diff --git a/.gitattributes b/.gitattributes
index 860c79d7183bc4d9790470811f323cc28191c336..57044a438fb2bd8ff99074e1d8363fef074aa09c 100644
--- a/.gitattributes
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diff --git a/fx_ref_glm5next_step4/KQ_mask.0.input.f32 b/fx_ref_glm5next_step4/KQ_mask.0.input.f32
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Binary files /dev/null and b/fx_ref_glm5next_step4/KQ_mask.0.input.f32 differ
diff --git a/fx_ref_glm5next_step4/MANIFEST.tsv b/fx_ref_glm5next_step4/MANIFEST.tsv
new file mode 100644
index 0000000000000000000000000000000000000000..307aa147cc3725b112bddf6f8ce2bc151cc0619c
--- /dev/null
+++ b/fx_ref_glm5next_step4/MANIFEST.tsv
@@ -0,0 +1,561 @@
+# dump_ref — ik_llama.cpp intermediate tensors, raw 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	db517b69
+# arch	glm5next
+# model_file	glm53-fixture-00001-of-00003.gguf
+# tokens	785,6722,315,9621,374
+# flags	-m /models/fixtures/glm5next/glm53-fixture-00001-of-00003.gguf --expect-arch glm5next --tokens 785,6722,315,9621,374 -ngl 0 -c 512 -t 32 --decode-step
+# prefill	4
+# decode_pos	4
+# prefill_schedule	fused — no node was asked for, so each split ran as one graph with ik's serving fusions: it rounds differently from a dumped prefill, the router's top-k turns that into other expert choices, and the caches the step reads drift from a dumped prefill's with depth; this set's rows are consistent with those caches
+# 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	374.000000	NONE	1	0	-	-
+int	inp_tokens	0	input	i32	i32	flat	1	4	374	374	inp_tokens.0.input.i32
+tensor	inp_embd	0	f32	4096	1	1	1	16384	-1.150730	GET_ROWS	1	0	token_embd.weight	inp_tokens
+tensor	inp_embd (reshaped)	0	f32	4096	1	1	1	16384	-1.150730	RESHAPE	1	1	inp_embd	-
+tensor	hc_init	0	f32	4096	4	1	1	65536	-4.602919	REPEAT	1	0	inp_embd (reshaped)	-
+tensor	hc_init (reshaped)	0	f32	16384	1	1	1	65536	-4.602919	RESHAPE	1	1	hc_init	-
+tensor	hc_pre-0	0	f32	16384	1	1	1	65536	-287.435148	RMS_NORM	1	0	hc_init (reshaped)	-
+tensor	hc_pre_mixes-0	0	f32	24	1	1	1	96	5.051309	MUL_MAT	1	0	blk.0.hc_attn_fn.weight	hc_pre-0
+tensor	node_6	0	f32	24	1	1	1	96	9.913366	HC_PRE	1	0	hc_pre_mixes-0	blk.0.hc_attn_scale.weight
+tensor	 (view)	0	f32	4	1	1	1	16	2.249286	VIEW	1	1	node_6	-
+tensor	 (view) (reshaped)	0	f32	1	4	1	1	16	2.249286	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-0	0	f32	4096	1	1	1	16384	-2.588320	MUL_MULTI_ADD	1	0	hc_init	 (view) (reshaped)
+tensor	node_10	0	f32	4096	1	1	1	16384	-73.010019	FUSED_RMS_NORM	1	0	hc_attn_pre-0	blk.0.attn_norm.weight
+tensor	q-0	0	f32	8192	1	1	1	32768	7.234500	MUL_MAT	1	0	blk.0.attn_q.weight	node_10
+tensor	k-0	0	f32	8192	1	1	1	32768	-9.068598	MUL_MAT	1	0	blk.0.attn_k.weight	node_10
+tensor	node_13	0	f32	16384	1	1	1	65536	-1.834098	CONCAT	1	0	q-0	k-0
+tensor	v-0	0	f32	8192	1	1	1	32768	-8.209743	MUL_MAT	1	0	blk.0.attn_v.weight	node_10
+tensor	qkv_mixed-0	0	f32	24576	1	1	1	98304	-10.043841	CONCAT	1	0	node_13	v-0
+tensor	node_16	0	f32	128	1	1	1	512	-16.750988	MUL_MAT	1	0	blk.0.ssm_g_a.weight	node_10
+tensor	z-0	0	f32	8192	1	1	1	32768	-29.168757	MUL_MAT	1	0	blk.0.ssm_g_b.weight	node_16
+tensor	node_18	0	f32	64	1	1	1	256	-16.048832	MUL_MAT	1	0	blk.0.ssm_beta.weight	node_10
+tensor	beta_in-0	0	f32	64	1	1	1	256	-16.048832	RESHAPE	1	1	node_18	-
+tensor	node_20	0	f32	128	1	1	1	512	-25.953056	MUL_MAT	1	0	blk.0.ssm_f_a.weight	node_10
+tensor	node_21	0	f32	8192	1	1	1	32768	-30.748082	MUL_MAT	1	0	blk.0.ssm_f_b.weight	node_20
+tensor	decay_raw-0	0	f32	128	64	1	1	32768	-30.748082	RESHAPE	1	1	node_21	-
+tensor	blk.0.ssm_dt.bias (reshaped)	0	f32	128	64	1	1	32768	-8192.000000	RESHAPE	1	1	blk.0.ssm_dt.bias	-
+tensor	node_24	0	f32	128	64	1	1	32768	-8222.748082	ADD	1	0	decay_raw-0	blk.0.ssm_dt.bias (reshaped)
+tensor	blk.0.ssm_a (reshaped)	0	f32	1	64	1	1	256	-320.000000	RESHAPE	1	1	blk.0.ssm_a	-
+tensor	node_26	0	f32	128	64	1	1	32768	41113.740409	MUL	1	0	node_24	blk.0.ssm_a (reshaped)
+tensor	node_27	0	f32	128	64	1	1	32768	-41113.740409	SCALE	1	0	node_26	-
+tensor	node_28	0	f32	128	64	1	1	32768	1490.242094	SIGMOID	1	0	node_27	-
+tensor	g_in-0	0	f32	128	64	1	1	32768	-7451.210467	SCALE	1	0	node_28	-
+input	cache_s_l0	0	f32	1122304	1	1	1	4489216	5508.196829	NONE	1	0	-	-
+tensor	cache_s_l0 (view)	0	f32	1122304	1	1	1	4489216	5508.196829	VIEW	1	1	cache_s_l0	-
+tensor	cache_s_l0 (view) (view)	0	f32	1122304	1	1	1	4489216	5508.196829	VIEW	1	1	cache_s_l0 (view)	-
+tensor	cache_s_l0 (view) (view) (view)	0	f32	1048576	1	1	1	4194304	5553.994755	VIEW	1	1	cache_s_l0 (view) (view)	-
+tensor	state_in-0	0	f32	128	128	64	1	4194304	5553.994755	RESHAPE	1	1	cache_s_l0 (view) (view) (view)	-
+tensor	cache_s_l0 (view) (view) (view)	1	f32	73728	1	1	1	294912	-45.797926	VIEW	1	1	cache_s_l0 (view) (view)	-
+tensor	conv_states-0	0	f32	3	24576	1	1	294912	-45.797926	RESHAPE	1	1	cache_s_l0 (view) (view) (view)	-
+tensor	blk.0.ssm_conv1d_q.weight (reshaped)	0	f32	4	8192	1	1	131072	145.976642	RESHAPE	1	1	blk.0.ssm_conv1d_q.weight	-
+tensor	blk.0.ssm_conv1d_k.weight (reshaped)	0	f32	4	8192	1	1	131072	46.828958	RESHAPE	1	1	blk.0.ssm_conv1d_k.weight	-
+tensor	node_38	0	f32	4	16384	1	1	262144	192.805600	CONCAT	1	0	blk.0.ssm_conv1d_q.weight (reshaped)	blk.0.ssm_conv1d_k.weight (reshaped)
+tensor	blk.0.ssm_conv1d_v.weight (reshaped)	0	f32	4	8192	1	1	131072	-127.618025	RESHAPE	1	1	blk.0.ssm_conv1d_v.weight	-
+tensor	node_40	0	f32	4	24576	1	1	393216	65.187575	CONCAT	1	0	node_38	blk.0.ssm_conv1d_v.weight (reshaped)
+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	122880	1	1	1	491520	252.110443	SSM_CONV	1	0	conv_states-0	qkv_mixed-0
+tensor	conv_output_raw-0 (view)	0	f32	24576	1	1	1	98304	307.952210	VIEW	1	1	conv_output_raw-0	-
+tensor	conv_output_silu-0	0	f32	24576	1	1	1	98304	5045.759469	SILU	1	0	conv_output_raw-0 (view)	-
+tensor	q_conv-0	0	f32	128	64	1	1	32768	1637.800093	VIEW	1	1	conv_output_silu-0	-
+tensor	node_45	0	f32	128	64	1	1	32768	241.484489	L2_NORM	1	0	q_conv-0	-
+tensor	q_fused-0	0	f32	128	1	64	1	32768	241.484489	PERMUTE	1	1	node_45	-
+tensor	k_conv-0	0	f32	128	64	1	1	32768	1690.196833	VIEW	1	1	conv_output_silu-0	-
+tensor	node_48	0	f32	128	64	1	1	32768	249.171939	L2_NORM	1	0	k_conv-0	-
+tensor	k_fused-0	0	f32	128	1	64	1	32768	249.171939	PERMUTE	1	1	node_48	-
+tensor	v_in-0	0	f32	128	64	1	1	32768	1717.762543	VIEW	1	1	conv_output_silu-0	-
+tensor	v_fused-0	0	f32	128	1	64	1	32768	1717.762543	PERMUTE	1	1	v_in-0	-
+tensor	g_fused-0	0	f32	1	128	64	1	32768	-7451.210467	PERMUTE	1	1	g_in-0	-
+tensor	beta_fused-0	0	f32	1	1	64	1	256	-16.048832	PERMUTE	1	1	beta_in-0	-
+tensor	state_fused-0	0	f32	128	8192	1	1	4194304	5553.994755	RESHAPE	1	1	state_in-0	-
+tensor	delta_net_fused_raw-0	0	f32	1056768	1	1	1	4227072	6642.353152	DELTA_NET	1	0	q_fused-0	k_fused-0
+tensor	delta_net_fused_raw-0 (view)	0	f32	1048576	1	1	1	4194304	6625.527718	VIEW	1	1	delta_net_fused_raw-0	-
+tensor	new_state-0	0	f32	128	128	64	1	4194304	6625.527718	RESHAPE	1	1	delta_net_fused_raw-0 (view)	-
+tensor	new_state-0 (reshaped)	0	f32	1048576	1	1	1	4194304	6625.527718	RESHAPE	1	1	new_state-0	-
+tensor	cache_s_l0 (view) (view) (view)	2	f32	1048576	1	1	1	4194304	5553.994755	VIEW	1	1	cache_s_l0 (view) (view)	-
+tensor	ssm_state_cpy-0	0	f32	1048576	1	1	1	4194304	6625.527718	CPY	1	1	new_state-0 (reshaped)	cache_s_l0 (view) (view) (view)
+tensor	conv_output_raw-0 (view)	1	f32	3	24576	1	1	294912	-252.404277	VIEW	0	1	conv_output_raw-0	-
+tensor	new_conv_states_cont-0	0	f32	3	24576	1	1	294912	-23.116736	CONT	1	0	conv_output_raw-0 (view)	-
+tensor	new_conv_states_cont-0 (reshaped)	0	f32	73728	1	1	1	294912	-23.116736	RESHAPE	1	1	new_conv_states_cont-0	-
+tensor	cache_s_l0 (view) (view) (view)	3	f32	73728	1	1	1	294912	-45.797926	VIEW	1	1	cache_s_l0 (view) (view)	-
+tensor	conv_state_cpy-0	0	f32	73728	1	1	1	294912	-23.116736	CPY	1	1	new_conv_states_cont-0 (reshaped)	cache_s_l0 (view) (view) (view)
+tensor	z-0 (reshaped)	0	f32	128	64	1	1	32768	-29.168757	RESHAPE	1	1	z-0	-
+tensor	node_67	0	f32	128	64	1	1	32768	4095.148172	SIGMOID	1	0	z-0 (reshaped)	-
+tensor	attn_output-0	0	f32	128	64	1	1	32768	16.825434	VIEW	1	1	delta_net_fused_raw-0	-
+tensor	attn_output-0 (reshaped)	0	f32	128	64	1	1	32768	16.825434	RESHAPE	1	1	attn_output-0	-
+tensor	attn_rms_norm-0	0	f32	128	64	1	1	32768	2645.638022	FUSED_RMS_NORM	1	0	attn_output-0 (reshaped)	blk.0.ssm_norm.weight
+tensor	attn_out_norm-0	0	f32	128	64	1	1	32768	1309.898456	MUL	1	0	node_67	attn_rms_norm-0
+tensor	final_output-0	0	f32	8192	1	1	1	32768	1309.898456	RESHAPE	1	1	attn_out_norm-0	-
+tensor	linear_attn_out-0	0	f32	4096	1	1	1	16384	-6.252353	MUL_MAT	1	0	blk.0.attn_output.weight	final_output-0
+tensor	ssm_output-0	0	f32	4096	1	1	1	16384	-6.252353	RESHAPE	1	1	linear_attn_out-0	-
+tensor	 (view)	1	f32	4	1	1	1	16	3.664084	VIEW	1	1	node_6	-
+tensor	 (view)	2	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_6	-
+tensor	attn_out-0	0	f32	4096	4	1	1	65536	-27.512057	HC_POST	1	0	ssm_output-0	 (view)
+tensor	attn_out-0 (reshaped)	0	f32	16384	1	1	1	65536	-27.512057	RESHAPE	1	1	attn_out-0	-
+tensor	hc_pre-0	1	f32	16384	1	1	1	65536	-65.804946	RMS_NORM	1	0	attn_out-0 (reshaped)	-
+tensor	hc_pre_mixes-0	1	f32	24	1	1	1	96	5.609528	MUL_MAT	1	0	blk.0.hc_ffn_fn.weight	hc_pre-0
+tensor	node_81	0	f32	24	1	1	1	96	10.115290	HC_PRE	1	0	hc_pre_mixes-0	blk.0.hc_ffn_scale.weight
+tensor	 (view)	3	f32	4	1	1	1	16	2.354122	VIEW	1	1	node_81	-
+tensor	 (view) (reshaped)	1	f32	1	4	1	1	16	2.354122	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-0	0	f32	4096	1	1	1	16384	-14.997006	MUL_MULTI_ADD	1	0	attn_out-0	 (view) (reshaped)
+tensor	ffn_norm-0	0	f32	4096	1	1	1	16384	-17.808747	FUSED_RMS_NORM	1	0	hc_ffn_pre-0	blk.0.ffn_norm.weight
+tensor	ffn_up_gate-0	0	f32	12288	1	1	1	49152	62.769504	FUSED_UP_GATE	1	0	blk.0.ffn_up.weight	blk.0.ffn_gate.weight
+tensor	ffn_out-0	0	f32	4096	1	1	1	16384	-19.590759	MUL_MAT	1	0	blk.0.ffn_down.weight	ffn_up_gate-0
+tensor	 (view)	4	f32	4	1	1	1	16	3.761172	VIEW	1	1	node_81	-
+tensor	 (view)	5	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_81	-
+tensor	l_out-0	0	f32	4096	4	1	1	65536	-101.196236	HC_POST	1	0	ffn_out-0	 (view)
+tensor	l_out-0 (reshaped)	0	f32	16384	1	1	1	65536	-101.196236	RESHAPE	1	1	l_out-0	-
+tensor	hc_pre-1	0	f32	16384	1	1	1	65536	-143.759587	RMS_NORM	1	0	l_out-0 (reshaped)	-
+tensor	hc_pre_mixes-1	0	f32	24	1	1	1	96	-5.555951	MUL_MAT	1	0	blk.1.hc_attn_fn.weight	hc_pre-1
+tensor	node_94	0	f32	24	1	1	1	96	7.183726	HC_PRE	1	0	hc_pre_mixes-1	blk.1.hc_attn_scale.weight
+tensor	 (view)	6	f32	4	1	1	1	16	1.815268	VIEW	1	1	node_94	-
+tensor	 (view) (reshaped)	2	f32	1	4	1	1	16	1.815268	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-1	0	f32	4096	1	1	1	16384	-42.554734	MUL_MULTI_ADD	1	0	l_out-0	 (view) (reshaped)
+tensor	node_98	0	f32	4096	1	1	1	16384	-36.912463	FUSED_RMS_NORM	1	0	hc_attn_pre-1	blk.1.attn_norm.weight
+tensor	q-1	0	f32	8192	1	1	1	32768	-84.610886	MUL_MAT	1	0	blk.1.attn_q.weight	node_98
+tensor	k-1	0	f32	8192	1	1	1	32768	41.012871	MUL_MAT	1	0	blk.1.attn_k.weight	node_98
+tensor	node_101	0	f32	16384	1	1	1	65536	-43.598015	CONCAT	1	0	q-1	k-1
+tensor	v-1	0	f32	8192	1	1	1	32768	-1.006759	MUL_MAT	1	0	blk.1.attn_v.weight	node_98
+tensor	qkv_mixed-1	0	f32	24576	1	1	1	98304	-44.604774	CONCAT	1	0	node_101	v-1
+tensor	node_104	0	f32	128	1	1	1	512	-4.375172	MUL_MAT	1	0	blk.1.ssm_g_a.weight	node_98
+tensor	z-1	0	f32	8192	1	1	1	32768	13.166006	MUL_MAT	1	0	blk.1.ssm_g_b.weight	node_104
+tensor	node_106	0	f32	64	1	1	1	256	-0.016684	MUL_MAT	1	0	blk.1.ssm_beta.weight	node_98
+tensor	beta_in-1	0	f32	64	1	1	1	256	-0.016684	RESHAPE	1	1	node_106	-
+tensor	node_108	0	f32	128	1	1	1	512	-5.666784	MUL_MAT	1	0	blk.1.ssm_f_a.weight	node_98
+tensor	node_109	0	f32	8192	1	1	1	32768	-65.555129	MUL_MAT	1	0	blk.1.ssm_f_b.weight	node_108
+tensor	decay_raw-1	0	f32	128	64	1	1	32768	-65.555129	RESHAPE	1	1	node_109	-
+tensor	blk.1.ssm_dt.bias (reshaped)	0	f32	128	64	1	1	32768	-8192.000000	RESHAPE	1	1	blk.1.ssm_dt.bias	-
+tensor	node_112	0	f32	128	64	1	1	32768	-8257.555127	ADD	1	0	decay_raw-1	blk.1.ssm_dt.bias (reshaped)
+tensor	blk.1.ssm_a (reshaped)	0	f32	1	64	1	1	256	-320.000000	RESHAPE	1	1	blk.1.ssm_a	-
+tensor	node_114	0	f32	128	64	1	1	32768	41287.775638	MUL	1	0	node_112	blk.1.ssm_a (reshaped)
+tensor	node_115	0	f32	128	64	1	1	32768	-41287.775638	SCALE	1	0	node_114	-
+tensor	node_116	0	f32	128	64	1	1	32768	1247.816726	SIGMOID	1	0	node_115	-
+tensor	g_in-1	0	f32	128	64	1	1	32768	-6239.083630	SCALE	1	0	node_116	-
+input	cache_s_l1	0	f32	1122304	1	1	1	4489216	5614.287097	NONE	1	0	-	-
+tensor	cache_s_l1 (view)	0	f32	1122304	1	1	1	4489216	5614.287097	VIEW	1	1	cache_s_l1	-
+tensor	cache_s_l1 (view) (view)	0	f32	1122304	1	1	1	4489216	5614.287097	VIEW	1	1	cache_s_l1 (view)	-
+tensor	cache_s_l1 (view) (view) (view)	0	f32	1048576	1	1	1	4194304	5138.815414	VIEW	1	1	cache_s_l1 (view) (view)	-
+tensor	state_in-1	0	f32	128	128	64	1	4194304	5138.815414	RESHAPE	1	1	cache_s_l1 (view) (view) (view)	-
+tensor	cache_s_l1 (view) (view) (view)	1	f32	73728	1	1	1	294912	475.471683	VIEW	1	1	cache_s_l1 (view) (view)	-
+tensor	conv_states-1	0	f32	3	24576	1	1	294912	475.471683	RESHAPE	1	1	cache_s_l1 (view) (view) (view)	-
+tensor	blk.1.ssm_conv1d_q.weight (reshaped)	0	f32	4	8192	1	1	131072	-55.822024	RESHAPE	1	1	blk.1.ssm_conv1d_q.weight	-
+tensor	blk.1.ssm_conv1d_k.weight (reshaped)	0	f32	4	8192	1	1	131072	-32.974259	RESHAPE	1	1	blk.1.ssm_conv1d_k.weight	-
+tensor	node_126	0	f32	4	16384	1	1	262144	-88.796283	CONCAT	1	0	blk.1.ssm_conv1d_q.weight (reshaped)	blk.1.ssm_conv1d_k.weight (reshaped)
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+tensor	node_128	0	f32	4	24576	1	1	393216	-67.137210	CONCAT	1	0	node_126	blk.1.ssm_conv1d_v.weight (reshaped)
+tensor	conv_output_raw-1	0	f32	122880	1	1	1	491520	630.599074	SSM_CONV	1	0	conv_states-1	qkv_mixed-1
+tensor	conv_output_raw-1 (view)	0	f32	24576	1	1	1	98304	199.732164	VIEW	1	1	conv_output_raw-1	-
+tensor	conv_output_silu-1	0	f32	24576	1	1	1	98304	5038.669743	SILU	1	0	conv_output_raw-1 (view)	-
+tensor	q_conv-1	0	f32	128	64	1	1	32768	1697.241189	VIEW	1	1	conv_output_silu-1	-
+tensor	node_133	0	f32	128	64	1	1	32768	242.284090	L2_NORM	1	0	q_conv-1	-
+tensor	q_fused-1	0	f32	128	1	64	1	32768	242.284090	PERMUTE	1	1	node_133	-
+tensor	k_conv-1	0	f32	128	64	1	1	32768	1661.698083	VIEW	1	1	conv_output_silu-1	-
+tensor	node_136	0	f32	128	64	1	1	32768	239.942213	L2_NORM	1	0	k_conv-1	-
+tensor	k_fused-1	0	f32	128	1	64	1	32768	239.942213	PERMUTE	1	1	node_136	-
+tensor	v_in-1	0	f32	128	64	1	1	32768	1679.730471	VIEW	1	1	conv_output_silu-1	-
+tensor	v_fused-1	0	f32	128	1	64	1	32768	1679.730471	PERMUTE	1	1	v_in-1	-
+tensor	g_fused-1	0	f32	1	128	64	1	32768	-6239.083630	PERMUTE	1	1	g_in-1	-
+tensor	beta_fused-1	0	f32	1	1	64	1	256	-0.016684	PERMUTE	1	1	beta_in-1	-
+tensor	state_fused-1	0	f32	128	8192	1	1	4194304	5138.815414	RESHAPE	1	1	state_in-1	-
+tensor	delta_net_fused_raw-1	0	f32	1056768	1	1	1	4227072	6536.720031	DELTA_NET	1	0	q_fused-1	k_fused-1
+tensor	delta_net_fused_raw-1 (view)	0	f32	1048576	1	1	1	4194304	6520.552962	VIEW	1	1	delta_net_fused_raw-1	-
+tensor	new_state-1	0	f32	128	128	64	1	4194304	6520.552962	RESHAPE	1	1	delta_net_fused_raw-1 (view)	-
+tensor	new_state-1 (reshaped)	0	f32	1048576	1	1	1	4194304	6520.552962	RESHAPE	1	1	new_state-1	-
+tensor	cache_s_l1 (view) (view) (view)	2	f32	1048576	1	1	1	4194304	5138.815414	VIEW	1	1	cache_s_l1 (view) (view)	-
+tensor	ssm_state_cpy-1	0	f32	1048576	1	1	1	4194304	6520.552962	CPY	1	1	new_state-1 (reshaped)	cache_s_l1 (view) (view) (view)
+tensor	conv_output_raw-1 (view)	1	f32	3	24576	1	1	294912	232.951453	VIEW	0	1	conv_output_raw-1	-
+tensor	new_conv_states_cont-1	0	f32	3	24576	1	1	294912	147.561988	CONT	1	0	conv_output_raw-1 (view)	-
+tensor	new_conv_states_cont-1 (reshaped)	0	f32	73728	1	1	1	294912	147.561988	RESHAPE	1	1	new_conv_states_cont-1	-
+tensor	cache_s_l1 (view) (view) (view)	3	f32	73728	1	1	1	294912	475.471683	VIEW	1	1	cache_s_l1 (view) (view)	-
+tensor	conv_state_cpy-1	0	f32	73728	1	1	1	294912	147.561988	CPY	1	1	new_conv_states_cont-1 (reshaped)	cache_s_l1 (view) (view) (view)
+tensor	z-1 (reshaped)	0	f32	128	64	1	1	32768	13.166006	RESHAPE	1	1	z-1	-
+tensor	node_155	0	f32	128	64	1	1	32768	4101.338392	SIGMOID	1	0	z-1 (reshaped)	-
+tensor	attn_output-1	0	f32	128	64	1	1	32768	16.167069	VIEW	1	1	delta_net_fused_raw-1	-
+tensor	attn_output-1 (reshaped)	0	f32	128	64	1	1	32768	16.167069	RESHAPE	1	1	attn_output-1	-
+tensor	attn_rms_norm-1	0	f32	128	64	1	1	32768	2473.566219	FUSED_RMS_NORM	1	0	attn_output-1 (reshaped)	blk.1.ssm_norm.weight
+tensor	attn_out_norm-1	0	f32	128	64	1	1	32768	1245.813077	MUL	1	0	node_155	attn_rms_norm-1
+tensor	final_output-1	0	f32	8192	1	1	1	32768	1245.813077	RESHAPE	1	1	attn_out_norm-1	-
+tensor	linear_attn_out-1	0	f32	4096	1	1	1	16384	27.901579	MUL_MAT	1	0	blk.1.attn_output.weight	final_output-1
+tensor	ssm_output-1	0	f32	4096	1	1	1	16384	27.901579	RESHAPE	1	1	linear_attn_out-1	-
+tensor	 (view)	7	f32	4	1	1	1	16	1.368462	VIEW	1	1	node_94	-
+tensor	 (view)	8	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_94	-
+tensor	attn_out-1	0	f32	4096	4	1	1	65536	-63.013888	HC_POST	1	0	ssm_output-1	 (view)
+tensor	attn_out-1 (reshaped)	0	f32	16384	1	1	1	65536	-63.013888	RESHAPE	1	1	attn_out-1	-
+tensor	hc_pre-1	1	f32	16384	1	1	1	65536	-89.295393	RMS_NORM	1	0	attn_out-1 (reshaped)	-
+tensor	hc_pre_mixes-1	1	f32	24	1	1	1	96	-1.463980	MUL_MAT	1	0	blk.1.hc_ffn_fn.weight	hc_pre-1
+tensor	node_169	0	f32	24	1	1	1	96	9.837877	HC_PRE	1	0	hc_pre_mixes-1	blk.1.hc_ffn_scale.weight
+tensor	 (view)	9	f32	4	1	1	1	16	1.786826	VIEW	1	1	node_169	-
+tensor	 (view) (reshaped)	3	f32	1	4	1	1	16	1.786826	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-1	0	f32	4096	1	1	1	16384	-32.040743	MUL_MULTI_ADD	1	0	attn_out-1	 (view) (reshaped)
+tensor	ffn_norm-1	0	f32	4096	1	1	1	16384	-25.549537	FUSED_RMS_NORM	1	0	hc_ffn_pre-1	blk.1.ffn_norm.weight
+tensor	ffn_up_gate-1	0	f32	12288	1	1	1	49152	72.569067	FUSED_UP_GATE	1	0	blk.1.ffn_up.weight	blk.1.ffn_gate.weight
+tensor	ffn_out-1	0	f32	4096	1	1	1	16384	12.989600	MUL_MAT	1	0	blk.1.ffn_down.weight	ffn_up_gate-1
+tensor	 (view)	10	f32	4	1	1	1	16	4.051054	VIEW	1	1	node_169	-
+tensor	 (view)	11	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_169	-
+tensor	l_out-1	0	f32	4096	4	1	1	65536	-10.392245	HC_POST	1	0	ffn_out-1	 (view)
+tensor	l_out-1 (reshaped)	0	f32	16384	1	1	1	65536	-10.392245	RESHAPE	1	1	l_out-1	-
+tensor	hc_pre-2	0	f32	16384	1	1	1	65536	-10.933302	RMS_NORM	1	0	l_out-1 (reshaped)	-
+tensor	hc_pre_mixes-2	0	f32	24	1	1	1	96	6.627898	MUL_MAT	1	0	blk.2.hc_attn_fn.weight	hc_pre-2
+tensor	node_182	0	f32	24	1	1	1	96	10.856364	HC_PRE	1	0	hc_pre_mixes-2	blk.2.hc_attn_scale.weight
+tensor	 (view)	12	f32	4	1	1	1	16	2.323923	VIEW	1	1	node_182	-
+tensor	 (view) (reshaped)	4	f32	1	4	1	1	16	2.323923	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-2	0	f32	4096	1	1	1	16384	-6.248975	MUL_MULTI_ADD	1	0	l_out-1	 (view) (reshaped)
+tensor	node_186	0	f32	4096	1	1	1	16384	-2.949432	FUSED_RMS_NORM	1	0	hc_attn_pre-2	blk.2.attn_norm.weight
+tensor	q-2	0	f32	8192	1	1	1	32768	12.544032	MUL_MAT	1	0	blk.2.attn_q.weight	node_186
+tensor	k-2	0	f32	8192	1	1	1	32768	-144.117991	MUL_MAT	1	0	blk.2.attn_k.weight	node_186
+tensor	node_189	0	f32	16384	1	1	1	65536	-131.573959	CONCAT	1	0	q-2	k-2
+tensor	v-2	0	f32	8192	1	1	1	32768	-95.330538	MUL_MAT	1	0	blk.2.attn_v.weight	node_186
+tensor	qkv_mixed-2	0	f32	24576	1	1	1	98304	-226.904497	CONCAT	1	0	node_189	v-2
+tensor	node_192	0	f32	128	1	1	1	512	-19.198178	MUL_MAT	1	0	blk.2.ssm_g_a.weight	node_186
+tensor	z-2	0	f32	8192	1	1	1	32768	137.656124	MUL_MAT	1	0	blk.2.ssm_g_b.weight	node_192
+tensor	node_194	0	f32	64	1	1	1	256	5.675008	MUL_MAT	1	0	blk.2.ssm_beta.weight	node_186
+tensor	beta_in-2	0	f32	64	1	1	1	256	5.675008	RESHAPE	1	1	node_194	-
+tensor	node_196	0	f32	128	1	1	1	512	-20.267163	MUL_MAT	1	0	blk.2.ssm_f_a.weight	node_186
+tensor	node_197	0	f32	8192	1	1	1	32768	36.237741	MUL_MAT	1	0	blk.2.ssm_f_b.weight	node_196
+tensor	decay_raw-2	0	f32	128	64	1	1	32768	36.237741	RESHAPE	1	1	node_197	-
+tensor	blk.2.ssm_dt.bias (reshaped)	0	f32	128	64	1	1	32768	-8192.000000	RESHAPE	1	1	blk.2.ssm_dt.bias	-
+tensor	node_200	0	f32	128	64	1	1	32768	-8155.762258	ADD	1	0	decay_raw-2	blk.2.ssm_dt.bias (reshaped)
+tensor	blk.2.ssm_a (reshaped)	0	f32	1	64	1	1	256	-320.000000	RESHAPE	1	1	blk.2.ssm_a	-
+tensor	node_202	0	f32	128	64	1	1	32768	40778.811290	MUL	1	0	node_200	blk.2.ssm_a (reshaped)
+tensor	node_203	0	f32	128	64	1	1	32768	-40778.811290	SCALE	1	0	node_202	-
+tensor	node_204	0	f32	128	64	1	1	32768	1476.545794	SIGMOID	1	0	node_203	-
+tensor	g_in-2	0	f32	128	64	1	1	32768	-7382.728972	SCALE	1	0	node_204	-
+input	cache_s_l2	0	f32	1122304	1	1	1	4489216	5103.777066	NONE	1	0	-	-
+tensor	cache_s_l2 (view)	0	f32	1122304	1	1	1	4489216	5103.777066	VIEW	1	1	cache_s_l2	-
+tensor	cache_s_l2 (view) (view)	0	f32	1122304	1	1	1	4489216	5103.777066	VIEW	1	1	cache_s_l2 (view)	-
+tensor	cache_s_l2 (view) (view) (view)	0	f32	1048576	1	1	1	4194304	5324.110306	VIEW	1	1	cache_s_l2 (view) (view)	-
+tensor	state_in-2	0	f32	128	128	64	1	4194304	5324.110306	RESHAPE	1	1	cache_s_l2 (view) (view) (view)	-
+tensor	cache_s_l2 (view) (view) (view)	1	f32	73728	1	1	1	294912	-220.333240	VIEW	1	1	cache_s_l2 (view) (view)	-
+tensor	conv_states-2	0	f32	3	24576	1	1	294912	-220.333240	RESHAPE	1	1	cache_s_l2 (view) (view) (view)	-
+tensor	blk.2.ssm_conv1d_q.weight (reshaped)	0	f32	4	8192	1	1	131072	43.130712	RESHAPE	1	1	blk.2.ssm_conv1d_q.weight	-
+tensor	blk.2.ssm_conv1d_k.weight (reshaped)	0	f32	4	8192	1	1	131072	28.253117	RESHAPE	1	1	blk.2.ssm_conv1d_k.weight	-
+tensor	node_214	0	f32	4	16384	1	1	262144	71.383829	CONCAT	1	0	blk.2.ssm_conv1d_q.weight (reshaped)	blk.2.ssm_conv1d_k.weight (reshaped)
+tensor	blk.2.ssm_conv1d_v.weight (reshaped)	0	f32	4	8192	1	1	131072	-3.023941	RESHAPE	1	1	blk.2.ssm_conv1d_v.weight	-
+tensor	node_216	0	f32	4	24576	1	1	393216	68.359888	CONCAT	1	0	node_214	blk.2.ssm_conv1d_v.weight (reshaped)
+tensor	conv_output_raw-2	0	f32	122880	1	1	1	491520	-379.632280	SSM_CONV	1	0	conv_states-2	qkv_mixed-2
+tensor	conv_output_raw-2 (view)	0	f32	24576	1	1	1	98304	67.605457	VIEW	1	1	conv_output_raw-2	-
+tensor	conv_output_silu-2	0	f32	24576	1	1	1	98304	4934.838439	SILU	1	0	conv_output_raw-2 (view)	-
+tensor	q_conv-2	0	f32	128	64	1	1	32768	1723.776869	VIEW	1	1	conv_output_silu-2	-
+tensor	node_221	0	f32	128	64	1	1	32768	249.595823	L2_NORM	1	0	q_conv-2	-
+tensor	q_fused-2	0	f32	128	1	64	1	32768	249.595823	PERMUTE	1	1	node_221	-
+tensor	k_conv-2	0	f32	128	64	1	1	32768	1586.371425	VIEW	1	1	conv_output_silu-2	-
+tensor	node_224	0	f32	128	64	1	1	32768	238.411389	L2_NORM	1	0	k_conv-2	-
+tensor	k_fused-2	0	f32	128	1	64	1	32768	238.411389	PERMUTE	1	1	node_224	-
+tensor	v_in-2	0	f32	128	64	1	1	32768	1624.690145	VIEW	1	1	conv_output_silu-2	-
+tensor	v_fused-2	0	f32	128	1	64	1	32768	1624.690145	PERMUTE	1	1	v_in-2	-
+tensor	g_fused-2	0	f32	1	128	64	1	32768	-7382.728972	PERMUTE	1	1	g_in-2	-
+tensor	beta_fused-2	0	f32	1	1	64	1	256	5.675008	PERMUTE	1	1	beta_in-2	-
+tensor	state_fused-2	0	f32	128	8192	1	1	4194304	5324.110306	RESHAPE	1	1	state_in-2	-
+tensor	delta_net_fused_raw-2	0	f32	1056768	1	1	1	4227072	6406.468750	DELTA_NET	1	0	q_fused-2	k_fused-2
+tensor	delta_net_fused_raw-2 (view)	0	f32	1048576	1	1	1	4194304	6389.388610	VIEW	1	1	delta_net_fused_raw-2	-
+tensor	new_state-2	0	f32	128	128	64	1	4194304	6389.388610	RESHAPE	1	1	delta_net_fused_raw-2 (view)	-
+tensor	new_state-2 (reshaped)	0	f32	1048576	1	1	1	4194304	6389.388610	RESHAPE	1	1	new_state-2	-
+tensor	cache_s_l2 (view) (view) (view)	2	f32	1048576	1	1	1	4194304	5324.110306	VIEW	1	1	cache_s_l2 (view) (view)	-
+tensor	ssm_state_cpy-2	0	f32	1048576	1	1	1	4194304	6389.388610	CPY	1	1	new_state-2 (reshaped)	cache_s_l2 (view) (view) (view)
+tensor	conv_output_raw-2 (view)	1	f32	3	24576	1	1	294912	-164.028232	VIEW	0	1	conv_output_raw-2	-
+tensor	new_conv_states_cont-2	0	f32	3	24576	1	1	294912	-478.104103	CONT	1	0	conv_output_raw-2 (view)	-
+tensor	new_conv_states_cont-2 (reshaped)	0	f32	73728	1	1	1	294912	-478.104103	RESHAPE	1	1	new_conv_states_cont-2	-
+tensor	cache_s_l2 (view) (view) (view)	3	f32	73728	1	1	1	294912	-220.333240	VIEW	1	1	cache_s_l2 (view) (view)	-
+tensor	conv_state_cpy-2	0	f32	73728	1	1	1	294912	-478.104103	CPY	1	1	new_conv_states_cont-2 (reshaped)	cache_s_l2 (view) (view) (view)
+tensor	z-2 (reshaped)	0	f32	128	64	1	1	32768	137.656124	RESHAPE	1	1	z-2	-
+tensor	node_243	0	f32	128	64	1	1	32768	4125.731044	SIGMOID	1	0	z-2 (reshaped)	-
+tensor	attn_output-2	0	f32	128	64	1	1	32768	17.080141	VIEW	1	1	delta_net_fused_raw-2	-
+tensor	attn_output-2 (reshaped)	0	f32	128	64	1	1	32768	17.080141	RESHAPE	1	1	attn_output-2	-
+tensor	attn_rms_norm-2	0	f32	128	64	1	1	32768	2504.926157	FUSED_RMS_NORM	1	0	attn_output-2 (reshaped)	blk.2.ssm_norm.weight
+tensor	attn_out_norm-2	0	f32	128	64	1	1	32768	1267.339458	MUL	1	0	node_243	attn_rms_norm-2
+tensor	final_output-2	0	f32	8192	1	1	1	32768	1267.339458	RESHAPE	1	1	attn_out_norm-2	-
+tensor	linear_attn_out-2	0	f32	4096	1	1	1	16384	-21.954745	MUL_MAT	1	0	blk.2.attn_output.weight	final_output-2
+tensor	ssm_output-2	0	f32	4096	1	1	1	16384	-21.954745	RESHAPE	1	1	linear_attn_out-2	-
+tensor	 (view)	13	f32	4	1	1	1	16	4.532445	VIEW	1	1	node_182	-
+tensor	 (view)	14	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_182	-
+tensor	attn_out-2	0	f32	4096	4	1	1	65536	-109.900915	HC_POST	1	0	ssm_output-2	 (view)
+tensor	attn_out-2 (reshaped)	0	f32	16384	1	1	1	65536	-109.900915	RESHAPE	1	1	attn_out-2	-
+tensor	hc_pre-2	1	f32	16384	1	1	1	65536	-103.566276	RMS_NORM	1	0	attn_out-2 (reshaped)	-
+tensor	hc_pre_mixes-2	1	f32	24	1	1	1	96	4.819556	MUL_MAT	1	0	blk.2.hc_ffn_fn.weight	hc_pre-2
+tensor	node_257	0	f32	24	1	1	1	96	11.295689	HC_PRE	1	0	hc_pre_mixes-2	blk.2.hc_ffn_scale.weight
+tensor	 (view)	15	f32	4	1	1	1	16	1.947947	VIEW	1	1	node_257	-
+tensor	 (view) (reshaped)	5	f32	1	4	1	1	16	1.947947	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-2	0	f32	4096	1	1	1	16384	-49.300096	MUL_MULTI_ADD	1	0	attn_out-2	 (view) (reshaped)
+tensor	ffn_norm-2	0	f32	4096	1	1	1	16384	-25.256968	FUSED_RMS_NORM	1	0	hc_ffn_pre-2	blk.2.ffn_norm.weight
+tensor	ffn_moe_logits-2	0	f32	288	1	1	1	1152	1.291023	MUL_MAT	1	0	blk.2.ffn_gate_inp.weight	ffn_norm-2
+tensor	ffn_moe_probs-2	0	f32	288	1	1	1	1152	143.838806	SIGMOID	1	0	ffn_moe_logits-2	-
+tensor	ffn_moe_probs-2 (reshaped)	0	f32	1	288	1	1	1152	143.838806	RESHAPE	1	1	ffn_moe_probs-2	-
+tensor	ffn_moe_probs_biased-2	0	f32	288	1	1	1	1152	143.838806	ADD	1	0	ffn_moe_probs-2	blk.2.exp_probs_b.bias
+tensor	ffn_moe_probs_biased-2 (sort)	0	i32	288	1	1	1	1152	41328.000000	ARGSORT	1	0	ffn_moe_probs_biased-2	-
+int	ffn_moe_probs_biased-2 (sort)	0	tensor	i32	i32	flat	288	1152	41328	287	ffn_moe_probs_biased-2_(sort).0.i32
+tensor	ffn_moe_topk-2	0	i32	8	1	1	1	32	1371.000000	VIEW	1	1	ffn_moe_probs_biased-2 (sort)	-
+int	ffn_moe_topk-2	0	tensor	i32	i32	flat	8	32	1371	258	ffn_moe_topk-2.0.i32
+int	ffn_moe_topk-2	0	tensor	i32	i32	logical	8	32	1371	258	ffn_moe_topk-2.0.logical.i32
+tensor	ffn_moe_weights-2	0	f32	1	8	1	1	32	7.281800	GET_ROWS	1	0	ffn_moe_probs-2 (reshaped)	ffn_moe_topk-2
+tensor	ffn_moe_weights-2 (reshaped)	0	f32	8	1	1	1	32	7.281800	RESHAPE	1	1	ffn_moe_weights-2	-
+tensor	ffn_moe_weights_sum-2	0	f32	1	1	1	1	4	7.281800	SUM_ROWS	1	0	ffn_moe_weights-2 (reshaped)	-
+tensor	ffn_moe_weights_norm-2	0	f32	8	1	1	1	32	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	8	1	1	32	1.000000	RESHAPE	1	1	ffn_moe_weights_norm-2	-
+tensor	ffn_moe_weights_scaled-2	0	f32	1	8	1	1	32	2.500000	SCALE	1	0	ffn_moe_weights_norm-2 (reshaped)	-
+tensor	ffn_norm-2 (reshaped)	0	f32	4096	1	1	1	16384	-25.256968	RESHAPE	1	1	ffn_norm-2	-
+tensor	ffn_moe_gate_par-2	0	f32	512	8	1	1	16384	-14.889049	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	4096	8	1	1	131072	-290.008692	MUL_MAT_ID	1	0	blk.2.ffn_down_exps.weight	ffn_moe_gate_par-2
+tensor	ffn_moe_out-2	0	f32	4096	1	1	1	16384	-89.810327	MUL_MULTI_ADD	1	0	ffn_moe_down-2	ffn_moe_weights_scaled-2
+tensor	ffn_up_gate-2	0	f32	2048	1	1	1	8192	0.065365	FUSED_UP_GATE	1	0	blk.2.ffn_up_shexp.weight	blk.2.ffn_gate_shexp.weight
+tensor	ffn_shexp-2	0	f32	4096	1	1	1	16384	-13.597023	MUL_MAT	1	0	blk.2.ffn_down_shexp.weight	ffn_up_gate-2
+tensor	ffn_out-2	0	f32	4096	1	1	1	16384	-103.407350	ADD	1	0	ffn_moe_out-2	ffn_shexp-2
+tensor	 (view)	16	f32	4	1	1	1	16	5.347745	VIEW	1	1	node_257	-
+tensor	 (view)	17	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_257	-
+tensor	l_out-2	0	f32	4096	4	1	1	65536	-662.896964	HC_POST	1	0	ffn_out-2	 (view)
+tensor	l_out-2 (reshaped)	0	f32	16384	1	1	1	65536	-662.896964	RESHAPE	1	1	l_out-2	-
+tensor	hc_pre-3	0	f32	16384	1	1	1	65536	-435.234194	RMS_NORM	1	0	l_out-2 (reshaped)	-
+tensor	hc_pre_mixes-3	0	f32	24	1	1	1	96	-3.452511	MUL_MAT	1	0	blk.3.hc_attn_fn.weight	hc_pre-3
+tensor	node_287	0	f32	24	1	1	1	96	10.286690	HC_PRE	1	0	hc_pre_mixes-3	blk.3.hc_attn_scale.weight
+tensor	 (view)	18	f32	4	1	1	1	16	1.786958	VIEW	1	1	node_287	-
+tensor	 (view) (reshaped)	6	f32	1	4	1	1	16	1.786958	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-3	0	f32	4096	1	1	1	16384	-300.738223	MUL_MULTI_ADD	1	0	l_out-2	 (view) (reshaped)
+tensor	attn_norm-3	0	f32	4096	1	1	1	16384	-109.667718	FUSED_RMS_NORM	1	0	hc_attn_pre-3	blk.3.attn_norm.weight
+tensor	kv_a_mqa-3	0	f32	512	1	1	1	2048	53.883935	MUL_MAT	1	0	blk.3.attn_kv_a_mqa.weight	attn_norm-3
+tensor	kv_compressed-3	0	f32	512	1	1	1	2048	55.439892	FUSED_RMS_NORM	1	0	kv_a_mqa-3	blk.3.attn_kv_a_norm.weight
+input	cache_k_l3	0	f16	512	512	1	1	1048576	13.950861	NONE	1	0	-	-
+tensor	cache_k_l3 (view)	0	f16	512	1	1	1	2048	0.000000	VIEW	1	1	cache_k_l3	-
+tensor	cache_k_l3 (view) (copy of kv_compressed-3)	0	f16	512	1	1	1	2048	55.441582	CPY	1	1	kv_compressed-3	cache_k_l3 (view)
+tensor	q_a-3	0	f32	1536	1	1	1	6144	22.840462	MUL_MAT	1	0	blk.3.attn_q_a.weight	attn_norm-3
+tensor	q_a_norm-3	0	f32	1536	1	1	1	6144	22.295111	FUSED_RMS_NORM	1	0	q_a-3	blk.3.attn_q_a_norm.weight
+tensor	q-3	0	f32	16384	1	1	1	65536	-40.340899	MUL_MAT	1	0	blk.3.attn_q_b.weight	q_a_norm-3
+tensor	q-3 (reshaped)	0	f32	256	64	1	1	65536	-40.340899	RESHAPE	1	1	q-3	-
+tensor	q-3 (reshaped) (permuted)	0	f32	256	1	64	1	65536	-40.340899	PERMUTE	1	1	q-3 (reshaped)	-
+tensor	Qcur-3	0	f32	512	1	64	1	131072	-31.254007	MUL_MAT	1	0	blk.3.attn_k_b.weight	q-3 (reshaped) (permuted)
+tensor	kv_cache-3	0	f16	512	256	1	1	524288	69.392443	VIEW	1	1	cache_k_l3	-
+input	KQ_mask	0	f16	256	16	1	1	16384	-inf	NONE	1	0	-	-
+tensor	kqv_compressed-3	0	f32	512	64	1	1	131072	858.322916	FLASH_ATTN_EXT	1	0	Qcur-3	kv_cache-3
+tensor	kqv_compressed_perm-3	0	f32	512	1	64	1	131072	858.322916	PERMUTE	1	1	kqv_compressed-3	-
+tensor	kqv-3	0	f32	256	1	64	1	65536	-164.292111	MUL_MAT	1	0	blk.3.attn_v_b.weight	kqv_compressed_perm-3
+tensor	kqv-3 (permuted)	0	f32	256	64	1	1	65536	-164.292111	PERMUTE	1	1	kqv-3	-
+tensor	kqv-3 (permuted) (cont)	0	f32	256	64	1	1	65536	-164.292111	CONT	1	0	kqv-3 (permuted)	-
+tensor	kqv_2d-3	0	f32	16384	1	1	1	65536	-164.292111	RESHAPE	1	1	kqv-3 (permuted) (cont)	-
+tensor	kqv_out-3	0	f32	4096	1	1	1	16384	50.907020	MUL_MAT	1	0	blk.3.attn_output.weight	kqv_2d-3
+tensor	 (view)	19	f32	4	1	1	1	16	4.499736	VIEW	1	1	node_287	-
+tensor	 (view)	20	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_287	-
+tensor	attn_out-3	0	f32	4096	4	1	1	65536	-433.828151	HC_POST	1	0	kqv_out-3	 (view)
+tensor	attn_out-3 (reshaped)	0	f32	16384	1	1	1	65536	-433.828151	RESHAPE	1	1	attn_out-3	-
+tensor	hc_pre-3	1	f32	16384	1	1	1	65536	-256.428385	RMS_NORM	1	0	attn_out-3 (reshaped)	-
+tensor	hc_pre_mixes-3	1	f32	24	1	1	1	96	-7.887068	MUL_MAT	1	0	blk.3.hc_ffn_fn.weight	hc_pre-3
+tensor	node_316	0	f32	24	1	1	1	96	10.692970	HC_PRE	1	0	hc_pre_mixes-3	blk.3.hc_ffn_scale.weight
+tensor	 (view)	21	f32	4	1	1	1	16	2.575765	VIEW	1	1	node_316	-
+tensor	 (view) (reshaped)	7	f32	1	4	1	1	16	2.575765	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-3	0	f32	4096	1	1	1	16384	-286.238260	MUL_MULTI_ADD	1	0	attn_out-3	 (view) (reshaped)
+tensor	ffn_norm-3	0	f32	4096	1	1	1	16384	-66.355342	FUSED_RMS_NORM	1	0	hc_ffn_pre-3	blk.3.ffn_norm.weight
+tensor	ffn_moe_logits-3	0	f32	288	1	1	1	1152	32.780489	MUL_MAT	1	0	blk.3.ffn_gate_inp.weight	ffn_norm-3
+tensor	ffn_moe_probs-3	0	f32	288	1	1	1	1152	150.542863	SIGMOID	1	0	ffn_moe_logits-3	-
+tensor	ffn_moe_probs-3 (reshaped)	0	f32	1	288	1	1	1152	150.542863	RESHAPE	1	1	ffn_moe_probs-3	-
+tensor	ffn_moe_probs_biased-3	0	f32	288	1	1	1	1152	150.542863	ADD	1	0	ffn_moe_probs-3	blk.3.exp_probs_b.bias
+tensor	ffn_moe_probs_biased-3 (sort)	0	i32	288	1	1	1	1152	41328.000000	ARGSORT	1	0	ffn_moe_probs_biased-3	-
+int	ffn_moe_probs_biased-3 (sort)	0	tensor	i32	i32	flat	288	1152	41328	287	ffn_moe_probs_biased-3_(sort).0.i32
+tensor	ffn_moe_topk-3	0	i32	8	1	1	1	32	1342.000000	VIEW	1	1	ffn_moe_probs_biased-3 (sort)	-
+int	ffn_moe_topk-3	0	tensor	i32	i32	flat	8	32	1342	249	ffn_moe_topk-3.0.i32
+int	ffn_moe_topk-3	0	tensor	i32	i32	logical	8	32	1342	249	ffn_moe_topk-3.0.logical.i32
+tensor	ffn_moe_weights-3	0	f32	1	8	1	1	32	7.296642	GET_ROWS	1	0	ffn_moe_probs-3 (reshaped)	ffn_moe_topk-3
+tensor	ffn_moe_weights-3 (reshaped)	0	f32	8	1	1	1	32	7.296642	RESHAPE	1	1	ffn_moe_weights-3	-
+tensor	ffn_moe_weights_sum-3	0	f32	1	1	1	1	4	7.296642	SUM_ROWS	1	0	ffn_moe_weights-3 (reshaped)	-
+tensor	ffn_moe_weights_norm-3	0	f32	8	1	1	1	32	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	8	1	1	32	1.000000	RESHAPE	1	1	ffn_moe_weights_norm-3	-
+tensor	ffn_moe_weights_scaled-3	0	f32	1	8	1	1	32	2.500000	SCALE	1	0	ffn_moe_weights_norm-3 (reshaped)	-
+tensor	ffn_norm-3 (reshaped)	0	f32	4096	1	1	1	16384	-66.355342	RESHAPE	1	1	ffn_norm-3	-
+tensor	ffn_moe_gate_par-3	0	f32	512	8	1	1	16384	-31.894754	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	4096	8	1	1	131072	-320.963146	MUL_MAT_ID	1	0	blk.3.ffn_down_exps.weight	ffn_moe_gate_par-3
+tensor	ffn_moe_out-3	0	f32	4096	1	1	1	16384	-100.540262	MUL_MULTI_ADD	1	0	ffn_moe_down-3	ffn_moe_weights_scaled-3
+tensor	ffn_up_gate-3	0	f32	2048	1	1	1	8192	-15.697632	FUSED_UP_GATE	1	0	blk.3.ffn_up_shexp.weight	blk.3.ffn_gate_shexp.weight
+tensor	ffn_shexp-3	0	f32	4096	1	1	1	16384	-3.298012	MUL_MAT	1	0	blk.3.ffn_down_shexp.weight	ffn_up_gate-3
+tensor	ffn_out-3	0	f32	4096	1	1	1	16384	-103.838276	ADD	1	0	ffn_moe_out-3	ffn_shexp-3
+tensor	 (view)	22	f32	4	1	1	1	16	4.117209	VIEW	1	1	node_316	-
+tensor	 (view)	23	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_316	-
+tensor	l_out-3	0	f32	4096	4	1	1	65536	-861.351611	HC_POST	1	0	ffn_out-3	 (view)
+tensor	l_out-3 (reshaped)	0	f32	16384	1	1	1	65536	-861.351611	RESHAPE	1	1	l_out-3	-
+tensor	hc_pre-4	0	f32	16384	1	1	1	65536	-444.293684	RMS_NORM	1	0	l_out-3 (reshaped)	-
+tensor	hc_pre_mixes-4	0	f32	24	1	1	1	96	-4.430200	MUL_MAT	1	0	blk.4.hc_attn_fn.weight	hc_pre-4
+tensor	node_346	0	f32	24	1	1	1	96	9.541992	HC_PRE	1	0	hc_pre_mixes-4	blk.4.hc_attn_scale.weight
+tensor	 (view)	24	f32	4	1	1	1	16	1.493714	VIEW	1	1	node_346	-
+tensor	 (view) (reshaped)	8	f32	1	4	1	1	16	1.493714	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-4	0	f32	4096	1	1	1	16384	-313.721677	MUL_MULTI_ADD	1	0	l_out-3	 (view) (reshaped)
+tensor	node_350	0	f32	4096	1	1	1	16384	-111.914676	FUSED_RMS_NORM	1	0	hc_attn_pre-4	blk.4.attn_norm.weight
+tensor	q-4	0	f32	8192	1	1	1	32768	-49.139035	MUL_MAT	1	0	blk.4.attn_q.weight	node_350
+tensor	k-4	0	f32	8192	1	1	1	32768	13.619614	MUL_MAT	1	0	blk.4.attn_k.weight	node_350
+tensor	node_353	0	f32	16384	1	1	1	65536	-35.519421	CONCAT	1	0	q-4	k-4
+tensor	v-4	0	f32	8192	1	1	1	32768	-135.195760	MUL_MAT	1	0	blk.4.attn_v.weight	node_350
+tensor	qkv_mixed-4	0	f32	24576	1	1	1	98304	-170.715181	CONCAT	1	0	node_353	v-4
+tensor	node_356	0	f32	128	1	1	1	512	-5.333290	MUL_MAT	1	0	blk.4.ssm_g_a.weight	node_350
+tensor	z-4	0	f32	8192	1	1	1	32768	115.675828	MUL_MAT	1	0	blk.4.ssm_g_b.weight	node_356
+tensor	node_358	0	f32	64	1	1	1	256	5.239166	MUL_MAT	1	0	blk.4.ssm_beta.weight	node_350
+tensor	beta_in-4	0	f32	64	1	1	1	256	5.239166	RESHAPE	1	1	node_358	-
+tensor	node_360	0	f32	128	1	1	1	512	12.979724	MUL_MAT	1	0	blk.4.ssm_f_a.weight	node_350
+tensor	node_361	0	f32	8192	1	1	1	32768	-80.391081	MUL_MAT	1	0	blk.4.ssm_f_b.weight	node_360
+tensor	decay_raw-4	0	f32	128	64	1	1	32768	-80.391081	RESHAPE	1	1	node_361	-
+tensor	blk.4.ssm_dt.bias (reshaped)	0	f32	128	64	1	1	32768	-8192.000000	RESHAPE	1	1	blk.4.ssm_dt.bias	-
+tensor	node_364	0	f32	128	64	1	1	32768	-8272.391082	ADD	1	0	decay_raw-4	blk.4.ssm_dt.bias (reshaped)
+tensor	blk.4.ssm_a (reshaped)	0	f32	1	64	1	1	256	-320.000000	RESHAPE	1	1	blk.4.ssm_a	-
+tensor	node_366	0	f32	128	64	1	1	32768	41361.955412	MUL	1	0	node_364	blk.4.ssm_a (reshaped)
+tensor	node_367	0	f32	128	64	1	1	32768	-41361.955412	SCALE	1	0	node_366	-
+tensor	node_368	0	f32	128	64	1	1	32768	1362.212481	SIGMOID	1	0	node_367	-
+tensor	g_in-4	0	f32	128	64	1	1	32768	-6811.062413	SCALE	1	0	node_368	-
+input	cache_s_l4	0	f32	1122304	1	1	1	4489216	4798.412830	NONE	1	0	-	-
+tensor	cache_s_l4 (view)	0	f32	1122304	1	1	1	4489216	4798.412830	VIEW	1	1	cache_s_l4	-
+tensor	cache_s_l4 (view) (view)	0	f32	1122304	1	1	1	4489216	4798.412830	VIEW	1	1	cache_s_l4 (view)	-
+tensor	cache_s_l4 (view) (view) (view)	0	f32	1048576	1	1	1	4194304	5046.893192	VIEW	1	1	cache_s_l4 (view) (view)	-
+tensor	state_in-4	0	f32	128	128	64	1	4194304	5046.893192	RESHAPE	1	1	cache_s_l4 (view) (view) (view)	-
+tensor	cache_s_l4 (view) (view) (view)	1	f32	73728	1	1	1	294912	-248.480362	VIEW	1	1	cache_s_l4 (view) (view)	-
+tensor	conv_states-4	0	f32	3	24576	1	1	294912	-248.480362	RESHAPE	1	1	cache_s_l4 (view) (view) (view)	-
+tensor	blk.4.ssm_conv1d_q.weight (reshaped)	0	f32	4	8192	1	1	131072	-47.544735	RESHAPE	1	1	blk.4.ssm_conv1d_q.weight	-
+tensor	blk.4.ssm_conv1d_k.weight (reshaped)	0	f32	4	8192	1	1	131072	-126.970692	RESHAPE	1	1	blk.4.ssm_conv1d_k.weight	-
+tensor	node_378	0	f32	4	16384	1	1	262144	-174.515427	CONCAT	1	0	blk.4.ssm_conv1d_q.weight (reshaped)	blk.4.ssm_conv1d_k.weight (reshaped)
+tensor	blk.4.ssm_conv1d_v.weight (reshaped)	0	f32	4	8192	1	1	131072	-20.710238	RESHAPE	1	1	blk.4.ssm_conv1d_v.weight	-
+tensor	node_380	0	f32	4	24576	1	1	393216	-195.225665	CONCAT	1	0	node_378	blk.4.ssm_conv1d_v.weight (reshaped)
+tensor	conv_output_raw-4	0	f32	122880	1	1	1	491520	-387.983312	SSM_CONV	1	0	conv_states-4	qkv_mixed-4
+tensor	conv_output_raw-4 (view)	0	f32	24576	1	1	1	98304	31.212231	VIEW	1	1	conv_output_raw-4	-
+tensor	conv_output_silu-4	0	f32	24576	1	1	1	98304	4999.463060	SILU	1	0	conv_output_raw-4 (view)	-
+tensor	q_conv-4	0	f32	128	64	1	1	32768	1744.897030	VIEW	1	1	conv_output_silu-4	-
+tensor	node_385	0	f32	128	64	1	1	32768	251.896662	L2_NORM	1	0	q_conv-4	-
+tensor	q_fused-4	0	f32	128	1	64	1	32768	251.896662	PERMUTE	1	1	node_385	-
+tensor	k_conv-4	0	f32	128	64	1	1	32768	1544.200991	VIEW	1	1	conv_output_silu-4	-
+tensor	node_388	0	f32	128	64	1	1	32768	233.797021	L2_NORM	1	0	k_conv-4	-
+tensor	k_fused-4	0	f32	128	1	64	1	32768	233.797021	PERMUTE	1	1	node_388	-
+tensor	v_in-4	0	f32	128	64	1	1	32768	1710.365039	VIEW	1	1	conv_output_silu-4	-
+tensor	v_fused-4	0	f32	128	1	64	1	32768	1710.365039	PERMUTE	1	1	v_in-4	-
+tensor	g_fused-4	0	f32	1	128	64	1	32768	-6811.062413	PERMUTE	1	1	g_in-4	-
+tensor	beta_fused-4	0	f32	1	1	64	1	256	5.239166	PERMUTE	1	1	beta_in-4	-
+tensor	state_fused-4	0	f32	128	8192	1	1	4194304	5046.893192	RESHAPE	1	1	state_in-4	-
+tensor	delta_net_fused_raw-4	0	f32	1056768	1	1	1	4227072	6549.320315	DELTA_NET	1	0	q_fused-4	k_fused-4
+tensor	delta_net_fused_raw-4 (view)	0	f32	1048576	1	1	1	4194304	6533.291836	VIEW	1	1	delta_net_fused_raw-4	-
+tensor	new_state-4	0	f32	128	128	64	1	4194304	6533.291836	RESHAPE	1	1	delta_net_fused_raw-4 (view)	-
+tensor	new_state-4 (reshaped)	0	f32	1048576	1	1	1	4194304	6533.291836	RESHAPE	1	1	new_state-4	-
+tensor	cache_s_l4 (view) (view) (view)	2	f32	1048576	1	1	1	4194304	5046.893192	VIEW	1	1	cache_s_l4 (view) (view)	-
+tensor	ssm_state_cpy-4	0	f32	1048576	1	1	1	4194304	6533.291836	CPY	1	1	new_state-4 (reshaped)	cache_s_l4 (view) (view) (view)
+tensor	conv_output_raw-4 (view)	1	f32	3	24576	1	1	294912	-233.719747	VIEW	0	1	conv_output_raw-4	-
+tensor	new_conv_states_cont-4	0	f32	3	24576	1	1	294912	-365.651555	CONT	1	0	conv_output_raw-4 (view)	-
+tensor	new_conv_states_cont-4 (reshaped)	0	f32	73728	1	1	1	294912	-365.651555	RESHAPE	1	1	new_conv_states_cont-4	-
+tensor	cache_s_l4 (view) (view) (view)	3	f32	73728	1	1	1	294912	-248.480362	VIEW	1	1	cache_s_l4 (view) (view)	-
+tensor	conv_state_cpy-4	0	f32	73728	1	1	1	294912	-365.651555	CPY	1	1	new_conv_states_cont-4 (reshaped)	cache_s_l4 (view) (view) (view)
+tensor	z-4 (reshaped)	0	f32	128	64	1	1	32768	115.675828	RESHAPE	1	1	z-4	-
+tensor	node_407	0	f32	128	64	1	1	32768	4119.733800	SIGMOID	1	0	z-4 (reshaped)	-
+tensor	attn_output-4	0	f32	128	64	1	1	32768	16.028479	VIEW	1	1	delta_net_fused_raw-4	-
+tensor	attn_output-4 (reshaped)	0	f32	128	64	1	1	32768	16.028479	RESHAPE	1	1	attn_output-4	-
+tensor	attn_rms_norm-4	0	f32	128	64	1	1	32768	2322.430955	FUSED_RMS_NORM	1	0	attn_output-4 (reshaped)	blk.4.ssm_norm.weight
+tensor	attn_out_norm-4	0	f32	128	64	1	1	32768	1176.081629	MUL	1	0	node_407	attn_rms_norm-4
+tensor	final_output-4	0	f32	8192	1	1	1	32768	1176.081629	RESHAPE	1	1	attn_out_norm-4	-
+tensor	linear_attn_out-4	0	f32	4096	1	1	1	16384	8.757097	MUL_MAT	1	0	blk.4.attn_output.weight	final_output-4
+tensor	ssm_output-4	0	f32	4096	1	1	1	16384	8.757097	RESHAPE	1	1	linear_attn_out-4	-
+tensor	 (view)	25	f32	4	1	1	1	16	4.048282	VIEW	1	1	node_346	-
+tensor	 (view)	26	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_346	-
+tensor	attn_out-4	0	f32	4096	4	1	1	65536	-825.899546	HC_POST	1	0	ssm_output-4	 (view)
+tensor	attn_out-4 (reshaped)	0	f32	16384	1	1	1	65536	-825.899546	RESHAPE	1	1	attn_out-4	-
+tensor	hc_pre-4	1	f32	16384	1	1	1	65536	-421.186806	RMS_NORM	1	0	attn_out-4 (reshaped)	-
+tensor	hc_pre_mixes-4	1	f32	24	1	1	1	96	-10.469652	MUL_MAT	1	0	blk.4.hc_ffn_fn.weight	hc_pre-4
+tensor	node_421	0	f32	24	1	1	1	96	8.599400	HC_PRE	1	0	hc_pre_mixes-4	blk.4.hc_ffn_scale.weight
+tensor	 (view)	27	f32	4	1	1	1	16	1.288405	VIEW	1	1	node_421	-
+tensor	 (view) (reshaped)	9	f32	1	4	1	1	16	1.288405	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-4	0	f32	4096	1	1	1	16384	-265.337555	MUL_MULTI_ADD	1	0	attn_out-4	 (view) (reshaped)
+tensor	ffn_norm-4	0	f32	4096	1	1	1	16384	-105.297547	FUSED_RMS_NORM	1	0	hc_ffn_pre-4	blk.4.ffn_norm.weight
+tensor	ffn_moe_logits-4	0	f32	288	1	1	1	1152	2.419535	MUL_MAT	1	0	blk.4.ffn_gate_inp.weight	ffn_norm-4
+tensor	ffn_moe_probs-4	0	f32	288	1	1	1	1152	144.398161	SIGMOID	1	0	ffn_moe_logits-4	-
+tensor	ffn_moe_probs-4 (reshaped)	0	f32	1	288	1	1	1152	144.398161	RESHAPE	1	1	ffn_moe_probs-4	-
+tensor	ffn_moe_probs_biased-4	0	f32	288	1	1	1	1152	144.398161	ADD	1	0	ffn_moe_probs-4	blk.4.exp_probs_b.bias
+tensor	ffn_moe_probs_biased-4 (sort)	0	i32	288	1	1	1	1152	41328.000000	ARGSORT	1	0	ffn_moe_probs_biased-4	-
+int	ffn_moe_probs_biased-4 (sort)	0	tensor	i32	i32	flat	288	1152	41328	287	ffn_moe_probs_biased-4_(sort).0.i32
+tensor	ffn_moe_topk-4	0	i32	8	1	1	1	32	1089.000000	VIEW	1	1	ffn_moe_probs_biased-4 (sort)	-
+int	ffn_moe_topk-4	0	tensor	i32	i32	flat	8	32	1089	244	ffn_moe_topk-4.0.i32
+int	ffn_moe_topk-4	0	tensor	i32	i32	logical	8	32	1089	244	ffn_moe_topk-4.0.logical.i32
+tensor	ffn_moe_weights-4	0	f32	1	8	1	1	32	7.291237	GET_ROWS	1	0	ffn_moe_probs-4 (reshaped)	ffn_moe_topk-4
+tensor	ffn_moe_weights-4 (reshaped)	0	f32	8	1	1	1	32	7.291237	RESHAPE	1	1	ffn_moe_weights-4	-
+tensor	ffn_moe_weights_sum-4	0	f32	1	1	1	1	4	7.291237	SUM_ROWS	1	0	ffn_moe_weights-4 (reshaped)	-
+tensor	ffn_moe_weights_norm-4	0	f32	8	1	1	1	32	1.000000	DIV	1	0	ffn_moe_weights-4 (reshaped)	ffn_moe_weights_sum-4
+tensor	ffn_moe_weights_norm-4 (reshaped)	0	f32	1	8	1	1	32	1.000000	RESHAPE	1	1	ffn_moe_weights_norm-4	-
+tensor	ffn_moe_weights_scaled-4	0	f32	1	8	1	1	32	2.500000	SCALE	1	0	ffn_moe_weights_norm-4 (reshaped)	-
+tensor	ffn_norm-4 (reshaped)	0	f32	4096	1	1	1	16384	-105.297547	RESHAPE	1	1	ffn_norm-4	-
+tensor	ffn_moe_gate_par-4	0	f32	512	8	1	1	16384	17.321113	MOE_FUSED_UP_GATE	1	0	blk.4.ffn_up_exps.weight	blk.4.ffn_gate_exps.weight
+tensor	ffn_moe_down-4	0	f32	4096	8	1	1	131072	-115.388249	MUL_MAT_ID	1	0	blk.4.ffn_down_exps.weight	ffn_moe_gate_par-4
+tensor	ffn_moe_out-4	0	f32	4096	1	1	1	16384	-36.399762	MUL_MULTI_ADD	1	0	ffn_moe_down-4	ffn_moe_weights_scaled-4
+tensor	ffn_up_gate-4	0	f32	2048	1	1	1	8192	12.193361	FUSED_UP_GATE	1	0	blk.4.ffn_up_shexp.weight	blk.4.ffn_gate_shexp.weight
+tensor	ffn_shexp-4	0	f32	4096	1	1	1	16384	-25.965281	MUL_MAT	1	0	blk.4.ffn_down_shexp.weight	ffn_up_gate-4
+tensor	ffn_out-4	0	f32	4096	1	1	1	16384	-62.365043	ADD	1	0	ffn_moe_out-4	ffn_shexp-4
+tensor	 (view)	28	f32	4	1	1	1	16	3.310998	VIEW	1	1	node_421	-
+tensor	 (view)	29	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_421	-
+tensor	l_out-4	0	f32	4096	4	1	1	65536	-1032.389287	HC_POST	1	0	ffn_out-4	 (view)
+tensor	l_out-4 (reshaped)	0	f32	16384	1	1	1	65536	-1032.389287	RESHAPE	1	1	l_out-4	-
+tensor	hc_pre-5	0	f32	16384	1	1	1	65536	-492.265916	RMS_NORM	1	0	l_out-4 (reshaped)	-
+tensor	hc_pre_mixes-5	0	f32	24	1	1	1	96	6.577469	MUL_MAT	1	0	blk.5.hc_attn_fn.weight	hc_pre-5
+tensor	node_451	0	f32	24	1	1	1	96	10.712505	HC_PRE	1	0	hc_pre_mixes-5	blk.5.hc_attn_scale.weight
+tensor	 (view)	30	f32	4	1	1	1	16	2.131585	VIEW	1	1	node_451	-
+tensor	 (view) (reshaped)	10	f32	1	4	1	1	16	2.131585	RESHAPE	1	1	 (view)	-
+tensor	hc_attn_pre-5	0	f32	4096	1	1	1	16384	-559.758815	MUL_MULTI_ADD	1	0	l_out-4	 (view) (reshaped)
+tensor	attn_norm-5	0	f32	4096	1	1	1	16384	-127.036874	FUSED_RMS_NORM	1	0	hc_attn_pre-5	blk.5.attn_norm.weight
+tensor	kv_a_mqa-5	0	f32	512	1	1	1	2048	-16.167699	MUL_MAT	1	0	blk.5.attn_kv_a_mqa.weight	attn_norm-5
+tensor	kv_compressed-5	0	f32	512	1	1	1	2048	-17.433808	FUSED_RMS_NORM	1	0	kv_a_mqa-5	blk.5.attn_kv_a_norm.weight
+input	cache_k_l5	0	f16	512	512	1	1	1048576	72.553680	NONE	1	0	-	-
+tensor	cache_k_l5 (view)	0	f16	512	1	1	1	2048	0.000000	VIEW	1	1	cache_k_l5	-
+tensor	cache_k_l5 (view) (copy of kv_compressed-5)	0	f16	512	1	1	1	2048	-17.437660	CPY	1	1	kv_compressed-5	cache_k_l5 (view)
+tensor	q_a-5	0	f32	1536	1	1	1	6144	-7.092028	MUL_MAT	1	0	blk.5.attn_q_a.weight	attn_norm-5
+tensor	q_a_norm-5	0	f32	1536	1	1	1	6144	-7.180431	FUSED_RMS_NORM	1	0	q_a-5	blk.5.attn_q_a_norm.weight
+tensor	q-5	0	f32	16384	1	1	1	65536	0.062540	MUL_MAT	1	0	blk.5.attn_q_b.weight	q_a_norm-5
+tensor	q-5 (reshaped)	0	f32	256	64	1	1	65536	0.062540	RESHAPE	1	1	q-5	-
+tensor	q-5 (reshaped) (permuted)	0	f32	256	1	64	1	65536	0.062540	PERMUTE	1	1	q-5 (reshaped)	-
+tensor	Qcur-5	0	f32	512	1	64	1	131072	76.345776	MUL_MAT	1	0	blk.5.attn_k_b.weight	q-5 (reshaped) (permuted)
+tensor	kv_cache-5	0	f16	512	256	1	1	524288	55.116020	VIEW	1	1	cache_k_l5	-
+tensor	kqv_compressed-5	0	f32	512	64	1	1	131072	719.247884	FLASH_ATTN_EXT	1	0	Qcur-5	kv_cache-5
+tensor	kqv_compressed_perm-5	0	f32	512	1	64	1	131072	719.247884	PERMUTE	1	1	kqv_compressed-5	-
+tensor	kqv-5	0	f32	256	1	64	1	65536	-85.112522	MUL_MAT	1	0	blk.5.attn_v_b.weight	kqv_compressed_perm-5
+tensor	kqv-5 (permuted)	0	f32	256	64	1	1	65536	-85.112522	PERMUTE	1	1	kqv-5	-
+tensor	kqv-5 (permuted) (cont)	0	f32	256	64	1	1	65536	-85.112522	CONT	1	0	kqv-5 (permuted)	-
+tensor	kqv_2d-5	0	f32	16384	1	1	1	65536	-85.112522	RESHAPE	1	1	kqv-5 (permuted) (cont)	-
+tensor	kqv_out-5	0	f32	4096	1	1	1	16384	9.138488	MUL_MAT	1	0	blk.5.attn_output.weight	kqv_2d-5
+tensor	 (view)	31	f32	4	1	1	1	16	4.580923	VIEW	1	1	node_451	-
+tensor	 (view)	32	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_451	-
+tensor	attn_out-5	0	f32	4096	4	1	1	65536	-990.525542	HC_POST	1	0	kqv_out-5	 (view)
+tensor	attn_out-5 (reshaped)	0	f32	16384	1	1	1	65536	-990.525542	RESHAPE	1	1	attn_out-5	-
+tensor	hc_pre-5	1	f32	16384	1	1	1	65536	-445.562690	RMS_NORM	1	0	attn_out-5 (reshaped)	-
+tensor	hc_pre_mixes-5	1	f32	24	1	1	1	96	3.279924	MUL_MAT	1	0	blk.5.hc_ffn_fn.weight	hc_pre-5
+tensor	node_480	0	f32	24	1	1	1	96	9.107079	HC_PRE	1	0	hc_pre_mixes-5	blk.5.hc_ffn_scale.weight
+tensor	 (view)	33	f32	4	1	1	1	16	1.804418	VIEW	1	1	node_480	-
+tensor	 (view) (reshaped)	11	f32	1	4	1	1	16	1.804418	RESHAPE	1	1	 (view)	-
+tensor	hc_ffn_pre-5	0	f32	4096	1	1	1	16384	-445.990890	MUL_MULTI_ADD	1	0	attn_out-5	 (view) (reshaped)
+tensor	ffn_norm-5	0	f32	4096	1	1	1	16384	-111.434754	FUSED_RMS_NORM	1	0	hc_ffn_pre-5	blk.5.ffn_norm.weight
+tensor	ffn_moe_logits-5	0	f32	288	1	1	1	1152	-13.993299	MUL_MAT	1	0	blk.5.ffn_gate_inp.weight	ffn_norm-5
+tensor	ffn_moe_probs-5	0	f32	288	1	1	1	1152	141.447341	SIGMOID	1	0	ffn_moe_logits-5	-
+tensor	ffn_moe_probs-5 (reshaped)	0	f32	1	288	1	1	1152	141.447341	RESHAPE	1	1	ffn_moe_probs-5	-
+tensor	ffn_moe_probs_biased-5	0	f32	288	1	1	1	1152	141.447341	ADD	1	0	ffn_moe_probs-5	blk.5.exp_probs_b.bias
+tensor	ffn_moe_probs_biased-5 (sort)	0	i32	288	1	1	1	1152	41328.000000	ARGSORT	1	0	ffn_moe_probs_biased-5	-
+int	ffn_moe_probs_biased-5 (sort)	0	tensor	i32	i32	flat	288	1152	41328	287	ffn_moe_probs_biased-5_(sort).0.i32
+tensor	ffn_moe_topk-5	0	i32	8	1	1	1	32	1085.000000	VIEW	1	1	ffn_moe_probs_biased-5 (sort)	-
+int	ffn_moe_topk-5	0	tensor	i32	i32	flat	8	32	1085	260	ffn_moe_topk-5.0.i32
+int	ffn_moe_topk-5	0	tensor	i32	i32	logical	8	32	1085	260	ffn_moe_topk-5.0.logical.i32
+tensor	ffn_moe_weights-5	0	f32	1	8	1	1	32	7.207649	GET_ROWS	1	0	ffn_moe_probs-5 (reshaped)	ffn_moe_topk-5
+tensor	ffn_moe_weights-5 (reshaped)	0	f32	8	1	1	1	32	7.207649	RESHAPE	1	1	ffn_moe_weights-5	-
+tensor	ffn_moe_weights_sum-5	0	f32	1	1	1	1	4	7.207649	SUM_ROWS	1	0	ffn_moe_weights-5 (reshaped)	-
+tensor	ffn_moe_weights_norm-5	0	f32	8	1	1	1	32	1.000000	DIV	1	0	ffn_moe_weights-5 (reshaped)	ffn_moe_weights_sum-5
+tensor	ffn_moe_weights_norm-5 (reshaped)	0	f32	1	8	1	1	32	1.000000	RESHAPE	1	1	ffn_moe_weights_norm-5	-
+tensor	ffn_moe_weights_scaled-5	0	f32	1	8	1	1	32	2.500000	SCALE	1	0	ffn_moe_weights_norm-5 (reshaped)	-
+tensor	ffn_norm-5 (reshaped)	0	f32	4096	1	1	1	16384	-111.434754	RESHAPE	1	1	ffn_norm-5	-
+tensor	ffn_moe_gate_par-5	0	f32	512	8	1	1	16384	-7.806937	MOE_FUSED_UP_GATE	1	0	blk.5.ffn_up_exps.weight	blk.5.ffn_gate_exps.weight
+tensor	ffn_moe_down-5	0	f32	4096	8	1	1	131072	-45.140779	MUL_MAT_ID	1	0	blk.5.ffn_down_exps.weight	ffn_moe_gate_par-5
+tensor	ffn_moe_out-5	0	f32	4096	1	1	1	16384	-13.164879	MUL_MULTI_ADD	1	0	ffn_moe_down-5	ffn_moe_weights_scaled-5
+tensor	ffn_up_gate-5	0	f32	2048	1	1	1	8192	42.214545	FUSED_UP_GATE	1	0	blk.5.ffn_up_shexp.weight	blk.5.ffn_gate_shexp.weight
+tensor	ffn_shexp-5	0	f32	4096	1	1	1	16384	-19.698699	MUL_MAT	1	0	blk.5.ffn_down_shexp.weight	ffn_up_gate-5
+tensor	ffn_out-5	0	f32	4096	1	1	1	16384	-32.863580	ADD	1	0	ffn_moe_out-5	ffn_shexp-5
+tensor	 (view)	34	f32	4	1	1	1	16	3.302665	VIEW	1	1	node_480	-
+tensor	 (view)	35	f32	4	4	1	1	64	3.999996	VIEW	1	1	node_480	-
+tensor	l_out-5	0	f32	4096	4	1	1	65536	-1099.061971	HC_POST	1	0	ffn_out-5	 (view)
+tensor	l_out-5 (reshaped)	0	f32	16384	1	1	1	65536	-1099.061971	RESHAPE	1	1	l_out-5	-
+input	inp_out_ids	0	i32	1	1	1	1	4	0.000000	NONE	1	0	-	-
+int	inp_out_ids	0	input	i32	i32	flat	1	4	0	0	inp_out_ids.0.input.i32
+tensor	node_508	0	f32	16384	1	1	1	65536	-1099.061971	GET_ROWS	1	0	l_out-5 (reshaped)	inp_out_ids
+tensor	 (view)	36	f32	4096	1	1	1	16384	-281.487797	VIEW	1	1	node_508	-
+tensor	 (view)	37	f32	4096	1	1	1	16384	-302.220629	VIEW	1	1	node_508	-
+tensor	node_511	0	f32	4096	1	1	1	16384	-583.708420	ADD	1	0	 (view)	 (view)
+tensor	 (view)	38	f32	4096	1	1	1	16384	-258.499987	VIEW	1	1	node_508	-
+tensor	node_513	0	f32	4096	1	1	1	16384	-842.208413	ADD	1	0	node_511	 (view)
+tensor	 (view)	39	f32	4096	1	1	1	16384	-256.853558	VIEW	1	1	node_508	-
+tensor	node_515	0	f32	4096	1	1	1	16384	-1099.061970	ADD	1	0	node_513	 (view)
+tensor	hc_collapse	0	f32	4096	1	1	1	16384	-274.765492	SCALE	1	0	node_515	-
+tensor	result_embd_pooled	0	f32	4096	1	1	1	16384	-119.424994	FUSED_RMS_NORM	1	0	hc_collapse	output_norm.weight
+tensor	result_output	0	f32	154880	1	1	1	619520	-1113.548196	MUL_MAT	1	0	output.weight	result_embd_pooled
+# complete	519	0
diff --git a/fx_ref_glm5next_step4/Qcur-3.0.f32 b/fx_ref_glm5next_step4/Qcur-3.0.f32
new file mode 100644
index 0000000000000000000000000000000000000000..671268913efb521d4539f80d3f7b12c499206479
--- /dev/null
+++ b/fx_ref_glm5next_step4/Qcur-3.0.f32
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e42407e32f93ff65f8c987d7c31a27b25ff9bd43de27bbfaecd039e7c291f7c8
+size 131072
diff --git a/fx_ref_glm5next_step4/Qcur-5.0.f32 b/fx_ref_glm5next_step4/Qcur-5.0.f32
new file mode 100644
index 0000000000000000000000000000000000000000..8206696f5cc1d5856d9655eebb4b201a9364b570
--- /dev/null
+++ b/fx_ref_glm5next_step4/Qcur-5.0.f32
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d148a0d1da2088812680908f4a47af49e10c9c1252e5ff0eadd3a8ca6f747520
+size 131072
diff --git a/fx_ref_glm5next_step4/_(view).0.f32 b/fx_ref_glm5next_step4/_(view).0.f32
new file mode 100644
index 0000000000000000000000000000000000000000..8965d782831e54aa1de1b0a3a0257e5e7a92a815
--- /dev/null
+++ b/fx_ref_glm5next_step4/_(view).0.f32
@@ -0,0 +1 @@
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