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ik/is_this_better_for_multi_gpu
ik/issue_214
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ik/issue_224
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ik/k_cache_hadamard
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ik/merge_up_gate_exps_2
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ik/metal_bf16
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ik/qx_0_r4_avx2
ik/qx_k_b32_avx2
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ik/r4_neon
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ik/really_fix_rope_cache
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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
ik/refactor_llama.cpp
ik/remove_iqk_option
ik/remove_kv_l
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ik/repack_also_experts
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ik/sm_graph_cuda_graphs
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ik/sm_graph_max_gpu
ik/sm_graph_q3next
ik/sm_graph_rearrange
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ik/undo_sync_reduction
ik/update_authors
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ik/use_mmq_id_for_moe
ik/use_q8_2
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ik/vendor
ik/vulkan1
ik/vulkan_again
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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
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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
-
6da5afa3f6
The trellis quants now need super-blocks of 256, so we need a check
ik/new_iq2kt_v2
Iwan Kawrakow
2025-06-16 19:18:16 +03:00 -
c201aa7fca
iq3_kt: AVX2 GEMV
Iwan Kawrakow
2025-06-16 18:41:09 +03:00 -
6153d0e794
iq3_kt: AVX2 GEMM
Iwan Kawrakow
2025-06-16 18:21:33 +03:00 -
f6fa5652a3
iq3_kt: MMQ
Iwan Kawrakow
2025-06-16 17:21:17 +03:00 -
32ff1f956f
iq3_kt: use integer trellis + CUDA dequantize and MMVQ
Iwan Kawrakow
2025-06-16 16:57:16 +03:00 -
6d38e43f1d
CPU
Iwan Kawrakow
2025-06-14 06:19:18 +03:00 -
de4e6c797f
Trying @louiehelm's multiplier
Iwan Kawrakow
2025-06-13 19:38:11 +03:00 -
57e882fd84
Add missing break
Iwan Kawrakow
2025-06-09 15:18:11 +03:00 -
f2be982fd8
New iq2_kt: Metal - very slow.
Iwan Kawrakow
2025-06-09 15:04:23 +03:00 -
d075a1c75b
New iq2_kt: slightly faster NEON GEMM
Iwan Kawrakow
2025-06-09 12:58:27 +03:00 -
08067aa7a7
New iq2_kt: NEON GEMM/GEMV
Iwan Kawrakow
2025-06-09 12:20:42 +03:00 -
997239b757
Adding forgotten file
Iwan Kawrakow
2025-06-09 10:26:27 +03:00 -
c9800ae62e
New iq2_kt: AVX2 GEMM/GEMV
Iwan Kawrakow
2025-06-09 09:58:39 +03:00 -
8db83dac1d
New iq2_kt: AVX2 dequantize
Iwan Kawrakow
2025-06-09 09:00:56 +03:00 -
1efb3adc9b
New iq2_kt: CUDA GEMV
Iwan Kawrakow
2025-06-08 17:51:28 +03:00 -
e095b0fa80
Switching iq2_kt to new trellis - CUDA MMQ
Iwan Kawrakow
2025-06-08 17:27:40 +03:00 -
41187e4a93
Adding forgottent file
Iwan Kawrakow
2025-06-09 09:59:39 +03:00 -
6480fa5967
Cleanup
Iwan Kawrakow
2025-06-08 13:44:20 +03:00 -
be78290a23
Remove the extra 4 bytes of row meta data that is no longer used
Iwan Kawrakow
2025-06-08 13:36:47 +03:00 -
8744302858
New iq4_kt trellis: not working Metal implementation
Iwan Kawrakow
2025-06-08 11:47:55 +03:00 -
d6ac52c0d7
Minor
Iwan Kawrakow
2025-06-08 10:29:40 +03:00 -
07d6e1d4b1
New iq4_kt: faster NEON
Iwan Kawrakow
2025-06-08 10:05:49 +03:00 -
4102aa998c
New iq4_kt: slightly faster NEON
Iwan Kawrakow
2025-06-08 09:17:32 +03:00 -
dcb464a4cb
New iq4_kt: slightly faster NEON
Iwan Kawrakow
2025-06-08 08:43:02 +03:00 -
68ef8a7ae9
New iq4_kt: NEON implementation
Iwan Kawrakow
2025-06-08 08:31:56 +03:00 -
608e0f497b
New iq4_kt: fix vanilla AVX2
Iwan Kawrakow
2025-06-07 19:33:33 +03:00 -
78411343cc
New iq4_kt: AVX2 dot product finally works
Iwan Kawrakow
2025-06-07 19:12:09 +03:00 -
36fba1fff2
Fix iq2_kt that got broken along the way
Iwan Kawrakow
2025-06-07 18:51:02 +03:00 -
6ba96c8b33
For now have only iq4_kt use the new trellis
Iwan Kawrakow
2025-06-07 18:35:10 +03:00 -
b5524af7a4
New iq4_kt: CUDA MMQ
Iwan Kawrakow
2025-06-07 18:21:43 +03:00 -
6d6e6e39c9
New iq4_kt: CUDA MMVQ
Iwan Kawrakow
2025-06-07 17:43:36 +03:00 -
de0b38dcdc
Something is not working with the AVX2 dot product
Iwan Kawrakow
2025-06-07 16:18:58 +03:00 -
e558992f0c
New iq4_kt trellis
Iwan Kawrakow
2025-06-07 12:30:37 +03:00 -
129b58b150
Much faster CPU prompt processing (part 3) (#534)
Kawrakow
2025-06-18 15:30:56 +03:00 -
c410cc72bb
Much faster CPU prompt processing (part 3) (#534)
Kawrakow
2025-06-18 15:30:56 +03:00 -
4b6f0ff9c1
q2_K
ik/legacy_gemm
Iwan Kawrakow
2025-06-18 13:58:31 +03:00 -
222833d373
iq3_xs
Iwan Kawrakow
2025-06-18 12:25:32 +03:00 -
c6048c478a
q5_1: 125 t/s -> 253 t/s
Iwan Kawrakow
2025-06-18 11:43:09 +03:00 -
8d393fccf5
q4_1: 135 t/s -> 262 t/s
Iwan Kawrakow
2025-06-18 11:30:34 +03:00 -
0788a71fcf
iq4_nl
Iwan Kawrakow
2025-06-18 10:33:46 +03:00 -
516b1d54f1
q6_0
Iwan Kawrakow
2025-06-18 10:23:22 +03:00 -
6b7cd02abf
q5_0 and use a dequntizing template
Iwan Kawrakow
2025-06-18 10:00:31 +03:00 -
e6cf67a47c
Change q8_2_x4 to store in16_t sums
Iwan Kawrakow
2025-06-18 09:43:26 +03:00 -
a16f961033
Repack q4_0 and q8_0 to q8_0_R8
Iwan Kawrakow
2025-06-18 08:46:47 +03:00 -
57d283de02
Much faster CPU prompt processing (part 2) (#533)
Kawrakow
2025-06-18 07:29:33 +03:00 -
dc96820ddb
Much faster CPU prompt processing (part 2) (#533)
Kawrakow
2025-06-18 07:29:33 +03:00 -
b7744eee27
iq2_ks
ik/iqk_gemm
Iwan Kawrakow
2025-06-17 17:26:13 +03:00 -
d99606dc1a
iq2_k
Iwan Kawrakow
2025-06-17 16:25:25 +03:00 -
8d4e5cbf02
iq3_k
Iwan Kawrakow
2025-06-17 15:35:41 +03:00 -
b77b7a82a7
iq6_k
Iwan Kawrakow
2025-06-17 13:43:14 +03:00 -
f682afb407
iq5_k - there was a bug with the shifts
Iwan Kawrakow
2025-06-17 12:42:06 +03:00 -
4c00c088d1
iq5_k - accuracy loss is too big
Iwan Kawrakow
2025-06-17 11:23:59 +03:00 -
e323a5bbb6
iq5_ks
Iwan Kawrakow
2025-06-17 10:44:07 +03:00 -
b8142a583d
Send [DONE] for OAI compatibility (#470)
Kawrakow
2025-06-17 10:32:53 +03:00 -
8b3002bba2
Send [DONE] for OAI compatibility (#470)
Kawrakow
2025-06-17 10:32:53 +03:00 -
1e9839a4b3
iq4_k
Iwan Kawrakow
2025-06-17 09:39:11 +03:00 -
fa0620f5e7
iq4_ks
Iwan Kawrakow
2025-06-17 08:24:16 +03:00 -
23ac643459
Much faster CPU prompt processing (part 1) (#531)
Kawrakow
2025-06-17 07:12:48 +03:00 -
0f8f8b32e2
Much faster CPU prompt processing (part 1) (#531)
Kawrakow
2025-06-17 07:12:48 +03:00 -
72fd9faa9f
Slightly faster
ik/q6_k_gemm
Iwan Kawrakow
2025-06-16 10:43:44 +03:00 -
c699367fea
iq1_m: slightly faster
Iwan Kawrakow
2025-06-16 08:03:54 +03:00 -
4813e458a0
iq1_m: repack to q8_k_r8
Iwan Kawrakow
2025-06-15 20:03:56 +03:00 -
67632541ce
iq1_s: repack to q8_k_r8
Iwan Kawrakow
2025-06-15 19:16:13 +03:00 -
6760096deb
iq3_s: use q8_k_r8
Iwan Kawrakow
2025-06-15 18:29:12 +03:00 -
a2f5c251fb
iq3_xxs: repack to q8_k_r8
Iwan Kawrakow
2025-06-15 17:46:14 +03:00 -
7da3c043e4
iq2_xs: repack to q8_k_r8
Iwan Kawrakow
2025-06-15 15:58:24 +03:00 -
d08b635612
WIP
Iwan Kawrakow
2025-06-15 14:50:16 +03:00 -
c2c8d70187
iq2_xs: rapck to q8_k_r8
Iwan Kawrakow
2025-06-15 12:31:12 +03:00 -
fc67346225
iq2_s: repack to q8_k_r8 instead of q8_0_r8
Iwan Kawrakow
2025-06-15 11:54:42 +03:00 -
9fe58aac13
q3_K: don't scale when all quants in a block are <= 127 when repacking
Iwan Kawrakow
2025-06-15 10:52:26 +03:00 -
e10f7d1f10
q3_K: repack to q8_k_r8 instead of q8_0_r8
Iwan Kawrakow
2025-06-15 10:37:12 +03:00 -
b22bdd965d
Fix q8_k_r8 on Zen4
Iwan Kawrakow
2025-06-15 08:05:55 +03:00 -
c7b8c0f865
q3_K
Iwan Kawrakow
2025-06-14 17:37:35 +03:00 -
649055ec8a
iq2_s
Iwan Kawrakow
2025-06-14 15:53:04 +03:00 -
999d7f84b4
Fix AVX2
Iwan Kawrakow
2025-06-14 14:59:34 +03:00 -
a442d69990
iq2_xs
Iwan Kawrakow
2025-06-14 14:50:03 +03:00 -
b02a73c1ec
Fix AVX2
Iwan Kawrakow
2025-06-14 11:20:35 +03:00 -
13ce76a85c
We don't need the changes in ggml.c
Iwan Kawrakow
2025-06-14 10:04:05 +03:00 -
51560b3656
Very slightly better
Iwan Kawrakow
2025-06-14 09:54:29 +03:00 -
8f415db1f2
Finally q6_K x q8_2_x4 dot product works
Iwan Kawrakow
2025-06-14 09:17:03 +03:00 -
bb8ff4e9f0
Call iqk_convert_repack in MoE GEMM (#528)
Kawrakow
2025-06-14 05:52:46 +03:00 -
6fc5bbb657
Call iqk_convert_repack in MoE GEMM (#528)
Kawrakow
2025-06-14 05:52:46 +03:00 -
8d97f53699
Call iqk_convert_repack in MoE GEMM
ik/fix_bug_481
Iwan Kawrakow
2025-06-14 05:47:00 +03:00 -
7cf0d8b7d9
WIP
Iwan Kawrakow
2025-06-13 18:43:14 +03:00 -
d454ada64f
Much easier: just use different vec_dot types!
Iwan Kawrakow
2025-06-13 17:43:28 +03:00 -
853d581de0
q6_K dequantizing GEMM
Iwan Kawrakow
2025-06-13 15:22:03 +03:00 -
b7768e203f
Faster CPU prompt processing for Q4_K and Q5_K (#525)
Kawrakow
2025-06-13 07:58:15 +03:00 -
066ed4fd11
Faster CPU prompt processing for Q4_K and Q5_K (#525)
Kawrakow
2025-06-13 07:58:15 +03:00 -
ed868d928c
Update News section of readme (#510)
saood06
2025-06-12 23:56:40 -05:00 -
f72983f7fe
Update News section of readme (#510)
saood06
2025-06-12 23:56:40 -05:00 -
fb30146ce8
Perhaps a slightly better version for IQ2_XXS, IQ3_XXS, IQ3_S GEMV (#524)
Kawrakow
2025-06-13 07:55:57 +03:00 -
7a882f0b63
Perhaps a slightly better version for IQ2_XXS, IQ3_XXS, IQ3_S GEMV (#524)
Kawrakow
2025-06-13 07:55:57 +03:00 -
7986500f9d
Add all IQK quants
s6/readme_update
Saood Karim
2025-06-12 12:25:43 -05:00 -
ae1c06df66
Add more old PRs
Saood Karim
2025-06-12 11:52:25 -05:00 -
77ad5bbed1
Merge remote-tracking branch 'refs/remotes/origin/s6/readme_update' into s6/readme_update
Saood Karim
2025-06-12 11:49:07 -05:00 -
bcbd109bdc
Add old PRs
Saood Karim
2025-06-12 11:47:39 -05:00 -
8ba852a2f3
Remove the scales, they are not needed
ik/q4_k_gemm
Iwan Kawrakow
2025-06-12 13:17:27 +03:00 -
5432108e9c
q5_K: GEMM with q8_2_X4 and repack to q8_1_r8
Iwan Kawrakow
2025-06-12 13:10:24 +03:00 -
4b8f765870
q4_K: GEMM with q8_2_X4
Iwan Kawrakow
2025-06-12 12:30:23 +03:00 -
8de4c019d0
q4_K: dequantize to q8_1_r8 for batch >= 32
Iwan Kawrakow
2025-06-12 11:09:51 +03:00