7536bda8
IQ1_S_R4: better 1.5 bpw quants (#185)
Kawrakow
2025-02-05 13:49:39 +02:00 -
3c9b116600
Compiler warnings
ik/iq1_s_r4
Iwan Kawrakow
2025-02-05 11:12:00 +02:00 -
56a6ee26bb
iq1_s_r4: slightly faster AVX2/Zen4 gemm/gemv
Iwan Kawrakow
2025-02-05 10:23:34 +02:00 -
0467c16a7f
Forgotten counter increment
Iwan Kawrakow
2025-02-05 08:14:26 +02:00 -
19d384302b
iq1_s_r4: more bits for shared experts
Iwan Kawrakow
2025-02-04 19:49:28 +02:00 -
25ffa8703a
iq1_s_r4: NEON gemm/gemv
Iwan Kawrakow
2025-02-04 18:14:54 +02:00 -
16fbe8e14c
iq1_s_r4: fix Zen4 after AVX2 changes
Iwan Kawrakow
2025-02-04 17:21:29 +02:00 -
b9edce5797
iq1_s_r4: this is better
Iwan Kawrakow
2025-02-04 17:06:43 +02:00 -
83f02e25fc
Don't forget to make sure we have a multiple of 4 rows per thread
Iwan Kawrakow
2025-02-04 15:25:08 +02:00 -
6e31b493b3
iq1_s_r4: gemm/gemv works on AVX2/Zen4
Iwan Kawrakow
2025-02-04 14:56:25 +02:00 -
db761f4cec
iq1_s_r4: basics - quantize/dequantize
Iwan Kawrakow
2025-02-04 11:37:09 +02:00 -
ba470ec1b4
Deepseek-Lite (#184)
Kawrakow
2025-01-30 18:36:24 +02:00 -
ecf111a11c
Deepseek-Lite (#184)
Kawrakow
2025-01-30 18:36:24 +02:00 -
b8966277c0
Make q5,6_0_r4, iq4_nl_e4 work with row size that are not a multiple of 128
ik/qmix_tweaks_2
Iwan Kawrakow
2025-01-30 18:29:04 +02:00 -
2ed550e557
Make q5_0_r4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 17:49:52 +02:00 -
2c3ad4f593
Make q6_0_w4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 17:18:57 +02:00 -
5e381145f0
Make q6_0_w4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 16:45:49 +02:00 -
42fcf4512e
Make iq4_nl_r4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 16:09:05 +02:00 -
5a279b37ba
Make iq4_nl_r4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 15:29:22 +02:00 -
4ecba36ebf
Make iq4_nl_r4 work with row size that are not a multiple of 128
Iwan Kawrakow
2025-01-30 12:57:42 +02:00 -
cc39e3a90c
Quantization mixes tweaks
Iwan Kawrakow
2025-01-30 11:49:45 +02:00 -
f7a4a0fd42
Faster Q4_K_R4 and Q5_K_R4 on AVX2/Zen4 (#182)
Kawrakow
2025-01-30 09:28:53 +02:00 -
2e6b523853
Faster Q4_K_R4 and Q5_K_R4 on AVX2/Zen4 (#182)
Kawrakow
2025-01-30 09:28:53 +02:00 -
195d7efc8e
Cleanup
ik/qx_k_b32_avx2
Iwan Kawrakow
2025-01-30 09:24:52 +02:00 -
c7841bbfe6
Minor tweak
Iwan Kawrakow
2025-01-30 09:03:14 +02:00 -
6136d8ebbd
Use AVX2 implementation of q4_k_r4 and q5_k_r4 also on Zen4
Iwan Kawrakow
2025-01-29 19:43:52 +02:00 -
98bbe5d2e5
Faster AVX2 implementation for q5_k_q4
Iwan Kawrakow
2025-01-29 17:33:37 +02:00 -
d07ba6606e
Fix llama-bench labels that I broke with #181
Iwan Kawrakow
2025-01-29 16:58:11 +02:00 -
dbe3b5837a
Even better AVX2 implementation for q4_k_r4
Iwan Kawrakow
2025-01-29 16:42:07 +02:00 -
118baf3f73
Slightly faster AVX2 implementation for q4_k_r4
Iwan Kawrakow
2025-01-29 15:32:46 +02:00 -
5bbe93c0c4
Various (#181)
Kawrakow
2025-01-29 14:05:41 +02:00 -
4a73c25002
Various (#181)
Kawrakow
2025-01-29 14:05:41 +02:00 -
23e90dc325
Make q4_0_r4 work with tensor row sizes that are not a multiple of 128
ik/bench_gp
Iwan Kawrakow
2025-01-29 09:55:10 +02:00 -
80ef71307f
Make q4_0_r4 work with tensor row sizes that are not a multiple of 128
Iwan Kawrakow
2025-01-29 08:29:23 +02:00 -
3b46d3afd5
Make q4_0_r4 work with tensor row sizes that are not a multiple of 128
Iwan Kawrakow
2025-01-29 08:19:08 +02:00 -
4d7dc72d41
Make q8_0_r4 work with tensor row sizes that are not a multiple of 128
Iwan Kawrakow
2025-01-28 19:59:29 +02:00 -
d3545680b9
Make q8_0_r4 work with tensor row sizes that are not a multiple of 128
Iwan Kawrakow
2025-01-28 19:26:59 +02:00 -
3c974f5076
Make q8_0_r4 work with tensor row sizes that are not a multiple of 128
Iwan Kawrakow
2025-01-28 17:22:49 +02:00 -
45de9c82c4
Adding gp option to llama-bench
Iwan Kawrakow
2025-01-28 11:56:10 +02:00 -
d5b205970f
Minor performance improvements (#179)
Kawrakow
2025-01-27 18:53:47 +02:00 -
f725576345
Minor performance improvements (#179)
Kawrakow
2025-01-27 18:53:47 +02:00 -
b22ed8bc66
Be able to load Deepseek-v2-Lite
ik/q4_0_r8
Iwan Kawrakow
2025-01-27 17:47:24 +02:00 -
2d34c55b6f
Merge remote-tracking branch 'origin/main' into ik/q4_0_r8
Iwan Kawrakow
2025-01-27 16:57:34 +02:00 -
f5a09ac6c3
Interleave 8 rows (Q8_0, IQ4_XS) (#178)
Kawrakow
2025-01-27 16:50:07 +02:00 -
d9c4ea48d1
Interleave 8 rows (Q8_0, IQ4_XS) (#178)
Kawrakow
2025-01-27 16:50:07 +02:00 -
fac48faa21
Process up to 16 columns per kernel call for q8_k_r8
Iwan Kawrakow
2025-01-27 12:39:56 +02:00 -
f1c114d477
Apply platform specific modifications when repacking
Iwan Kawrakow
2025-01-27 11:59:30 +02:00 -
8b3c66063f
Apply platform specific modifications when repacking
Iwan Kawrakow
2025-01-27 11:12:18 +02:00 -
ee8f966202
q4_0_r8 (Zen4) - slightly better
Iwan Kawrakow
2025-01-27 09:19:13 +02:00 -
17d6c431a3
q4_0_r8 (Zen4)
Iwan Kawrakow
2025-01-27 08:08:18 +02:00