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ik/merge_up_gate_exps_2
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ik/qx_k_b32_avx2
ik/r4_faster_zen4
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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
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ik/remove_kv_l
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ik/sanitize_importance_iqk
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ik/sm_graph_cuda_graphs
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ik/sm_graph_max_gpu
ik/sm_graph_q3next
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ik/undo_sync_reduction
ik/update_authors
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ik/use_q8_2
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ik/vendor
ik/vulkan1
ik/vulkan_again
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ik/vulkan_fattn
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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
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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
-
81266c22d6
iq6_k: WIP (nothing works)
Kawrakow
2024-08-01 16:08:32 +03:00 -
cfb0410067
iq6_k: WIP (nothing works)
Iwan Kawrakow
2024-08-01 16:08:32 +03:00 -
bf745357ec
Fix Zen4 implementation of iq3_k, iq4_k, iq5_k
ik/iq6_k
Iwan Kawrakow
2024-08-09 10:32:07 +03:00 -
3ef9f7a509
iq6_k: AVX2
Iwan Kawrakow
2024-08-09 06:58:55 +03:00 -
c9c5ed5793
iq6_k: Metal
Iwan Kawrakow
2024-08-08 16:27:43 +02:00 -
b8abe10b6d
iq6_k: NEON
Iwan Kawrakow
2024-08-08 15:51:10 +02:00 -
0d55d5f078
iq6_k: slightly better Zen4 iqk_mul_mat
Iwan Kawrakow
2024-08-08 14:01:08 +03:00 -
f3a823ce72
iq6_k: Zen4 iqk_mul_mat
Iwan Kawrakow
2024-08-08 11:17:42 +03:00 -
07d3b4caec
iq6_k: CUDA dot product
Iwan Kawrakow
2024-08-07 19:24:09 +03:00 -
b3d6e10c7d
iq6_k: CUDA dequantize
Iwan Kawrakow
2024-08-07 17:25:21 +03:00 -
85f448e2b1
iq6_k: WIP (quantize/dequantize)
Iwan Kawrakow
2024-08-07 16:49:43 +03:00 -
54ce23bb61
iq6_k: WIP (nothing works)
Iwan Kawrakow
2024-08-01 16:08:32 +03:00 -
58a323f585
Adding IQ2_TN for use with ternary models (#13)
Kawrakow
2024-08-07 07:56:09 +02:00 -
a9f302ebe2
Adding IQ2_TN for use with ternary models (#13)
Kawrakow
2024-08-07 07:56:09 +02:00 -
8178075f84
iq2_tn: small NEON improvement
ik/iq2_tn
Iwan Kawrakow
2024-08-06 12:08:22 +02:00 -
9780ac4591
iq2_tn: AVX2 PP improvement
Iwan Kawrakow
2024-08-06 12:34:44 +03:00 -
2cc6338670
iq2_tn: CUDA
Iwan Kawrakow
2024-08-06 10:06:39 +03:00 -
5d02f7f4a5
iq2_tn: Metal
Iwan Kawrakow
2024-08-06 07:39:39 +02:00 -
e528505fc8
iq2_tn: NEON
Iwan Kawrakow
2024-08-06 06:19:59 +02:00 -
810285581c
iq2_tn: initial NEON version
Iwan Kawrakow
2024-08-05 17:53:02 +02:00 -
a63ba11a25
iq2_tn: AVX2
Iwan Kawrakow
2024-08-05 17:25:14 +03:00 -
d0cc103878
iq2_tn: AVX512
Iwan Kawrakow
2024-08-05 15:47:12 +03:00 -
c063954c1a
iq2_tn: AVX512
Iwan Kawrakow
2024-08-05 15:17:27 +03:00 -
dd0b08d1d8
iq2_tn: AVX512
Iwan Kawrakow
2024-08-05 14:53:49 +03:00 -
1b41d792ec
iq2_tn: TriLM specific 2.0625 bpw quantization
Iwan Kawrakow
2024-08-05 14:22:05 +03:00 -
695c7eef49
q2_K: allow it to detect ternary nets and quantize accordingly
Kawrakow
2024-08-05 11:59:36 +03:00 -
b409c15363
q2_K: allow it to detect ternary nets and quantize accordingly
Iwan Kawrakow
2024-08-05 11:59:36 +03:00 -
54481695a0
q2_K: allow it to detect ternary nets and quantize accordingly
ik/trinet
Iwan Kawrakow
2024-08-05 11:59:36 +03:00 -
74f2f50abf
Update README.md
Kawrakow
2024-08-05 07:35:30 +02:00 -
c11c7c8cae
Update README.md
Kawrakow
2024-08-05 07:35:30 +02:00 -
8db9c5b1fd
iq3_k, iq5_k: faster quantization
Kawrakow
2024-08-05 08:13:53 +03:00 -
6901b3bf14
iq3_k, iq5_k: faster quantization
Iwan Kawrakow
2024-08-05 08:13:53 +03:00 -
de818b77d6
iq3_k, iq5_k: faster quantization
ik/faster_iq3_iq5_quantize
Iwan Kawrakow
2024-08-05 08:13:53 +03:00 -
5b06d7999c
iq4_k: speedup quantization by a factor of ~2
Kawrakow
2024-08-03 19:32:43 +03:00 -
e830f4a5f7
iq4_k: speedup quantization by a factor of ~2
Iwan Kawrakow
2024-08-03 19:32:43 +03:00 -
30c002d22d
iq4_k: speedup quantization by a factor of ~2
ik/faster_iq4k_quantize
Iwan Kawrakow
2024-08-03 19:32:43 +03:00 -
2af0d6fbac
Add copyright notice
Kawrakow
2024-07-31 15:06:30 +03:00 -
3d1446b937
Add copyright notice
Iwan Kawrakow
2024-07-31 15:06:30 +03:00 -
904fdbcfb7
iq2/3_k: tiny bit faster Metal dot products
Kawrakow
2024-07-31 14:53:54 +02:00 -
b572dd5347
iq2/3_k: tiny bit faster Metal dot products
Iwan Kawrakow
2024-07-31 14:53:54 +02:00 -
088a8360a1
iq3_k: slightly faster Metal dequantize kernel
Kawrakow
2024-07-31 08:49:44 +02:00 -
394ed3913c
iq3_k: slightly faster Metal dequantize kernel
Iwan Kawrakow
2024-07-31 08:49:44 +02:00 -
606f02ae89
iq3_k: Metal dot product
Kawrakow
2024-07-31 08:44:19 +02:00 -
062313dab4
iq3_k: Metal dot product
Iwan Kawrakow
2024-07-31 08:44:19 +02:00 -
95a6820d79
iq2_k: Metal dot product finally works
Kawrakow
2024-07-31 08:01:45 +02:00 -
57df5ccdd7
iq2_k: Metal dot product finally works
Iwan Kawrakow
2024-07-31 08:01:45 +02:00 -
033299c9f9
iq3_k: Metal dequantize
Kawrakow
2024-07-30 20:17:58 +02:00 -
30d2d1b1eb
iq3_k: Metal dequantize
Iwan Kawrakow
2024-07-30 20:17:58 +02:00 -
2927d4f841
iq3_k: NEON
Kawrakow
2024-07-30 19:17:12 +02:00 -
4c2c644dcc
iq3_k: NEON
Iwan Kawrakow
2024-07-30 19:17:12 +02:00 -
9c1eea6048
iq3_k: AVX2 iqk_mul_mat
Kawrakow
2024-07-30 19:01:35 +03:00 -
93d09d1935
iq3_k: AVX2 iqk_mul_mat
Iwan Kawrakow
2024-07-30 19:01:35 +03:00 -
a9fa3b1563
iq3_k: AVX512 iqk_mul_mat
Kawrakow
2024-07-30 18:40:10 +03:00 -
9d0cf7a399
iq3_k: AVX512 iqk_mul_mat
Iwan Kawrakow
2024-07-30 18:40:10 +03:00 -
a4371b7842
iq3_k: faster CUDA dot product
Kawrakow
2024-07-30 17:18:31 +03:00 -
fd1ae85a32
iq3_k: faster CUDA dot product
Iwan Kawrakow
2024-07-30 17:18:31 +03:00 -
81f15c0ba8
iq3_k: CUDA dot product
Kawrakow
2024-07-30 16:57:39 +03:00 -
0d19d19af8
iq3_k: CUDA dot product
Iwan Kawrakow
2024-07-30 16:57:39 +03:00 -
fb4cff3458
iq3_k: Basics
Kawrakow
2024-07-30 16:11:25 +03:00 -
4f237d44f6
iq3_k: Basics
Iwan Kawrakow
2024-07-30 16:11:25 +03:00 -
7dcd64c9bd
iq2_k: very slightly better CUDA dot product
Kawrakow
2024-07-30 15:17:21 +03:00 -
36204c4ec7
iq2_k: very slightly better CUDA dot product
Iwan Kawrakow
2024-07-30 15:17:21 +03:00 -
0c1d7383a5
iq2_k: better CUDA dot product
Kawrakow
2024-07-30 12:49:55 +03:00 -
e950b17125
iq2_k: better CUDA dot product
Iwan Kawrakow
2024-07-30 12:49:55 +03:00 -
f30bcc1e17
iq2_k: CUDA dot product finally works
Kawrakow
2024-07-30 12:33:48 +03:00 -
ab4f9e1fdb
iq2_k: CUDA dot product finally works
Iwan Kawrakow
2024-07-30 12:33:48 +03:00 -
53fdb30ca6
iq5_k: CUDA dot product finally works
Kawrakow
2024-07-30 11:22:08 +03:00 -
69842c6ad8
iq5_k: CUDA dot product finally works
Iwan Kawrakow
2024-07-30 11:22:08 +03:00 -
8654a425ae
Factor out iqk CUDA dot products
Kawrakow
2024-07-30 09:14:18 +03:00 -
f6813cac0e
Factor out iqk CUDA dot products
Iwan Kawrakow
2024-07-30 09:14:18 +03:00 -
99456e2e94
iq5_k: CUDA dot product still not working
Kawrakow
2024-07-29 21:01:05 +03:00 -
22d1568c1c
iq5_k: CUDA dot product still not working
Iwan Kawrakow
2024-07-29 21:01:05 +03:00 -
b591023479
iq5_k: Metal
Kawrakow
2024-07-29 16:47:06 +02:00 -
d8d022a01b
iq5_k: Metal
Iwan Kawrakow
2024-07-29 16:47:06 +02:00 -
0ab3f0ff86
iq5_k: NEON
Kawrakow
2024-07-29 13:57:14 +02:00 -
bd36ade98d
iq5_k: NEON
Iwan Kawrakow
2024-07-29 13:57:14 +02:00 -
daf608e227
iq5_k: AVX512
Kawrakow
2024-07-29 14:26:14 +03:00 -
c0d0607f19
iq5_k: AVX512
Iwan Kawrakow
2024-07-29 14:26:14 +03:00 -
e9c3ebcbe9
iq5_k: AVX2
Kawrakow
2024-07-29 13:39:50 +03:00 -
c56ddee38c
iq5_k: AVX2
Iwan Kawrakow
2024-07-29 13:39:50 +03:00 -
e5cd93b4b7
iq5_k: Basics
Kawrakow
2024-07-29 12:38:46 +03:00 -
5d341757bc
iq5_k: Basics
Iwan Kawrakow
2024-07-29 12:38:46 +03:00 -
ace8f921bb
iq2_k: Metal. Dot product is wrong
Kawrakow
2024-07-29 09:49:32 +02:00 -
06e255ac9d
iq2_k: Metal. Dot product is wrong
Iwan Kawrakow
2024-07-29 09:49:32 +02:00 -
f7ab9a13df
iq2_k: NEON
Kawrakow
2024-07-29 07:26:36 +02:00 -
f476ea3b50
iq2_k: NEON
Iwan Kawrakow
2024-07-29 07:26:36 +02:00 -
cc8e351b68
iq2_k: slightly faster AVX512
Kawrakow
2024-07-29 06:51:44 +03:00 -
c0fe03b5c8
iq2_k: slightly faster AVX512
Iwan Kawrakow
2024-07-29 06:51:44 +03:00 -
764d4675b8
iq2_k: simplify AVX512
Kawrakow
2024-07-28 21:05:56 +03:00 -
7d08719975
iq2_k: simplify AVX512
Iwan Kawrakow
2024-07-28 21:05:56 +03:00 -
21319d6fca
iq2_k: AVX2
Kawrakow
2024-07-28 20:50:21 +03:00 -
13091d39e8
iq2_k: AVX2
Iwan Kawrakow
2024-07-28 20:50:21 +03:00 -
3f7dad3000
iq2_k: Basics
Kawrakow
2024-07-28 19:43:18 +03:00 -
c85e139c68
iq2_k: Basics
Iwan Kawrakow
2024-07-28 19:43:18 +03:00 -
7b3b413fe0
Add copyright notice
ik/iq2_k
Iwan Kawrakow
2024-07-31 15:06:30 +03:00 -
aeded5ec87
iq2/3_k: tiny bit faster Metal dot products
Iwan Kawrakow
2024-07-31 14:53:54 +02:00 -
09c94ae948
iq3_k: slightly faster Metal dequantize kernel
Iwan Kawrakow
2024-07-31 08:49:44 +02:00 -
0b9177bb11
iq3_k: Metal dot product
Iwan Kawrakow
2024-07-31 08:44:19 +02:00 -
eeaa65d5b7
iq2_k: Metal dot product finally works
Iwan Kawrakow
2024-07-31 08:01:45 +02:00 -
3737acf6b6
iq3_k: Metal dequantize
Iwan Kawrakow
2024-07-30 20:17:58 +02:00