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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
-
7f7bc3a37f
r4_nrcy_16: iq3_k_r4, iq4_k_r4, iq4_ks_r4, iq5_k_r4
ik/r4_nrcy_16
Iwan Kawrakow
2024-12-22 10:25:01 +02:00 -
31ff6ec368
nrc_y = 16: AVX2 iq2_xxs, iq2_xs, iq3_xxs
Iwan Kawrakow
2024-12-22 08:53:35 +02:00 -
0406b39b9e
nrc_y = 16: NEON iq2_xxs, iq2_xs, iq3_xxs
Iwan Kawrakow
2024-12-21 19:04:35 +01:00 -
4aabff46a2
nrc_y = 16: NEON iq2_s
Iwan Kawrakow
2024-12-21 18:34:22 +01:00 -
e6a0358686
nrc_y = 16: AVX2 iq2_s
Iwan Kawrakow
2024-12-21 19:26:03 +02:00 -
5607bae2a6
Add nrc_y = 16 implementation.
Iwan Kawrakow
2024-12-21 19:07:46 +02:00 -
7598ec79a2
IQ2_S_R4 (#156)
Kawrakow
2024-12-21 11:26:35 +01:00 -
93419de68f
IQ2_S_R4 (#156)
Kawrakow
2024-12-21 11:26:35 +01:00 -
fe8eda7b47
iq2_s_r4: NEON
ik/iq2_s_r4
Iwan Kawrakow
2024-12-21 11:13:58 +01:00 -
74ee045b06
Minor
Iwan Kawrakow
2024-12-21 11:24:02 +02:00 -
964c5f9e82
iq2_s_r4: Zen4
Iwan Kawrakow
2024-12-21 11:10:13 +02:00 -
6892554e43
IQ2_XS_R4 (#155)
Kawrakow
2024-12-21 08:32:39 +01:00 -
a867b919ca
IQ2_XS_R4 (#155)
Kawrakow
2024-12-21 08:32:39 +01:00 -
6dddd0832a
iq2_xs_r4: slightly better NEON
ik/iq2_xs_r4
Iwan Kawrakow
2024-12-21 08:15:35 +01:00 -
2f2c94de78
iq2_xs_r4: NEON - not much better than iq2_xs
Iwan Kawrakow
2024-12-20 19:00:39 +01:00 -
ce2d053286
iq2_xs_r4: slightly better matrix x vector on AVX2
Iwan Kawrakow
2024-12-20 18:33:02 +02:00 -
d8a274a18f
iq2_xs_r4: AVX2
Iwan Kawrakow
2024-12-20 18:06:02 +02:00 -
51e5a87382
iq2_xs_r4: Zen4
Iwan Kawrakow
2024-12-20 17:44:54 +02:00 -
9dfd69bd93
IQ2_XXS_R4 (#154)
Kawrakow
2024-12-20 12:02:42 +01:00 -
4b53bc876e
IQ2_XXS_R4 (#154)
Kawrakow
2024-12-20 12:02:42 +01:00 -
9904f8f691
fix typo (#151)
Nexes the Elder
2024-12-20 12:02:15 +01:00 -
7254f6d340
fix typo (#151)
Nexes the Elder
2024-12-20 12:02:15 +01:00 -
c3e9a0e26f
iq2_xxs_r4: NEON
ik/iq2_xxs_r4
Iwan Kawrakow
2024-12-20 11:46:37 +01:00 -
6c0e88ef51
Minor
Iwan Kawrakow
2024-12-20 12:11:40 +02:00 -
6862db04b0
iq2_xxs_r4: Zen4
Iwan Kawrakow
2024-12-20 11:55:49 +02:00 -
310f8b1d22
IQ3_XXS_R4 (#153)
Kawrakow
2024-12-20 09:12:48 +01:00 -
f4170f78bd
IQ3_XXS_R4 (#153)
Kawrakow
2024-12-20 09:12:48 +01:00 -
3681093127
iq3_xxs_r4: NEON
ik/iq3_xxs_r4_v2
Iwan Kawrakow
2024-12-19 17:47:39 +01:00 -
5243b4d847
iq4_xxs_r4: 1st shot at AVX2
Iwan Kawrakow
2024-12-19 14:52:46 +02:00 -
327b3abb38
iq4_xxs_r4: WIP
Iwan Kawrakow
2024-12-19 14:15:12 +02:00 -
ef0eeacadb
iq3_xxs_r4: 1st shot on Zen4
Iwan Kawrakow
2024-12-19 12:19:34 +02:00 -
1875b1d8e6
iq3_xxs_r4: NEON
ik/iq3_xxs_r4
Iwan Kawrakow
2024-12-19 17:47:39 +01:00 -
b33e128d33
iq4_xxs_r4: 1st shot at AVX2
Iwan Kawrakow
2024-12-19 14:52:46 +02:00 -
e68c9f4e69
iq4_xxs_r4: WIP
Iwan Kawrakow
2024-12-19 14:15:12 +02:00 -
19acd7ce1e
iq3_xxs_r4: 1st shot on Zen4
Iwan Kawrakow
2024-12-19 12:19:34 +02:00 -
8352f12275
IQ4_KS_R4 (#150)
Kawrakow
2024-12-18 19:58:21 +01:00 -
dfa12b7f91
IQ4_KS_R4 (#150)
Kawrakow
2024-12-18 19:58:21 +01:00 -
baa9ed4a5e
Minor
ik/iq4_ks_r4
Iwan Kawrakow
2024-12-18 19:14:40 +01:00 -
918ac19eed
iq4_ks_r4: NEON
Iwan Kawrakow
2024-12-18 19:02:49 +01:00 -
6b1a1b9880
iq4_ks_r4: slightly better Zen4
Iwan Kawrakow
2024-12-18 19:03:16 +02:00 -
00452d4683
iq4_ks_r4: slightly better Zen4
Iwan Kawrakow
2024-12-18 18:45:08 +02:00 -
e232c1b785
iq4_ks_r4: WIP
Iwan Kawrakow
2024-12-18 18:09:56 +02:00 -
e7bafd469e
iq4_ks_r4: AVX2
Iwan Kawrakow
2024-12-18 17:44:27 +02:00 -
16af231c12
iq4_ks_r4: Zen4
Iwan Kawrakow
2024-12-18 16:40:19 +02:00 -
c208fec2f2
IQ5_K_R4 (#149)
Kawrakow
2024-12-18 13:29:25 +01:00 -
59d742b00f
IQ5_K_R4 (#149)
Kawrakow
2024-12-18 13:29:25 +01:00 -
6c935be1c0
iq5_k_r4: NEON
ik/iq5_k_r4
Iwan Kawrakow
2024-12-18 13:21:30 +01:00 -
f9d182ff44
iq5_k_r4: slightly better AVX2
Iwan Kawrakow
2024-12-18 11:54:01 +02:00 -
ece6d0a52b
iq5_k_r4: better Zen4
Iwan Kawrakow
2024-12-18 11:35:40 +02:00 -
a8b0f8148c
iq5_k_r4: fix AVX2 nrc_y = 1 case
Iwan Kawrakow
2024-12-18 11:14:45 +02:00 -
f1b37f6bc0
Minor
Iwan Kawrakow
2024-12-18 10:46:32 +02:00 -
27e987d959
iq5_k_r5: WIP
Iwan Kawrakow
2024-12-18 10:26:47 +02:00 -
5eac4edc90
iq5_k_r4: Zen4
Iwan Kawrakow
2024-12-18 09:17:30 +02:00 -
2247afa967
Slightly better matrix x vector on Zen4/AVX2 for iq2_k_r4, iq3_k_r4, iq4_k_r4 (#148)
Kawrakow
2024-12-17 18:55:38 +01:00 -
9b6d14a299
Slightly better matrix x vector on Zen4/AVX2 for iq2_k_r4, iq3_k_r4, iq4_k_r4 (#148)
Kawrakow
2024-12-17 18:55:38 +01:00 -
c367b15c5f
Minor
ik/avx2_r4_tweaks
Iwan Kawrakow
2024-12-17 19:53:44 +02:00 -
2190af4dde
Slightly better matrix x vector on Zen4/AVX2 for iq2_k_r4, iq3_k_r4, iq4_k_r4
Iwan Kawrakow
2024-12-17 19:07:01 +02:00 -
a648191c2c
Be able to repack tensors at run time (#147)
Kawrakow
2024-12-17 14:16:34 +01:00 -
514ae08620
Be able to repack tensors at run time (#147)
Kawrakow
2024-12-17 14:16:34 +01:00 -
e716ae7778
Repack: make sure number of rows is a multiple of the packing
ik/run_time_repack
Iwan Kawrakow
2024-12-17 15:14:36 +02:00 -
b0e826d5b4
Repack: also add bf16 as repackable type
Iwan Kawrakow
2024-12-17 15:12:27 +02:00 -
5008d055c0
Be able to repack tensors at run time
Iwan Kawrakow
2024-12-17 15:00:13 +02:00 -
c16d352915
IQ2_K_R4 (#146)
Kawrakow
2024-12-17 10:18:33 +01:00 -
4ade4c568c
IQ2_K_R4 (#146)
Kawrakow
2024-12-17 10:18:33 +01:00 -
a75a790e8f
iq2_k_r4: better matrix x vector multiplication on NEON
ik/iq2_k_r4
Iwan Kawrakow
2024-12-17 10:06:02 +01:00 -
bb4cc44472
iq2_k_r4: NEON
Iwan Kawrakow
2024-12-17 09:37:41 +01:00 -
d5d94bbe66
iq2_k_r4: Zen4
Iwan Kawrakow
2024-12-17 09:54:22 +02:00 -
b52e2e2934
IQ3_K_R4 (#145)
Kawrakow
2024-12-17 07:51:11 +01:00 -
d69344f8ea
IQ3_K_R4 (#145)
Kawrakow
2024-12-17 07:51:11 +01:00 -
2243a998d3
iq3_k_r4: faster matrix x vector multiplication on NEON
ik/iq3_k_r4_v2
Iwan Kawrakow
2024-12-17 06:42:30 +01:00 -
370628b7b4
iq3_k_r4: NEON
Iwan Kawrakow
2024-12-17 05:53:53 +01:00 -
751fbaaa8c
iq3_k_r4: AVX2
Iwan Kawrakow
2024-12-16 19:51:51 +02:00 -
d73efc787f
iq3_k_r4: Zen4
Iwan Kawrakow
2024-12-16 19:17:05 +02:00 -
72330eba1d
iq3_k_r4 WIP
Iwan Kawrakow
2024-12-16 18:20:11 +02:00 -
1095cd27a9
Slightly faster IQ4_K_R4 on AVX2/Zen4 (#144)
Kawrakow
2024-12-16 16:09:15 +01:00 -
1714e46f13
Slightly faster IQ4_K_R4 on AVX2/Zen4 (#144)
Kawrakow
2024-12-16 16:09:15 +01:00 -
5415228878
iq4_k_r4: slightly better Zen4
ik/iq4_k_r4_avx2
Iwan Kawrakow
2024-12-16 17:03:07 +02:00 -
8bfd5cff31
iq4_k_r4: slightly better AVX2
Iwan Kawrakow
2024-12-16 16:38:14 +02:00 -
93cfa3e662
Slightly faster IQ4_XS_R4 on AVX2 (#143)
Kawrakow
2024-12-16 14:40:10 +01:00 -
84ab873385
Slightly faster IQ4_XS_R4 on AVX2 (#143)
Kawrakow
2024-12-16 14:40:10 +01:00 -
f8a6c31617
Delete unused stuff
ik/iq4_xs_r4_avx2
Iwan Kawrakow
2024-12-16 15:39:12 +02:00 -
9ffada4231
Minor
Iwan Kawrakow
2024-12-16 15:32:34 +02:00 -
b3d52ee884
iq4_xs_r4: slightly faster and correct AVX2 implementation
Iwan Kawrakow
2024-12-16 14:32:47 +02:00 -
3283fbeb82
q8_k_r8: this change for NEON got lost?
Kawrakow
2024-12-16 13:31:21 +01:00 -
987a43c531
q8_k_r8: this change for NEON got lost?
Iwan Kawrakow
2024-12-16 13:31:21 +01:00 -
dd84b1e462
iq4_xs_r8: better AVX2
ik/iq4_xs_r8
Iwan Kawrakow
2024-12-16 09:54:23 +02:00 -
7481ec634f
iq4_xs_r4 -> iq4_xs_r8 (AVX2)
Iwan Kawrakow
2024-12-16 09:34:46 +02:00 -
a8dcde8156
iq4_xs_r4 -> iq4_xs_r8 (Zen4)
Iwan Kawrakow
2024-12-16 09:14:23 +02:00 -
e811de75e9
BF16_R16 - 16 interleaved bf16 rows (#142)
Kawrakow
2024-12-15 09:54:21 +01:00 -
85c5a1a995
BF16_R16 - 16 interleaved bf16 rows (#142)
Kawrakow
2024-12-15 09:54:21 +01:00 -
6058dd735a
Cleanup unused stuff
ik/bf16_r4
Iwan Kawrakow
2024-12-14 19:30:28 +02:00 -
042ea88616
Rename bf16_r4 to bf16_r16
Iwan Kawrakow
2024-12-14 19:06:19 +02:00 -
99b580d73c
bf16_rx: Very slightly faster by interleaving 16 rows
Iwan Kawrakow
2024-12-14 18:58:10 +02:00 -
4b9350b353
Adding bf16_r8
Iwan Kawrakow
2024-12-14 17:28:29 +02:00 -
69689d60e5
Not working bf16_r4
Iwan Kawrakow
2024-12-05 06:53:41 +02:00 -
e885c1e59b
Q8_K_R8: Fastest quantized matrix multiplications (#141)
Kawrakow
2024-12-14 09:24:30 +01:00 -
20758edcae
Q8_K_R8: Fastest quantized matrix multiplications (#141)
Kawrakow
2024-12-14 09:24:30 +01:00 -
e65f7e8c8b
Shutup useless compiler warnings
ik/q8_k_r8
Iwan Kawrakow
2024-12-14 08:56:48 +02:00 -
48c73c7b0f
q8_k_r4: go to signed ints
Iwan Kawrakow
2024-12-14 07:31:52 +02:00 -
89510ccce7
q8_k_r4: NEON
Iwan Kawrakow
2024-12-13 18:57:07 +01:00