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a/fx_ref_qwen4exp_step4_every_node/Kcur_roped-3.0.f32 b/fx_ref_qwen4exp_step4_every_node/Kcur_roped-3.0.f32 new file mode 100644 index 0000000000000000000000000000000000000000..4e1c5d4f3dd252d349996249241145e1638aff38 Binary files /dev/null and b/fx_ref_qwen4exp_step4_every_node/Kcur_roped-3.0.f32 differ diff --git a/fx_ref_qwen4exp_step4_every_node/MANIFEST.tsv b/fx_ref_qwen4exp_step4_every_node/MANIFEST.tsv new file mode 100644 index 0000000000000000000000000000000000000000..27d6e413cd7212aba42951d2a5e6577c81467b7e --- /dev/null +++ b/fx_ref_qwen4exp_step4_every_node/MANIFEST.tsv @@ -0,0 +1,583 @@ +# dump_ref — ik_llama.cpp intermediate tensors, raw f32, little-endian +# model /models/fixtures/qwen38/qwen38-fixture-00001-of-00001.gguf +# fixture bloomery.fixture.card_budget=9489612800 bloomery.fixture.seed=1 bloomery.fixture.source_header_sha256=0d04b0e43f8b54ce2b32c07614d4245bceed1e64463956a1a0e4f6a71637f27d bloomery.fixture.source_layers=2,3,1,47 bloomery.fixture.version=1 +# build db517b69 +# arch qwen4exp +# model_file qwen38-fixture-00001-of-00001.gguf +# tokens 760,6511,314,9338,369 +# flags -m /models/fixtures/qwen38/qwen38-fixture-00001-of-00001.gguf --expect-arch qwen4exp --tokens 760,6511,314,9338,369 -ngl 0 -c 512 -t 32 --decode-step --prefill-every-node +# prefill 4 +# decode_pos 4 +# 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 4 369.000000 NONE 1 0 - - +int inp_tokens 0 input i32 i32 flat 1 4 369 369 inp_tokens.0.input.i32 +tensor inp_embd 0 f32 2560 1 1 1 10240 2.004049 GET_ROWS 1 0 token_embd.weight inp_tokens +tensor inp_embd (reshaped) 0 f32 2560 1 1 1 10240 2.004049 RESHAPE 1 1 inp_embd - +tensor hc_residual 0 f32 2560 4 1 1 40960 8.016195 REPEAT 1 0 inp_embd (reshaped) - +tensor node_3 0 f32 2560 4 1 1 40960 402.641615 RMS_NORM 1 0 hc_residual - +tensor (reshaped) 0 f32 10240 1 1 1 40960 402.641615 RESHAPE 1 1 node_3 - +tensor hc_norm-0 0 f32 10240 1 1 1 40960 402.641615 MUL 1 0 (reshaped) blk.0.hc_attn_norm.weight +tensor mix_down-0 0 f32 320 1 1 1 1280 -28.160882 MUL_MAT 1 0 blk.0.hc_attn_down.weight hc_norm-0 +tensor mix_down_scaled-0 0 f32 320 1 1 1 1280 -7.040221 SCALE 1 0 mix_down-0 - +tensor mix_down_silu-0 0 f32 320 1 1 1 1280 1.123314 SILU 1 0 mix_down_scaled-0 - +tensor mix_up-0 0 f32 10240 1 1 1 40960 -5.770048 MUL_MAT 1 0 blk.0.hc_attn_up.weight mix_down_silu-0 +tensor mix_gated-0 0 f32 10240 1 1 1 40960 198.351943 FUSED_MUL_UNARY 1 0 mix_up-0 hc_norm-0 +tensor mix_gated-0 (reshaped) 0 f32 2560 4 1 1 40960 198.351943 RESHAPE 1 1 mix_gated-0 - +tensor mix_gated-0 (reshaped) (view) 0 f32 2560 1 1 1 10240 49.094861 VIEW 1 1 mix_gated-0 (reshaped) - +tensor node_13 0 f32 2560 1 1 1 10240 198.351941 MULTI_ADD 1 0 mix_gated-0 (reshaped) (view) - +tensor hc_mixed-0 0 f32 2560 1 1 1 10240 49.587985 SCALE 1 0 node_13 - +tensor qkv_mixed-0 0 f32 10240 1 1 1 40960 4.624869 MUL_MAT 1 0 blk.0.attn_qkv.weight hc_mixed-0 +tensor z-0 0 f32 6144 1 1 1 24576 -4.960911 MUL_MAT 1 0 blk.0.attn_gate.weight hc_mixed-0 +tensor beta-0 0 f32 48 1 1 1 192 -10.928205 MUL_MAT 1 0 blk.0.ssm_beta.weight hc_mixed-0 +tensor beta_in-0 0 f32 48 1 1 1 192 -10.928205 RESHAPE 1 1 beta-0 - +tensor alpha-0 0 f32 48 1 1 1 192 0.434417 MUL_MAT 1 0 blk.0.ssm_alpha.weight hc_mixed-0 +tensor alpha-0 1 f32 48 1 1 1 192 0.434417 RESHAPE 1 1 alpha-0 - +input cache_s_l0 0 f32 817152 1 1 1 3268608 670.907783 NONE 1 0 - - +tensor cache_s_l0 (view) 0 f32 817152 1 1 1 3268608 670.907783 VIEW 1 1 cache_s_l0 - +tensor cache_s_l0 (view) (view) 0 f32 817152 1 1 1 3268608 670.907783 VIEW 1 1 cache_s_l0 (view) - +tensor cache_s_l0 (view) (view) (view) 0 f32 786432 1 1 1 3145728 619.552048 VIEW 1 1 cache_s_l0 (view) (view) - +tensor state_in-0 0 f32 128 128 48 1 3145728 619.552048 RESHAPE 1 1 cache_s_l0 (view) (view) (view) - +tensor cache_s_l0 (view) (view) (view) 1 f32 30720 1 1 1 122880 51.355735 VIEW 1 1 cache_s_l0 (view) (view) - +tensor conv_states-0 0 f32 3 10240 1 1 122880 51.355735 RESHAPE 1 1 cache_s_l0 (view) (view) (view) - +tensor linear_attn_qkv_mixed-0 0 f32 10240 1 1 1 40960 4.624869 RESHAPE 1 1 qkv_mixed-0 - +input inp_s_seq_qnext 0 i32 1 1 1 1 4 0.000000 NONE 1 0 - - +int inp_s_seq_qnext 0 input i32 i32 flat 1 4 0 0 inp_s_seq_qnext.0.input.i32 +tensor conv_output_raw-0 0 f32 51200 1 1 1 204800 133.430007 SSM_CONV 1 0 conv_states-0 linear_attn_qkv_mixed-0 +tensor conv_output_raw-0 (view) 0 f32 10240 1 1 1 40960 77.449403 VIEW 1 1 conv_output_raw-0 - +tensor conv_output_silu-0 0 f32 10240 1 1 1 40960 635.698386 SILU 1 0 conv_output_raw-0 (view) - +tensor q_conv-0 0 f32 128 16 1 1 8192 141.359463 VIEW 1 1 conv_output_silu-0 - +tensor node_32 0 f32 128 16 1 1 8192 43.025011 L2_NORM 1 0 q_conv-0 - +tensor q_fused-0 0 f32 128 1 16 1 8192 43.025011 PERMUTE 1 1 node_32 - +tensor k_conv-0 0 f32 128 16 1 1 8192 140.099007 VIEW 1 1 conv_output_silu-0 - +tensor node_35 0 f32 128 16 1 1 8192 43.899530 L2_NORM 1 0 k_conv-0 - +tensor k_fused-0 0 f32 128 1 16 1 8192 43.899530 PERMUTE 1 1 node_35 - +tensor v_in-0 0 f32 128 48 1 1 24576 354.239915 VIEW 1 1 conv_output_silu-0 - +tensor v_fused-0 0 f32 128 1 48 1 24576 354.239915 PERMUTE 1 1 v_in-0 - +tensor alpha_biased-0 0 f32 48 1 1 1 192 0.434417 ADD 1 0 alpha-0 blk.0.ssm_dt.bias +tensor a_softplus-0 0 f32 48 1 1 1 192 34.551386 SOFTPLUS 1 0 alpha_biased-0 - +tensor g_in-0 0 f32 48 1 1 1 192 -34.551386 MUL 1 0 a_softplus-0 blk.0.ssm_a +tensor g_fused-0 0 f32 1 1 48 1 192 -34.551386 PERMUTE 1 1 g_in-0 - +tensor beta_fused-0 0 f32 1 1 48 1 192 -10.928205 PERMUTE 1 1 beta_in-0 - +tensor state_fused-0 0 f32 128 6144 1 1 3145728 619.552048 RESHAPE 1 1 state_in-0 - +tensor delta_net_fused_raw-0 0 f32 792576 1 1 1 3170304 711.824407 DELTA_NET 1 0 q_fused-0 k_fused-0 +tensor delta_net_fused_raw-0 (view) 0 f32 786432 1 1 1 3145728 710.766312 VIEW 1 1 delta_net_fused_raw-0 - +tensor new_state-0 0 f32 128 128 48 1 3145728 710.766312 RESHAPE 1 1 delta_net_fused_raw-0 (view) - +tensor new_state-0 (reshaped) 0 f32 786432 1 1 1 3145728 710.766312 RESHAPE 1 1 new_state-0 - +tensor cache_s_l0 (view) (view) (view) 2 f32 786432 1 1 1 3145728 619.552048 VIEW 1 1 cache_s_l0 (view) (view) - +tensor ssm_state_cpy-0 0 f32 786432 1 1 1 3145728 710.766312 CPY 1 1 new_state-0 (reshaped) cache_s_l0 (view) (view) (view) +tensor conv_output_raw-0 (view) 1 f32 3 10240 1 1 122880 166.172563 VIEW 0 1 conv_output_raw-0 - +tensor new_conv_states_cont-0 0 f32 3 10240 1 1 122880 20.540895 CONT 1 0 conv_output_raw-0 (view) - +tensor new_conv_states_cont-0 (reshaped) 0 f32 30720 1 1 1 122880 20.540895 RESHAPE 1 1 new_conv_states_cont-0 - +tensor cache_s_l0 (view) (view) (view) 3 f32 30720 1 1 1 122880 51.355735 VIEW 1 1 cache_s_l0 (view) (view) - +tensor conv_state_cpy-0 0 f32 30720 1 1 1 122880 20.540895 CPY 1 1 new_conv_states_cont-0 (reshaped) cache_s_l0 (view) (view) (view) +tensor attn_output-0 0 f32 128 48 1 1 24576 1.058094 VIEW 1 1 delta_net_fused_raw-0 - +tensor attn_output-0 (reshaped) 0 f32 128 48 1 1 24576 1.058094 RESHAPE 1 1 attn_output-0 - +tensor attn_rms_norm-0 0 f32 128 48 1 1 24576 544.249349 FUSED_RMS_NORM 1 0 attn_output-0 (reshaped) blk.0.ssm_norm.weight +tensor z-0 (reshaped) 0 f32 128 48 1 1 24576 -4.960911 RESHAPE 1 1 z-0 - +tensor node_60 0 f32 128 48 1 1 24576 3070.703185 SIGMOID 1 0 z-0 (reshaped) - +tensor attn_out_norm-0 0 f32 128 48 1 1 24576 271.697358 MUL 1 0 attn_rms_norm-0 node_60 +tensor final_output-0 0 f32 6144 1 1 1 24576 271.697358 RESHAPE 1 1 attn_out_norm-0 - +tensor linear_attn_out-0 0 f32 2560 1 1 1 10240 12.971587 MUL_MAT 1 0 blk.0.ssm_out.weight final_output-0 +tensor ssm_output-0 0 f32 2560 1 1 1 10240 12.971587 RESHAPE 1 1 linear_attn_out-0 - +tensor ssm_output-0 (reshaped) 0 f32 2560 1 1 1 10240 12.971587 RESHAPE 1 1 ssm_output-0 - +tensor node_66 0 f32 2560 4 1 1 40960 51.886347 REPEAT 1 0 ssm_output-0 (reshaped) - +tensor hc_inject-0 0 f32 4 1 1 1 16 2.599689 MUL_MAT 1 0 blk.0.hc_attn_inject.weight hc_norm-0 +tensor node_68 0 f32 4 1 1 1 16 0.649922 SCALE 1 0 hc_inject-0 - +tensor node_69 0 f32 4 1 1 1 16 2.160051 SIGMOID 1 0 node_68 - +tensor node_70 0 f32 4 1 1 1 16 4.320102 SCALE 1 0 node_69 - +tensor (reshaped) 1 f32 1 4 1 1 16 4.320102 RESHAPE 1 1 node_70 - +tensor node_72 0 f32 2560 4 1 1 40960 56.038583 MUL 1 0 node_66 (reshaped) +tensor hc_combine-0 0 f32 2560 4 1 1 40960 64.054778 ADD 1 0 hc_residual node_72 +tensor node_74 0 f32 2560 4 1 1 40960 167.530471 RMS_NORM 1 0 hc_combine-0 - +tensor (reshaped) 2 f32 10240 1 1 1 40960 167.530471 RESHAPE 1 1 node_74 - +tensor hc_norm-0 1 f32 10240 1 1 1 40960 167.530471 MUL 1 0 (reshaped) blk.0.hc_ffn_norm.weight +tensor mix_down-0 1 f32 320 1 1 1 1280 -2.645141 MUL_MAT 1 0 blk.0.hc_ffn_down.weight hc_norm-0 +tensor mix_down_scaled-0 1 f32 320 1 1 1 1280 -0.661285 SCALE 1 0 mix_down-0 - +tensor mix_down_silu-0 1 f32 320 1 1 1 1280 4.363582 SILU 1 0 mix_down_scaled-0 - +tensor mix_up-0 1 f32 10240 1 1 1 40960 9.024455 MUL_MAT 1 0 blk.0.hc_ffn_up.weight mix_down_silu-0 +tensor mix_gated-0 1 f32 10240 1 1 1 40960 86.271002 FUSED_MUL_UNARY 1 0 mix_up-0 hc_norm-0 +tensor mix_gated-0 (reshaped) 1 f32 2560 4 1 1 40960 86.271002 RESHAPE 1 1 mix_gated-0 - +tensor mix_gated-0 (reshaped) (view) 1 f32 2560 1 1 1 10240 21.974747 VIEW 1 1 mix_gated-0 (reshaped) - +tensor node_84 0 f32 2560 1 1 1 10240 86.271004 MULTI_ADD 1 0 mix_gated-0 (reshaped) (view) - +tensor hc_mixed-0 1 f32 2560 1 1 1 10240 21.567751 SCALE 1 0 node_84 - +tensor ffn_moe_logits-0 0 f32 512 1 1 1 2048 -10.954454 MUL_MAT 1 0 blk.0.ffn_gate_inp.weight hc_mixed-0 +tensor ffn_moe_probs-0 0 f32 512 1 1 1 2048 1.000000 SOFT_MAX 1 0 ffn_moe_logits-0 - +tensor ffn_moe_probs-0 (reshaped) 0 f32 1 512 1 1 2048 1.000000 RESHAPE 1 1 ffn_moe_probs-0 - +tensor ffn_moe_probs-0 (sort) 0 i32 512 1 1 1 2048 130816.000000 ARGSORT 1 0 ffn_moe_probs-0 - +int ffn_moe_probs-0 (sort) 0 tensor i32 i32 flat 512 2048 130816 511 ffn_moe_probs-0_(sort).0.i32 +tensor ffn_moe_topk-0 0 i32 10 1 1 1 40 2221.000000 VIEW 1 1 ffn_moe_probs-0 (sort) - +int ffn_moe_topk-0 0 tensor i32 i32 flat 10 40 2221 440 ffn_moe_topk-0.0.i32 +int ffn_moe_topk-0 0 tensor i32 i32 logical 10 40 2221 440 ffn_moe_topk-0.0.logical.i32 +tensor ffn_moe_weights-0 0 f32 1 10 1 1 40 0.060444 GET_ROWS 1 0 ffn_moe_probs-0 (reshaped) ffn_moe_topk-0 +tensor ffn_moe_weights-0 (reshaped) 0 f32 10 1 1 1 40 0.060444 RESHAPE 1 1 ffn_moe_weights-0 - +tensor ffn_moe_weights_sum-0 0 f32 1 1 1 1 4 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hc_mixed-3 +tensor Vcur-3 0 f32 512 1 1 1 2048 14.172979 MUL_MAT 1 0 blk.3.attn_v.weight hc_mixed-3 +tensor Qaux-3 (view) 0 f32 256 24 1 1 24576 -8.128577 VIEW 0 1 Qaux-3 - +tensor Qcur_cont-3 0 f32 256 24 1 1 24576 -7.850596 CONT 1 0 Qaux-3 (view) - +tensor Qcur_normed-3 0 f32 256 24 1 1 24576 -19.353548 FUSED_RMS_NORM 1 0 Qcur_cont-3 blk.3.attn_q_norm.weight +tensor Kcur-3 (reshaped) 0 f32 256 2 1 1 2048 -12.208374 RESHAPE 1 1 Kcur-3 - +tensor Kcur_normed-3 0 f32 256 2 1 1 2048 -28.548749 FUSED_RMS_NORM 1 0 Kcur-3 (reshaped) blk.3.attn_k_norm.weight +tensor Qcur_roped-3 0 f32 256 24 1 1 24576 -21.500501 ROPE 1 0 Qcur_normed-3 inp_pos +tensor Kcur_roped-3 0 f32 256 2 1 1 2048 -27.143103 ROPE 1 0 Kcur_normed-3 inp_pos +input cache_k_l3 0 f16 256 1024 1 1 1048576 30.847910 NONE 1 0 - - +tensor cache_k_l3 (view) 0 f16 256 2 1 1 2048 0.000000 VIEW 1 1 cache_k_l3 - +tensor cache_k_l3 (view) (copy of Kcur_roped-3) 0 f16 256 2 1 1 2048 -27.141279 CPY 1 1 Kcur_roped-3 cache_k_l3 (view) +input cache_v_l3 0 f16 262144 1 1 1 1048576 -1.460113 NONE 1 0 - - +tensor v_cache_view-3 0 f16 512 1 1 1 2048 0.000000 VIEW 1 1 cache_v_l3 - +tensor v_cache_view-3 (copy of Vcur-3) 0 f16 512 1 1 1 2048 14.170794 CPY 1 1 Vcur-3 v_cache_view-3 +tensor q-3 0 f32 256 1 24 1 24576 -21.500501 PERMUTE 1 1 Qcur_roped-3 - +tensor k-3 0 f16 256 256 2 1 524288 3.706630 VIEW 0 1 cache_k_l3 - +tensor v-3 0 f16 256 256 2 1 524288 12.710681 VIEW 0 1 cache_v_l3 - +tensor fa-3 0 f32 256 24 1 1 24576 56.417635 FLASH_ATTN_EXT 1 0 q-3 k-3 +tensor kqv_out-3 0 f32 6144 1 1 1 24576 56.417635 RESHAPE 1 1 fa-3 - +tensor Qaux-3 (view) 1 f32 256 24 1 1 24576 -6.904684 VIEW 0 1 Qaux-3 - +tensor gate_cont-3 0 f32 6144 1 1 1 24576 -0.470528 CONT 1 0 Qaux-3 (view) - +tensor gate-3 0 f32 6144 1 1 1 24576 3071.900804 SIGMOID 1 0 gate_cont-3 - +tensor qkv_gated-3 0 f32 6144 1 1 1 24576 29.063944 MUL 1 0 kqv_out-3 gate-3 +tensor attn_out-3 0 f32 2560 1 1 1 10240 4.561435 MUL_MAT 1 0 blk.3.attn_output.weight qkv_gated-3 +tensor attn_out-3 (reshaped) 0 f32 2560 1 1 1 10240 4.561435 RESHAPE 1 1 attn_out-3 - +tensor node_468 0 f32 2560 4 1 1 40960 18.245742 REPEAT 1 0 attn_out-3 (reshaped) - +tensor hc_inject-3 0 f32 4 1 1 1 16 1.245303 MUL_MAT 1 0 blk.3.hc_attn_inject.weight hc_norm-3 +tensor node_470 0 f32 4 1 1 1 16 0.311326 SCALE 1 0 hc_inject-3 - +tensor node_471 0 f32 4 1 1 1 16 2.078134 SIGMOID 1 0 node_470 - +tensor node_472 0 f32 4 1 1 1 16 4.156268 SCALE 1 0 node_471 - +tensor (reshaped) 23 f32 1 4 1 1 16 4.156268 RESHAPE 1 1 node_472 - +tensor node_474 0 f32 2560 4 1 1 40960 18.958550 MUL 1 0 node_468 (reshaped) +tensor hc_combine-3 0 f32 2560 4 1 1 40960 1333.060836 ADD 1 0 l_out-2 node_474 +tensor node_476 0 f32 2560 4 1 1 40960 1924.429554 RMS_NORM 1 0 hc_combine-3 - +tensor (reshaped) 24 f32 10240 1 1 1 40960 1924.429554 RESHAPE 1 1 node_476 - +tensor hc_norm-3 1 f32 10240 1 1 1 40960 1924.429554 MUL 1 0 (reshaped) blk.3.hc_ffn_norm.weight +tensor mix_down-3 1 f32 320 1 1 1 1280 9.269924 MUL_MAT 1 0 blk.3.hc_ffn_down.weight hc_norm-3 +tensor mix_down_scaled-3 1 f32 320 1 1 1 1280 2.317481 SCALE 1 0 mix_down-3 - +tensor mix_down_silu-3 1 f32 320 1 1 1 1280 6.246630 SILU 1 0 mix_down_scaled-3 - +tensor mix_up-3 1 f32 10240 1 1 1 40960 -23.703212 MUL_MAT 1 0 blk.3.hc_ffn_up.weight mix_down_silu-3 +tensor mix_gated-3 1 f32 10240 1 1 1 40960 955.502632 FUSED_MUL_UNARY 1 0 mix_up-3 hc_norm-3 +tensor mix_gated-3 (reshaped) 1 f32 2560 4 1 1 40960 955.502632 RESHAPE 1 1 mix_gated-3 - +tensor mix_gated-3 (reshaped) (view) 1 f32 2560 1 1 1 10240 261.082625 VIEW 1 1 mix_gated-3 (reshaped) - +tensor node_486 0 f32 2560 1 1 1 10240 955.502631 MULTI_ADD 1 0 mix_gated-3 (reshaped) (view) - +tensor hc_mixed-3 1 f32 2560 1 1 1 10240 238.875658 SCALE 1 0 node_486 - +tensor ffn_moe_logits-3 0 f32 512 1 1 1 2048 -10.561461 MUL_MAT 1 0 blk.3.ffn_gate_inp.weight hc_mixed-3 +tensor ffn_moe_probs-3 0 f32 512 1 1 1 2048 1.000000 SOFT_MAX 1 0 ffn_moe_logits-3 - +tensor ffn_moe_probs-3 (reshaped) 0 f32 1 512 1 1 2048 1.000000 RESHAPE 1 1 ffn_moe_probs-3 - +tensor ffn_moe_probs-3 (sort) 0 i32 512 1 1 1 2048 130816.000000 ARGSORT 1 0 ffn_moe_probs-3 - +int ffn_moe_probs-3 (sort) 0 tensor i32 i32 flat 512 2048 130816 511 ffn_moe_probs-3_(sort).0.i32 +tensor ffn_moe_topk-3 0 i32 10 1 1 1 40 2219.000000 VIEW 1 1 ffn_moe_probs-3 (sort) - +int ffn_moe_topk-3 0 tensor i32 i32 flat 10 40 2219 511 ffn_moe_topk-3.0.i32 +int ffn_moe_topk-3 0 tensor i32 i32 logical 10 40 2219 511 ffn_moe_topk-3.0.logical.i32 +tensor ffn_moe_weights-3 0 f32 1 10 1 1 40 0.049799 GET_ROWS 1 0 ffn_moe_probs-3 (reshaped) ffn_moe_topk-3 +tensor ffn_moe_weights-3 (reshaped) 0 f32 10 1 1 1 40 0.049799 RESHAPE 1 1 ffn_moe_weights-3 - +tensor ffn_moe_weights_sum-3 0 f32 1 1 1 1 4 0.049799 SUM_ROWS 1 0 ffn_moe_weights-3 (reshaped) - +tensor ffn_moe_weights_norm-3 0 f32 10 1 1 1 40 1.000000 DIV 1 0 ffn_moe_weights-3 (reshaped) ffn_moe_weights_sum-3 +tensor ffn_moe_weights_norm-3 (reshaped) 0 f32 1 10 1 1 40 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-3 - +tensor hc_mixed-3 (reshaped) 0 f32 2560 1 1 1 10240 238.875658 RESHAPE 1 1 hc_mixed-3 - +tensor ffn_moe_gate_par-3 0 f32 640 10 1 1 25600 2.566513 MOE_FUSED_UP_GATE 1 0 blk.3.ffn_up_exps.weight blk.3.ffn_gate_exps.weight +tensor ffn_moe_down-3 0 f32 2560 10 1 1 102400 9.226969 MUL_MAT_ID 1 0 blk.3.ffn_down_exps.weight ffn_moe_gate_par-3 +tensor routed_out-3 0 f32 2560 1 1 1 10240 1.171187 MUL_MULTI_ADD 1 0 ffn_moe_down-3 ffn_moe_weights_norm-3 (reshaped) +tensor shared_expert_gate-3 0 f32 1 1 1 1 4 4.721194 MUL_MAT 1 0 blk.3.ffn_gate_inp_shexp.weight hc_mixed-3 +tensor ffn_up_gate-3 0 f32 640 1 1 1 2560 -5.300546 FUSED_UP_GATE 1 0 blk.3.ffn_up_shexp.weight blk.3.ffn_gate_shexp.weight +tensor ffn_shexp_out-3 0 f32 2560 1 1 1 10240 -5.065331 MUL_MAT 1 0 blk.3.ffn_down_shexp.weight ffn_up_gate-3 +tensor ffn_shexp_gated-3 0 f32 2560 1 1 1 10240 -5.020625 FUSED_MUL_UNARY 1 0 shared_expert_gate-3 ffn_shexp_out-3 +tensor ffn_out-3 0 f32 2560 1 1 1 10240 -3.849438 ADD 1 0 routed_out-3 ffn_shexp_gated-3 +tensor ffn_out-3 (reshaped) 0 f32 2560 1 1 1 10240 -3.849438 RESHAPE 1 1 ffn_out-3 - +tensor node_508 0 f32 2560 4 1 1 40960 -15.397751 REPEAT 1 0 ffn_out-3 (reshaped) - +tensor hc_inject-3 1 f32 4 1 1 1 16 3.007804 MUL_MAT 1 0 blk.3.hc_ffn_inject.weight hc_norm-3 +tensor node_510 0 f32 4 1 1 1 16 0.751951 SCALE 1 0 hc_inject-3 - +tensor node_511 0 f32 4 1 1 1 16 2.185570 SIGMOID 1 0 node_510 - +tensor node_512 0 f32 4 1 1 1 16 4.371140 SCALE 1 0 node_511 - +tensor (reshaped) 25 f32 1 4 1 1 16 4.371140 RESHAPE 1 1 node_512 - +tensor node_514 0 f32 2560 4 1 1 40960 -16.826432 MUL 1 0 node_508 (reshaped) +tensor l_out-3 0 f32 2560 4 1 1 40960 1316.234407 ADD 1 0 hc_combine-3 node_514 +tensor node_516 0 f32 2560 4 1 1 40960 1873.335824 RMS_NORM 1 0 l_out-3 - +tensor (reshaped) 26 f32 10240 1 1 1 40960 1873.335824 RESHAPE 1 1 node_516 - +tensor hc_norm 0 f32 10240 1 1 1 40960 1873.335824 MUL 1 0 (reshaped) output_hc_norm.weight +tensor mix_down 0 f32 320 1 1 1 1280 3.182108 MUL_MAT 1 0 output_hc_down.weight hc_norm +tensor mix_down_scaled 0 f32 320 1 1 1 1280 0.795527 SCALE 1 0 mix_down - +tensor mix_down_silu 0 f32 320 1 1 1 1280 5.173092 SILU 1 0 mix_down_scaled - +tensor mix_up 0 f32 10240 1 1 1 40960 -22.751268 MUL_MAT 1 0 output_hc_up.weight mix_down_silu +tensor mix_gated 0 f32 10240 1 1 1 40960 933.682358 FUSED_MUL_UNARY 1 0 mix_up hc_norm +tensor mix_gated (reshaped) 0 f32 2560 4 1 1 40960 933.682358 RESHAPE 1 1 mix_gated - +tensor mix_gated (reshaped) (view) 0 f32 2560 1 1 1 10240 254.014988 VIEW 1 1 mix_gated (reshaped) - +tensor node_526 0 f32 2560 1 1 1 10240 933.682353 MULTI_ADD 1 0 mix_gated (reshaped) (view) - +tensor result_embd 0 f32 2560 1 1 1 10240 233.420588 SCALE 1 0 node_526 - +tensor result_output 0 f32 248320 1 1 1 993280 -130.357697 MUL_MAT 1 0 output.weight result_embd +# complete 529 0 diff --git a/fx_ref_qwen4exp_step4_every_node/Qaux-1.0.f32 b/fx_ref_qwen4exp_step4_every_node/Qaux-1.0.f32 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f32, little-endian +# model /models/fixtures/glm5next/glm53-fixture-00001-of-00003.gguf +# fixture bloomery.fixture.card_budget=5976883200 bloomery.fixture.seed=1 bloomery.fixture.source_header_sha256=5b45df1b613346db8570098bfa2e5a89e29f0f86fa52f22103bd1edeb953468b bloomery.fixture.source_layers=0,1,4,7,8,11,45 bloomery.fixture.version=1 +# build 425a2c1d +# arch glm5next +# model_file glm53-fixture-00001-of-00003.gguf +# tokens 198,2,8513,271,565,7854,389,8513,1667,17495,2200,198,58,17229,2200,9529,2428,1110,5204,905,14,4991,2200,14,4991,2200,19984,2,80162,8,374,264,1714,311,9023,1565,654,3029,7208,63,389,458,8513,3671,320,2152,3704,2567,4292,13865,3989,2689,2647,1009,20055,13901,481,88,198,2689,4582,16331,1281,92216 +# tokens_file /root/bloomery-data/glm5next/corpus-prose.ids +# tokens_file_sha256 8af07981c1749170b57d424cff5274b89be063c1eb44ffa3a443ddc16642bb64 +# tokens_count 64 +# n_predict 64 +# spec mtp +# flags -m /models/fixtures/glm5next/glm53-fixture-00001-of-00003.gguf --expect-arch glm5next --tokens-file /root/bloomery-data/glm5next/corpus-prose.ids --tokens-count 64 -n 64 --spec-type mtp:n_max=1 -ngl 0 -c 512 -t 32 +# schedule ctx_mtp: every node asked for and computed alone (no fusion); target: no callback, ik's serving schedule +# kind name occurrence type ne0 ne1 ne2 ne3 bytes sum op contig logical src0 src1 block row accepted graph +# int name occurrence of type twin layout count bytes sum absmax file block row accepted graph +# input name occurrence type ne0 ne1 ne2 ne3 bytes sum op contig logical src0 src1 block row accepted graph +# draft block row token +# verify block pos id_last carry drafted accepted target +# plain pos token +input inp_tokens 0 i32 64 1 1 1 256 427386.000000 NONE 1 0 - - -1 - - warmup +int inp_tokens 0 input i32 i32 flat 64 256 427386 92216 w.warmup.inp_tokens.0.input.i32 -1 - - warmup +tensor inp_embd 0 f32 4096 64 1 1 1048576 7.748529 GET_ROWS 1 0 token_embd.weight inp_tokens -1 - - warmup +tensor node_1 0 f32 4096 64 1 1 1048576 484.559566 FUSED_RMS_NORM 1 0 inp_embd blk.6.nextn.enorm.weight -1 - - warmup +input inp_mtp_states 0 f32 4096 64 1 1 1048576 -758.426840 NONE 1 0 - - -1 - - warmup +tensor node_2 0 f32 4096 64 1 1 1048576 -758.423867 FUSED_RMS_NORM 1 0 inp_mtp_states blk.6.nextn.hnorm.weight -1 - - warmup +tensor mtp_concat-6 0 f32 8192 64 1 1 2097152 -273.864301 CONCAT 1 0 node_1 node_2 -1 - - warmup +tensor mtp_fused-6 0 f32 4096 64 1 1 1048576 -70.772692 MUL_MAT 1 0 blk.6.nextn.eh_proj.weight mtp_concat-6 -1 - - warmup +tensor attn_norm-6 0 f32 4096 64 1 1 1048576 -107.246534 FUSED_RMS_NORM 1 0 mtp_fused-6 blk.6.attn_norm.weight -1 - - warmup +tensor kv_a_mqa-6 0 f32 512 64 1 1 131072 -585.946849 MUL_MAT 1 0 blk.6.attn_kv_a_mqa.weight attn_norm-6 -1 - - warmup +tensor kv_compressed-6 0 f32 512 64 1 1 131072 -587.806108 FUSED_RMS_NORM 1 0 kv_a_mqa-6 blk.6.attn_kv_a_norm.weight -1 - - warmup +input cache_k_l6 0 f16 512 512 1 1 1048576 0.000000 NONE 1 0 - - -1 - - warmup +tensor cache_k_l6 (view) 0 f16 512 64 1 1 131072 0.000000 VIEW 1 1 cache_k_l6 - -1 - - warmup +tensor cache_k_l6 (view) (copy of kv_compressed-6) 0 f16 512 64 1 1 131072 -587.771269 CPY 1 1 kv_compressed-6 cache_k_l6 (view) -1 - - warmup +tensor q_a-6 0 f32 1536 64 1 1 393216 -410.607258 MUL_MAT 1 0 blk.6.attn_q_a.weight attn_norm-6 -1 - - warmup +tensor q_a_norm-6 0 f32 1536 64 1 1 393216 -401.065334 FUSED_RMS_NORM 1 0 q_a-6 blk.6.attn_q_a_norm.weight -1 - - warmup +tensor q-6 0 f32 16384 64 1 1 4194304 -1873.128653 MUL_MAT 1 0 blk.6.attn_q_b.weight q_a_norm-6 -1 - - warmup +tensor q-6 (reshaped) 0 f32 256 64 64 1 4194304 -1873.128653 RESHAPE 1 1 q-6 - -1 - - warmup +tensor q-6 (reshaped) (permuted) 0 f32 256 64 64 1 4194304 -1873.128653 PERMUTE 0 1 q-6 (reshaped) - -1 - - warmup +tensor Qcur-6 0 f32 512 64 64 1 8388608 269.300805 MUL_MAT 1 0 blk.6.attn_k_b.weight q-6 (reshaped) (permuted) -1 - - warmup +tensor kv_cache-6 0 f16 512 256 1 1 524288 -587.771269 VIEW 1 1 cache_k_l6 - -1 - - warmup +input KQ_mask 0 f16 256 64 1 1 65536 -inf NONE 1 0 - - -1 - - warmup +tensor kqv_compressed-6 0 f32 512 64 64 1 8388608 -46344.697288 FLASH_ATTN_EXT 1 0 Qcur-6 kv_cache-6 -1 - - warmup +tensor kqv_compressed_perm-6 0 f32 512 64 64 1 8388608 -46344.697288 PERMUTE 0 1 kqv_compressed-6 - -1 - - warmup +tensor kqv-6 0 f32 256 64 64 1 4194304 309.866436 MUL_MAT 1 0 blk.6.attn_v_b.weight kqv_compressed_perm-6 -1 - - warmup +tensor kqv-6 (permuted) 0 f32 256 64 64 1 4194304 309.866436 PERMUTE 0 1 kqv-6 - -1 - - warmup +tensor kqv-6 (permuted) (cont) 0 f32 256 64 64 1 4194304 309.866436 CONT 1 0 kqv-6 (permuted) - -1 - - warmup +tensor kqv_2d-6 0 f32 16384 64 1 1 4194304 309.866436 RESHAPE 1 1 kqv-6 (permuted) (cont) - -1 - - warmup +tensor kqv_out-6 0 f32 4096 64 1 1 1048576 1190.324948 MUL_MAT 1 0 blk.6.attn_output.weight kqv_2d-6 -1 - - warmup +tensor mtp_attn_out-6 0 f32 4096 64 1 1 1048576 1119.552259 ADD 1 0 kqv_out-6 mtp_fused-6 -1 - - warmup +input inp_out_ids 0 i32 1 1 1 1 4 63.000000 NONE 1 0 - - -1 - - warmup +int inp_out_ids 0 input i32 i32 flat 1 4 63 63 w.warmup.inp_out_ids.0.input.i32 -1 - - warmup +tensor node_25 0 f32 4096 1 1 1 16384 1.848253 GET_ROWS 1 0 mtp_attn_out-6 inp_out_ids -1 - - warmup +tensor mtp_ffn_norm-6 0 f32 4096 1 1 1 16384 1.759729 FUSED_RMS_NORM 1 0 node_25 blk.6.ffn_norm.weight -1 - - warmup +tensor ffn_moe_logits-6 0 f32 288 1 1 1 1152 24.566344 MUL_MAT 1 0 blk.6.ffn_gate_inp.weight mtp_ffn_norm-6 -1 - - warmup +tensor ffn_moe_probs-6 0 f32 288 1 1 1 1152 148.826119 SIGMOID 1 0 ffn_moe_logits-6 - -1 - - warmup +tensor ffn_moe_probs-6 (reshaped) 0 f32 1 288 1 1 1152 148.826119 RESHAPE 1 1 ffn_moe_probs-6 - -1 - - warmup +tensor ffn_moe_probs_biased-6 0 f32 288 1 1 1 1152 148.826119 ADD 1 0 ffn_moe_probs-6 blk.6.exp_probs_b.bias -1 - - warmup +tensor ffn_moe_probs_biased-6 (sort) 0 i32 288 1 1 1 1152 41328.000000 ARGSORT 1 0 ffn_moe_probs_biased-6 - -1 - - warmup +int ffn_moe_probs_biased-6 (sort) 0 tensor i32 i32 flat 288 1152 41328 287 w.warmup.ffn_moe_probs_biased-6_(sort).0.i32 -1 - - warmup +tensor ffn_moe_topk-6 0 i32 8 1 1 1 32 1267.000000 VIEW 1 1 ffn_moe_probs_biased-6 (sort) - -1 - - warmup +int ffn_moe_topk-6 0 tensor i32 i32 flat 8 32 1267 270 w.warmup.ffn_moe_topk-6.0.i32 -1 - - warmup +int ffn_moe_topk-6 0 tensor i32 i32 logical 8 32 1267 270 w.warmup.ffn_moe_topk-6.0.logical.i32 -1 - - warmup +tensor ffn_moe_weights-6 0 f32 1 8 1 1 32 7.387059 GET_ROWS 1 0 ffn_moe_probs-6 (reshaped) ffn_moe_topk-6 -1 - - warmup +tensor ffn_moe_weights-6 (reshaped) 0 f32 8 1 1 1 32 7.387059 RESHAPE 1 1 ffn_moe_weights-6 - -1 - - warmup +tensor ffn_moe_weights_sum-6 0 f32 1 1 1 1 4 7.387059 SUM_ROWS 1 0 ffn_moe_weights-6 (reshaped) - -1 - - warmup +tensor ffn_moe_weights_norm-6 0 f32 8 1 1 1 32 1.000000 DIV 1 0 ffn_moe_weights-6 (reshaped) ffn_moe_weights_sum-6 -1 - - warmup +tensor ffn_moe_weights_norm-6 (reshaped) 0 f32 1 8 1 1 32 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-6 - -1 - - warmup +tensor ffn_moe_weights_scaled-6 0 f32 1 8 1 1 32 2.500000 SCALE 1 0 ffn_moe_weights_norm-6 (reshaped) - -1 - - warmup +tensor mtp_ffn_norm-6 (reshaped) 0 f32 4096 1 1 1 16384 1.759729 RESHAPE 1 1 mtp_ffn_norm-6 - -1 - - warmup +tensor ffn_moe_gate_par-6 0 f32 512 8 1 1 16384 20.417202 MOE_FUSED_UP_GATE 1 0 blk.6.ffn_up_exps.weight blk.6.ffn_gate_exps.weight -1 - - warmup +tensor ffn_moe_down-6 0 f32 4096 8 1 1 131072 -41.257474 MUL_MAT_ID 1 0 blk.6.ffn_down_exps.weight ffn_moe_gate_par-6 -1 - - warmup +tensor mtp_ffn_moe_out-6 0 f32 4096 1 1 1 16384 -11.156191 MUL_MULTI_ADD 1 0 ffn_moe_down-6 ffn_moe_weights_scaled-6 -1 - - warmup +tensor ffn_up_gate-6 0 f32 2048 1 1 1 8192 -9.247453 FUSED_UP_GATE 1 0 blk.6.ffn_up_shexp.weight blk.6.ffn_gate_shexp.weight -1 - - warmup +tensor mtp_ffn_shexp-6 0 f32 4096 1 1 1 16384 -1.513218 MUL_MAT 1 0 blk.6.ffn_down_shexp.weight ffn_up_gate-6 -1 - - warmup +tensor node_45 0 f32 4096 1 1 1 16384 -12.669411 ADD 1 0 mtp_ffn_moe_out-6 mtp_ffn_shexp-6 -1 - - warmup +tensor mtp_ffn_out-6 0 f32 4096 1 1 1 16384 -10.821160 ADD 1 0 node_45 node_25 -1 - - warmup +tensor result_norm 0 f32 4096 1 1 1 16384 -8.116419 FUSED_RMS_NORM 1 0 mtp_ffn_out-6 blk.6.nextn.shared_head_norm.weight -1 - - warmup +tensor result_output 0 f32 154880 1 1 1 619520 495.240273 MUL_MAT 1 0 output.weight result_norm -1 - - warmup +input inp_tokens 0 i32 1 1 1 1 4 76931.000000 NONE 1 0 - - 0 - 0 gen +int inp_tokens 0 input i32 i32 flat 1 4 76931 76931 b0.gen.inp_tokens.0.input.i32 0 - 0 gen +tensor inp_embd 0 f32 4096 1 1 1 16384 -0.531204 GET_ROWS 1 0 token_embd.weight inp_tokens 0 - 0 gen +tensor node_1 0 f32 4096 1 1 1 16384 -32.892233 FUSED_RMS_NORM 1 0 inp_embd blk.6.nextn.enorm.weight 0 - 0 gen +input inp_mtp_states 0 f32 4096 1 1 1 16384 60.356117 NONE 1 0 - - 0 - 0 gen +tensor node_2 0 f32 4096 1 1 1 16384 60.355886 FUSED_RMS_NORM 1 0 inp_mtp_states blk.6.nextn.hnorm.weight 0 - 0 gen +tensor mtp_concat-6 0 f32 8192 1 1 1 32768 27.463654 CONCAT 1 0 node_1 node_2 0 - 0 gen +tensor mtp_fused-6 0 f32 4096 1 1 1 16384 78.248494 MUL_MAT 1 0 blk.6.nextn.eh_proj.weight mtp_concat-6 0 - 0 gen +tensor attn_norm-6 0 f32 4096 1 1 1 16384 80.092955 FUSED_RMS_NORM 1 0 mtp_fused-6 blk.6.attn_norm.weight 0 - 0 gen +tensor kv_a_mqa-6 0 f32 512 1 1 1 2048 -12.471930 MUL_MAT 1 0 blk.6.attn_kv_a_mqa.weight attn_norm-6 0 - 0 gen +tensor kv_compressed-6 0 f32 512 1 1 1 2048 -12.662703 FUSED_RMS_NORM 1 0 kv_a_mqa-6 blk.6.attn_kv_a_norm.weight 0 - 0 gen +input cache_k_l6 0 f16 512 512 1 1 1048576 -587.771269 NONE 1 0 - - 0 - 0 gen +tensor cache_k_l6 (view) 0 f16 512 1 1 1 2048 0.000000 VIEW 1 1 cache_k_l6 - 0 - 0 gen +tensor cache_k_l6 (view) (copy of kv_compressed-6) 0 f16 512 1 1 1 2048 -12.665932 CPY 1 1 kv_compressed-6 cache_k_l6 (view) 0 - 0 gen +tensor q_a-6 0 f32 1536 1 1 1 6144 -3.905549 MUL_MAT 1 0 blk.6.attn_q_a.weight attn_norm-6 0 - 0 gen +tensor q_a_norm-6 0 f32 1536 1 1 1 6144 -3.882662 FUSED_RMS_NORM 1 0 q_a-6 blk.6.attn_q_a_norm.weight 0 - 0 gen 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60 - 0 update +tensor kv_a_mqa-6 0 f32 512 1 1 1 2048 -19.426984 MUL_MAT 1 0 blk.6.attn_kv_a_mqa.weight attn_norm-6 60 - 0 update +tensor kv_compressed-6 0 f32 512 1 1 1 2048 -18.738492 FUSED_RMS_NORM 1 0 kv_a_mqa-6 blk.6.attn_kv_a_norm.weight 60 - 0 update +input cache_k_l6 0 f16 512 512 1 1 1048576 -791.393395 NONE 1 0 - - 60 - 0 update +tensor cache_k_l6 (view) 0 f16 512 1 1 1 2048 0.000000 VIEW 1 1 cache_k_l6 - 60 - 0 update +tensor cache_k_l6 (view) (copy of kv_compressed-6) 0 f16 512 1 1 1 2048 -18.733768 CPY 1 1 kv_compressed-6 cache_k_l6 (view) 60 - 0 update +tensor q_a-6 0 f32 1536 1 1 1 6144 35.601904 MUL_MAT 1 0 blk.6.attn_q_a.weight attn_norm-6 60 - 0 update +tensor q_a_norm-6 0 f32 1536 1 1 1 6144 35.235631 FUSED_RMS_NORM 1 0 q_a-6 blk.6.attn_q_a_norm.weight 60 - 0 update +tensor q-6 0 f32 16384 1 1 1 65536 -2.396899 MUL_MAT 1 0 blk.6.attn_q_b.weight q_a_norm-6 60 - 0 update +tensor q-6 (reshaped) 0 f32 256 64 1 1 65536 -2.396899 RESHAPE 1 1 q-6 - 60 - 0 update +tensor q-6 (reshaped) (permuted) 0 f32 256 1 64 1 65536 -2.396899 PERMUTE 1 1 q-6 (reshaped) - 60 - 0 update +tensor Qcur-6 0 f32 512 1 64 1 131072 -223.481967 MUL_MAT 1 0 blk.6.attn_k_b.weight q-6 (reshaped) (permuted) 60 - 0 update +tensor kv_cache-6 0 f16 512 256 1 1 524288 -810.127163 VIEW 1 1 cache_k_l6 - 60 - 0 update +input KQ_mask 0 f16 256 16 1 1 16384 -inf NONE 1 0 - - 60 - 0 update +tensor kqv_compressed-6 0 f32 512 64 1 1 131072 -405.763409 FLASH_ATTN_EXT 1 0 Qcur-6 kv_cache-6 60 - 0 update +tensor kqv_compressed_perm-6 0 f32 512 1 64 1 131072 -405.763409 PERMUTE 1 1 kqv_compressed-6 - 60 - 0 update +tensor kqv-6 0 f32 256 1 64 1 65536 18.116849 MUL_MAT 1 0 blk.6.attn_v_b.weight kqv_compressed_perm-6 60 - 0 update +tensor kqv-6 (permuted) 0 f32 256 64 1 1 65536 18.116849 PERMUTE 1 1 kqv-6 - 60 - 0 update +tensor kqv-6 (permuted) (cont) 0 f32 256 64 1 1 65536 18.116849 CONT 1 0 kqv-6 (permuted) - 60 - 0 update +tensor kqv_2d-6 0 f32 16384 1 1 1 65536 18.116849 RESHAPE 1 1 kqv-6 (permuted) (cont) - 60 - 0 update +tensor kqv_out-6 0 f32 4096 1 1 1 16384 32.320799 MUL_MAT 1 0 blk.6.attn_output.weight kqv_2d-6 60 - 0 update +tensor mtp_attn_out-6 0 f32 4096 1 1 1 16384 16.891626 ADD 1 0 kqv_out-6 mtp_fused-6 60 - 0 update +tensor mtp_ffn_norm-6 0 f32 4096 1 1 1 16384 16.202798 FUSED_RMS_NORM 1 0 mtp_attn_out-6 blk.6.ffn_norm.weight 60 - 0 update +tensor ffn_moe_logits-6 0 f32 288 1 1 1 1152 3.448358 MUL_MAT 1 0 blk.6.ffn_gate_inp.weight mtp_ffn_norm-6 60 - 0 update +tensor ffn_moe_probs-6 0 f32 288 1 1 1 1152 144.693035 SIGMOID 1 0 ffn_moe_logits-6 - 60 - 0 update +tensor ffn_moe_probs-6 (reshaped) 0 f32 1 288 1 1 1152 144.693035 RESHAPE 1 1 ffn_moe_probs-6 - 60 - 0 update +tensor ffn_moe_probs_biased-6 0 f32 288 1 1 1 1152 144.693035 ADD 1 0 ffn_moe_probs-6 blk.6.exp_probs_b.bias 60 - 0 update +tensor ffn_moe_probs_biased-6 (sort) 0 i32 288 1 1 1 1152 41328.000000 ARGSORT 1 0 ffn_moe_probs_biased-6 - 60 - 0 update +int ffn_moe_probs_biased-6 (sort) 0 tensor i32 i32 flat 288 1152 41328 287 b60.update.ffn_moe_probs_biased-6_(sort).0.i32 60 - 0 update +tensor ffn_moe_topk-6 0 i32 8 1 1 1 32 1379.000000 VIEW 1 1 ffn_moe_probs_biased-6 (sort) - 60 - 0 update +int ffn_moe_topk-6 0 tensor i32 i32 flat 8 32 1379 278 b60.update.ffn_moe_topk-6.0.i32 60 - 0 update +int ffn_moe_topk-6 0 tensor i32 i32 logical 8 32 1379 278 b60.update.ffn_moe_topk-6.0.logical.i32 60 - 0 update +tensor ffn_moe_weights-6 0 f32 1 8 1 1 32 7.290376 GET_ROWS 1 0 ffn_moe_probs-6 (reshaped) ffn_moe_topk-6 60 - 0 update +tensor ffn_moe_weights-6 (reshaped) 0 f32 8 1 1 1 32 7.290376 RESHAPE 1 1 ffn_moe_weights-6 - 60 - 0 update +tensor ffn_moe_weights_sum-6 0 f32 1 1 1 1 4 7.290376 SUM_ROWS 1 0 ffn_moe_weights-6 (reshaped) - 60 - 0 update +tensor ffn_moe_weights_norm-6 0 f32 8 1 1 1 32 1.000000 DIV 1 0 ffn_moe_weights-6 (reshaped) ffn_moe_weights_sum-6 60 - 0 update +tensor ffn_moe_weights_norm-6 (reshaped) 0 f32 1 8 1 1 32 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-6 - 60 - 0 update +tensor ffn_moe_weights_scaled-6 0 f32 1 8 1 1 32 2.500000 SCALE 1 0 ffn_moe_weights_norm-6 (reshaped) - 60 - 0 update +tensor mtp_ffn_norm-6 (reshaped) 0 f32 4096 1 1 1 16384 16.202798 RESHAPE 1 1 mtp_ffn_norm-6 - 60 - 0 update +tensor ffn_moe_gate_par-6 0 f32 512 8 1 1 16384 -32.079131 MOE_FUSED_UP_GATE 1 0 blk.6.ffn_up_exps.weight blk.6.ffn_gate_exps.weight 60 - 0 update +tensor ffn_moe_down-6 0 f32 4096 8 1 1 131072 108.806841 MUL_MAT_ID 1 0 blk.6.ffn_down_exps.weight ffn_moe_gate_par-6 60 - 0 update +tensor mtp_ffn_moe_out-6 0 f32 4096 1 1 1 16384 33.589620 MUL_MULTI_ADD 1 0 ffn_moe_down-6 ffn_moe_weights_scaled-6 60 - 0 update +tensor ffn_up_gate-6 0 f32 2048 1 1 1 8192 -26.964243 FUSED_UP_GATE 1 0 blk.6.ffn_up_shexp.weight blk.6.ffn_gate_shexp.weight 60 - 0 update +tensor mtp_ffn_shexp-6 0 f32 4096 1 1 1 16384 -5.283163 MUL_MAT 1 0 blk.6.ffn_down_shexp.weight ffn_up_gate-6 60 - 0 update +tensor node_44 0 f32 4096 1 1 1 16384 28.306456 ADD 1 0 mtp_ffn_moe_out-6 mtp_ffn_shexp-6 60 - 0 update +tensor mtp_ffn_out-6 0 f32 4096 1 1 1 16384 45.198078 ADD 1 0 node_44 mtp_attn_out-6 60 - 0 update +tensor result_norm 0 f32 4096 1 1 1 16384 35.165966 FUSED_RMS_NORM 1 0 mtp_ffn_out-6 blk.6.nextn.shared_head_norm.weight 60 - 0 update +tensor result_output 0 f32 154880 1 1 1 619520 -321.717962 MUL_MAT 1 0 output.weight result_norm 60 - 0 update +draft 60 0 40600 +verify 60 124 125084 1 1 0 104984 +plain 126 134845 +plain 127 21052 +# generated 76931,112496,105650,126187,150002,33438,131611,77645,66160,112244,34173,34657,131234,154133,69630,9681,150993,109288,50939,54685,45636,129502,38983,69209,35702,117581,4343,116107,9721,12540,67220,143100,24080,93814,16932,78918,107230,126829,110116,57350,11623,141109,66398,15056,123827,133382,68622,5413,108681,15992,93744,39093,106192,76944,121264,97986,99644,75213,145824,6819,125084,104984,134845,21052 +# blocks 61 drafted 61 accepted 0 by_position 1:0/61 +# graphs warmup 1 gen 1 update 61 +# complete 3025 0 diff 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