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198,2,8253,271,550,7606,383,8253,1608,16999,2131,198,58,16741,2131,9251,2349,1074,5039,877,14,4830,2131,14,4830,2131,19413,2,78028,8,369,264,1654,310,8754,1510,636,2933,6982,63,383,449,8253,3545,318,2083,3578,2483,553,198,71093,198,2602,2560,976,19482,13511,471,88,198,2602,4433,15865,1236 +# tokens_file /root/bloomery-data/qwen4exp/corpus-prose.ids +# tokens_file_sha256 dca5f89b2903f9ffd2f4e20eec18a9fdf3561bcb531a721a114e4fab68e925be +# tokens_count 64 +# n_predict 64 +# spec mtp +# flags -m /models/fixtures/qwen38/qwen38-fixture-00001-of-00001.gguf -md /models/fixtures/qwen38/mtp-Qwen3.8-Flash-Next-shared-Q8_0.gguf --expect-arch qwen4exp --tokens-file /root/bloomery-data/qwen4exp/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 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+tensor gate-4 0 f32 6144 1 1 1 24576 3080.449240 SIGMOID 1 0 gate_cont-4 - 60 - 0 update +tensor qkv_gated-4 0 f32 6144 1 1 1 24576 -18.852393 MUL 1 0 kqv_out-4 gate-4 60 - 0 update +tensor attn_out-4 0 f32 2560 1 1 1 10240 9.476767 MUL_MAT 1 0 blk.4.attn_output.weight qkv_gated-4 60 - 0 update +tensor attn_out-4 (reshaped) 0 f32 2560 1 1 1 10240 9.476767 RESHAPE 1 1 attn_out-4 - 60 - 0 update +tensor node_47 0 f32 2560 4 1 1 40960 37.907070 REPEAT 1 0 attn_out-4 (reshaped) - 60 - 0 update +tensor hc_inject-4 0 f32 4 1 1 1 16 -0.329401 MUL_MAT 1 0 blk.4.hc_attn_inject.weight hc_norm-4 60 - 0 update +tensor node_49 0 f32 4 1 1 1 16 -0.082350 SCALE 1 0 hc_inject-4 - 60 - 0 update +tensor node_50 0 f32 4 1 1 1 16 1.979580 SIGMOID 1 0 node_49 - 60 - 0 update +tensor node_51 0 f32 4 1 1 1 16 3.959160 SCALE 1 0 node_50 - 60 - 0 update +tensor (reshaped) 3 f32 1 4 1 1 16 3.959160 RESHAPE 1 1 node_51 - 60 - 0 update +tensor node_53 0 f32 2560 4 1 1 40960 37.520037 MUL 1 0 node_47 (reshaped) 60 - 0 update +tensor hc_combine-4 0 f32 2560 4 1 1 40960 -237.772858 ADD 1 0 mtp_eh_proj-4 node_53 60 - 0 update +tensor node_55 0 f32 2560 4 1 1 40960 -238.602200 RMS_NORM 1 0 hc_combine-4 - 60 - 0 update +tensor (reshaped) 4 f32 10240 1 1 1 40960 -238.602200 RESHAPE 1 1 node_55 - 60 - 0 update +tensor hc_norm-4 1 f32 10240 1 1 1 40960 -238.602200 MUL 1 0 (reshaped) blk.4.hc_ffn_norm.weight 60 - 0 update +tensor mix_down-4 1 f32 320 1 1 1 1280 -10.789506 MUL_MAT 1 0 blk.4.hc_ffn_down.weight hc_norm-4 60 - 0 update +tensor mix_down_scaled-4 1 f32 320 1 1 1 1280 -2.697377 SCALE 1 0 mix_down-4 - 60 - 0 update +tensor mix_down_silu-4 1 f32 320 1 1 1 1280 3.850743 SILU 1 0 mix_down_scaled-4 - 60 - 0 update +tensor mix_up-4 1 f32 10240 1 1 1 40960 20.317524 MUL_MAT 1 0 blk.4.hc_ffn_up.weight mix_down_silu-4 60 - 0 update +tensor mix_gated-4 1 f32 10240 1 1 1 40960 -120.323171 FUSED_MUL_UNARY 1 0 mix_up-4 hc_norm-4 60 - 0 update +tensor mix_gated-4 (reshaped) 1 f32 2560 4 1 1 40960 -120.323171 RESHAPE 1 1 mix_gated-4 - 60 - 0 update +tensor mix_gated-4 (reshaped) (view) 1 f32 2560 1 1 1 10240 -28.681620 VIEW 1 1 mix_gated-4 (reshaped) - 60 - 0 update +tensor node_65 0 f32 2560 1 1 1 10240 -120.323171 MULTI_ADD 1 0 mix_gated-4 (reshaped) (view) - 60 - 0 update +tensor hc_mixed-4 1 f32 2560 1 1 1 10240 -30.080793 SCALE 1 0 node_65 - 60 - 0 update +tensor ffn_moe_logits-4 0 f32 512 1 1 1 2048 12.288854 MUL_MAT 1 0 blk.4.ffn_gate_inp.weight hc_mixed-4 60 - 0 update +tensor ffn_moe_probs-4 0 f32 512 1 1 1 2048 1.000000 SOFT_MAX 1 0 ffn_moe_logits-4 - 60 - 0 update +tensor ffn_moe_probs-4 (reshaped) 0 f32 1 512 1 1 2048 1.000000 RESHAPE 1 1 ffn_moe_probs-4 - 60 - 0 update +tensor ffn_moe_probs-4 (sort) 0 i32 512 1 1 1 2048 130816.000000 ARGSORT 1 0 ffn_moe_probs-4 - 60 - 0 update +int ffn_moe_probs-4 (sort) 0 tensor i32 i32 flat 512 2048 130816 511 b60.update.ffn_moe_probs-4_(sort).0.i32 60 - 0 update +tensor ffn_moe_topk-4 0 i32 10 1 1 1 40 2288.000000 VIEW 1 1 ffn_moe_probs-4 (sort) - 60 - 0 update +int ffn_moe_topk-4 0 tensor i32 i32 flat 10 40 2288 455 b60.update.ffn_moe_topk-4.0.i32 60 - 0 update +int ffn_moe_topk-4 0 tensor i32 i32 logical 10 40 2288 455 b60.update.ffn_moe_topk-4.0.logical.i32 60 - 0 update +tensor ffn_moe_weights-4 0 f32 1 10 1 1 40 0.053043 GET_ROWS 1 0 ffn_moe_probs-4 (reshaped) ffn_moe_topk-4 60 - 0 update +tensor ffn_moe_weights-4 (reshaped) 0 f32 10 1 1 1 40 0.053043 RESHAPE 1 1 ffn_moe_weights-4 - 60 - 0 update +tensor ffn_moe_weights_sum-4 0 f32 1 1 1 1 4 0.053043 SUM_ROWS 1 0 ffn_moe_weights-4 (reshaped) - 60 - 0 update +tensor ffn_moe_weights_norm-4 0 f32 10 1 1 1 40 1.000000 DIV 1 0 ffn_moe_weights-4 (reshaped) ffn_moe_weights_sum-4 60 - 0 update +tensor ffn_moe_weights_norm-4 (reshaped) 0 f32 1 10 1 1 40 1.000000 RESHAPE 1 1 ffn_moe_weights_norm-4 - 60 - 0 update +tensor hc_mixed-4 (reshaped) 0 f32 2560 1 1 1 10240 -30.080793 RESHAPE 1 1 hc_mixed-4 - 60 - 0 update +tensor ffn_moe_gate_par-4 0 f32 640 10 1 1 25600 -3.454763 MOE_FUSED_UP_GATE 1 0 blk.4.ffn_up_exps.weight blk.4.ffn_gate_exps.weight 60 - 0 update +tensor ffn_moe_down-4 0 f32 2560 10 1 1 102400 13.230349 MUL_MAT_ID 1 0 blk.4.ffn_down_exps.weight ffn_moe_gate_par-4 60 - 0 update +tensor routed_out-4 0 f32 2560 1 1 1 10240 0.238350 MUL_MULTI_ADD 1 0 ffn_moe_down-4 ffn_moe_weights_norm-4 (reshaped) 60 - 0 update +tensor shared_expert_gate-4 0 f32 1 1 1 1 4 -0.594524 MUL_MAT 1 0 blk.4.ffn_gate_inp_shexp.weight hc_mixed-4 60 - 0 update +tensor ffn_up_gate-4 0 f32 640 1 1 1 2560 -1.436699 FUSED_UP_GATE 1 0 blk.4.ffn_up_shexp.weight blk.4.ffn_gate_shexp.weight 60 - 0 update +tensor ffn_shexp_out-4 0 f32 2560 1 1 1 10240 4.387740 MUL_MAT 1 0 blk.4.ffn_down_shexp.weight ffn_up_gate-4 60 - 0 update +tensor ffn_shexp_gated-4 0 f32 2560 1 1 1 10240 1.560270 FUSED_MUL_UNARY 1 0 shared_expert_gate-4 ffn_shexp_out-4 60 - 0 update +tensor ffn_out-4 0 f32 2560 1 1 1 10240 1.798620 ADD 1 0 routed_out-4 ffn_shexp_gated-4 60 - 0 update +tensor ffn_out-4 (reshaped) 0 f32 2560 1 1 1 10240 1.798620 RESHAPE 1 1 ffn_out-4 - 60 - 0 update +tensor node_87 0 f32 2560 4 1 1 40960 7.194479 REPEAT 1 0 ffn_out-4 (reshaped) - 60 - 0 update +tensor hc_inject-4 1 f32 4 1 1 1 16 0.763823 MUL_MAT 1 0 blk.4.hc_ffn_inject.weight hc_norm-4 60 - 0 update +tensor node_89 0 f32 4 1 1 1 16 0.190956 SCALE 1 0 hc_inject-4 - 60 - 0 update +tensor node_90 0 f32 4 1 1 1 16 2.047537 SIGMOID 1 0 node_89 - 60 - 0 update +tensor node_91 0 f32 4 1 1 1 16 4.095073 SCALE 1 0 node_90 - 60 - 0 update +tensor (reshaped) 5 f32 1 4 1 1 16 4.095073 RESHAPE 1 1 node_91 - 60 - 0 update +tensor node_93 0 f32 2560 4 1 1 40960 7.365480 MUL 1 0 node_87 (reshaped) 60 - 0 update +tensor l_out-4 0 f32 2560 4 1 1 40960 -230.407373 ADD 1 0 hc_combine-4 node_93 60 - 0 update +tensor l_out-4 (reshaped) 0 f32 10240 1 1 1 40960 -230.407373 RESHAPE 1 1 l_out-4 - 60 - 0 update +input inp_out_ids 0 i32 1 1 1 1 4 0.000000 NONE 1 0 - - 60 - 0 update +int inp_out_ids 0 input i32 i32 flat 1 4 0 0 b60.update.inp_out_ids.0.input.i32 60 - 0 update +tensor result_mtp_embd 0 f32 10240 1 1 1 40960 -230.407373 GET_ROWS 1 0 l_out-4 (reshaped) inp_out_ids 60 - 0 update +tensor result_mtp_embd (reshaped) 0 f32 2560 4 1 1 40960 -230.407373 RESHAPE 1 1 result_mtp_embd - 60 - 0 update +tensor node_98 0 f32 2560 4 1 1 40960 -231.023078 RMS_NORM 1 0 result_mtp_embd (reshaped) - 60 - 0 update +tensor (reshaped) 6 f32 10240 1 1 1 40960 -231.023078 RESHAPE 1 1 node_98 - 60 - 0 update +tensor hc_norm 0 f32 10240 1 1 1 40960 -231.023078 MUL 1 0 (reshaped) blk.4.nextn.hc_head_norm.weight 60 - 0 update +tensor mix_down 0 f32 320 1 1 1 1280 -42.041790 MUL_MAT 1 0 blk.4.nextn.hc_head_down.weight hc_norm 60 - 0 update +tensor mix_down_scaled 0 f32 320 1 1 1 1280 -10.510447 SCALE 1 0 mix_down - 60 - 0 update +tensor mix_down_silu 0 f32 320 1 1 1 1280 -0.503709 SILU 1 0 mix_down_scaled - 60 - 0 update +tensor mix_up 0 f32 10240 1 1 1 40960 -20.965194 MUL_MAT 1 0 blk.4.nextn.hc_head_up.weight mix_down_silu 60 - 0 update +tensor mix_gated 0 f32 10240 1 1 1 40960 -116.130068 FUSED_MUL_UNARY 1 0 mix_up hc_norm 60 - 0 update +tensor mix_gated (reshaped) 0 f32 2560 4 1 1 40960 -116.130068 RESHAPE 1 1 mix_gated - 60 - 0 update +tensor mix_gated (reshaped) (view) 0 f32 2560 1 1 1 10240 -30.678600 VIEW 1 1 mix_gated (reshaped) - 60 - 0 update +tensor node_108 0 f32 2560 1 1 1 10240 -116.130064 MULTI_ADD 1 0 mix_gated (reshaped) (view) - 60 - 0 update +tensor hc_mixed 0 f32 2560 1 1 1 10240 -29.032516 SCALE 1 0 node_108 - 60 - 0 update +tensor result_output 0 f32 248320 1 1 1 993280 -115.649217 MUL_MAT 1 0 qwen4exp_output hc_mixed 60 - 0 update +draft 60 0 139405 +verify 60 124 246624 1 1 0 161528 +plain 126 80738 +plain 127 94422 +# generated 214400,145917,118253,230605,64904,133394,221694,210796,50420,203582,224181,11732,90038,145973,74994,226748,159846,229481,1695,95676,130247,207342,117181,206417,99520,136102,127596,154646,43993,41669,162469,172544,40166,116237,60548,34972,92974,207548,193133,177405,84070,117308,151694,165561,21080,237088,18930,156241,135982,231206,217478,119675,238367,85203,68078,76519,176483,50077,211665,147995,246624,161528,80738,94422 +# blocks 61 drafted 61 accepted 0 by_position 1:0/61 +# graphs warmup 1 gen 1 update 61 +# complete 6994 0 diff --git a/ref-mtp/fx_qwen4exp_prose64_n64_k1/b0.gen.KQ_mask.0.input.f32 b/ref-mtp/fx_qwen4exp_prose64_n64_k1/b0.gen.KQ_mask.0.input.f32 new file mode 100644 index 0000000000000000000000000000000000000000..26ef5e6d236e6e2030d548e08742bf21306f0250 Binary files /dev/null and b/ref-mtp/fx_qwen4exp_prose64_n64_k1/b0.gen.KQ_mask.0.input.f32 differ diff --git a/ref-mtp/fx_qwen4exp_prose64_n64_k1/b0.gen.Kcur-4.0.f32 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