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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
-
a09de6eaef
iq4_ks: faster dot product on Metal (#90)
Kawrakow
2024-10-16 14:13:03 +03:00 -
993ca95e9e
iq4_ks: faster dot product on Metal (#90)
Kawrakow
2024-10-16 14:13:03 +03:00 -
3e0c2519d3
iq4_ks: faster dot product on Metal
ik/metal_faster_iq4ks
Iwan Kawrakow
2024-10-16 14:04:59 +03:00 -
1882040c70
Minor iq3_k tweak
Kawrakow
2024-10-14 18:13:11 +03:00 -
ff23008ed4
Minor iq3_k tweak
Iwan Kawrakow
2024-10-14 18:13:11 +03:00 -
250c325e7e
iq3_k: fix and optimize Metal dot product (#87)
Kawrakow
2024-10-14 10:46:41 +03:00 -
302a6225a1
iq3_k: fix and optimize Metal dot product (#87)
Kawrakow
2024-10-14 10:46:41 +03:00 -
55f91a98f1
iq3_k: slightly faster Metal dot product
ik/metal_fix_iq3k
Iwan Kawrakow
2024-10-14 10:41:26 +03:00 -
9802c771b8
iq3_k: fix Metal dot product
Iwan Kawrakow
2024-10-14 10:15:25 +03:00 -
f61bd33a04
Fix and optimize iq2k Metal implementation (#86)
Kawrakow
2024-10-13 14:30:30 +03:00 -
baab1d9a1e
Fix and optimize iq2k Metal implementation (#86)
Kawrakow
2024-10-13 14:30:30 +03:00 -
f74905d649
iq2_k: optimize Metal dot product
ik/metal_fix_iq2k
Iwan Kawrakow
2024-10-13 14:09:53 +03:00 -
389250dbc2
I somehow broke iq2_k on Metal? - fix dot product
Iwan Kawrakow
2024-10-13 13:52:26 +03:00 -
332049da85
I somehow broke iq2_k on Metal? - fix dequantize
Iwan Kawrakow
2024-10-13 13:47:46 +03:00 -
67817fb5b9
IQ2_KS: 2.1875 bpw non-linear quantization (#85)
Kawrakow
2024-10-13 13:34:30 +03:00 -
910a134094
IQ2_KS: 2.1875 bpw non-linear quantization (#85)
Kawrakow
2024-10-13 13:34:30 +03:00 -
f9f15c27b6
iq2_ks: faster Metal
ik/iq2k_experiments
Iwan Kawrakow
2024-10-13 12:23:14 +03:00 -
5cafaf5481
iq2_ks: Metal
Iwan Kawrakow
2024-10-13 11:04:03 +03:00 -
550c40e27f
iq2_ks: ARM_NEON
Iwan Kawrakow
2024-10-13 09:47:11 +03:00 -
18cdf624f8
iq2_ks: scalar dot product
Iwan Kawrakow
2024-10-13 08:48:13 +03:00 -
1f6e498dfa
iq2_ks: AVX2
Iwan Kawrakow
2024-10-13 08:35:02 +03:00 -
c98243b10d
iq2_ks: Zen4
Iwan Kawrakow
2024-10-12 18:14:00 +03:00 -
15a8115fcf
iq2_ks: WIP
Iwan Kawrakow
2024-10-12 17:54:32 +03:00 -
70e7b758f5
iq2_ks: WIP
Iwan Kawrakow
2024-10-12 16:28:46 +03:00 -
aa36d90684
iq2_ks: CUDA works
Iwan Kawrakow
2024-10-12 12:42:41 +03:00 -
103c8c053a
iq2ks: basics
Iwan Kawrakow
2024-10-12 12:22:42 +03:00 -
2b74703995
iq2k with make_qx_quants: adjust scale
Iwan Kawrakow
2024-10-12 10:04:17 +03:00 -
e640a9ed88
iq2k: Try make_qx_quants for the scale
Iwan Kawrakow
2024-10-12 09:52:49 +03:00 -
9a6376af06
Experimenting
Iwan Kawrakow
2024-10-12 07:49:55 +03:00 -
c4c70af543
Minor: printf -> LLAMA_LOG_INFO
Kawrakow
2024-10-11 12:49:47 +03:00 -
c15de3654e
Minor: printf -> LLAMA_LOG_INFO
Iwan Kawrakow
2024-10-11 12:49:47 +03:00 -
6a16fe2f4e
Better model info (#84)
Kawrakow
2024-10-10 18:21:24 +03:00 -
70aca0b75c
Better model info (#84)
Kawrakow
2024-10-10 18:21:24 +03:00 -
e441c897a4
Better model info
ik/better_model_info
Iwan Kawrakow
2024-10-10 17:38:59 +03:00 -
e734e888e1
iq3_ks: AVX2
ik/iq3_ks
Iwan Kawrakow
2024-10-10 10:48:42 +03:00 -
a1a3ce6886
iq3_ks: Metal - partially working
Iwan Kawrakow
2024-10-10 10:32:42 +03:00 -
f4adef09e5
iq3_ks: slightly faster ARM_NEON
Iwan Kawrakow
2024-10-10 08:53:15 +03:00 -
42d85c58fb
iq3_ks: ARM_NEON
Iwan Kawrakow
2024-10-09 20:04:56 +03:00 -
7c966a5eb4
iq3_ks: Zen4
Iwan Kawrakow
2024-10-09 18:54:34 +03:00 -
0317ba5a01
iq3_ks: Fix CUDA dot product
Iwan Kawrakow
2024-10-09 18:09:35 +03:00 -
252c6b2d82
iq3_ks: CUDA works
Iwan Kawrakow
2024-10-09 18:00:45 +03:00 -
893ca1731c
iq3_ks: basics
Iwan Kawrakow
2024-10-09 17:27:05 +03:00 -
a10ccd65f3
New SOTA quantization: 4.25 bpw IQ4_KS (#83)
Kawrakow
2024-10-09 12:54:40 +03:00 -
b30c9e10d8
New SOTA quantization: 4.25 bpw IQ4_KS (#83)
Kawrakow
2024-10-09 12:54:40 +03:00 -
f61c37967a
iq3_kl: use iq4_ks instead of iq4_k/iq4_xs
ik/iq4_k_xxs
Iwan Kawrakow
2024-10-09 12:50:43 +03:00 -
bb6eab889f
iq4_xxs: rename to iq4_ks
Iwan Kawrakow
2024-10-09 11:29:50 +03:00 -
0e12b2919c
iq4_xxs: slightly faster TG on Metal
Iwan Kawrakow
2024-10-09 11:06:45 +03:00 -
bb522fb314
iq4_xxs: Metal
Iwan Kawrakow
2024-10-09 10:45:41 +03:00 -
5865c98a8a
iq4_xxs: ARM_NEON
Iwan Kawrakow
2024-10-09 09:52:48 +03:00 -
9a3f445fc5
iq4_xxs: AVX2
Iwan Kawrakow
2024-10-09 09:11:11 +03:00 -
ee590519d2
Fix iq4_xs (Zen4)
Iwan Kawrakow
2024-10-08 19:47:21 +03:00 -
c24ad0d1e7
iq4_xxs: Zen4
Iwan Kawrakow
2024-10-08 19:40:26 +03:00 -
834af69e47
iq4_xxs: scalar CPU dot product
Iwan Kawrakow
2024-10-08 17:11:42 +03:00 -
81bd33213d
iq4_xxs: CUDA dot product
Iwan Kawrakow
2024-10-08 16:35:52 +03:00 -
975292b6b9
iq4_xxs: this looks very viable compared to iq4_xs
Iwan Kawrakow
2024-10-08 16:07:00 +03:00 -
1dd6c40c15
WIP + adding iq3_kl quantization mix
Iwan Kawrakow
2024-10-08 13:56:29 +03:00 -
4c76471979
iq4_k_xxs: basics
Iwan Kawrakow
2024-10-08 10:52:53 +03:00 -
df2bd86a31
WIP
ik/qstats
Iwan Kawrakow
2024-10-06 09:09:51 +03:00 -
1ed460bcff
WIP
Iwan Kawrakow
2024-10-06 07:36:35 +03:00 -
c106b466b6
WIP
Iwan Kawrakow
2024-10-05 19:19:10 +03:00 -
403d4eef35
quantize-stats on transposed tensors
Iwan Kawrakow
2024-10-05 17:57:52 +03:00 -
6648952ed8
Fix compiler warnings
Kawrakow
2024-10-04 16:17:36 +03:00 -
c0ddc644bb
Fix compiler warnings
Iwan Kawrakow
2024-10-04 16:17:36 +03:00 -
65575488d9
Move scale fudge factors to quantization (#81)
Kawrakow
2024-10-04 16:16:01 +03:00 -
fe36930c8b
Move scale fudge factors to quantization (#81)
Kawrakow
2024-10-04 16:16:01 +03:00 -
acaa4869af
Move scale fudge factors to quantization
ik/cleanup_fudge_factors
Iwan Kawrakow
2024-10-04 16:10:08 +03:00 -
d2b53228f5
Move to c++17 projectwide (#80)
Kawrakow
2024-10-04 14:43:26 +03:00 -
bc79091b0e
Move to c++17 projectwide (#80)
Kawrakow
2024-10-04 14:43:26 +03:00 -
a553eb191a
Make the entire project c++17
ik/cpp_17
Iwan Kawrakow
2024-10-04 14:23:21 +03:00 -
84ed711eec
Slightly better
Iwan Kawrakow
2024-10-04 14:18:44 +03:00 -
f1066edc4e
Do not quantize activations if not necessary (#79)
Kawrakow
2024-10-04 11:22:57 +03:00 -
0bf4d99774
Do not quantize activations if not necessary (#79)
Kawrakow
2024-10-04 11:22:57 +03:00 -
ed477f1cdc
Do not quantize activations if not necessary also for MoE models
ik/skip_unnecessary_quantize
Iwan Kawrakow
2024-10-04 11:11:02 +03:00 -
0b79e5ebbd
Do not quantize activations if not necessary
Iwan Kawrakow
2024-10-04 09:45:53 +03:00 -
b44d05dbe0
q6_0: Slightly faster Zen4/AVX2 (#78)
Kawrakow
2024-10-02 18:09:47 +03:00 -
ba392802ef
q6_0: Slightly faster Zen4/AVX2 (#78)
Kawrakow
2024-10-02 18:09:47 +03:00 -
38eb7fa499
q6_0: this is slightly better
ik/faster_q60_avx2
Iwan Kawrakow
2024-10-02 18:07:55 +03:00 -
9d1552a4fc
Faster q6_0 on AVX2
Iwan Kawrakow
2024-10-02 17:27:10 +03:00 -
4390096212
Fused unary(x)*y (#70)
Kawrakow
2024-10-02 17:05:56 +03:00 -
50b5e90112
Fused unary(x)*y (#70)
Kawrakow
2024-10-02 17:05:56 +03:00 -
a8e932b734
Fused y*unary(x) op: Metal
ik/fused_mul_unary
Iwan Kawrakow
2024-09-30 10:48:28 +03:00 -
6ada781597
Fused y*unary(x) op: dedicated CPU implementation for silu and gelu
Iwan Kawrakow
2024-09-30 10:08:01 +03:00 -
26cf34c9c3
Fused y*unary(x) op: CUDA
Iwan Kawrakow
2024-09-30 08:57:06 +03:00 -
6ef4f28aae
Adding fused y*unary(x) op
Iwan Kawrakow
2024-09-30 08:29:34 +03:00 -
104e7e26c4
Adding Q6_0 (#77)
Kawrakow
2024-10-02 15:22:13 +03:00 -
cce49832c1
Adding Q6_0 (#77)
Kawrakow
2024-10-02 15:22:13 +03:00 -
037bbd2d58
q6_0: can now be used for kv-cache on Metal
ik/add_q60
Iwan Kawrakow
2024-10-02 14:54:25 +03:00 -
0d0cd1ee68
q6_0: it now works on Metal
Iwan Kawrakow
2024-10-02 14:42:32 +03:00 -
aae268f7be
q6_0: dequantize works on Metal, but not vector dot product
Iwan Kawrakow
2024-10-02 13:55:42 +03:00 -
677fc29790
q6_0: works on ARM_NEON
Iwan Kawrakow
2024-10-02 12:28:43 +03:00 -
a4b41b4870
q6_0: slightly better kv-cache result
Iwan Kawrakow
2024-10-02 12:02:57 +03:00 -
9e63f811e1
Add q6_0 to CPU flash attention
Iwan Kawrakow
2024-10-02 11:34:10 +03:00 -
c255a14a45
Adding q6_0: CUDA cpy, so Q6_0 can be used for KV-cache
Iwan Kawrakow
2024-10-02 10:50:37 +03:00 -
4cdf9b333f
Adding q6_0: CUDA mmvq works
Iwan Kawrakow
2024-10-02 10:34:24 +03:00 -
6b5c7c378e
Adding q6_0: CUDA dequantize works, but not mmvq
Iwan Kawrakow
2024-10-02 10:25:22 +03:00 -
43c74f06da
Adding q6_0 - basics + AVX2/Zen4 working
Iwan Kawrakow
2024-10-02 09:25:00 +03:00 -
6dec4112a1
iq4_nl: faster quantization (#76)
Kawrakow
2024-10-02 08:17:00 +03:00 -
d6909ed6f0
iq4_nl: faster quantization (#76)
Kawrakow
2024-10-02 08:17:00 +03:00 -
1fb3115412
iq4_nl: faster quantization
ik/faster_iq4nl_quantize
Iwan Kawrakow
2024-10-02 07:43:09 +03:00 -
d2c74a369b
Fix Q5_0 flash attention (#75)
Kawrakow
2024-10-01 15:52:35 +03:00