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0000000000000000000000000000000000000000..66a4c328c558e8dbca981198e610024072ec2f0c Binary files /dev/null and b/fx_ref_deepseek41_d1n_every_node/result_norm.0.f32 differ diff --git a/fx_ref_deepseek41_d1n_every_node/result_output.0.f32 b/fx_ref_deepseek41_d1n_every_node/result_output.0.f32 new file mode 100644 index 0000000000000000000000000000000000000000..16be699e6a5ed52e67bfae86e10e52cb19a2bdf8 --- /dev/null +++ b/fx_ref_deepseek41_d1n_every_node/result_output.0.f32 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:79ed1582e0eb0b2bcbcefb2ce74fe87e6abc4cf21562e66ff9c13bb1b18be123 +size 517120 diff --git a/fx_ref_deepseek41_d2_every_node/MANIFEST.tsv b/fx_ref_deepseek41_d2_every_node/MANIFEST.tsv new file mode 100644 index 0000000000000000000000000000000000000000..1e5309f14bde8c7204cfd276fce053f166aff207 --- /dev/null +++ b/fx_ref_deepseek41_d2_every_node/MANIFEST.tsv @@ -0,0 +1,1079 @@ +# dump_ref — ik_llama.cpp intermediate tensors, raw f32, little-endian +# model /models/fixtures/v41/v41-fixture-00001-of-00004.gguf +# fixture bloomery.fixture.card_budget=8168407040 bloomery.fixture.seed=1 bloomery.fixture.source_header_sha256=0038098f73349108527f9115ae3a7454003b1742de38e1e801b655a24714942e bloomery.fixture.source_layers=0,1,2,3,14,20,21,24,25 bloomery.fixture.version=1 +# build db517b69 +# arch deepseek41 +# model_file v41-fixture-00001-of-00004.gguf +# tokens 5,19415,271,1124,3012,304,764,41,11156,31817,7743,5395,2272,14765,2193,17,48272,1508,757,17,862,4699,52446,17,5355,11,3608,862,4699,52446,66,6623,260,3933,19415,10303,979,5395,2272,14765,2193,17,2023,3957,15,2857,17,895,271,2107,50833,270,3608,31875,66,14531,362,1017,78607,305,12122,270,201,61,895,17,15721,17145,7743,5395,2272,14765,2193,17,48272,1508,757,17,862,4699,52446,72468,59624,17,895,17,15721,17145,11,11314,377,14381,9476,18951,16,1162,6382,550,201,1495,22218,49157,107787,5724,304,1438,1812,118309,31817,16,9085,418,1014,14,270,9476,18951,759,366,54262,201,1495,4508,3624,17491,59772,14,2622,54186,305,16032,62153,18951,339,85113,3653,588,69161,14930,270,19415,2632,513,9845,270,3608,2023,3957,45361,66,38235,304,786,8929,6304,603,22898,270,19580,294,566,59761,477,36136,362,566,38235,339,2107,344,260,1894,4646,14,1936,29971,4123,304,22218,270,3530,19415,25603,377,782,8126,979,9854,61159,201,116228,21699,271,5,25454,38593,2906,201,61159,44401,895,17,15721,17145,44401,33793,39173,5447,44401,33793,2731,533,271,5,418,59275,8088,2123,201,20436,102833,46644,14235,55,8088,31,19,64448,44401,895,17,15721,17145,44401,33793,39173,5447,44401,33793,2731,533,271,5,418,27432,8272,2123,201,22551,1492,4203,110770,317,17,791,8195,2283,319,105945,17145,201,20436,102833,46644,10993,59,8272,31,19,64448,44401,895,17,15721,17145,44401,33793,39173,5447,44401,33793,2731,533,201,28986,5,104422,52446,36691,5154,8367,271,35,36691,5154,15605,5466,9963,295,345,67721,15568,17621,513,764,74,1269,5426,2699,15135,734,52757,5154,12787,7743,5395,2272,14765,2193,3625,1269,5426,2699,3625,1269,5426,2699,15135,797,455,5466,515,10097,295,764,10750,5,7965,4858,7743,5395,2272,14765,2193,17,2023,3957,15,2857,17,862,4699,52446,9391,1422,17,7965,4858,2008,671,9963,588,366,2006,295,270,3608,18110,7733,261,5154,66,20289,339,372,9075,29634,271,15,19334,37255,28,5597,2765,3953,17840,21585,201,15,5629,71074,538,3608,58596,2020,11958,2366,14479,88431,566,39322,344,1353,1505,362,26639,6005,4767,5777,2613,14891,305,344,8064,28895,201,15,95981,34917,4815,28,688,14,12249,14,12270,14,3418,14,5554,14,2873,14,10803,14,31354,201,15,48978,33165,28,2534,4688,37428,377,5610,201,15,29487,13973,28,1116,287,4201,477,6803,304,4346,1499,1936,19609,270,45750,343,6534,3608,18110,17,35038,52446,66,868,372,31039,271,15,3608,48839,5154,2366,2287,264,88431,49902,36691,5154,4688,4181,305,44931,436,1055,260,2310,294,35977,201,361,565,49112,260,32968,42952,201,361,565,27188,127816,2699,15135,14,4346,344,2619,2869,666,852,42387,284,565,270,42952,6579,4688,412,40293,14,10228,4688,37428,377,5610,201,15,3608,48839,5154,2366,52913,88431,5068,13487,35977,305,675,5017,1066,1055,260,3608,48839,5154,2366,31222,66,343,49350,2391,411,80158,682,15,3608,48839,5154,2366,127272,66,14136,3009,270,36756,2305,418,260,2910,5148,201,361,565,8829,3608,62938,66,469,3608,29172,66,113156,10699,3608,75374,52416,90812,304,60567,270,80158,201,15,3608,48839,5154,2366,5197,88431,6016,1656,34917,4815,305,7379,4767,6177,201,361,565,49112,3608,26650,27092,66,304,31210,3785,14,10228,12318,1469,80158,14485,305,90421,5566,11098,305,14060,4815,201,361,565,28356,85,345,3312,13057,1060,39120,362,4181,27090,305,44271,9584,271,666,3870,4997,387,305,47046,28,5866,15,6575,3608,93631,54145,10670,268,93687,52446,66,362,14629,7165,201,15,2600,1258,1017,7379,42803,14,21719,3608,48839,5154,93859,52446,66,305,1258,9453,8499,295,3608,93631,54145,19477,261,5154,52446,31903,372,19334,5101,288,271,26734,566,48013,4346,979,9854,14479,201,2054,223,582,103591,3362,10606,361,28612,17722,3362,582,5265,1760,582,20400,3362,38322,94,523,94,39935,80,30,94,27824,94,32,2337,3967,344,14980,14,3475,468,11782,468,1970,30,94,523,94,39935,80,30,94,5265,94,32,45585,678,270,8613,60676,223,20319,1778,20759,39331,8505,14,436,1114,366,63931,412,979,28986,30,94,27824,94,32,3476,477,411,7703,22896,14,270,8613,436,223,6895,18009,30,94,523,94,1018,30,94,5265,94,5451,94,523,94,1018,30,94,27824,94,32,2337,3967,344,14980,14,3475,468,11782,468,1970,30,94,523,94,1018,30,94,5265,94,32,45585,678,270,8613,30,94,523,94,1018,30,94,624,15059,94,1018,20759,13942,15605,5238,344,260,17603,3418,14,57746,30008,3953,35977,538,43350,6684,7706,13606,339,795,11070,271,671,104422,52446,36691,5154,5466,31896,3608,48839,5154,2366,4463,66,343,6534,3608,48839,5154,17,4463,5196,66,754,778,79043,3608,8017,2366,4463,66,305,74185,6808,37805,339,666,86172,28,5866,15,100540,60729,538,3967,4346,477,10461,418,3608,278,32289,438,3292,16153,15,4603,37995,23950,566,14364,4509,304,1137,223,565,2619,6111,6005,13031,666,343,71,3588,1042,69790,14,64508,2605,23950,3608,278,32289,66,14364,201,223,565,2619,6111,6005,2641,1631,666,343,71,3588,1042,14241,2605,1529,344,10461,3608,278,32289,66,2619,16132,855,23145,666,4346,5949,477,10461,3608,278,32289,16153,223,565,2619,14737,6005,13031,666,343,71,3588,1042,10764,2605,1975,412,834,6005,2641,1631,271,3870,3418,69854,341,14,3418,5949,759,366,95021 +# flags -m /models/fixtures/v41/v41-fixture-00001-of-00004.gguf --expect-arch deepseek41 --tokens-file /root/bloomery-data/engram/corpus-prose-all.ids --tokens-count 1026 -ngl 0 -c 2048 -t 32 --defer-experts --decode-step --prefill-every-node +# tokens_file /root/bloomery-data/engram/corpus-prose-all.ids +# tokens_file_sha256 f7785d0fc84a4a7e3673a220120be8c6735ab226084b2a506d16412ec64f71a0 +# tokens_count 1026 +# prefill 1025 +# decode_pos 1025 +# prefill_schedule every-node — each node was asked for and computed alone, the dumped schedule, and nothing was written: the caches the step reads carry a dumped prefill's arithmetic +# state_inputs persistent leaves the step reads (caches, compressor states) are input rows, written at their first reader before the step changes them; graph scratch leaves are skip-input rows +# fused_idx_topk 1 +# kind name occurrence type ne0 ne1 ne2 ne3 bytes sum op contig logical src0 src1 +# int name occurrence of type twin layout count bytes sum absmax file +# input name occurrence type ne0 ne1 ne2 ne3 bytes sum op contig logical src0 src1 +input inp_tokens 0 i32 1 1 1 1 4 95021.000000 NONE 1 0 - - +int inp_tokens 0 input i32 i32 flat 1 4 95021 95021 inp_tokens.0.input.i32 +tensor inp_embd 0 f32 5120 1 1 1 20480 -0.427742 GET_ROWS 1 0 token_embd.weight inp_tokens +tensor inp_embd (reshaped) 0 f32 5120 1 1 1 20480 -0.427742 RESHAPE 1 1 inp_embd - +tensor hc_init 0 f32 5120 4 1 1 81920 -1.710966 REPEAT 1 0 inp_embd (reshaped) - +skip-input leaf_3 0 f32 graph-scratch +tensor node_3 0 f32 1 1 1 1 4 1.000000 FILL 1 0 leaf_3 - +skip-input leaf_4 0 f32 graph-scratch +tensor node_4 0 f32 3 1 1 1 12 0.000000 FILL 1 0 leaf_4 - +tensor hc_pre_init 0 f32 4 1 1 1 16 1.000000 CONCAT 1 0 node_3 node_4 +tensor hc_pre_init (reshaped) 0 f32 1 4 1 1 16 1.000000 RESHAPE 1 1 hc_pre_init - +tensor hc_attn_pre-0 0 f32 5120 1 1 1 20480 -0.427742 MUL_MULTI_ADD 1 0 hc_init hc_pre_init (reshaped) +tensor attn_norm-0 0 f32 5120 1 1 1 20480 -29.032299 FUSED_RMS_NORM 1 0 hc_attn_pre-0 blk.0.attn_norm.weight +tensor kv_b-0 0 f32 512 1 1 1 2048 35.433945 MUL_MAT 1 0 blk.0.attn_kv.weight attn_norm-0 +tensor kv_b-0 (reshaped) 0 f32 512 1 1 1 2048 35.433945 RESHAPE 1 1 kv_b-0 - +tensor kv_norm-0 0 f32 512 1 1 1 2048 34.127279 FUSED_RMS_NORM 1 0 kv_b-0 (reshaped) blk.0.attn_kv_a_norm.weight +tensor kv_norm-0 (reshaped) 0 f32 512 1 1 1 2048 34.127279 RESHAPE 1 1 kv_norm-0 - +input inp_pos 0 i32 1 1 1 1 4 1025.000000 NONE 1 0 - - +int inp_pos 0 input i32 i32 flat 1 4 1025 1025 inp_pos.0.input.i32 +tensor kv_rope-0 0 f32 512 1 1 1 2048 25.070632 ROPE 1 1 kv_norm-0 (reshaped) inp_pos +tensor kv_rope-0 (view) 0 f32 512 1 1 1 2048 25.070632 VIEW 1 1 kv_rope-0 - +input cache_k_l0 0 f16 512 2048 1 1 4194304 2833.995851 NONE 1 0 - - +tensor cache_k_l0 (view) 0 f16 512 2048 1 1 4194304 2833.995851 VIEW 1 1 cache_k_l0 - +input dsv4_raw_k_write_idxs 0 i32 1 1 1 1 4 1025.000000 NONE 1 0 - - +int dsv4_raw_k_write_idxs 0 input i32 i32 flat 1 4 1025 1025 dsv4_raw_k_write_idxs.0.input.i32 +tensor dsv4_raw_k_write-0 0 f16 512 2048 1 1 4194304 2859.065760 SET_ROWS 1 1 kv_rope-0 (view) dsv4_raw_k_write_idxs +tensor qr-0 0 f32 1280 1 1 1 5120 10.981551 MUL_MAT 1 0 blk.0.attn_q_a.weight attn_norm-0 +tensor qr_norm-0 0 f32 1280 1 1 1 5120 10.622083 FUSED_RMS_NORM 1 0 qr-0 blk.0.attn_q_a_norm.weight +tensor q_b-0 0 f32 32768 1 1 1 131072 -323.765416 MUL_MAT 1 0 blk.0.attn_q_b.weight qr_norm-0 +tensor q_b-0 (reshaped) 0 f32 512 64 1 1 131072 -323.765416 RESHAPE 1 1 q_b-0 - +tensor q_b-0 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 -323.765416 RESHAPE 1 1 q_b-0 (reshaped) - +tensor q_rope-0 0 f32 512 64 1 1 131072 -384.616153 ROPE 1 1 q_b-0 (reshaped) (reshaped) inp_pos +tensor q_rope-0 (view) 0 f32 512 64 1 1 131072 -384.616153 VIEW 1 1 q_rope-0 - +tensor q_rope-0 (view) (permuted) 0 f32 512 1 64 1 131072 -384.616153 PERMUTE 1 1 q_rope-0 (view) - +tensor raw_k-0 0 f16 512 1 1280 1 2621440 2859.065760 VIEW 1 1 cache_k_l0 - +tensor raw_k-0 (view) 0 f16 512 1 512 1 1048576 986.946399 VIEW 1 1 raw_k-0 - +tensor raw_k-0 (view) (permuted) 0 f16 512 512 1 1 1048576 986.946399 PERMUTE 1 1 raw_k-0 (view) - +tensor raw_k-0 (view) (permuted) 1 f16 512 512 1 1 1048576 986.946399 PERMUTE 1 1 raw_k-0 (view) - +input dsv4_raw_mask_padded-8 0 f16 1280 16 1 1 81920 -inf NONE 1 0 - - +tensor dsv4_raw_mask_padded-0 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-0 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-0 (view) - +tensor fattn-0 0 f32 512 64 1 1 131072 327.689246 FLASH_ATTN_EXT 1 0 q_rope-0 (view) (permuted) raw_k-0 (view) (permuted) +tensor attn_raw-0 0 f32 32768 1 1 1 131072 327.689246 RESHAPE 1 1 fattn-0 - +skip blk.0.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_raw-0 (reshaped) 0 f32 512 64 1 1 131072 327.689246 RESHAPE 1 1 attn_raw-0 - +tensor attn-0 0 f32 512 64 1 1 131072 303.626838 ROPE_BACK 1 1 attn_raw-0 (reshaped) inp_pos +tensor attn-0 (reshaped) 0 f32 4096 8 1 1 131072 303.626838 RESHAPE 1 1 attn-0 - +tensor attn-0 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 303.626838 PERMUTE 1 1 attn-0 (reshaped) - +tensor attn_wo_a-0 0 f32 1024 1 8 1 32768 15.418390 MUL_MAT 1 0 blk.0.attn_output_a.weight (reshaped) attn-0 (reshaped) (permuted) +tensor attn_wo_a-0 (permuted) 0 f32 1024 8 1 1 32768 15.418390 PERMUTE 1 1 attn_wo_a-0 - +tensor attn_wo_a-0 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 15.418390 RESHAPE 1 1 attn_wo_a-0 (permuted) - +tensor attn_out-0 0 f32 5120 1 1 1 20480 -11.807643 MUL_MAT 1 0 blk.0.attn_output_b.weight attn_wo_a-0 (permuted) (reshaped) +tensor hc_init (reshaped) 0 f32 20480 1 1 1 81920 -1.710966 RESHAPE 1 1 hc_init - +tensor hc_pre-0 0 f32 20480 1 1 1 81920 -116.129198 RMS_NORM 1 0 hc_init (reshaped) - +tensor hc_pre_mixes-0 0 f32 24 1 1 1 96 1.455660 MUL_MAT 1 0 blk.0.hc_attn_fn.weight hc_pre-0 +tensor node_45 0 f32 24 1 1 1 96 11.495902 HC_PRE 1 0 hc_pre_mixes-0 blk.0.hc_attn_scale.weight +tensor (view) 0 f32 4 1 1 1 16 4.919537 VIEW 1 1 node_45 - +tensor (view) 1 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_45 - +tensor hc_attn_post-0 0 f32 5120 4 1 1 81920 -59.799100 HC_POST 1 0 attn_out-0 (view) +tensor (view) 2 f32 4 1 1 1 16 2.576368 VIEW 1 1 node_45 - +tensor (view) (reshaped) 0 f32 1 4 1 1 16 2.576368 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-0 0 f32 5120 1 1 1 20480 -38.748778 MUL_MULTI_ADD 1 0 hc_attn_post-0 (view) (reshaped) +tensor ffn_norm-0 0 f32 5120 1 1 1 20480 -59.960581 FUSED_RMS_NORM 1 0 hc_ffn_pre-0 blk.0.ffn_norm.weight +tensor ffn_moe_logits-0 0 f32 384 1 1 1 1536 2.582251 MUL_MAT 1 0 blk.0.ffn_gate_inp.weight ffn_norm-0 +tensor ffn_moe_probs-0 0 f32 384 1 1 1 1536 328.843894 SQRT_SOFTPLUS 1 0 ffn_moe_logits-0 - +tensor ffn_moe_probs-0 (reshaped) 0 f32 1 384 1 1 1536 328.843894 RESHAPE 1 1 ffn_moe_probs-0 - +tensor ffn_moe_probs_biased-0 0 f32 384 1 1 1 1536 328.843894 ADD 1 0 ffn_moe_probs-0 blk.0.exp_probs_b.bias +tensor ffn_moe_probs_biased-0 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-0 - +int ffn_moe_probs_biased-0 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-0_(sort).0.i32 +tensor ffn_moe_topk-0 0 i32 6 1 1 1 24 1679.000000 VIEW 1 1 ffn_moe_probs_biased-0 (sort) - +int ffn_moe_topk-0 0 tensor i32 i32 flat 6 24 1679 375 ffn_moe_topk-0.0.i32 +int ffn_moe_topk-0 0 tensor i32 i32 logical 6 24 1679 375 ffn_moe_topk-0.0.logical.i32 +tensor ffn_moe_weights-0 0 f32 1 6 1 1 24 9.839537 GET_ROWS 1 0 ffn_moe_probs-0 (reshaped) ffn_moe_topk-0 +tensor ffn_moe_weights-0 (reshaped) 0 f32 6 1 1 1 24 9.839537 RESHAPE 1 1 ffn_moe_weights-0 - +tensor ffn_moe_weights_sum-0 0 f32 1 1 1 1 4 9.839537 SUM_ROWS 1 0 ffn_moe_weights-0 (reshaped) - +tensor ffn_moe_weights_norm-0 0 f32 6 1 1 1 24 1.000000 DIV 1 0 ffn_moe_weights-0 (reshaped) ffn_moe_weights_sum-0 +tensor ffn_moe_weights_norm-0 (reshaped) 0 f32 1 6 1 1 24 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-0 - +tensor ffn_moe_weights_scaled-0 0 f32 1 6 1 1 24 1.500000 SCALE 1 0 ffn_moe_weights_norm-0 (reshaped) - +tensor ffn_norm-0 (reshaped) 0 f32 5120 1 1 1 20480 -59.960581 RESHAPE 1 1 ffn_norm-0 - +tensor ffn_moe_gate_par-0 0 f32 512 6 1 1 12288 -32.651652 MOE_FUSED_UP_GATE 1 0 blk.0.ffn_up_exps.weight blk.0.ffn_gate_exps.weight +tensor ffn_moe_down-0 0 f32 5120 6 1 1 122880 -45.608119 MUL_MAT_ID 1 0 blk.0.ffn_down_exps.weight ffn_moe_gate_par-0 +tensor ffn_moe_out-0 0 f32 5120 1 1 1 20480 -9.932573 MUL_MULTI_ADD 1 0 ffn_moe_down-0 ffn_moe_weights_scaled-0 +tensor ffn_up_gate-0 0 f32 512 1 1 1 2048 -10.324699 FUSED_UP_GATE 1 0 blk.0.ffn_up_shexp.weight blk.0.ffn_gate_shexp.weight +tensor ffn_shexp-0 0 f32 5120 1 1 1 20480 -72.825907 MUL_MAT 1 0 blk.0.ffn_down_shexp.weight ffn_up_gate-0 +tensor ffn_out-0 0 f32 5120 1 1 1 20480 -82.758478 ADD 1 0 ffn_moe_out-0 ffn_shexp-0 +tensor hc_attn_post-0 (reshaped) 0 f32 20480 1 1 1 81920 -59.799100 RESHAPE 1 1 hc_attn_post-0 - +tensor hc_pre-0 1 f32 20480 1 1 1 81920 -238.010157 RMS_NORM 1 0 hc_attn_post-0 (reshaped) - +tensor hc_pre_mixes-0 1 f32 24 1 1 1 96 -3.095318 MUL_MAT 1 0 blk.0.hc_ffn_fn.weight hc_pre-0 +tensor node_75 0 f32 24 1 1 1 96 9.979125 HC_PRE 1 0 hc_pre_mixes-0 blk.0.hc_ffn_scale.weight +tensor (view) 3 f32 4 1 1 1 16 3.742879 VIEW 1 1 node_75 - +tensor (view) 4 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_75 - +tensor l_out-0 0 f32 5120 4 1 1 81920 -369.554056 HC_POST 1 0 ffn_out-0 (view) +input engram_rows-1 0 i32 24 1 1 1 96 4748639.000000 NONE 1 0 - - +int engram_rows-1 0 input i32 i32 flat 24 96 4748639 390754 engram_rows-1.0.input.i32 +tensor node_79 0 f32 256 24 1 1 24576 -8.806023 GET_ROWS 1 0 blk.1.engram_embd.weight engram_rows-1 +tensor engram_embd-1 0 f32 6144 1 1 1 24576 -8.806023 RESHAPE 1 1 node_79 - +tensor engram_kv-1 0 f32 25600 1 1 1 102400 0.681923 MUL_MAT 1 0 blk.1.engram_wkv.weight engram_embd-1 +tensor engram_kv-1 (view) 0 f32 5120 1 1 1 20480 -1.566549 VIEW 1 1 engram_kv-1 - +tensor engram_kv-1 (view) (cont) 0 f32 5120 1 1 1 20480 -1.566549 CONT 1 0 engram_kv-1 (view) - +tensor engram_kv-1 (view) (cont) (reshaped) 0 f32 5120 1 1 1 20480 -1.566549 RESHAPE 1 1 engram_kv-1 (view) (cont) - +tensor node_85 0 f32 5120 4 1 1 81920 -6.266194 REPEAT 1 0 engram_kv-1 (view) (cont) (reshaped) - +tensor engram_kv-1 (view) 1 f32 20480 1 1 1 81920 2.248472 VIEW 1 1 engram_kv-1 - +tensor engram_kv-1 (view) (cont) 1 f32 20480 1 1 1 81920 2.248472 CONT 1 0 engram_kv-1 (view) - +tensor engram_kv-1 (view) (cont) (reshaped) 1 f32 5120 4 1 1 81920 2.248472 RESHAPE 1 1 engram_kv-1 (view) (cont) - +tensor node_89 0 f32 5120 4 1 1 81920 34.654809 RMS_NORM 1 0 engram_kv-1 (view) (cont) (reshaped) - +tensor (reshaped) 0 f32 20480 1 1 1 81920 34.654809 RESHAPE 1 1 node_89 - +input engram_k_ids-1 0 i32 4 1 1 1 16 6.000000 NONE 1 0 - - +int engram_k_ids-1 0 input i32 i32 flat 4 16 6 3 engram_k_ids-1.0.input.i32 +tensor node_91 0 f32 5120 4 1 1 81920 -1.066451 GET_ROWS 1 0 blk.1.engram_k.weight engram_k_ids-1 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81920 0.861017 RESHAPE 1 1 node_101 - +tensor node_103 0 f32 5120 4 1 1 81920 -0.029877 MUL 1 0 (reshaped) (reshaped) +tensor node_104 0 f32 1 4 1 1 16 -0.029877 SUM_ROWS 1 0 node_103 - +tensor node_105 0 f32 1 4 1 1 16 -0.000418 SCALE 1 0 node_104 - +tensor node_106 0 f32 1 4 1 1 16 0.000000 SGN 1 0 node_105 - +tensor node_107 0 f32 1 4 1 1 16 0.000464 ABS 1 0 node_105 - +tensor (view) 5 f32 1 4 1 1 16 0.000464 CLAMP 1 1 node_107 - +tensor node_109 0 f32 1 4 1 1 16 0.035768 SQRT 1 0 (view) - +tensor node_110 0 f32 1 4 1 1 16 -0.022373 MUL 1 0 node_106 node_109 +tensor engram_gate-1 0 f32 1 4 1 1 16 1.994407 SIGMOID 1 0 node_110 - +tensor node_112 0 f32 5120 4 1 1 81920 -3.124336 MUL 1 0 node_85 engram_gate-1 +tensor engram_out-1 0 f32 5120 4 1 1 81920 -372.678389 ADD 1 0 l_out-0 node_112 +tensor (view) 6 f32 4 1 1 1 16 2.236249 VIEW 1 1 node_75 - +tensor (view) (reshaped) 1 f32 1 4 1 1 16 2.236249 RESHAPE 1 1 (view) - +tensor hc_attn_pre-1 0 f32 5120 1 1 1 20480 -172.685795 MUL_MULTI_ADD 1 0 engram_out-1 (view) (reshaped) +tensor attn_norm-1 0 f32 5120 1 1 1 20480 -129.003346 FUSED_RMS_NORM 1 0 hc_attn_pre-1 blk.1.attn_norm.weight +tensor kv_b-1 0 f32 512 1 1 1 2048 12.767787 MUL_MAT 1 0 blk.1.attn_kv.weight attn_norm-1 +tensor kv_b-1 (reshaped) 0 f32 512 1 1 1 2048 12.767787 RESHAPE 1 1 kv_b-1 - +tensor kv_norm-1 0 f32 512 1 1 1 2048 12.457016 FUSED_RMS_NORM 1 0 kv_b-1 (reshaped) blk.1.attn_kv_a_norm.weight +tensor kv_norm-1 (reshaped) 0 f32 512 1 1 1 2048 12.457016 RESHAPE 1 1 kv_norm-1 - +tensor kv_rope-1 0 f32 512 1 1 1 2048 11.012189 ROPE 1 1 kv_norm-1 (reshaped) inp_pos +tensor kv_rope-1 (view) 0 f32 512 1 1 1 2048 11.012189 VIEW 1 1 kv_rope-1 - +input cache_k_l1 0 f16 512 2048 1 1 4194304 3846.885153 NONE 1 0 - - +tensor cache_k_l1 (view) 0 f16 512 2048 1 1 4194304 3846.885153 VIEW 1 1 cache_k_l1 - +tensor dsv4_raw_k_write-1 0 f16 512 2048 1 1 4194304 3857.897909 SET_ROWS 1 1 kv_rope-1 (view) dsv4_raw_k_write_idxs +tensor qr-1 0 f32 1280 1 1 1 5120 15.419354 MUL_MAT 1 0 blk.1.attn_q_a.weight attn_norm-1 +tensor qr_norm-1 0 f32 1280 1 1 1 5120 14.981158 FUSED_RMS_NORM 1 0 qr-1 blk.1.attn_q_a_norm.weight +tensor q_b-1 0 f32 32768 1 1 1 131072 75.575910 MUL_MAT 1 0 blk.1.attn_q_b.weight qr_norm-1 +tensor q_b-1 (reshaped) 0 f32 512 64 1 1 131072 75.575910 RESHAPE 1 1 q_b-1 - +tensor q_b-1 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 75.575910 RESHAPE 1 1 q_b-1 (reshaped) - +tensor q_rope-1 0 f32 512 64 1 1 131072 12.347312 ROPE 1 1 q_b-1 (reshaped) (reshaped) inp_pos +tensor q_rope-1 (view) 0 f32 512 64 1 1 131072 12.347312 VIEW 1 1 q_rope-1 - +tensor q_rope-1 (view) (permuted) 0 f32 512 1 64 1 131072 12.347312 PERMUTE 1 1 q_rope-1 (view) - +tensor raw_k-1 0 f16 512 1 1280 1 2621440 3857.897909 VIEW 1 1 cache_k_l1 - +tensor raw_k-1 (view) 0 f16 512 1 512 1 1048576 2475.428184 VIEW 1 1 raw_k-1 - +tensor raw_k-1 (view) (permuted) 0 f16 512 512 1 1 1048576 2475.428184 PERMUTE 1 1 raw_k-1 (view) - +tensor raw_k-1 (view) (permuted) 1 f16 512 512 1 1 1048576 2475.428184 PERMUTE 1 1 raw_k-1 (view) - +tensor dsv4_raw_mask_padded-1 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-1 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-1 (view) - +tensor fattn-1 0 f32 512 64 1 1 131072 759.380186 FLASH_ATTN_EXT 1 0 q_rope-1 (view) (permuted) raw_k-1 (view) (permuted) +tensor attn_raw-1 0 f32 32768 1 1 1 131072 759.380186 RESHAPE 1 1 fattn-1 - +skip blk.1.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_raw-1 (reshaped) 0 f32 512 64 1 1 131072 759.380186 RESHAPE 1 1 attn_raw-1 - +tensor attn-1 0 f32 512 64 1 1 131072 1044.480061 ROPE_BACK 1 1 attn_raw-1 (reshaped) inp_pos +tensor attn-1 (reshaped) 0 f32 4096 8 1 1 131072 1044.480061 RESHAPE 1 1 attn-1 - +tensor attn-1 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 1044.480061 PERMUTE 1 1 attn-1 (reshaped) - +tensor attn_wo_a-1 0 f32 1024 1 8 1 32768 132.186778 MUL_MAT 1 0 blk.1.attn_output_a.weight (reshaped) attn-1 (reshaped) (permuted) +tensor attn_wo_a-1 (permuted) 0 f32 1024 8 1 1 32768 132.186778 PERMUTE 1 1 attn_wo_a-1 - +tensor attn_wo_a-1 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 132.186778 RESHAPE 1 1 attn_wo_a-1 (permuted) - +tensor attn_out-1 0 f32 5120 1 1 1 20480 42.504749 MUL_MAT 1 0 blk.1.attn_output_b.weight attn_wo_a-1 (permuted) (reshaped) +tensor engram_out-1 (reshaped) 0 f32 20480 1 1 1 81920 -372.678389 RESHAPE 1 1 engram_out-1 - +tensor hc_pre-1 0 f32 20480 1 1 1 81920 -463.329166 RMS_NORM 1 0 engram_out-1 (reshaped) - +tensor hc_pre_mixes-1 0 f32 24 1 1 1 96 -3.453250 MUL_MAT 1 0 blk.1.hc_attn_fn.weight hc_pre-1 +tensor node_154 0 f32 24 1 1 1 96 8.693285 HC_PRE 1 0 hc_pre_mixes-1 blk.1.hc_attn_scale.weight +tensor (view) 7 f32 4 1 1 1 16 3.382766 VIEW 1 1 node_154 - +tensor (view) 8 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_154 - +tensor hc_attn_post-1 0 f32 5120 4 1 1 81920 -228.894415 HC_POST 1 0 attn_out-1 (view) +tensor (view) 9 f32 4 1 1 1 16 1.310523 VIEW 1 1 node_154 - +tensor (view) (reshaped) 2 f32 1 4 1 1 16 1.310523 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-1 0 f32 5120 1 1 1 20480 -66.663593 MUL_MULTI_ADD 1 0 hc_attn_post-1 (view) (reshaped) +tensor ffn_norm-1 0 f32 5120 1 1 1 20480 -64.867665 FUSED_RMS_NORM 1 0 hc_ffn_pre-1 blk.1.ffn_norm.weight +tensor ffn_moe_logits-1 0 f32 384 1 1 1 1536 -15.999845 MUL_MAT 1 0 blk.1.ffn_gate_inp.weight ffn_norm-1 +tensor ffn_moe_probs-1 0 f32 384 1 1 1 1536 322.630629 SQRT_SOFTPLUS 1 0 ffn_moe_logits-1 - +tensor ffn_moe_probs-1 (reshaped) 0 f32 1 384 1 1 1536 322.630629 RESHAPE 1 1 ffn_moe_probs-1 - +tensor ffn_moe_probs_biased-1 0 f32 384 1 1 1 1536 322.630629 ADD 1 0 ffn_moe_probs-1 blk.1.exp_probs_b.bias +tensor ffn_moe_probs_biased-1 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-1 - +int ffn_moe_probs_biased-1 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-1_(sort).0.i32 +tensor ffn_moe_topk-1 0 i32 6 1 1 1 24 1170.000000 VIEW 1 1 ffn_moe_probs_biased-1 (sort) - +int ffn_moe_topk-1 0 tensor i32 i32 flat 6 24 1170 379 ffn_moe_topk-1.0.i32 +int ffn_moe_topk-1 0 tensor i32 i32 logical 6 24 1170 379 ffn_moe_topk-1.0.logical.i32 +tensor ffn_moe_weights-1 0 f32 1 6 1 1 24 9.566393 GET_ROWS 1 0 ffn_moe_probs-1 (reshaped) ffn_moe_topk-1 +tensor ffn_moe_weights-1 (reshaped) 0 f32 6 1 1 1 24 9.566393 RESHAPE 1 1 ffn_moe_weights-1 - +tensor ffn_moe_weights_sum-1 0 f32 1 1 1 1 4 9.566394 SUM_ROWS 1 0 ffn_moe_weights-1 (reshaped) - +tensor ffn_moe_weights_norm-1 0 f32 6 1 1 1 24 1.000000 DIV 1 0 ffn_moe_weights-1 (reshaped) ffn_moe_weights_sum-1 +tensor ffn_moe_weights_norm-1 (reshaped) 0 f32 1 6 1 1 24 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-1 - +tensor ffn_moe_weights_scaled-1 0 f32 1 6 1 1 24 1.500000 SCALE 1 0 ffn_moe_weights_norm-1 (reshaped) - +tensor ffn_norm-1 (reshaped) 0 f32 5120 1 1 1 20480 -64.867665 RESHAPE 1 1 ffn_norm-1 - +tensor ffn_moe_gate_par-1 0 f32 512 6 1 1 12288 -61.621620 MOE_FUSED_UP_GATE 1 0 blk.1.ffn_up_exps.weight blk.1.ffn_gate_exps.weight +tensor ffn_moe_down-1 0 f32 5120 6 1 1 122880 -10.082501 MUL_MAT_ID 1 0 blk.1.ffn_down_exps.weight ffn_moe_gate_par-1 +tensor ffn_moe_out-1 0 f32 5120 1 1 1 20480 -1.326226 MUL_MULTI_ADD 1 0 ffn_moe_down-1 ffn_moe_weights_scaled-1 +tensor ffn_up_gate-1 0 f32 512 1 1 1 2048 -9.797264 FUSED_UP_GATE 1 0 blk.1.ffn_up_shexp.weight blk.1.ffn_gate_shexp.weight +tensor ffn_shexp-1 0 f32 5120 1 1 1 20480 37.551709 MUL_MAT 1 0 blk.1.ffn_down_shexp.weight ffn_up_gate-1 +tensor ffn_out-1 0 f32 5120 1 1 1 20480 36.225484 ADD 1 0 ffn_moe_out-1 ffn_shexp-1 +tensor hc_attn_post-1 (reshaped) 0 f32 20480 1 1 1 81920 -228.894415 RESHAPE 1 1 hc_attn_post-1 - +tensor hc_pre-1 1 f32 20480 1 1 1 81920 -287.102201 RMS_NORM 1 0 hc_attn_post-1 (reshaped) - +tensor hc_pre_mixes-1 1 f32 24 1 1 1 96 -0.691550 MUL_MAT 1 0 blk.1.hc_ffn_fn.weight hc_pre-1 +tensor node_184 0 f32 24 1 1 1 96 8.392742 HC_PRE 1 0 hc_pre_mixes-1 blk.1.hc_ffn_scale.weight +tensor (view) 10 f32 4 1 1 1 16 2.562403 VIEW 1 1 node_184 - +tensor (view) 11 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_184 - +tensor l_out-1 0 f32 5120 4 1 1 81920 -136.069881 HC_POST 1 0 ffn_out-1 (view) +tensor (view) 12 f32 4 1 1 1 16 1.830342 VIEW 1 1 node_184 - +tensor (view) (reshaped) 3 f32 1 4 1 1 16 1.830342 RESHAPE 1 1 (view) - +tensor hc_attn_pre-2 0 f32 5120 1 1 1 20480 -55.092137 MUL_MULTI_ADD 1 0 l_out-1 (view) (reshaped) +tensor attn_norm-2 0 f32 5120 1 1 1 20480 -32.264333 FUSED_RMS_NORM 1 0 hc_attn_pre-2 blk.2.attn_norm.weight +tensor csa_state_kv-2 0 f32 512 1 1 1 2048 6.688889 MUL_MAT 1 0 blk.2.attn_compressor_kv.weight attn_norm-2 +input leaf_62 0 f32 512 2 1 1 4096 -4.004049 NONE 1 0 - - +tensor csa_source_kv 0 f32 512 3 1 1 6144 2.684840 CONCAT 1 0 leaf_62 csa_state_kv-2 +tensor csa_state_score-2 0 f32 512 1 1 1 2048 13.775327 MUL_MAT 1 0 blk.2.attn_compressor_gate.weight attn_norm-2 +input leaf_68 0 f32 512 2 1 1 4096 -34.554793 NONE 1 0 - - +tensor csa_source_score 0 f32 512 3 1 1 6144 -20.779466 CONCAT 1 0 leaf_68 csa_state_score-2 +input dsv4_csa_state_read 0 i32 2 1 1 1 8 2.000000 NONE 1 0 - - +int dsv4_csa_state_read 0 input i32 i32 flat 2 8 2 2 dsv4_csa_state_read.0.input.i32 +tensor csa_state_compress-2 0 f32 512 1 1 1 2048 15.946812 DS4_COMP 1 0 csa_source_kv csa_source_score +tensor csa_state_compress-2 1 f32 512 1 1 1 2048 18.715977 FUSED_RMS_NORM 1 0 csa_state_compress-2 blk.2.attn_compressor_norm.weight +tensor csa_state_compress-2 (reshaped) 0 f32 512 1 1 1 2048 18.715977 RESHAPE 1 1 csa_state_compress-2 - +input dsv4_csa_write_pos 0 i32 1 1 1 1 4 1024.000000 NONE 1 0 - - +int dsv4_csa_write_pos 0 input i32 i32 flat 1 4 1024 1024 dsv4_csa_write_pos.0.input.i32 +tensor csa_state_compress-2 2 f32 512 1 1 1 2048 23.705031 ROPE 1 0 csa_state_compress-2 (reshaped) dsv4_csa_write_pos +tensor csa_state_compress-2 (reshaped) 1 f32 512 1 1 1 2048 23.705031 RESHAPE 1 1 csa_state_compress-2 - +input leaf_74 0 f16 512 1024 1 1 2097152 1805.763238 NONE 1 0 - - +tensor leaf_74 (view) 0 f16 512 1024 1 1 2097152 1805.763238 VIEW 1 1 leaf_74 - +input dsv4_csa_state_write 0 i64 1 1 1 1 4 512.000000 NONE 1 0 - - +int dsv4_csa_state_write 0 input i64 i64 flat 1 8 512 512 dsv4_csa_state_write.0.input.i64 +tensor csa_k_write-2 0 f16 512 1024 1 1 2097152 1829.463868 SET_ROWS 1 1 csa_state_compress-2 (reshaped) dsv4_csa_state_write +input dsv4_csa_persist_src 0 i32 1 1 1 1 4 0.000000 NONE 1 0 - - +int dsv4_csa_persist_src 0 input i32 i32 flat 1 4 0 0 dsv4_csa_persist_src.0.input.i32 +tensor csa_persist_kv-2 0 f32 512 1 1 1 2048 6.688889 GET_ROWS 1 0 csa_state_kv-2 dsv4_csa_persist_src +input dsv4_csa_persist_dst 0 i32 1 1 1 1 4 1.000000 NONE 1 0 - - +int dsv4_csa_persist_dst 0 input i32 i32 flat 1 4 1 1 dsv4_csa_persist_dst.0.input.i32 +tensor csa_k_state_persist-2 0 f32 512 2 1 1 4096 20.931414 SET_ROWS 1 1 csa_persist_kv-2 dsv4_csa_persist_dst +tensor csa_persist_score-2 0 f32 512 1 1 1 2048 13.775327 GET_ROWS 1 0 csa_state_score-2 dsv4_csa_persist_src +tensor csa_score_state_persist-2 0 f32 512 2 1 1 4096 8.652813 SET_ROWS 1 1 csa_persist_score-2 dsv4_csa_persist_dst +tensor node_207 0 f32 128 1 1 1 512 5.886474 MUL_MAT 1 0 blk.2.indexer.attn_k.weight csa_state_compress-2 +tensor node_208 0 f32 128 1 1 1 512 5.592636 FUSED_RMS_NORM 1 0 node_207 blk.2.indexer.k_norm.weight +tensor (reshaped) 6 f32 128 1 1 1 512 5.592636 RESHAPE 1 1 node_208 - +tensor (reshaped) (view) 0 f32 128 1 1 1 512 -1.481948 ROPE 1 1 (reshaped) dsv4_csa_write_pos +tensor lid_k_new-2 0 f32 128 1 1 1 512 15.252530 HADAMARD 1 0 (reshaped) (view) - +tensor lid_k_new-2 (reshaped) 0 f32 128 1 1 1 512 15.252530 RESHAPE 1 1 lid_k_new-2 - +input leaf_79 0 f16 128 1024 1 1 524288 2424.530820 NONE 1 0 - - +tensor leaf_79 (view) 0 f16 128 1024 1 1 524288 2424.530820 VIEW 1 1 leaf_79 - +tensor lid_k_write-2 0 f16 128 1024 1 1 524288 2439.784208 SET_ROWS 1 1 lid_k_new-2 (reshaped) dsv4_csa_state_write +tensor kv_b-2 0 f32 512 1 1 1 2048 24.545939 MUL_MAT 1 0 blk.2.attn_kv.weight attn_norm-2 +tensor kv_b-2 (reshaped) 0 f32 512 1 1 1 2048 24.545939 RESHAPE 1 1 kv_b-2 - +tensor kv_norm-2 0 f32 512 1 1 1 2048 25.423323 FUSED_RMS_NORM 1 0 kv_b-2 (reshaped) blk.2.attn_kv_a_norm.weight +tensor kv_norm-2 (reshaped) 0 f32 512 1 1 1 2048 25.423323 RESHAPE 1 1 kv_norm-2 - +tensor kv_rope-2 0 f32 512 1 1 1 2048 32.897663 ROPE 1 1 kv_norm-2 (reshaped) inp_pos +tensor kv_rope-2 (view) 0 f32 512 1 1 1 2048 32.897663 VIEW 1 1 kv_rope-2 - +input cache_k_l2 0 f16 512 2048 1 1 4194304 6517.208314 NONE 1 0 - - +tensor cache_k_l2 (view) 0 f16 512 2048 1 1 4194304 6517.208314 VIEW 1 1 cache_k_l2 - +tensor dsv4_raw_k_write-2 0 f16 512 2048 1 1 4194304 6550.099153 SET_ROWS 1 1 kv_rope-2 (view) dsv4_raw_k_write_idxs +tensor lid_k-2 0 f16 128 1 768 1 393216 2439.784208 VIEW 1 1 leaf_79 - +tensor lid_k_stream-2 0 f16 128 768 1 1 393216 2439.784208 PERMUTE 1 1 lid_k-2 - +tensor lid_k_stream-2 (view) 0 f16 128 768 1 1 393216 2439.784208 VIEW 1 1 lid_k_stream-2 - +tensor qr-2 0 f32 1280 1 1 1 5120 8.366216 MUL_MAT 1 0 blk.2.attn_q_a.weight attn_norm-2 +tensor qr_norm-2 0 f32 1280 1 1 1 5120 8.478201 FUSED_RMS_NORM 1 0 qr-2 blk.2.attn_q_a_norm.weight +tensor lid_q-2 0 f32 4096 1 1 1 16384 -195.521814 MUL_MAT 1 0 blk.2.indexer.attn_q_b.weight qr_norm-2 +tensor lid_q-2 (reshaped) 0 f32 128 32 1 1 16384 -195.521814 RESHAPE 1 1 lid_q-2 - +tensor indexer_q-2 0 f32 128 32 1 1 16384 -207.467852 ROPE 1 1 lid_q-2 (reshaped) inp_pos +tensor lid_q_hadamard-2 0 f32 128 32 1 1 16384 -57.575490 HADAMARD 1 0 indexer_q-2 - +tensor lid_q_hadamard-2 (view) 0 f32 128 32 1 1 16384 -57.575490 VIEW 1 1 lid_q_hadamard-2 - +tensor lid_q_stream-2 0 f32 128 1 32 1 16384 -57.575490 PERMUTE 1 1 lid_q_hadamard-2 (view) - +tensor lid_q_stream-2 (view) 0 f32 128 1 32 1 16384 -57.575490 VIEW 1 1 lid_q_stream-2 - +tensor lid_q_stream-2 (view) (permuted) 0 f32 128 32 1 1 16384 -57.575490 PERMUTE 1 1 lid_q_stream-2 (view) - +tensor lid_weights-2 0 f32 32 1 1 1 128 -0.981137 MUL_MAT 1 0 blk.2.indexer.proj.weight attn_norm-2 +tensor node_237 0 f32 32 1 1 1 128 -0.015330 SCALE 1 0 lid_weights-2 - +tensor (view) 13 f32 32 1 1 1 128 -0.015330 VIEW 1 1 node_237 - +tensor (view) (view) 0 f32 32 1 1 1 128 -0.015330 VIEW 1 1 (view) - +input dsv4_csa_kq_mask 0 f16 768 1 1 1 3072 -inf NONE 1 0 - - +tensor dsv4_csa_kq_mask (view) 0 f16 768 1 1 1 3072 -inf VIEW 1 1 dsv4_csa_kq_mask - +tensor dsv4_csa_kq_mask (view) (view) 0 f16 768 1 1 1 3072 -inf VIEW 1 1 dsv4_csa_kq_mask (view) - +tensor node_242 0 i32 512 1 1 1 2048 131263.000000 INDEXER_TOPK 1 0 lid_k_stream-2 (view) lid_q_stream-2 (view) (permuted) +int node_242 0 tensor i32 i32 flat 512 2048 131263 512 node_242.0.i32 +tensor lid_top_k-2 0 i32 512 1 1 1 2048 131263.000000 CONT 1 0 node_242 - +int lid_top_k-2 0 tensor i32 i32 flat 512 2048 131263 512 lid_top_k-2.0.i32 +tensor dsv4_raw_mask_padded-2 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-2 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-2 (view) - +tensor node_246 0 f16 512 1 1 1 2048 0.000000 GET_ROWS 1 0 dsv4_csa_kq_mask lid_top_k-2 +skip-input leaf_87 0 f16 graph-scratch +tensor node_247 0 f16 512 15 1 1 30720 -inf FILL 1 0 leaf_87 - +tensor dsv4_mask_tokens_pad 0 f16 512 16 1 1 32768 -inf CONCAT 1 0 node_246 node_247 +tensor csa_kq_mask-2 0 f16 1024 16 1 1 65536 -inf CONCAT 1 0 dsv4_raw_mask_padded-2 (view) (cont) dsv4_mask_tokens_pad +tensor mask_to_idx-2 0 i32 768 16 1 1 49152 406080.000000 MASK_TO_IDX 1 0 csa_kq_mask-2 - +int mask_to_idx-2 0 tensor i32 i32 flat 12288 49152 406080 1023 mask_to_idx-2.0.i32 +tensor q_b-2 0 f32 32768 1 1 1 131072 32.207674 MUL_MAT 1 0 blk.2.attn_q_b.weight qr_norm-2 +tensor q_b-2 (reshaped) 0 f32 512 64 1 1 131072 32.207674 RESHAPE 1 1 q_b-2 - +tensor q_b-2 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 32.207674 RESHAPE 1 1 q_b-2 (reshaped) - +tensor q_rope-2 0 f32 512 64 1 1 131072 22.327195 ROPE 1 1 q_b-2 (reshaped) (reshaped) inp_pos +tensor q_rope-2 (view) 0 f32 512 64 1 1 131072 22.327195 VIEW 1 1 q_rope-2 - +tensor q_rope-2 (view) (permuted) 0 f32 512 1 64 1 131072 22.327195 PERMUTE 1 1 q_rope-2 (view) - +tensor raw_k-2 0 f16 512 1 1280 1 2621440 6550.099153 VIEW 1 1 cache_k_l2 - +tensor raw_k-2 (view) 0 f16 512 1 512 1 1048576 2408.023234 VIEW 1 1 raw_k-2 - +tensor node_259 0 f16 512 512 1 1 1048576 1844.838865 GET_ROWS 1 0 leaf_74 lid_top_k-2 +tensor csa_k-2 0 f16 512 1 512 1 1048576 1844.838865 RESHAPE 1 1 node_259 - +tensor csa_k_all-2 0 f16 512 1 1024 1 2097152 4252.862099 CONCAT 1 0 raw_k-2 (view) csa_k-2 +tensor csa_k_all-2 (permuted) 0 f16 512 1024 1 1 2097152 4252.862099 PERMUTE 1 1 csa_k_all-2 - +tensor csa_k_all-2 (permuted) 1 f16 512 1024 1 1 2097152 4252.862099 PERMUTE 1 1 csa_k_all-2 - +tensor fattn-2 0 f32 512 64 1 1 131072 289.761168 FLASH_ATTN_EXT 1 0 q_rope-2 (view) (permuted) csa_k_all-2 (permuted) +tensor attn_shared-2 0 f32 32768 1 1 1 131072 289.761168 RESHAPE 1 1 fattn-2 - +skip blk.2.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_shared-2 (reshaped) 0 f32 512 64 1 1 131072 289.761168 RESHAPE 1 1 attn_shared-2 - +tensor attn-2 0 f32 512 64 1 1 131072 267.118513 ROPE_BACK 1 1 attn_shared-2 (reshaped) inp_pos +tensor attn-2 (reshaped) 0 f32 4096 8 1 1 131072 267.118513 RESHAPE 1 1 attn-2 - +tensor attn-2 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 267.118513 PERMUTE 1 1 attn-2 (reshaped) - +tensor attn_wo_a-2 0 f32 1024 1 8 1 32768 51.517333 MUL_MAT 1 0 blk.2.attn_output_a.weight (reshaped) attn-2 (reshaped) (permuted) +tensor attn_wo_a-2 (permuted) 0 f32 1024 8 1 1 32768 51.517333 PERMUTE 1 1 attn_wo_a-2 - +tensor attn_wo_a-2 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 51.517333 RESHAPE 1 1 attn_wo_a-2 (permuted) - +tensor attn_out-2 0 f32 5120 1 1 1 20480 -18.730353 MUL_MAT 1 0 blk.2.attn_output_b.weight attn_wo_a-2 (permuted) (reshaped) +tensor l_out-1 (reshaped) 0 f32 20480 1 1 1 81920 -136.069881 RESHAPE 1 1 l_out-1 - +tensor hc_pre-2 0 f32 20480 1 1 1 81920 -145.707917 RMS_NORM 1 0 l_out-1 (reshaped) - +tensor hc_pre_mixes-2 0 f32 24 1 1 1 96 0.412523 MUL_MAT 1 0 blk.2.hc_attn_fn.weight hc_pre-2 +tensor node_278 0 f32 24 1 1 1 96 10.692175 HC_PRE 1 0 hc_pre_mixes-2 blk.2.hc_attn_scale.weight +tensor (view) 14 f32 4 1 1 1 16 4.220458 VIEW 1 1 node_278 - +tensor (view) 15 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_278 - +tensor hc_attn_post-2 0 f32 5120 4 1 1 81920 -215.120423 HC_POST 1 0 attn_out-2 (view) +tensor (view) 16 f32 4 1 1 1 16 2.471721 VIEW 1 1 node_278 - +tensor (view) (reshaped) 4 f32 1 4 1 1 16 2.471721 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-2 0 f32 5120 1 1 1 20480 -139.256329 MUL_MULTI_ADD 1 0 hc_attn_post-2 (view) (reshaped) +tensor ffn_norm-2 0 f32 5120 1 1 1 20480 -60.262251 FUSED_RMS_NORM 1 0 hc_ffn_pre-2 blk.2.ffn_norm.weight +tensor ffn_moe_logits-2 0 f32 384 1 1 1 1536 -27.466708 MUL_MAT 1 0 blk.2.ffn_gate_inp.weight ffn_norm-2 +tensor ffn_moe_probs-2 0 f32 384 1 1 1 1536 319.680098 SQRT_SOFTPLUS 1 0 ffn_moe_logits-2 - +tensor ffn_moe_probs-2 (reshaped) 0 f32 1 384 1 1 1536 319.680098 RESHAPE 1 1 ffn_moe_probs-2 - +tensor ffn_moe_probs_biased-2 0 f32 384 1 1 1 1536 319.680098 ADD 1 0 ffn_moe_probs-2 blk.2.exp_probs_b.bias +tensor ffn_moe_probs_biased-2 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-2 - +int ffn_moe_probs_biased-2 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-2_(sort).0.i32 +tensor ffn_moe_topk-2 0 i32 6 1 1 1 24 989.000000 VIEW 1 1 ffn_moe_probs_biased-2 (sort) - +int ffn_moe_topk-2 0 tensor i32 i32 flat 6 24 989 357 ffn_moe_topk-2.0.i32 +int ffn_moe_topk-2 0 tensor i32 i32 logical 6 24 989 357 ffn_moe_topk-2.0.logical.i32 +tensor ffn_moe_weights-2 0 f32 1 6 1 1 24 9.910104 GET_ROWS 1 0 ffn_moe_probs-2 (reshaped) ffn_moe_topk-2 +tensor ffn_moe_weights-2 (reshaped) 0 f32 6 1 1 1 24 9.910104 RESHAPE 1 1 ffn_moe_weights-2 - +tensor ffn_moe_weights_sum-2 0 f32 1 1 1 1 4 9.910105 SUM_ROWS 1 0 ffn_moe_weights-2 (reshaped) - +tensor ffn_moe_weights_norm-2 0 f32 6 1 1 1 24 1.000000 DIV 1 0 ffn_moe_weights-2 (reshaped) ffn_moe_weights_sum-2 +tensor ffn_moe_weights_norm-2 (reshaped) 0 f32 1 6 1 1 24 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-2 - +tensor ffn_moe_weights_scaled-2 0 f32 1 6 1 1 24 1.500000 SCALE 1 0 ffn_moe_weights_norm-2 (reshaped) - +tensor ffn_norm-2 (reshaped) 0 f32 5120 1 1 1 20480 -60.262251 RESHAPE 1 1 ffn_norm-2 - +tensor ffn_moe_gate_par-2 0 f32 512 6 1 1 12288 13.062258 MOE_FUSED_UP_GATE 1 0 blk.2.ffn_up_exps.weight blk.2.ffn_gate_exps.weight +tensor ffn_moe_down-2 0 f32 5120 6 1 1 122880 -187.326205 MUL_MAT_ID 1 0 blk.2.ffn_down_exps.weight ffn_moe_gate_par-2 +tensor ffn_moe_out-2 0 f32 5120 1 1 1 20480 -46.261348 MUL_MULTI_ADD 1 0 ffn_moe_down-2 ffn_moe_weights_scaled-2 +tensor ffn_up_gate-2 0 f32 512 1 1 1 2048 -1.329729 FUSED_UP_GATE 1 0 blk.2.ffn_up_shexp.weight blk.2.ffn_gate_shexp.weight +tensor ffn_shexp-2 0 f32 5120 1 1 1 20480 28.209777 MUL_MAT 1 0 blk.2.ffn_down_shexp.weight ffn_up_gate-2 +tensor ffn_out-2 0 f32 5120 1 1 1 20480 -18.051572 ADD 1 0 ffn_moe_out-2 ffn_shexp-2 +tensor hc_attn_post-2 (reshaped) 0 f32 20480 1 1 1 81920 -215.120423 RESHAPE 1 1 hc_attn_post-2 - +tensor hc_pre-2 1 f32 20480 1 1 1 81920 -227.560966 RMS_NORM 1 0 hc_attn_post-2 (reshaped) - +tensor hc_pre_mixes-2 1 f32 24 1 1 1 96 5.576968 MUL_MAT 1 0 blk.2.hc_ffn_fn.weight hc_pre-2 +tensor node_308 0 f32 24 1 1 1 96 8.588136 HC_PRE 1 0 hc_pre_mixes-2 blk.2.hc_ffn_scale.weight +tensor (view) 17 f32 4 1 1 1 16 2.643132 VIEW 1 1 node_308 - +tensor (view) 18 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_308 - +tensor l_out-2 0 f32 5120 4 1 1 81920 -262.832893 HC_POST 1 0 ffn_out-2 (view) +tensor (view) 19 f32 4 1 1 1 16 1.945009 VIEW 1 1 node_308 - +tensor (view) (reshaped) 5 f32 1 4 1 1 16 1.945009 RESHAPE 1 1 (view) - +tensor hc_attn_pre-3 0 f32 5120 1 1 1 20480 -128.044245 MUL_MULTI_ADD 1 0 l_out-2 (view) (reshaped) +tensor attn_norm-3 0 f32 5120 1 1 1 20480 -62.304254 FUSED_RMS_NORM 1 0 hc_attn_pre-3 blk.3.attn_norm.weight +tensor kv_b-3 0 f32 512 1 1 1 2048 -20.107453 MUL_MAT 1 0 blk.3.attn_kv.weight attn_norm-3 +tensor kv_b-3 (reshaped) 0 f32 512 1 1 1 2048 -20.107453 RESHAPE 1 1 kv_b-3 - +tensor kv_norm-3 0 f32 512 1 1 1 2048 -19.603936 FUSED_RMS_NORM 1 0 kv_b-3 (reshaped) blk.3.attn_kv_a_norm.weight +tensor kv_norm-3 (reshaped) 0 f32 512 1 1 1 2048 -19.603936 RESHAPE 1 1 kv_norm-3 - +tensor kv_rope-3 0 f32 512 1 1 1 2048 -27.201281 ROPE 1 1 kv_norm-3 (reshaped) inp_pos +tensor kv_rope-3 (view) 0 f32 512 1 1 1 2048 -27.201281 VIEW 1 1 kv_rope-3 - +input cache_k_l3 0 f16 512 2048 1 1 4194304 -5429.946790 NONE 1 0 - - +tensor cache_k_l3 (view) 0 f16 512 2048 1 1 4194304 -5429.946790 VIEW 1 1 cache_k_l3 - +tensor dsv4_raw_k_write-3 0 f16 512 2048 1 1 4194304 -5457.148275 SET_ROWS 1 1 kv_rope-3 (view) dsv4_raw_k_write_idxs +tensor dsv4_raw_mask_padded-3 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-3 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-3 (view) - +tensor node_326 0 f16 512 1 1 1 2048 0.000000 GET_ROWS 1 0 dsv4_csa_kq_mask lid_top_k-2 +skip-input leaf_111 0 f16 graph-scratch +tensor node_327 0 f16 512 15 1 1 30720 -inf FILL 1 0 leaf_111 - +tensor dsv4_mask_tokens_pad 1 f16 512 16 1 1 32768 -inf CONCAT 1 0 node_326 node_327 +tensor csa_kq_mask-3 0 f16 1024 16 1 1 65536 -inf CONCAT 1 0 dsv4_raw_mask_padded-3 (view) (cont) dsv4_mask_tokens_pad +tensor mask_to_idx-3 0 i32 768 16 1 1 49152 406080.000000 MASK_TO_IDX 1 0 csa_kq_mask-3 - +int mask_to_idx-3 0 tensor i32 i32 flat 12288 49152 406080 1023 mask_to_idx-3.0.i32 +tensor qr-3 0 f32 1280 1 1 1 5120 -50.289851 MUL_MAT 1 0 blk.3.attn_q_a.weight attn_norm-3 +tensor qr_norm-3 0 f32 1280 1 1 1 5120 -51.062699 FUSED_RMS_NORM 1 0 qr-3 blk.3.attn_q_a_norm.weight +tensor q_b-3 0 f32 32768 1 1 1 131072 -319.741589 MUL_MAT 1 0 blk.3.attn_q_b.weight qr_norm-3 +tensor q_b-3 (reshaped) 0 f32 512 64 1 1 131072 -319.741589 RESHAPE 1 1 q_b-3 - +tensor q_b-3 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 -319.741589 RESHAPE 1 1 q_b-3 (reshaped) - +tensor q_rope-3 0 f32 512 64 1 1 131072 -294.630909 ROPE 1 1 q_b-3 (reshaped) (reshaped) inp_pos +tensor q_rope-3 (view) 0 f32 512 64 1 1 131072 -294.630909 VIEW 1 1 q_rope-3 - +tensor q_rope-3 (view) (permuted) 0 f32 512 1 64 1 131072 -294.630909 PERMUTE 1 1 q_rope-3 (view) - +tensor raw_k-3 0 f16 512 1 1280 1 2621440 -5457.148275 VIEW 1 1 cache_k_l3 - +tensor raw_k-3 (view) 0 f16 512 1 512 1 1048576 -925.029555 VIEW 1 1 raw_k-3 - +tensor node_341 0 f16 512 512 1 1 1048576 1844.838865 GET_ROWS 1 0 leaf_74 lid_top_k-2 +tensor csa_k-3 0 f16 512 1 512 1 1048576 1844.838865 RESHAPE 1 1 node_341 - +tensor csa_k_all-3 0 f16 512 1 1024 1 2097152 919.809310 CONCAT 1 0 raw_k-3 (view) csa_k-3 +tensor csa_k_all-3 (permuted) 0 f16 512 1024 1 1 2097152 919.809310 PERMUTE 1 1 csa_k_all-3 - +tensor csa_k_all-3 (permuted) 1 f16 512 1024 1 1 2097152 919.809310 PERMUTE 1 1 csa_k_all-3 - +tensor fattn-3 0 f32 512 64 1 1 131072 78.233368 FLASH_ATTN_EXT 1 0 q_rope-3 (view) (permuted) csa_k_all-3 (permuted) +tensor attn_shared-3 0 f32 32768 1 1 1 131072 78.233368 RESHAPE 1 1 fattn-3 - +skip blk.3.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_shared-3 (reshaped) 0 f32 512 64 1 1 131072 78.233368 RESHAPE 1 1 attn_shared-3 - +tensor attn-3 0 f32 512 64 1 1 131072 105.119316 ROPE_BACK 1 1 attn_shared-3 (reshaped) inp_pos +tensor attn-3 (reshaped) 0 f32 4096 8 1 1 131072 105.119316 RESHAPE 1 1 attn-3 - +tensor attn-3 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 105.119316 PERMUTE 1 1 attn-3 (reshaped) - +tensor attn_wo_a-3 0 f32 1024 1 8 1 32768 5.166217 MUL_MAT 1 0 blk.3.attn_output_a.weight (reshaped) attn-3 (reshaped) (permuted) +tensor attn_wo_a-3 (permuted) 0 f32 1024 8 1 1 32768 5.166217 PERMUTE 1 1 attn_wo_a-3 - +tensor attn_wo_a-3 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 5.166217 RESHAPE 1 1 attn_wo_a-3 (permuted) - +tensor attn_out-3 0 f32 5120 1 1 1 20480 -14.208036 MUL_MAT 1 0 blk.3.attn_output_b.weight attn_wo_a-3 (permuted) (reshaped) +tensor l_out-2 (reshaped) 0 f32 20480 1 1 1 81920 -262.832893 RESHAPE 1 1 l_out-2 - +tensor hc_pre-3 0 f32 20480 1 1 1 81920 -250.509721 RMS_NORM 1 0 l_out-2 (reshaped) - +tensor hc_pre_mixes-3 0 f32 24 1 1 1 96 -0.049544 MUL_MAT 1 0 blk.3.hc_attn_fn.weight hc_pre-3 +tensor node_360 0 f32 24 1 1 1 96 11.328801 HC_PRE 1 0 hc_pre_mixes-3 blk.3.hc_attn_scale.weight +tensor (view) 20 f32 4 1 1 1 16 5.155154 VIEW 1 1 node_360 - +tensor (view) 21 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_360 - +tensor hc_attn_post-3 0 f32 5120 4 1 1 81920 -336.077245 HC_POST 1 0 attn_out-3 (view) +tensor (view) 22 f32 4 1 1 1 16 2.173651 VIEW 1 1 node_360 - +tensor (view) (reshaped) 6 f32 1 4 1 1 16 2.173651 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-3 0 f32 5120 1 1 1 20480 -178.537092 MUL_MULTI_ADD 1 0 hc_attn_post-3 (view) (reshaped) +tensor ffn_norm-3 0 f32 5120 1 1 1 20480 -76.921045 FUSED_RMS_NORM 1 0 hc_ffn_pre-3 blk.3.ffn_norm.weight +tensor ffn_moe_logits-3 0 f32 384 1 1 1 1536 17.548272 MUL_MAT 1 0 blk.3.ffn_gate_inp.weight ffn_norm-3 +tensor ffn_moe_probs-3 0 f32 384 1 1 1 1536 331.174069 SQRT_SOFTPLUS 1 0 ffn_moe_logits-3 - +tensor ffn_moe_probs-3 (reshaped) 0 f32 1 384 1 1 1536 331.174069 RESHAPE 1 1 ffn_moe_probs-3 - +tensor ffn_moe_probs_biased-3 0 f32 384 1 1 1 1536 331.174069 ADD 1 0 ffn_moe_probs-3 blk.3.exp_probs_b.bias +tensor ffn_moe_probs_biased-3 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-3 - +int ffn_moe_probs_biased-3 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-3_(sort).0.i32 +tensor ffn_moe_topk-3 0 i32 6 1 1 1 24 1093.000000 VIEW 1 1 ffn_moe_probs_biased-3 (sort) - +int ffn_moe_topk-3 0 tensor i32 i32 flat 6 24 1093 311 ffn_moe_topk-3.0.i32 +int ffn_moe_topk-3 0 tensor i32 i32 logical 6 24 1093 311 ffn_moe_topk-3.0.logical.i32 +tensor 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20480 23.319093 MUL_MULTI_ADD 1 0 ffn_moe_down-3 ffn_moe_weights_scaled-3 +tensor ffn_up_gate-3 0 f32 512 1 1 1 2048 1.657248 FUSED_UP_GATE 1 0 blk.3.ffn_up_shexp.weight blk.3.ffn_gate_shexp.weight +tensor ffn_shexp-3 0 f32 5120 1 1 1 20480 -58.722005 MUL_MAT 1 0 blk.3.ffn_down_shexp.weight ffn_up_gate-3 +tensor ffn_out-3 0 f32 5120 1 1 1 20480 -35.402912 ADD 1 0 ffn_moe_out-3 ffn_shexp-3 +tensor hc_attn_post-3 (reshaped) 0 f32 20480 1 1 1 81920 -336.077245 RESHAPE 1 1 hc_attn_post-3 - +tensor hc_pre-3 1 f32 20480 1 1 1 81920 -308.936144 RMS_NORM 1 0 hc_attn_post-3 (reshaped) - +tensor hc_pre_mixes-3 1 f32 24 1 1 1 96 -7.620426 MUL_MAT 1 0 blk.3.hc_ffn_fn.weight hc_pre-3 +tensor node_390 0 f32 24 1 1 1 96 8.840684 HC_PRE 1 0 hc_pre_mixes-3 blk.3.hc_ffn_scale.weight +tensor (view) 23 f32 4 1 1 1 16 2.587617 VIEW 1 1 node_390 - +tensor (view) 24 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_390 - +tensor l_out-3 0 f32 5120 4 1 1 81920 -427.686098 HC_POST 1 0 ffn_out-3 (view) +input engram_rows-4 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RMS_NORM 1 0 l_out-3 (cont) (reshaped) - +tensor (reshaped) 10 f32 20480 1 1 1 81920 -356.502521 RESHAPE 1 1 node_412 - +input engram_q_ids-4 0 i32 4 1 1 1 16 6.000000 NONE 1 0 - - +int engram_q_ids-4 0 input i32 i32 flat 4 16 6 3 engram_q_ids-4.0.input.i32 +tensor node_414 0 f32 5120 4 1 1 81920 0.635806 GET_ROWS 1 0 blk.4.engram_q.weight engram_q_ids-4 +tensor (reshaped) 11 f32 20480 1 1 1 81920 0.635806 RESHAPE 1 1 node_414 - +tensor node_416 0 f32 20480 1 1 1 81920 -1.827326 MUL 1 0 (reshaped) (reshaped) +tensor (reshaped) 12 f32 5120 4 1 1 81920 -1.827326 RESHAPE 1 1 node_416 - +tensor node_418 0 f32 5120 4 1 1 81920 0.031897 MUL 1 0 (reshaped) (reshaped) +tensor node_419 0 f32 1 4 1 1 16 0.031897 SUM_ROWS 1 0 node_418 - +tensor node_420 0 f32 1 4 1 1 16 0.000446 SCALE 1 0 node_419 - +tensor node_421 0 f32 1 4 1 1 16 2.000000 SGN 1 0 node_420 - +tensor node_422 0 f32 1 4 1 1 16 0.000807 ABS 1 0 node_420 - +tensor (view) 25 f32 1 4 1 1 16 0.000807 CLAMP 1 1 node_422 - +tensor 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1 1 2048 -13.670283 MUL_MAT 1 0 blk.4.attn_compressor_gate.weight attn_norm-4 +input leaf_142 0 f32 512 2 1 1 4096 11.482682 NONE 1 0 - - +tensor csa_source_score 1 f32 512 3 1 1 6144 -2.187601 CONCAT 1 0 leaf_142 csa_state_score-4 +tensor csa_state_compress-4 0 f32 512 1 1 1 2048 -6.408310 DS4_COMP 1 0 csa_source_kv csa_source_score +tensor csa_state_compress-4 1 f32 512 1 1 1 2048 -8.048269 FUSED_RMS_NORM 1 0 csa_state_compress-4 blk.4.attn_compressor_norm.weight +tensor csa_state_compress-4 (reshaped) 0 f32 512 1 1 1 2048 -8.048269 RESHAPE 1 1 csa_state_compress-4 - +tensor csa_state_compress-4 2 f32 512 1 1 1 2048 -14.779688 ROPE 1 0 csa_state_compress-4 (reshaped) dsv4_csa_write_pos +tensor csa_state_compress-4 (reshaped) 1 f32 512 1 1 1 2048 -14.779688 RESHAPE 1 1 csa_state_compress-4 - +input leaf_145 0 f16 512 1024 1 1 2097152 -1349.783207 NONE 1 0 - - +tensor leaf_145 (view) 0 f16 512 1024 1 1 2097152 -1349.783207 VIEW 1 1 leaf_145 - +tensor csa_k_write-4 0 f16 512 1024 1 1 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-2135.045407 VIEW 1 1 cache_k_l4 - +tensor dsv4_raw_k_write-4 0 f16 512 2048 1 1 4194304 -2159.604712 SET_ROWS 1 1 kv_rope-4 (view) dsv4_raw_k_write_idxs +tensor lid_k-4 0 f16 128 1 768 1 393216 51.602350 VIEW 1 1 leaf_148 - +tensor lid_k_stream-4 0 f16 128 768 1 1 393216 51.602350 PERMUTE 1 1 lid_k-4 - +tensor lid_k_stream-4 (view) 0 f16 128 768 1 1 393216 51.602350 VIEW 1 1 lid_k_stream-4 - +tensor qr-4 0 f32 1280 1 1 1 5120 -51.989276 MUL_MAT 1 0 blk.4.attn_q_a.weight attn_norm-4 +tensor qr_norm-4 0 f32 1280 1 1 1 5120 -51.556427 FUSED_RMS_NORM 1 0 qr-4 blk.4.attn_q_a_norm.weight +tensor lid_q-4 0 f32 4096 1 1 1 16384 1.928389 MUL_MAT 1 0 blk.4.indexer.attn_q_b.weight qr_norm-4 +tensor lid_q-4 (reshaped) 0 f32 128 32 1 1 16384 1.928389 RESHAPE 1 1 lid_q-4 - +tensor indexer_q-4 0 f32 128 32 1 1 16384 -28.092012 ROPE 1 1 lid_q-4 (reshaped) inp_pos +tensor lid_q_hadamard-4 0 f32 128 32 1 1 16384 97.636864 HADAMARD 1 0 indexer_q-4 - +tensor lid_q_hadamard-4 (view) 0 f32 128 32 1 1 16384 97.636864 VIEW 1 1 lid_q_hadamard-4 - +tensor lid_q_stream-4 0 f32 128 1 32 1 16384 97.636864 PERMUTE 1 1 lid_q_hadamard-4 (view) - +tensor lid_q_stream-4 (view) 0 f32 128 1 32 1 16384 97.636864 VIEW 1 1 lid_q_stream-4 - +tensor lid_q_stream-4 (view) (permuted) 0 f32 128 32 1 1 16384 97.636864 PERMUTE 1 1 lid_q_stream-4 (view) - +tensor lid_weights-4 0 f32 32 1 1 1 128 1.023088 MUL_MAT 1 0 blk.4.indexer.proj.weight attn_norm-4 +tensor node_478 0 f32 32 1 1 1 128 0.015986 SCALE 1 0 lid_weights-4 - +tensor (view) 27 f32 32 1 1 1 128 0.015986 VIEW 1 1 node_478 - +tensor (view) (view) 1 f32 32 1 1 1 128 0.015986 VIEW 1 1 (view) - +tensor dsv4_csa_kq_mask (view) 1 f16 768 1 1 1 3072 -inf VIEW 1 1 dsv4_csa_kq_mask - +tensor dsv4_csa_kq_mask (view) (view) 1 f16 768 1 1 1 3072 -inf VIEW 1 1 dsv4_csa_kq_mask (view) - +tensor node_483 0 i32 512 1 1 1 2048 130964.000000 INDEXER_TOPK 1 0 lid_k_stream-4 (view) lid_q_stream-4 (view) (permuted) +int node_483 0 tensor i32 i32 flat 512 2048 130964 512 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-409.212783 MUL_MAT 1 0 blk.4.attn_q_b.weight qr_norm-4 +tensor q_b-4 (reshaped) 0 f32 512 64 1 1 131072 -409.212783 RESHAPE 1 1 q_b-4 - +tensor q_b-4 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 -409.212783 RESHAPE 1 1 q_b-4 (reshaped) - +tensor q_rope-4 0 f32 512 64 1 1 131072 -442.707614 ROPE 1 1 q_b-4 (reshaped) (reshaped) inp_pos +tensor q_rope-4 (view) 0 f32 512 64 1 1 131072 -442.707614 VIEW 1 1 q_rope-4 - +tensor q_rope-4 (view) (permuted) 0 f32 512 1 64 1 131072 -442.707614 PERMUTE 1 1 q_rope-4 (view) - +tensor raw_k-4 0 f16 512 1 1280 1 2621440 -2159.604712 VIEW 1 1 cache_k_l4 - +tensor raw_k-4 (view) 0 f16 512 1 512 1 1048576 -2682.569136 VIEW 1 1 raw_k-4 - +tensor node_500 0 f16 512 512 1 1 1048576 -1359.866359 GET_ROWS 1 0 leaf_145 lid_top_k-4 +tensor csa_k-4 0 f16 512 1 512 1 1048576 -1359.866359 RESHAPE 1 1 node_500 - +tensor csa_k_all-4 0 f16 512 1 1024 1 2097152 -4042.435495 CONCAT 1 0 raw_k-4 (view) csa_k-4 +tensor csa_k_all-4 (permuted) 0 f16 512 1024 1 1 2097152 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MUL_MAT_ID 1 0 blk.4.ffn_down_exps.weight ffn_moe_gate_par-4 +tensor ffn_moe_out-4 0 f32 5120 1 1 1 20480 -6.387885 MUL_MULTI_ADD 1 0 ffn_moe_down-4 ffn_moe_weights_scaled-4 +tensor ffn_up_gate-4 0 f32 512 1 1 1 2048 7.791065 FUSED_UP_GATE 1 0 blk.4.ffn_up_shexp.weight blk.4.ffn_gate_shexp.weight +tensor ffn_shexp-4 0 f32 5120 1 1 1 20480 29.561060 MUL_MAT 1 0 blk.4.ffn_down_shexp.weight ffn_up_gate-4 +tensor ffn_out-4 0 f32 5120 1 1 1 20480 23.173179 ADD 1 0 ffn_moe_out-4 ffn_shexp-4 +tensor hc_attn_post-4 (reshaped) 0 f32 20480 1 1 1 81920 -505.524635 RESHAPE 1 1 hc_attn_post-4 - +tensor hc_pre-4 1 f32 20480 1 1 1 81920 -405.871119 RMS_NORM 1 0 hc_attn_post-4 (reshaped) - +tensor hc_pre_mixes-4 1 f32 24 1 1 1 96 -7.362500 MUL_MAT 1 0 blk.4.hc_ffn_fn.weight hc_pre-4 +tensor node_549 0 f32 24 1 1 1 96 8.030917 HC_PRE 1 0 hc_pre_mixes-4 blk.4.hc_ffn_scale.weight +tensor (view) 31 f32 4 1 1 1 16 2.758827 VIEW 1 1 node_549 - +tensor (view) 32 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_549 - 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hca_state_compress-5 0 f32 512 1 1 1 2048 -7.744235 DS4_COMP 1 0 hca_source_kv hca_source_score +tensor hca_state_compress-5 1 f32 512 1 1 1 2048 -7.782211 FUSED_RMS_NORM 1 0 hca_state_compress-5 blk.5.attn_compressor_norm.weight +tensor hca_state_compress-5 (reshaped) 0 f32 512 1 1 1 2048 -7.782211 RESHAPE 1 1 hca_state_compress-5 - +input dsv4_hca_write_pos 0 i32 1 1 1 1 4 1025.000000 NONE 1 0 - - +int dsv4_hca_write_pos 0 input i32 i32 flat 1 4 1025 1025 dsv4_hca_write_pos.0.input.i32 +tensor hca_state_compress-5 2 f32 512 1 1 1 2048 -13.592241 ROPE 1 0 hca_state_compress-5 (reshaped) dsv4_hca_write_pos +tensor hca_state_compress-5 (reshaped) 1 f32 512 1 1 1 2048 -13.592241 RESHAPE 1 1 hca_state_compress-5 - +input leaf_183 0 f16 512 2048 1 1 4194304 -12640.692725 NONE 1 0 - - +tensor leaf_183 (view) 0 f16 512 2048 1 1 4194304 -12640.692725 VIEW 1 1 leaf_183 - +input dsv4_hca_state_write 0 i64 1 1 1 1 4 1025.000000 NONE 1 0 - - +int dsv4_hca_state_write 0 input i64 i64 flat 1 8 1025 1025 dsv4_hca_state_write.0.input.i64 +tensor hca_k_write-5 0 f16 512 2048 1 1 4194304 -12654.281563 SET_ROWS 1 1 hca_state_compress-5 (reshaped) dsv4_hca_state_write +input dsv4_hca_persist_src 0 i32 1 1 1 1 4 0.000000 NONE 1 0 - - +int dsv4_hca_persist_src 0 input i32 i32 flat 1 4 0 0 dsv4_hca_persist_src.0.input.i32 +tensor hca_persist_kv-5 0 f32 512 1 1 1 2048 -7.744235 GET_ROWS 1 0 hca_state_score-5 dsv4_hca_persist_src +input dsv4_hca_persist_dst 0 i32 1 1 1 1 4 0.000000 NONE 1 0 - - +int dsv4_hca_persist_dst 0 input i32 i32 flat 1 4 0 0 dsv4_hca_persist_dst.0.input.i32 +tensor hca_k_state_persist-5 0 f32 512 1 1 1 2048 -7.744235 SET_ROWS 1 1 hca_persist_kv-5 dsv4_hca_persist_dst +tensor hca_persist_score-5 0 f32 512 1 1 1 2048 -7.744235 GET_ROWS 1 0 hca_state_score-5 dsv4_hca_persist_src +tensor hca_score_state_persist-5 0 f32 512 1 1 1 2048 -7.744235 SET_ROWS 1 1 hca_persist_score-5 dsv4_hca_persist_dst +tensor node_571 0 f32 128 1 1 1 512 -2.346895 MUL_MAT 1 0 blk.5.indexer.attn_k.weight hca_state_compress-5 +tensor node_572 0 f32 128 1 1 1 512 -2.381665 FUSED_RMS_NORM 1 0 node_571 blk.5.indexer.k_norm.weight +tensor (reshaped) 14 f32 128 1 1 1 512 -2.381665 RESHAPE 1 1 node_572 - +tensor (reshaped) (view) 2 f32 128 1 1 1 512 -0.094880 ROPE 1 1 (reshaped) dsv4_hca_write_pos +tensor lid_k_new-5 0 f32 128 1 1 1 512 -8.736646 HADAMARD 1 0 (reshaped) (view) - +tensor lid_k_new-5 (reshaped) 0 f32 128 1 1 1 512 -8.736646 RESHAPE 1 1 lid_k_new-5 - +input leaf_188 0 f16 128 2048 1 1 1048576 -4120.253410 NONE 1 0 - - +tensor leaf_188 (view) 0 f16 128 2048 1 1 1048576 -4120.253410 VIEW 1 1 leaf_188 - +tensor lid_k_write-5 0 f16 128 2048 1 1 1048576 -4128.991758 SET_ROWS 1 1 lid_k_new-5 (reshaped) dsv4_hca_state_write +tensor kv_b-5 0 f32 512 1 1 1 2048 -23.374507 MUL_MAT 1 0 blk.5.attn_kv.weight attn_norm-5 +tensor kv_b-5 (reshaped) 0 f32 512 1 1 1 2048 -23.374507 RESHAPE 1 1 kv_b-5 - +tensor kv_norm-5 0 f32 512 1 1 1 2048 -23.502169 FUSED_RMS_NORM 1 0 kv_b-5 (reshaped) blk.5.attn_kv_a_norm.weight +tensor kv_norm-5 (reshaped) 0 f32 512 1 1 1 2048 -23.502169 RESHAPE 1 1 kv_norm-5 - +tensor kv_rope-5 0 f32 512 1 1 1 2048 -21.445667 ROPE 1 1 kv_norm-5 (reshaped) inp_pos +tensor kv_rope-5 (view) 0 f32 512 1 1 1 2048 -21.445667 VIEW 1 1 kv_rope-5 - +input cache_k_l5 0 f16 512 2048 1 1 4194304 -2341.917812 NONE 1 0 - - +tensor cache_k_l5 (view) 0 f16 512 2048 1 1 4194304 -2341.917812 VIEW 1 1 cache_k_l5 - +tensor dsv4_raw_k_write-5 0 f16 512 2048 1 1 4194304 -2363.361339 SET_ROWS 1 1 kv_rope-5 (view) dsv4_raw_k_write_idxs +tensor lid_k-5 0 f16 128 1 1280 1 655360 -4128.991758 VIEW 1 1 leaf_188 - +tensor lid_k_stream-5 0 f16 128 1280 1 1 655360 -4128.991758 PERMUTE 1 1 lid_k-5 - +tensor lid_k_stream-5 (view) 0 f16 128 1280 1 1 655360 -4128.991758 VIEW 1 1 lid_k_stream-5 - +tensor qr-5 0 f32 1280 1 1 1 5120 -49.976332 MUL_MAT 1 0 blk.5.attn_q_a.weight attn_norm-5 +tensor qr_norm-5 0 f32 1280 1 1 1 5120 -51.436800 FUSED_RMS_NORM 1 0 qr-5 blk.5.attn_q_a_norm.weight +tensor lid_q-5 0 f32 4096 1 1 1 16384 109.355236 MUL_MAT 1 0 blk.5.indexer.attn_q_b.weight qr_norm-5 +tensor lid_q-5 (reshaped) 0 f32 128 32 1 1 16384 109.355236 RESHAPE 1 1 lid_q-5 - +tensor indexer_q-5 0 f32 128 32 1 1 16384 18.012522 ROPE 1 1 lid_q-5 (reshaped) inp_pos +tensor lid_q_hadamard-5 0 f32 128 32 1 1 16384 -75.300223 HADAMARD 1 0 indexer_q-5 - +tensor lid_q_hadamard-5 (view) 0 f32 128 32 1 1 16384 -75.300223 VIEW 1 1 lid_q_hadamard-5 - +tensor lid_q_stream-5 0 f32 128 1 32 1 16384 -75.300223 PERMUTE 1 1 lid_q_hadamard-5 (view) - +tensor lid_q_stream-5 (view) 0 f32 128 1 32 1 16384 -75.300223 VIEW 1 1 lid_q_stream-5 - +tensor lid_q_stream-5 (view) (permuted) 0 f32 128 32 1 1 16384 -75.300223 PERMUTE 1 1 lid_q_stream-5 (view) - +tensor lid_weights-5 0 f32 32 1 1 1 128 3.204081 MUL_MAT 1 0 blk.5.indexer.proj.weight attn_norm-5 +tensor node_601 0 f32 32 1 1 1 128 0.050064 SCALE 1 0 lid_weights-5 - +tensor (view) 34 f32 32 1 1 1 128 0.050064 VIEW 1 1 node_601 - +tensor (view) (view) 2 f32 32 1 1 1 128 0.050064 VIEW 1 1 (view) - +input dsv4_hca_kq_mask 0 f16 1280 1 1 1 5120 -inf NONE 1 0 - - +tensor dsv4_hca_kq_mask (view) 0 f16 1280 1 1 1 5120 -inf VIEW 1 1 dsv4_hca_kq_mask - +tensor dsv4_hca_kq_mask (view) (view) 0 f16 1280 1 1 1 5120 -inf VIEW 1 1 dsv4_hca_kq_mask (view) - +tensor node_606 0 i32 512 1 1 1 2048 273737.000000 INDEXER_TOPK 1 0 lid_k_stream-5 (view) lid_q_stream-5 (view) (permuted) +int node_606 0 tensor i32 i32 flat 512 2048 273737 1021 node_606.0.i32 +tensor lid_top_k-5 0 i32 512 1 1 1 2048 273737.000000 CONT 1 0 node_606 - +int lid_top_k-5 0 tensor i32 i32 flat 512 2048 273737 1021 lid_top_k-5.0.i32 +tensor dsv4_raw_mask_padded-5 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-5 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-5 (view) - +tensor node_610 0 f16 512 1 1 1 2048 0.000000 GET_ROWS 1 0 dsv4_hca_kq_mask lid_top_k-5 +skip-input leaf_199 0 f16 graph-scratch +tensor node_611 0 f16 512 15 1 1 30720 -inf FILL 1 0 leaf_199 - +tensor dsv4_mask_tokens_pad 3 f16 512 16 1 1 32768 -inf CONCAT 1 0 node_610 node_611 +tensor hca_kq_mask-5 0 f16 1024 16 1 1 65536 -inf CONCAT 1 0 dsv4_raw_mask_padded-5 (view) (cont) dsv4_mask_tokens_pad +tensor mask_to_idx-5 0 i32 768 16 1 1 49152 406080.000000 MASK_TO_IDX 1 0 hca_kq_mask-5 - +int mask_to_idx-5 0 tensor i32 i32 flat 12288 49152 406080 1023 mask_to_idx-5.0.i32 +tensor q_b-5 0 f32 32768 1 1 1 131072 -182.541366 MUL_MAT 1 0 blk.5.attn_q_b.weight qr_norm-5 +tensor q_b-5 (reshaped) 0 f32 512 64 1 1 131072 -182.541366 RESHAPE 1 1 q_b-5 - +tensor q_b-5 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 -182.541366 RESHAPE 1 1 q_b-5 (reshaped) - +tensor q_rope-5 0 f32 512 64 1 1 131072 -156.859371 ROPE 1 1 q_b-5 (reshaped) (reshaped) inp_pos +tensor q_rope-5 (view) 0 f32 512 64 1 1 131072 -156.859371 VIEW 1 1 q_rope-5 - +tensor q_rope-5 (view) (permuted) 0 f32 512 1 64 1 131072 -156.859371 PERMUTE 1 1 q_rope-5 (view) - +tensor raw_k-5 0 f16 512 1 1280 1 2621440 -2363.361339 VIEW 1 1 cache_k_l5 - +tensor raw_k-5 (view) 0 f16 512 1 512 1 1048576 1600.680286 VIEW 1 1 raw_k-5 - +tensor node_623 0 f16 512 512 1 1 1048576 -4943.810703 GET_ROWS 1 0 leaf_183 lid_top_k-5 +tensor hca_k-5 0 f16 512 1 512 1 1048576 -4943.810703 RESHAPE 1 1 node_623 - +tensor hca_k_all-5 0 f16 512 1 1024 1 2097152 -3343.130417 CONCAT 1 0 raw_k-5 (view) hca_k-5 +tensor hca_k_all-5 (permuted) 0 f16 512 1024 1 1 2097152 -3343.130417 PERMUTE 1 1 hca_k_all-5 - +tensor hca_k_all-5 (permuted) 1 f16 512 1024 1 1 2097152 -3343.130417 PERMUTE 1 1 hca_k_all-5 - +tensor fattn-5 0 f32 512 64 1 1 131072 -381.515991 FLASH_ATTN_EXT 1 0 q_rope-5 (view) (permuted) hca_k_all-5 (permuted) +tensor attn_shared-5 0 f32 32768 1 1 1 131072 -381.515991 RESHAPE 1 1 fattn-5 - +skip blk.5.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_shared-5 (reshaped) 0 f32 512 64 1 1 131072 -381.515991 RESHAPE 1 1 attn_shared-5 - +tensor attn-5 0 f32 512 64 1 1 131072 -349.868639 ROPE_BACK 1 1 attn_shared-5 (reshaped) inp_pos +tensor attn-5 (reshaped) 0 f32 4096 8 1 1 131072 -349.868639 RESHAPE 1 1 attn-5 - +tensor attn-5 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 -349.868639 PERMUTE 1 1 attn-5 (reshaped) - +tensor attn_wo_a-5 0 f32 1024 1 8 1 32768 -3.404296 MUL_MAT 1 0 blk.5.attn_output_a.weight (reshaped) attn-5 (reshaped) (permuted) +tensor attn_wo_a-5 (permuted) 0 f32 1024 8 1 1 32768 -3.404296 PERMUTE 1 1 attn_wo_a-5 - +tensor attn_wo_a-5 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 -3.404296 RESHAPE 1 1 attn_wo_a-5 (permuted) - +tensor attn_out-5 0 f32 5120 1 1 1 20480 -26.031664 MUL_MAT 1 0 blk.5.attn_output_b.weight attn_wo_a-5 (permuted) (reshaped) +tensor l_out-4 (reshaped) 0 f32 20480 1 1 1 81920 -441.593340 RESHAPE 1 1 l_out-4 - +tensor hc_pre-5 0 f32 20480 1 1 1 81920 -330.342281 RMS_NORM 1 0 l_out-4 (reshaped) - +tensor hc_pre_mixes-5 0 f32 24 1 1 1 96 -0.302567 MUL_MAT 1 0 blk.5.hc_attn_fn.weight hc_pre-5 +tensor node_642 0 f32 24 1 1 1 96 10.691425 HC_PRE 1 0 hc_pre_mixes-5 blk.5.hc_attn_scale.weight +tensor (view) 35 f32 4 1 1 1 16 4.883085 VIEW 1 1 node_642 - +tensor (view) 36 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_642 - +tensor hc_attn_post-5 0 f32 5120 4 1 1 81920 -568.707723 HC_POST 1 0 attn_out-5 (view) +tensor (view) 37 f32 4 1 1 1 16 1.808344 VIEW 1 1 node_642 - +tensor (view) (reshaped) 10 f32 1 4 1 1 16 1.808344 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-5 0 f32 5120 1 1 1 20480 -254.002308 MUL_MULTI_ADD 1 0 hc_attn_post-5 (view) (reshaped) +tensor ffn_norm-5 0 f32 5120 1 1 1 20480 -104.986955 FUSED_RMS_NORM 1 0 hc_ffn_pre-5 blk.5.ffn_norm.weight +tensor ffn_moe_logits-5 0 f32 384 1 1 1 1536 -5.682660 MUL_MAT 1 0 blk.5.ffn_gate_inp.weight ffn_norm-5 +tensor ffn_moe_probs-5 0 f32 384 1 1 1 1536 325.088926 SQRT_SOFTPLUS 1 0 ffn_moe_logits-5 - +tensor ffn_moe_probs-5 (reshaped) 0 f32 1 384 1 1 1536 325.088926 RESHAPE 1 1 ffn_moe_probs-5 - +tensor ffn_moe_probs_biased-5 0 f32 384 1 1 1 1536 325.088926 ADD 1 0 ffn_moe_probs-5 blk.5.exp_probs_b.bias +tensor ffn_moe_probs_biased-5 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-5 - +int ffn_moe_probs_biased-5 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-5_(sort).0.i32 +tensor ffn_moe_topk-5 0 i32 6 1 1 1 24 916.000000 VIEW 1 1 ffn_moe_probs_biased-5 (sort) - +int ffn_moe_topk-5 0 tensor i32 i32 flat 6 24 916 265 ffn_moe_topk-5.0.i32 +int ffn_moe_topk-5 0 tensor i32 i32 logical 6 24 916 265 ffn_moe_topk-5.0.logical.i32 +tensor ffn_moe_weights-5 0 f32 1 6 1 1 24 9.690256 GET_ROWS 1 0 ffn_moe_probs-5 (reshaped) ffn_moe_topk-5 +tensor ffn_moe_weights-5 (reshaped) 0 f32 6 1 1 1 24 9.690256 RESHAPE 1 1 ffn_moe_weights-5 - +tensor ffn_moe_weights_sum-5 0 f32 1 1 1 1 4 9.690256 SUM_ROWS 1 0 ffn_moe_weights-5 (reshaped) - +tensor ffn_moe_weights_norm-5 0 f32 6 1 1 1 24 1.000000 DIV 1 0 ffn_moe_weights-5 (reshaped) ffn_moe_weights_sum-5 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(reshaped) 0 f32 20480 1 1 1 81920 -568.707723 RESHAPE 1 1 hc_attn_post-5 - +tensor hc_pre-5 1 f32 20480 1 1 1 81920 -418.365463 RMS_NORM 1 0 hc_attn_post-5 (reshaped) - +tensor hc_pre_mixes-5 1 f32 24 1 1 1 96 -2.535836 MUL_MAT 1 0 blk.5.hc_ffn_fn.weight hc_pre-5 +tensor node_672 0 f32 24 1 1 1 96 9.348017 HC_PRE 1 0 hc_pre_mixes-5 blk.5.hc_ffn_scale.weight +tensor (view) 38 f32 4 1 1 1 16 3.248042 VIEW 1 1 node_672 - +tensor (view) 39 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_672 - +tensor l_out-5 0 f32 5120 4 1 1 81920 -560.786281 HC_POST 1 0 ffn_out-5 (view) +tensor (view) 40 f32 4 1 1 1 16 2.099979 VIEW 1 1 node_672 - +tensor (view) (reshaped) 11 f32 1 4 1 1 16 2.099979 RESHAPE 1 1 (view) - +tensor hc_attn_pre-6 0 f32 5120 1 1 1 20480 -294.424051 MUL_MULTI_ADD 1 0 l_out-5 (view) (reshaped) +tensor attn_norm-6 0 f32 5120 1 1 1 20480 -97.469182 FUSED_RMS_NORM 1 0 hc_attn_pre-6 blk.6.attn_norm.weight +tensor kv_b-6 0 f32 512 1 1 1 2048 -18.760530 MUL_MAT 1 0 blk.6.attn_kv.weight attn_norm-6 +tensor kv_b-6 (reshaped) 0 f32 512 1 1 1 2048 -18.760530 RESHAPE 1 1 kv_b-6 - +tensor kv_norm-6 0 f32 512 1 1 1 2048 -18.621287 FUSED_RMS_NORM 1 0 kv_b-6 (reshaped) blk.6.attn_kv_a_norm.weight +tensor kv_norm-6 (reshaped) 0 f32 512 1 1 1 2048 -18.621287 RESHAPE 1 1 kv_norm-6 - +tensor kv_rope-6 0 f32 512 1 1 1 2048 -10.988876 ROPE 1 1 kv_norm-6 (reshaped) inp_pos +tensor kv_rope-6 (view) 0 f32 512 1 1 1 2048 -10.988876 VIEW 1 1 kv_rope-6 - +input cache_k_l6 0 f16 512 2048 1 1 4194304 -6172.158067 NONE 1 0 - - +tensor cache_k_l6 (view) 0 f16 512 2048 1 1 4194304 -6172.158067 VIEW 1 1 cache_k_l6 - +tensor dsv4_raw_k_write-6 0 f16 512 2048 1 1 4194304 -6183.152819 SET_ROWS 1 1 kv_rope-6 (view) dsv4_raw_k_write_idxs +tensor dsv4_raw_mask_padded-6 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-6 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-6 (view) - +tensor node_690 0 f16 512 1 1 1 2048 0.000000 GET_ROWS 1 0 dsv4_hca_kq_mask lid_top_k-5 +skip-input leaf_223 0 f16 graph-scratch +tensor node_691 0 f16 512 15 1 1 30720 -inf FILL 1 0 leaf_223 - +tensor dsv4_mask_tokens_pad 4 f16 512 16 1 1 32768 -inf CONCAT 1 0 node_690 node_691 +tensor hca_kq_mask-6 0 f16 1024 16 1 1 65536 -inf CONCAT 1 0 dsv4_raw_mask_padded-6 (view) (cont) dsv4_mask_tokens_pad +tensor mask_to_idx-6 0 i32 768 16 1 1 49152 406080.000000 MASK_TO_IDX 1 0 hca_kq_mask-6 - +int mask_to_idx-6 0 tensor i32 i32 flat 12288 49152 406080 1023 mask_to_idx-6.0.i32 +tensor qr-6 0 f32 1280 1 1 1 5120 0.441413 MUL_MAT 1 0 blk.6.attn_q_a.weight attn_norm-6 +tensor qr_norm-6 0 f32 1280 1 1 1 5120 0.447491 FUSED_RMS_NORM 1 0 qr-6 blk.6.attn_q_a_norm.weight +tensor q_b-6 0 f32 32768 1 1 1 131072 82.831975 MUL_MAT 1 0 blk.6.attn_q_b.weight qr_norm-6 +tensor q_b-6 (reshaped) 0 f32 512 64 1 1 131072 82.831975 RESHAPE 1 1 q_b-6 - +tensor q_b-6 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 82.831975 RESHAPE 1 1 q_b-6 (reshaped) - +tensor q_rope-6 0 f32 512 64 1 1 131072 78.134891 ROPE 1 1 q_b-6 (reshaped) (reshaped) inp_pos +tensor q_rope-6 (view) 0 f32 512 64 1 1 131072 78.134891 VIEW 1 1 q_rope-6 - +tensor q_rope-6 (view) (permuted) 0 f32 512 1 64 1 131072 78.134891 PERMUTE 1 1 q_rope-6 (view) - +tensor raw_k-6 0 f16 512 1 1280 1 2621440 -6183.152819 VIEW 1 1 cache_k_l6 - +tensor raw_k-6 (view) 0 f16 512 1 512 1 1048576 -1168.079057 VIEW 1 1 raw_k-6 - +tensor node_705 0 f16 512 512 1 1 1048576 -4943.810703 GET_ROWS 1 0 leaf_183 lid_top_k-5 +tensor hca_k-6 0 f16 512 1 512 1 1048576 -4943.810703 RESHAPE 1 1 node_705 - +tensor hca_k_all-6 0 f16 512 1 1024 1 2097152 -6111.889760 CONCAT 1 0 raw_k-6 (view) hca_k-6 +tensor hca_k_all-6 (permuted) 0 f16 512 1024 1 1 2097152 -6111.889760 PERMUTE 1 1 hca_k_all-6 - +tensor hca_k_all-6 (permuted) 1 f16 512 1024 1 1 2097152 -6111.889760 PERMUTE 1 1 hca_k_all-6 - +tensor fattn-6 0 f32 512 64 1 1 131072 -598.167504 FLASH_ATTN_EXT 1 0 q_rope-6 (view) (permuted) hca_k_all-6 (permuted) 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l_out-5 (reshaped) 0 f32 20480 1 1 1 81920 -560.786281 RESHAPE 1 1 l_out-5 - +tensor hc_pre-6 0 f32 20480 1 1 1 81920 -387.240992 RMS_NORM 1 0 l_out-5 (reshaped) - +tensor hc_pre_mixes-6 0 f32 24 1 1 1 96 1.867749 MUL_MAT 1 0 blk.6.hc_attn_fn.weight hc_pre-6 +tensor node_724 0 f32 24 1 1 1 96 10.040082 HC_PRE 1 0 hc_pre_mixes-6 blk.6.hc_attn_scale.weight +tensor (view) 41 f32 4 1 1 1 16 4.074899 VIEW 1 1 node_724 - +tensor (view) 42 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_724 - +tensor hc_attn_post-6 0 f32 5120 4 1 1 81920 -475.291096 HC_POST 1 0 attn_out-6 (view) +tensor (view) 43 f32 4 1 1 1 16 1.965186 VIEW 1 1 node_724 - +tensor (view) (reshaped) 12 f32 1 4 1 1 16 1.965186 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-6 0 f32 5120 1 1 1 20480 -235.812088 MUL_MULTI_ADD 1 0 hc_attn_post-6 (view) (reshaped) +tensor ffn_norm-6 0 f32 5120 1 1 1 20480 -82.419440 FUSED_RMS_NORM 1 0 hc_ffn_pre-6 blk.6.ffn_norm.weight +tensor ffn_moe_logits-6 0 f32 384 1 1 1 1536 2.606231 MUL_MAT 1 0 blk.6.ffn_gate_inp.weight ffn_norm-6 +tensor ffn_moe_probs-6 0 f32 384 1 1 1 1536 328.375978 SQRT_SOFTPLUS 1 0 ffn_moe_logits-6 - +tensor ffn_moe_probs-6 (reshaped) 0 f32 1 384 1 1 1536 328.375978 RESHAPE 1 1 ffn_moe_probs-6 - +tensor ffn_moe_probs_biased-6 0 f32 384 1 1 1 1536 328.375978 ADD 1 0 ffn_moe_probs-6 blk.6.exp_probs_b.bias +tensor ffn_moe_probs_biased-6 (sort) 0 i32 384 1 1 1 1536 73536.000000 ARGSORT 1 0 ffn_moe_probs_biased-6 - +int ffn_moe_probs_biased-6 (sort) 0 tensor i32 i32 flat 384 1536 73536 383 ffn_moe_probs_biased-6_(sort).0.i32 +tensor ffn_moe_topk-6 0 i32 6 1 1 1 24 786.000000 VIEW 1 1 ffn_moe_probs_biased-6 (sort) - +int ffn_moe_topk-6 0 tensor i32 i32 flat 6 24 786 273 ffn_moe_topk-6.0.i32 +int ffn_moe_topk-6 0 tensor i32 i32 logical 6 24 786 273 ffn_moe_topk-6.0.logical.i32 +tensor ffn_moe_weights-6 0 f32 1 6 1 1 24 10.053030 GET_ROWS 1 0 ffn_moe_probs-6 (reshaped) ffn_moe_topk-6 +tensor ffn_moe_weights-6 (reshaped) 0 f32 6 1 1 1 24 10.053030 RESHAPE 1 1 ffn_moe_weights-6 - +tensor ffn_moe_weights_sum-6 0 f32 1 1 1 1 4 10.053030 SUM_ROWS 1 0 ffn_moe_weights-6 (reshaped) - +tensor ffn_moe_weights_norm-6 0 f32 6 1 1 1 24 1.000000 DIV 1 0 ffn_moe_weights-6 (reshaped) ffn_moe_weights_sum-6 +tensor ffn_moe_weights_norm-6 (reshaped) 0 f32 1 6 1 1 24 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-6 - +tensor ffn_moe_weights_scaled-6 0 f32 1 6 1 1 24 1.500000 SCALE 1 0 ffn_moe_weights_norm-6 (reshaped) - +tensor ffn_norm-6 (reshaped) 0 f32 5120 1 1 1 20480 -82.419440 RESHAPE 1 1 ffn_norm-6 - +tensor ffn_moe_gate_par-6 0 f32 512 6 1 1 12288 -4.209158 MOE_FUSED_UP_GATE 1 0 blk.6.ffn_up_exps.weight blk.6.ffn_gate_exps.weight +tensor ffn_moe_down-6 0 f32 5120 6 1 1 122880 -11.529536 MUL_MAT_ID 1 0 blk.6.ffn_down_exps.weight ffn_moe_gate_par-6 +tensor ffn_moe_out-6 0 f32 5120 1 1 1 20480 -5.076541 MUL_MULTI_ADD 1 0 ffn_moe_down-6 ffn_moe_weights_scaled-6 +tensor ffn_up_gate-6 0 f32 512 1 1 1 2048 -3.396602 FUSED_UP_GATE 1 0 blk.6.ffn_up_shexp.weight blk.6.ffn_gate_shexp.weight +tensor ffn_shexp-6 0 f32 5120 1 1 1 20480 74.493790 MUL_MAT 1 0 blk.6.ffn_down_shexp.weight ffn_up_gate-6 +tensor ffn_out-6 0 f32 5120 1 1 1 20480 69.417247 ADD 1 0 ffn_moe_out-6 ffn_shexp-6 +tensor hc_attn_post-6 (reshaped) 0 f32 20480 1 1 1 81920 -475.291096 RESHAPE 1 1 hc_attn_post-6 - +tensor hc_pre-6 1 f32 20480 1 1 1 81920 -324.183393 RMS_NORM 1 0 hc_attn_post-6 (reshaped) - +tensor hc_pre_mixes-6 1 f32 24 1 1 1 96 3.985660 MUL_MAT 1 0 blk.6.hc_ffn_fn.weight hc_pre-6 +tensor node_754 0 f32 24 1 1 1 96 10.030505 HC_PRE 1 0 hc_pre_mixes-6 blk.6.hc_ffn_scale.weight +tensor (view) 44 f32 4 1 1 1 16 3.927101 VIEW 1 1 node_754 - +tensor (view) 45 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_754 - +tensor l_out-6 0 f32 5120 4 1 1 81920 -202.682086 HC_POST 1 0 ffn_out-6 (view) +tensor (view) 46 f32 4 1 1 1 16 2.103408 VIEW 1 1 node_754 - +tensor (view) (reshaped) 13 f32 1 4 1 1 16 2.103408 RESHAPE 1 1 (view) - +tensor hc_attn_pre-7 0 f32 5120 1 1 1 20480 -106.245215 MUL_MULTI_ADD 1 0 l_out-6 (view) (reshaped) +tensor attn_norm-7 0 f32 5120 1 1 1 20480 -31.706837 FUSED_RMS_NORM 1 0 hc_attn_pre-7 blk.7.attn_norm.weight +tensor kv_b-7 0 f32 512 1 1 1 2048 8.868634 MUL_MAT 1 0 blk.7.attn_kv.weight attn_norm-7 +tensor kv_b-7 (reshaped) 0 f32 512 1 1 1 2048 8.868634 RESHAPE 1 1 kv_b-7 - +tensor kv_norm-7 0 f32 512 1 1 1 2048 9.033280 FUSED_RMS_NORM 1 0 kv_b-7 (reshaped) blk.7.attn_kv_a_norm.weight +tensor kv_norm-7 (reshaped) 0 f32 512 1 1 1 2048 9.033280 RESHAPE 1 1 kv_norm-7 - +tensor kv_rope-7 0 f32 512 1 1 1 2048 17.239215 ROPE 1 1 kv_norm-7 (reshaped) inp_pos +tensor kv_rope-7 (view) 0 f32 512 1 1 1 2048 17.239215 VIEW 1 1 kv_rope-7 - +input cache_k_l7 0 f16 512 2048 1 1 4194304 -7702.521468 NONE 1 0 - - +tensor cache_k_l7 (view) 0 f16 512 2048 1 1 4194304 -7702.521468 VIEW 1 1 cache_k_l7 - +tensor dsv4_raw_k_write-7 0 f16 512 2048 1 1 4194304 -7685.286202 SET_ROWS 1 1 kv_rope-7 (view) dsv4_raw_k_write_idxs +tensor lid_k-7 0 f16 128 1 1280 1 655360 -4128.991758 VIEW 1 1 leaf_188 - +tensor lid_k_stream-7 0 f16 128 1280 1 1 655360 -4128.991758 PERMUTE 1 1 lid_k-7 - +tensor lid_k_stream-7 (view) 0 f16 128 1280 1 1 655360 -4128.991758 VIEW 1 1 lid_k_stream-7 - +tensor qr-7 0 f32 1280 1 1 1 5120 16.892167 MUL_MAT 1 0 blk.7.attn_q_a.weight attn_norm-7 +tensor qr_norm-7 0 f32 1280 1 1 1 5120 16.897728 FUSED_RMS_NORM 1 0 qr-7 blk.7.attn_q_a_norm.weight +tensor lid_q-7 0 f32 4096 1 1 1 16384 62.207927 MUL_MAT 1 0 blk.7.indexer.attn_q_b.weight qr_norm-7 +tensor lid_q-7 (reshaped) 0 f32 128 32 1 1 16384 62.207927 RESHAPE 1 1 lid_q-7 - +tensor indexer_q-7 0 f32 128 32 1 1 16384 136.560922 ROPE 1 1 lid_q-7 (reshaped) inp_pos +tensor lid_q_hadamard-7 0 f32 128 32 1 1 16384 114.539410 HADAMARD 1 0 indexer_q-7 - +tensor lid_q_hadamard-7 (view) 0 f32 128 32 1 1 16384 114.539410 VIEW 1 1 lid_q_hadamard-7 - +tensor lid_q_stream-7 0 f32 128 1 32 1 16384 114.539410 PERMUTE 1 1 lid_q_hadamard-7 (view) - +tensor lid_q_stream-7 (view) 0 f32 128 1 32 1 16384 114.539410 VIEW 1 1 lid_q_stream-7 - +tensor lid_q_stream-7 (view) (permuted) 0 f32 128 32 1 1 16384 114.539410 PERMUTE 1 1 lid_q_stream-7 (view) - +tensor lid_weights-7 0 f32 32 1 1 1 128 -3.439184 MUL_MAT 1 0 blk.7.indexer.proj.weight attn_norm-7 +tensor node_784 0 f32 32 1 1 1 128 -0.053737 SCALE 1 0 lid_weights-7 - +tensor (view) 47 f32 32 1 1 1 128 -0.053737 VIEW 1 1 node_784 - +tensor (view) (view) 3 f32 32 1 1 1 128 -0.053737 VIEW 1 1 (view) - +tensor dsv4_hca_kq_mask (view) 1 f16 1280 1 1 1 5120 -inf VIEW 1 1 dsv4_hca_kq_mask - +tensor dsv4_hca_kq_mask (view) (view) 1 f16 1280 1 1 1 5120 -inf VIEW 1 1 dsv4_hca_kq_mask (view) - +tensor node_789 0 i32 512 1 1 1 2048 259350.000000 INDEXER_TOPK 1 0 lid_k_stream-7 (view) lid_q_stream-7 (view) (permuted) +int node_789 0 tensor i32 i32 flat 512 2048 259350 1025 node_789.0.i32 +tensor lid_top_k-7 0 i32 512 1 1 1 2048 259350.000000 CONT 1 0 node_789 - +int lid_top_k-7 0 tensor i32 i32 flat 512 2048 259350 1025 lid_top_k-7.0.i32 +tensor dsv4_raw_mask_padded-7 (view) 0 f16 512 16 1 1 32768 -inf VIEW 0 1 dsv4_raw_mask_padded-8 - +tensor dsv4_raw_mask_padded-7 (view) (cont) 0 f16 512 16 1 1 32768 -inf CONT 1 0 dsv4_raw_mask_padded-7 (view) - +tensor node_793 0 f16 512 1 1 1 2048 0.000000 GET_ROWS 1 0 dsv4_hca_kq_mask lid_top_k-7 +skip-input leaf_253 0 f16 graph-scratch +tensor node_794 0 f16 512 15 1 1 30720 -inf FILL 1 0 leaf_253 - +tensor dsv4_mask_tokens_pad 5 f16 512 16 1 1 32768 -inf CONCAT 1 0 node_793 node_794 +tensor hca_kq_mask-7 0 f16 1024 16 1 1 65536 -inf CONCAT 1 0 dsv4_raw_mask_padded-7 (view) (cont) dsv4_mask_tokens_pad +tensor mask_to_idx-7 0 i32 768 16 1 1 49152 406080.000000 MASK_TO_IDX 1 0 hca_kq_mask-7 - +int mask_to_idx-7 0 tensor i32 i32 flat 12288 49152 406080 1023 mask_to_idx-7.0.i32 +tensor q_b-7 0 f32 32768 1 1 1 131072 140.704820 MUL_MAT 1 0 blk.7.attn_q_b.weight qr_norm-7 +tensor q_b-7 (reshaped) 0 f32 512 64 1 1 131072 140.704820 RESHAPE 1 1 q_b-7 - +tensor q_b-7 (reshaped) (reshaped) 0 f32 512 64 1 1 131072 140.704820 RESHAPE 1 1 q_b-7 (reshaped) - +tensor q_rope-7 0 f32 512 64 1 1 131072 46.596227 ROPE 1 1 q_b-7 (reshaped) (reshaped) inp_pos +tensor q_rope-7 (view) 0 f32 512 64 1 1 131072 46.596227 VIEW 1 1 q_rope-7 - +tensor q_rope-7 (view) (permuted) 0 f32 512 1 64 1 131072 46.596227 PERMUTE 1 1 q_rope-7 (view) - +tensor raw_k-7 0 f16 512 1 1280 1 2621440 -7685.286202 VIEW 1 1 cache_k_l7 - +tensor raw_k-7 (view) 0 f16 512 1 512 1 1048576 -1693.314960 VIEW 1 1 raw_k-7 - +tensor node_806 0 f16 512 512 1 1 1048576 -6441.477777 GET_ROWS 1 0 leaf_183 lid_top_k-7 +tensor hca_k-7 0 f16 512 1 512 1 1048576 -6441.477777 RESHAPE 1 1 node_806 - +tensor hca_k_all-7 0 f16 512 1 1024 1 2097152 -8134.792737 CONCAT 1 0 raw_k-7 (view) hca_k-7 +tensor hca_k_all-7 (permuted) 0 f16 512 1024 1 1 2097152 -8134.792737 PERMUTE 1 1 hca_k_all-7 - +tensor hca_k_all-7 (permuted) 1 f16 512 1024 1 1 2097152 -8134.792737 PERMUTE 1 1 hca_k_all-7 - +tensor fattn-7 0 f32 512 64 1 1 131072 -706.821210 FLASH_ATTN_EXT 1 0 q_rope-7 (view) (permuted) hca_k_all-7 (permuted) +tensor attn_shared-7 0 f32 32768 1 1 1 131072 -706.821210 RESHAPE 1 1 fattn-7 - +skip blk.7.attn_output_a.weight (reshaped) 0 q3_K quantized +tensor attn_shared-7 (reshaped) 0 f32 512 64 1 1 131072 -706.821210 RESHAPE 1 1 attn_shared-7 - +tensor attn-7 0 f32 512 64 1 1 131072 -621.805219 ROPE_BACK 1 1 attn_shared-7 (reshaped) inp_pos +tensor attn-7 (reshaped) 0 f32 4096 8 1 1 131072 -621.805219 RESHAPE 1 1 attn-7 - +tensor attn-7 (reshaped) (permuted) 0 f32 4096 1 8 1 131072 -621.805219 PERMUTE 1 1 attn-7 (reshaped) - +tensor attn_wo_a-7 0 f32 1024 1 8 1 32768 -74.693613 MUL_MAT 1 0 blk.7.attn_output_a.weight (reshaped) attn-7 (reshaped) (permuted) +tensor attn_wo_a-7 (permuted) 0 f32 1024 8 1 1 32768 -74.693613 PERMUTE 1 1 attn_wo_a-7 - +tensor attn_wo_a-7 (permuted) (reshaped) 0 f32 8192 1 1 1 32768 -74.693613 RESHAPE 1 1 attn_wo_a-7 (permuted) - +tensor attn_out-7 0 f32 5120 1 1 1 20480 -11.151995 MUL_MAT 1 0 blk.7.attn_output_b.weight attn_wo_a-7 (permuted) (reshaped) +tensor l_out-6 (reshaped) 0 f32 20480 1 1 1 81920 -202.682086 RESHAPE 1 1 l_out-6 - +tensor hc_pre-7 0 f32 20480 1 1 1 81920 -126.208573 RMS_NORM 1 0 l_out-6 (reshaped) - +tensor hc_pre_mixes-7 0 f32 24 1 1 1 96 -3.676955 MUL_MAT 1 0 blk.7.hc_attn_fn.weight hc_pre-7 +tensor node_825 0 f32 24 1 1 1 96 10.551386 HC_PRE 1 0 hc_pre_mixes-7 blk.7.hc_attn_scale.weight +tensor (view) 48 f32 4 1 1 1 16 4.274809 VIEW 1 1 node_825 - +tensor (view) 49 f32 4 4 1 1 64 3.999996 VIEW 1 1 node_825 - +tensor hc_attn_post-7 0 f32 5120 4 1 1 81920 -250.354529 HC_POST 1 0 attn_out-7 (view) +tensor (view) 50 f32 4 1 1 1 16 2.276581 VIEW 1 1 node_825 - +tensor (view) (reshaped) 14 f32 1 4 1 1 16 2.276581 RESHAPE 1 1 (view) - +tensor hc_ffn_pre-7 0 f32 5120 1 1 1 20480 -145.948150 MUL_MULTI_ADD 1 0 hc_attn_post-7 (view) (reshaped) +tensor ffn_norm-7 0 f32 5120 1 1 1 20480 -39.925906 FUSED_RMS_NORM 1 0 hc_ffn_pre-7 blk.7.ffn_norm.weight 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