Bank Of America Medallion Signature Form

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Example Launch Social Media Posts passThrough.cc selects the wrapper element width with BIT_WIDTH. MHA already passes -DBIT_WIDTH=16 for the same kernel; mem_copy uses bfloat16 and must too. Unset BIT_WIDTH now defaults to 32. Caatering Launching Post

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passThrough.cc selects the wrapper element width with BIT_WIDTH. MHA already passes -DBIT_WIDTH=16 for the same kernel; mem_copy uses bfloat16 and must too. Unset BIT_WIDTH now defaults to 32.

Success Story Poster Template · 2026-09-12T16:49:48Z

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iron/applications/llama_3.2_1b

Test	Krackan Status	Krackan	Phoenix Status	Phoenix
test_llama_3_2_1b[llama_3.2_1b_prompt_1024_tokens_1]	✅	-	-	-
test_llama_3_2_1b[llama_3.2_1b_prompt_1024_tokens_40]	✅	-	-	-
test_llama_3_2_1b[llama_3.2_1b_prompt_13_tokens_1]	✅	-	-	-
test_llama_3_2_1b[llama_3.2_1b_prompt_13_tokens_40]	✅	-	-	-

Producan Instagram Post Design Bank Of America Medallion Signature Form

iron/operators/axpy

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_axpy[input_length_2048-num_aie_columns_1-tile_size_2048-scalar_factor_3.0]	✅	197.88	✅	439.32
test_axpy[input_length_2048-num_aie_columns_2-tile_size_1024-scalar_factor_3.0]	✅	143.76	✅	439.44
test_axpy[input_length_2048-num_aie_columns_4-tile_size_512-scalar_factor_3.0]	✅	184.30	✅	780.46
test_axpy[input_length_2048-num_aie_columns_8-tile_size_256-scalar_factor_3.0]	✅	185.78	-	-

iron/operators/dequant

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_dequant[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-group_size_32]	✅	141.64	✅	319.06
test_dequant[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-group_size_32]	✅	144.60	✅	400.98
test_dequant[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-group_size_32]	✅	165.50	✅	727.58
test_dequant[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-group_size_32]	✅	163.52	✅	421.14
test_dequant[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-group_size_32]	✅	161.26	✅	480.60
test_dequant[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-group_size_32]	✅	181.78	✅	378.48
test_dequant[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-group_size_32]	✅	172.04	-	-
test_dequant[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-group_size_32]	✅	206.04	-	-

iron/operators/elementwise_add

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_elementwise_add[input_length_2048-num_aie_columns_1-tile_size_2048]	✅	131.86	✅	379.68
test_elementwise_add[input_length_2048-num_aie_columns_2-tile_size_1024]	✅	146.10	✅	410.02
test_elementwise_add[input_length_2048-num_aie_columns_4-tile_size_512]	✅	143.60	✅	336.10
test_elementwise_add[input_length_2048-num_aie_columns_8-tile_size_256]	✅	159.34	-	-

iron/operators/elementwise_mul

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_elementwise_mul[input_length_2048-num_aie_columns_1-tile_size_2048]	✅	134.02	✅	291.90
test_elementwise_mul[input_length_2048-num_aie_columns_2-tile_size_1024]	✅	178.10	✅	365.90
test_elementwise_mul[input_length_2048-num_aie_columns_4-tile_size_512]	✅	180.58	✅	322.22
test_elementwise_mul[input_length_2048-num_aie_columns_8-tile_size_256]	✅	170.02	-	-

iron/operators/flm/gemm

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_artifact_stem_differs_from_generic_gemm[M_256-K_512-N_1024]	✅	-	✅	-
test_artifact_stem_differs_from_generic_gemm[M_512-K_1024-N_2048]	✅	-	✅	-
test_gemm[M_256-K_512-N_1024-epilogue_gelu-clamp_None-rounding_conv_even]	✅	374.90	-	-
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_(-2.0, 2.0)-rounding_conv_even]	✅	317.12	-	-
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_None-rounding_conv_even]	✅	277.44	-	-
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_None-rounding_floor]	✅	338.82	-	-
test_gemm[M_256-K_512-N_1024-epilogue_silu-clamp_None-rounding_conv_even]	✅	355.38	-	-
test_gemm[M_256-K_512-N_128-epilogue_none-clamp_None-rounding_conv_even]	✅	196.24	✅	1081.56
test_gemm[M_256-K_512-N_1536-epilogue_none-clamp_None-rounding_conv_even]	✅	371.70	-	-
test_gemm[M_256-K_512-N_256-epilogue_none-clamp_None-rounding_conv_even]	-	-	✅	1378.58
test_gemm[M_256-K_512-N_320-epilogue_none-clamp_None-rounding_conv_even]	-	-	✅	948.90
test_gemm[M_256-K_512-N_512-epilogue_gelu-clamp_None-rounding_conv_even]	-	-	✅	661.86
test_gemm[M_256-K_512-N_512-epilogue_none-clamp_(-2.0, 2.0)-rounding_conv_even]	-	-	✅	891.40
test_gemm[M_256-K_512-N_512-epilogue_none-clamp_None-rounding_floor]	-	-	✅	471.64
test_gemm[M_256-K_512-N_512-epilogue_silu-clamp_None-rounding_conv_even]	-	-	✅	764.64
test_gemm[M_256-K_512-N_64-epilogue_none-clamp_None-rounding_conv_even]	-	-	✅	536.08
test_gemm[M_512-K_1024-N_2048-epilogue_none-clamp_None-rounding_conv_even]	✅	431.48	-	-
test_gemm[M_512-K_1024-N_512-epilogue_none-clamp_None-rounding_conv_even]	-	-	✅	1077.38
test_gemm_split_leg_windowing[iter0]	✅	-	✅	-
test_gemm_split_leg_windowing[iter1]	✅	-	✅	-
test_gemm_split_leg_windowing[iter2]	✅	-	✅	-
test_gemm_split_leg_windowing[iter3]	✅	-	✅	-
test_gemm_split_leg_windowing[iter4]	✅	-	✅	-
test_gemm_split_leg_windowing_runs[iter0]	✅	-	✅	-
test_gemm_split_leg_windowing_runs[iter1]	✅	-	✅	-
test_gemm_split_leg_windowing_runs[iter2]	✅	-	✅	-
test_gemm_split_leg_windowing_runs[iter3]	✅	-	✅	-
test_gemm_split_leg_windowing_runs[iter4]	✅	-	✅	-
test_gemm_tile_options[tn128-ma64-default]	✅	-	✅	-
test_gemm_tile_options[tn16-ma64-default]	✅	-	✅	-
test_gemm_tile_options[tn32-ma64-default]	✅	-	✅	-
test_gemm_tile_options[tn64-ma16-default]	-	-	✅	-
test_gemm_tile_options[tn64-ma32-default]	✅	-	-	-

iron/operators/gelu

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_gelu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	144.92	✅	417.44
test_gelu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅	181.72	✅	354.64
test_gelu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	165.38	✅	441.00
test_gelu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅	175.40	✅	365.50
test_gelu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	168.66	✅	412.52
test_gelu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅	158.46	✅	426.92
test_gelu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	171.54	-	-
test_gelu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅	192.38	-	-

iron/operators/gemm

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_gemm[M_1792-K_896-N_1152-num_aie_columns_8-b_col_maj_False-c_col_maj_True-m_64-k_32-n_48-trace_size_0-partition_N_1]	✅	2230.72	-	-
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_False-c_col_maj_False-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅	282.14	✅	536.56
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_True-c_col_maj_True-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅	261.66	✅	557.34
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_1-b_col_maj_False-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅	47879.40	✅	83032.92
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_2-b_col_maj_True-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅	27857.74	✅	22511.00
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_8-b_col_maj_True-c_col_maj_True-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅	7951.02	-	-
test_gemm[M_384-K_1536-N_1792-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_32-k_48-n_64-trace_size_0-partition_N_1]	✅	2147.14	✅	4402.62
test_gemm[M_64-K_512-N_256-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_16-k_64-n_64-trace_size_0-partition_N_4]	✅	3463.80	✅	6846.56
test_gemm[M_896-K_1792-N_640-num_aie_columns_8-b_col_maj_False-c_col_maj_True-m_32-k_64-n_80-trace_size_0-partition_N_1]	✅	1578.78	-	-

iron/operators/gemv

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_gemv[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	✅	0.20	✅	0.08
test_gemv[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	✅	12.60	✅	3.61
test_gemv[M_2048-K_8192-num_aie_columns_2-tile_size_input_1-tile_size_output_1024]	✅	24.32	✅	6.33
test_gemv[M_2048-K_8192-num_aie_columns_4-tile_size_input_1-tile_size_output_512]	✅	39.76	✅	10.35
test_gemv[M_2048-K_8192-num_aie_columns_8-tile_size_input_1-tile_size_output_256]	✅	43.07	-	-
test_gemv[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	✅	12.60	✅	3.66
test_gemv[M_8192-K_2048-num_aie_columns_2-tile_size_input_4-tile_size_output_1024]	✅	24.26	✅	6.27
test_gemv[M_8192-K_2048-num_aie_columns_4-tile_size_input_4-tile_size_output_1024]	✅	38.91	✅	11.44
test_gemv[M_8192-K_2048-num_aie_columns_8-tile_size_input_4-tile_size_output_1024]	✅	42.34	-	-
test_gemv_batched[M_1024-K_1024-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_2]	✅	8.18	✅	1.75
test_gemv_batched[M_1026-K_64-num_aie_columns_1-tile_size_input_1-tile_size_output_2-num_batches_2]	✅	0.84	✅	0.15
test_gemv_batched[M_256-K_128-num_aie_columns_1-tile_size_input_1-tile_size_output_256-num_batches_4]	✅	1.01	✅	0.40
test_gemv_batched[M_256-K_128-num_aie_columns_8-tile_size_input_1-tile_size_output_32-num_batches_100]	✅	15.08	-	-
test_gemv_batched[M_448-K_64-num_aie_columns_8-tile_size_input_1-tile_size_output_56-num_batches_192]	✅	13.20	-	-
test_gemv_batched[M_512-K_64-num_aie_columns_8-tile_size_input_4-tile_size_output_64-num_batches_32]	✅	6.89	-	-
test_gemv_batched[M_64-K_1536-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_8]	✅	5.26	✅	0.98
test_gemv_gelu[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	✅	0.16	❌	-
test_gemv_gelu[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	✅	11.65	❌	-
test_gemv_gelu[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	✅	12.19	❌	-

iron/operators/layer_norm

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	149.72	✅	385.80
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅	168.56	✅	377.86
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	203.98	✅	276.34
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅	158.02	✅	431.50
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	187.80	✅	312.68
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅	187.94	✅	428.78
test_layer_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	173.46	-	-
test_layer_norm[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅	213.08	-	-

iron/operators/leaky_relu

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.01]	✅	162.24	✅	326.32
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.1]	✅	172.62	✅	336.06
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.25]	✅	181.04	✅	267.64
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-alpha_0.01]	✅	164.00	✅	337.94
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-alpha_0.01]	✅	157.62	✅	338.62
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-alpha_0.01]	✅	176.92	✅	391.26
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-alpha_0.01]	✅	164.86	✅	380.66
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-alpha_0.01]	✅	189.84	✅	522.74
test_leaky_relu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-alpha_0.01]	✅	183.18	-	-
test_leaky_relu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-alpha_0.01]	✅	233.74	-	-

iron/operators/mem_copy

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_mem_copy[input_length_2048-num_cores_1-num_channels_1-bypass_False-tile_size_2048]	✅	167.84	✅	316.38
test_mem_copy[input_length_2048-num_cores_16-num_channels_2-bypass_False-tile_size_128]	✅	218.34	-	-
test_mem_copy[input_length_2048-num_cores_2-num_channels_1-bypass_False-tile_size_1024]	✅	167.82	✅	387.94
test_mem_copy[input_length_2048-num_cores_2-num_channels_2-bypass_False-tile_size_1024]	✅	164.36	✅	452.36
test_mem_copy[input_length_2048-num_cores_4-num_channels_1-bypass_False-tile_size_512]	✅	164.70	✅	327.28
test_mem_copy[input_length_2048-num_cores_4-num_channels_2-bypass_False-tile_size_512]	✅	217.22	✅	389.74
test_mem_copy[input_length_2048-num_cores_8-num_channels_1-bypass_False-tile_size_256]	✅	215.62	-	-
test_mem_copy[input_length_2048-num_cores_8-num_channels_2-bypass_False-tile_size_256]	✅	177.86	✅	480.66

iron/operators/mha

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_mha[seq_len_16384-dim_64-num_heads_1-num_pipelines_8-num_kv_heads_0]	✅	47536.68	-	-

iron/operators/relu

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	183.34	✅	281.10
test_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅	170.24	✅	652.22
test_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	189.56	✅	392.26
test_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅	172.34	✅	338.42
test_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	162.92	✅	414.56
test_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅	196.34	✅	437.40
test_relu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	186.74	-	-
test_relu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅	222.42	-	-

iron/operators/repeat

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_cols_without_a_legal_split_is_rejected[cols_1031-why_prime > 1023: the only divisors are 1 and cols, neither legal]	✅	-	✅	-
test_cols_without_a_legal_split_is_rejected[cols_2062-why_2 x 1031: the only word-aligned chunk leaves a 1031-wide chunk count]	✅	-	✅	-
test_cols_without_a_legal_split_is_rejected[cols_513-why_odd: every divisor is odd, so no chunk is a whole 32-bit word]	✅	-	✅	-
test_repeat[rows_4-cols_1024-repeat_2-transfer_size_None]	✅	157.26	✅	444.52
test_repeat[rows_8-cols_512-repeat_4-transfer_size_64]	✅	177.26	✅	386.22
test_repeat[rows_8-cols_64-repeat_4-transfer_size_None]	✅	166.96	✅	363.28

iron/operators/rms_norm

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_False]	✅	154.12	✅	700.64
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_True]	✅	151.72	✅	409.98
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_False]	✅	174.78	✅	446.52
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_True]	✅	170.96	✅	434.24
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_False]	✅	176.18	✅	521.18
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_True]	✅	179.18	✅	463.80
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_False]	✅	161.52	✅	354.40
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_True]	✅	203.02	✅	415.66
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_False]	✅	164.36	✅	682.14
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_True]	✅	172.00	✅	495.82
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-weighted_False]	✅	190.52	✅	492.80
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-weighted_True]	✅	208.00	-	-
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-weighted_False]	✅	163.28	-	-
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-weighted_True]	✅	228.98	-	-
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-weighted_False]	✅	203.68	-	-

iron/operators/rope

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_1-method_type_0]	✅	155.52	✅	454.64
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_2-method_type_0]	✅	168.74	✅	536.38
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_4-method_type_0]	✅	160.38	✅	517.64
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_8-method_type_0]	✅	223.92	-	-
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_1-method_type_0]	✅	162.12	✅	397.34
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_2-method_type_0]	✅	153.74	✅	414.68
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_4-method_type_0]	✅	162.16	✅	436.98
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_8-method_type_0]	✅	178.28	-	-

iron/operators/sigmoid

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	159.44	✅	425.18
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅	151.02	✅	469.64
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	151.64	✅	385.46
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅	167.52	✅	407.72
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	158.78	✅	538.32
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅	193.62	✅	461.20
test_sigmoid[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	193.54	-	-
test_sigmoid[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅	191.76	-	-

iron/operators/silu

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_silu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	139.60	✅	381.44
test_silu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	148.70	✅	420.52
test_silu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	137.90	✅	471.88
test_silu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	170.58	-	-

iron/operators/softmax

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_1024]	✅	179.10	✅	499.20
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_2048]	✅	170.96	✅	419.54
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_512]	✅	170.82	✅	776.36

iron/operators/strided_copy

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_strided_copy[chunked_transfer]	✅	160.06	✅	309.72
test_strided_copy[contiguous]	✅	179.52	✅	403.94
test_strided_copy[four_channels]	✅	147.98	✅	331.46
test_strided_copy[kv_slot0]	✅	150.36	✅	295.74
test_strided_copy[kv_slot5]	✅	167.68	✅	308.62
test_strided_copy[kv_slot5_four_channels]	✅	213.02	✅	356.24
test_strided_copy[kv_slot5_two_channels]	✅	175.40	✅	362.02
test_strided_copy[kv_slot_last]	✅	167.84	✅	264.26
test_strided_copy[two_channels]	✅	138.58	✅	256.76
test_strided_copy[two_channels_chunked]	✅	152.74	✅	317.20
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter0]	✅	-	✅	-
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter1]	✅	-	✅	-
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter2]	✅	-	✅	-
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter3]	✅	-	✅	-
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter4]	✅	-	✅	-

iron/operators/swiglu_decode

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_swiglu_decode[embedding_dim_1024-hidden_dim_3584]	✅	967.12	✅	15432.86
test_swiglu_decode[embedding_dim_2048-hidden_dim_2048]	✅	1061.22	✅	15124.63

iron/operators/swiglu_prefill

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_swiglu_prefill[seq_len_256-embedding_dim_2048-hidden_dim_2048-prio_accuracy_False]	✅	2203.45	✅	22517.06

iron/operators/tanh

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_tanh[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅	150.20	✅	419.90
test_tanh[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅	165.12	✅	515.56
test_tanh[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅	164.58	✅	345.74
test_tanh[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅	181.00	✅	455.70
test_tanh[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅	187.74	✅	342.90
test_tanh[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅	171.96	✅	405.76
test_tanh[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅	149.92	-	-
test_tanh[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅	194.10	-	-

iron/operators/transpose

Test	Krackan Status	Krackan Latency (mean)	Phoenix Status	Phoenix Latency (mean)
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_1]	✅	192.38	✅	857.28
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_2]	✅	247.50	✅	630.48
test_transpose[M_2048-N_64-aie_columns_1-channels_2-m_64-n_64-s_8-num_batches_1]	✅	175.00	✅	503.14

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iron/operators/axpy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_axpy[input_length_2048-num_aie_columns_1-tile_size_2048-scalar_factor_3.0]	✅ 5/5	197.88	0.07	n/a
test_axpy[input_length_2048-num_aie_columns_2-tile_size_1024-scalar_factor_3.0]	✅ 5/5	143.76	0.09	n/a
test_axpy[input_length_2048-num_aie_columns_4-tile_size_512-scalar_factor_3.0]	✅ 5/5	184.30	0.07	n/a
test_axpy[input_length_2048-num_aie_columns_8-tile_size_256-scalar_factor_3.0]	✅ 5/5	185.78	0.07	n/a

iron/operators/dequant

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_dequant[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-group_size_32]	✅ 5/5	141.64	0.04	n/a
test_dequant[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-group_size_32]	✅ 5/5	144.60	0.04	n/a
test_dequant[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-group_size_32]	✅ 5/5	165.50	0.03	n/a
test_dequant[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-group_size_32]	✅ 5/5	163.52	0.03	n/a
test_dequant[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-group_size_32]	✅ 5/5	161.26	0.03	n/a
test_dequant[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-group_size_32]	✅ 5/5	181.78	0.03	n/a
test_dequant[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-group_size_32]	✅ 5/5	172.04	0.03	n/a
test_dequant[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-group_size_32]	✅ 5/5	206.04	0.03	n/a

iron/operators/elementwise_add

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_elementwise_add[input_length_2048-num_aie_columns_1-tile_size_2048]	✅ 5/5	131.86	0.09	n/a
test_elementwise_add[input_length_2048-num_aie_columns_2-tile_size_1024]	✅ 5/5	146.10	0.09	n/a
test_elementwise_add[input_length_2048-num_aie_columns_4-tile_size_512]	✅ 5/5	143.60	0.09	n/a
test_elementwise_add[input_length_2048-num_aie_columns_8-tile_size_256]	✅ 5/5	159.34	0.08	n/a

iron/operators/elementwise_mul

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_elementwise_mul[input_length_2048-num_aie_columns_1-tile_size_2048]	✅ 5/5	134.02	0.09	n/a
test_elementwise_mul[input_length_2048-num_aie_columns_2-tile_size_1024]	✅ 5/5	178.10	0.07	n/a
test_elementwise_mul[input_length_2048-num_aie_columns_4-tile_size_512]	✅ 5/5	180.58	0.07	n/a
test_elementwise_mul[input_length_2048-num_aie_columns_8-tile_size_256]	✅ 5/5	170.02	0.07	n/a

iron/operators/flm/gemm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_artifact_stem_differs_from_generic_gemm[M_256-K_512-N_1024]	✅ 5/5	n/a	n/a	n/a
test_artifact_stem_differs_from_generic_gemm[M_512-K_1024-N_2048]	✅ 5/5	n/a	n/a	n/a
test_gemm[M_256-K_512-N_1024-epilogue_gelu-clamp_None-rounding_conv_even]	✅ 5/5	374.90	3.91	762.90
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_(-2.0, 2.0)-rounding_conv_even]	✅ 5/5	317.12	4.76	929.32
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	277.44	5.48	1069.30
test_gemm[M_256-K_512-N_1024-epilogue_none-clamp_None-rounding_floor]	✅ 5/5	338.82	4.69	914.49
test_gemm[M_256-K_512-N_1024-epilogue_silu-clamp_None-rounding_conv_even]	✅ 5/5	355.38	4.02	783.98
test_gemm[M_256-K_512-N_128-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	196.24	2.09	174.39
test_gemm[M_256-K_512-N_1536-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	371.70	5.22	1087.83
test_gemm[M_512-K_1024-N_2048-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	431.48	13.11	5115.86
test_gemm_split_leg_windowing[iter0]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter1]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter2]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter3]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter4]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter0]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter1]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter2]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter3]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter4]	✅ 1/1	n/a	n/a	n/a
test_gemm_tile_options[tn128-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn16-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn32-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn64-ma32-default]	✅ 5/5	n/a	n/a	n/a

iron/operators/gelu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gelu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	144.92	0.06	n/a
test_gelu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	181.72	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	165.38	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	175.40	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	168.66	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	158.46	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	171.54	0.05	n/a
test_gelu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅ 5/5	192.38	0.04	n/a

iron/operators/gemm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gemm[M_1792-K_896-N_1152-num_aie_columns_8-b_col_maj_False-c_col_maj_True-m_64-k_32-n_48-trace_size_0-partition_N_1]	✅ 5/5	2230.72	4.22	1658.74
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_False-c_col_maj_False-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅ 5/5	282.14	0.81	34.74
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_True-c_col_maj_True-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅ 5/5	261.66	0.94	40.13
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_1-b_col_maj_False-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅ 5/5	47879.40	0.53	358.82
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_2-b_col_maj_True-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅ 5/5	27857.74	0.90	616.71
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_8-b_col_maj_True-c_col_maj_True-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅ 5/5	7951.02	3.17	2161.47
test_gemm[M_384-K_1536-N_1792-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_32-k_48-n_64-trace_size_0-partition_N_1]	✅ 5/5	2147.14	3.83	1003.87
test_gemm[M_64-K_512-N_256-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_16-k_64-n_64-trace_size_0-partition_N_4]	✅ 5/5	3463.80	0.37	19.80
test_gemm[M_896-K_1792-N_640-num_aie_columns_8-b_col_maj_False-c_col_maj_True-m_32-k_64-n_80-trace_size_0-partition_N_1]	✅ 5/5	1578.78	4.27	1319.04

iron/operators/gemv

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gemv[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	✅ 5/5	n/a	0.20	0.20
test_gemv[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	✅ 5/5	n/a	12.60	12.60
test_gemv[M_2048-K_8192-num_aie_columns_2-tile_size_input_1-tile_size_output_1024]	✅ 5/5	n/a	24.32	24.31
test_gemv[M_2048-K_8192-num_aie_columns_4-tile_size_input_1-tile_size_output_512]	✅ 5/5	n/a	39.76	39.73
test_gemv[M_2048-K_8192-num_aie_columns_8-tile_size_input_1-tile_size_output_256]	✅ 5/5	n/a	43.07	43.04
test_gemv[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	12.60	12.60
test_gemv[M_8192-K_2048-num_aie_columns_2-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	24.26	24.25
test_gemv[M_8192-K_2048-num_aie_columns_4-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	38.91	38.88
test_gemv[M_8192-K_2048-num_aie_columns_8-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	42.34	42.31
test_gemv_batched[M_1024-K_1024-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_2]	✅ 5/5	n/a	8.18	8.16
test_gemv_batched[M_1026-K_64-num_aie_columns_1-tile_size_input_1-tile_size_output_2-num_batches_2]	✅ 5/5	n/a	0.84	0.83
test_gemv_batched[M_256-K_128-num_aie_columns_1-tile_size_input_1-tile_size_output_256-num_batches_4]	✅ 5/5	n/a	1.01	1.00
test_gemv_batched[M_256-K_128-num_aie_columns_8-tile_size_input_1-tile_size_output_32-num_batches_100]	✅ 5/5	n/a	15.08	14.90
test_gemv_batched[M_448-K_64-num_aie_columns_8-tile_size_input_1-tile_size_output_56-num_batches_192]	✅ 5/5	n/a	13.20	12.97
test_gemv_batched[M_512-K_64-num_aie_columns_8-tile_size_input_4-tile_size_output_64-num_batches_32]	✅ 5/5	n/a	6.89	6.77
test_gemv_batched[M_64-K_1536-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_8]	✅ 5/5	n/a	5.26	5.17
test_gemv_gelu[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	✅ 5/5	n/a	0.16	0.16
test_gemv_gelu[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	✅ 5/5	n/a	11.65	11.65
test_gemv_gelu[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	12.19	12.18

iron/operators/layer_norm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	149.72	0.06	n/a
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	168.56	0.05	n/a
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	203.98	0.04	n/a
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	158.02	0.05	n/a
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	187.80	0.04	n/a
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	187.94	0.05	n/a
test_layer_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	173.46	0.05	n/a
test_layer_norm[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅ 5/5	213.08	0.04	n/a

iron/operators/leaky_relu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.01]	✅ 5/5	162.24	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.1]	✅ 5/5	172.62	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.25]	✅ 5/5	181.04	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-alpha_0.01]	✅ 5/5	164.00	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-alpha_0.01]	✅ 5/5	157.62	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-alpha_0.01]	✅ 5/5	176.92	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-alpha_0.01]	✅ 5/5	164.86	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-alpha_0.01]	✅ 5/5	189.84	0.04	n/a
test_leaky_relu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-alpha_0.01]	✅ 5/5	183.18	0.05	n/a
test_leaky_relu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-alpha_0.01]	✅ 5/5	233.74	0.04	n/a

iron/operators/mem_copy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_mem_copy[input_length_2048-num_cores_1-num_channels_1-bypass_False-tile_size_2048]	✅ 5/5	167.84	0.05	n/a
test_mem_copy[input_length_2048-num_cores_16-num_channels_2-bypass_False-tile_size_128]	✅ 5/5	218.34	0.04	n/a
test_mem_copy[input_length_2048-num_cores_2-num_channels_1-bypass_False-tile_size_1024]	✅ 5/5	167.82	0.05	n/a
test_mem_copy[input_length_2048-num_cores_2-num_channels_2-bypass_False-tile_size_1024]	✅ 5/5	164.36	0.05	n/a
test_mem_copy[input_length_2048-num_cores_4-num_channels_1-bypass_False-tile_size_512]	✅ 5/5	164.70	0.05	n/a
test_mem_copy[input_length_2048-num_cores_4-num_channels_2-bypass_False-tile_size_512]	✅ 5/5	217.22	0.04	n/a
test_mem_copy[input_length_2048-num_cores_8-num_channels_1-bypass_False-tile_size_256]	✅ 5/5	215.62	0.04	n/a
test_mem_copy[input_length_2048-num_cores_8-num_channels_2-bypass_False-tile_size_256]	✅ 5/5	177.86	0.05	n/a

iron/operators/mha

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_mha[seq_len_16384-dim_64-num_heads_1-num_pipelines_8-num_kv_heads_0]	✅ 5/5	47536.68	0.18	n/a

iron/operators/relu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	183.34	0.05	n/a
test_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	170.24	0.05	n/a
test_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	189.56	0.04	n/a
test_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	172.34	0.05	n/a
test_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	162.92	0.05	n/a
test_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	196.34	0.04	n/a
test_relu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	186.74	0.04	n/a
test_relu[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅ 5/5	222.42	0.04	n/a

iron/operators/repeat

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_cols_without_a_legal_split_is_rejected[cols_1031-why_prime > 1023: the only divisors are 1 and cols, neither legal]	✅ 5/5	n/a	n/a	n/a
test_cols_without_a_legal_split_is_rejected[cols_2062-why_2 x 1031: the only word-aligned chunk leaves a 1031-wide chunk count]	✅ 5/5	n/a	n/a	n/a
test_cols_without_a_legal_split_is_rejected[cols_513-why_odd: every divisor is odd, so no chunk is a whole 32-bit word]	✅ 5/5	n/a	n/a	n/a
test_repeat[rows_4-cols_1024-repeat_2-transfer_size_None]	✅ 5/5	157.26	0.16	n/a
test_repeat[rows_8-cols_512-repeat_4-transfer_size_64]	✅ 5/5	177.26	0.24	n/a
test_repeat[rows_8-cols_64-repeat_4-transfer_size_None]	✅ 5/5	166.96	0.03	n/a

iron/operators/rms_norm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_False]	✅ 5/5	154.12	0.06	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_True]	✅ 5/5	151.72	0.08	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_False]	✅ 5/5	174.78	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_True]	✅ 5/5	170.96	0.06	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_False]	✅ 5/5	176.18	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_True]	✅ 5/5	179.18	0.06	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_False]	✅ 5/5	161.52	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_True]	✅ 5/5	203.02	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_False]	✅ 5/5	164.36	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_True]	✅ 5/5	172.00	0.06	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-weighted_False]	✅ 5/5	190.52	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-weighted_True]	✅ 5/5	208.00	0.04	n/a
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-weighted_False]	✅ 5/5	163.28	0.05	n/a
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256-weighted_True]	✅ 5/5	228.98	0.04	n/a
test_rms_norm[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128-weighted_False]	✅ 5/5	203.68	0.04	n/a

iron/operators/rope

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_1-method_type_0]	✅ 5/5	155.52	0.64	n/a
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_2-method_type_0]	✅ 5/5	168.74	0.60	n/a
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_4-method_type_0]	✅ 5/5	160.38	0.63	n/a
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_8-method_type_0]	✅ 5/5	223.92	0.47	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_1-method_type_0]	✅ 5/5	162.12	0.46	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_2-method_type_0]	✅ 5/5	153.74	0.51	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_4-method_type_0]	✅ 5/5	162.16	0.46	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_8-method_type_0]	✅ 5/5	178.28	0.42	n/a

iron/operators/sigmoid

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	159.44	0.05	n/a
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	151.02	0.06	n/a
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	151.64	0.06	n/a
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	167.52	0.05	n/a
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	158.78	0.05	n/a
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	193.62	0.05	n/a
test_sigmoid[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	193.54	0.04	n/a
test_sigmoid[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅ 5/5	191.76	0.04	n/a

iron/operators/silu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_silu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	139.60	0.06	n/a
test_silu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	148.70	0.06	n/a
test_silu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	137.90	0.06	n/a
test_silu[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	170.58	0.05	n/a

iron/operators/softmax

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_1024]	✅ 5/5	179.10	0.74	n/a
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_2048]	✅ 5/5	170.96	0.77	n/a
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	170.82	0.80	n/a

iron/operators/strided_copy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_strided_copy[chunked_transfer]	✅ 5/5	160.06	0.03	n/a
test_strided_copy[contiguous]	✅ 5/5	179.52	0.02	n/a
test_strided_copy[four_channels]	✅ 5/5	147.98	0.03	n/a
test_strided_copy[kv_slot0]	✅ 5/5	150.36	0.91	n/a
test_strided_copy[kv_slot5]	✅ 5/5	167.68	0.83	n/a
test_strided_copy[kv_slot5_four_channels]	✅ 5/5	213.02	0.70	n/a
test_strided_copy[kv_slot5_two_channels]	✅ 5/5	175.40	0.79	n/a
test_strided_copy[kv_slot_last]	✅ 5/5	167.84	0.80	n/a
test_strided_copy[two_channels]	✅ 5/5	138.58	0.03	n/a
test_strided_copy[two_channels_chunked]	✅ 5/5	152.74	0.03	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter0]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter1]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter2]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter3]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter4]	✅ 1/1	n/a	n/a	n/a

iron/operators/swiglu_decode

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_swiglu_decode[embedding_dim_1024-hidden_dim_3584]	✅ 5/5	967.12	0.00	n/a
test_swiglu_decode[embedding_dim_2048-hidden_dim_2048]	✅ 5/5	1061.22	0.01	n/a

iron/operators/swiglu_prefill

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_swiglu_prefill[seq_len_256-embedding_dim_2048-hidden_dim_2048-prio_accuracy_False]	✅ 5/5	2203.45	0.95	n/a

iron/operators/tanh

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_tanh[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	150.20	0.05	n/a
test_tanh[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	165.12	0.05	n/a
test_tanh[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	164.58	0.05	n/a
test_tanh[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	181.00	0.05	n/a
test_tanh[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	187.74	0.04	n/a
test_tanh[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	171.96	0.05	n/a
test_tanh[input_length_2048-num_aie_columns_8-num_channels_1-tile_size_256]	✅ 5/5	149.92	0.06	n/a
test_tanh[input_length_2048-num_aie_columns_8-num_channels_2-tile_size_128]	✅ 5/5	194.10	0.04	n/a

iron/operators/transpose

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_1]	✅ 5/5	192.38	2.73	n/a
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_2]	✅ 5/5	247.50	4.27	n/a
test_transpose[M_2048-N_64-aie_columns_1-channels_2-m_64-n_64-s_8-num_batches_1]	✅ 5/5	175.00	3.16	n/a

Krackan - Examples

Bank Of America Medallion Signature Form

manhattan hotel suite design frames incredible central park view sbid

:

Child Learning To Read Tested on 2026_09_12_17_04_17 at commit f09f333. Process Flow Chart Template

iron/applications/llama_3.2_1b

Test	Checks	TTFT (mean)	TPS (mean)
test_llama_3_2_1b[llama_3.2_1b_prompt_1024_tokens_1]	✅ 5/5	2.07	n/a
test_llama_3_2_1b[llama_3.2_1b_prompt_1024_tokens_40]	✅ 5/5	2.09	7.81
test_llama_3_2_1b[llama_3.2_1b_prompt_13_tokens_1]	✅ 5/5	2.03	n/a
test_llama_3_2_1b[llama_3.2_1b_prompt_13_tokens_40]	✅ 5/5	2.04	7.59

Phoenix - Small

Bank Of America Medallion Signature Form

manhattan hotel suite design frames incredible central park view sbid

:

Product Sale Post Design Tested on 2026_09_12_16_55_58 at commit f09f333. If You Can Read This Jumbled Letters

iron/operators/axpy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_axpy[input_length_2048-num_aie_columns_1-tile_size_2048-scalar_factor_3.0]	✅ 5/5	439.32	0.03	n/a
test_axpy[input_length_2048-num_aie_columns_2-tile_size_1024-scalar_factor_3.0]	✅ 5/5	439.44	0.03	n/a
test_axpy[input_length_2048-num_aie_columns_4-tile_size_512-scalar_factor_3.0]	✅ 5/5	780.46	0.02	n/a

iron/operators/dequant

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_dequant[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-group_size_32]	✅ 5/5	319.06	0.02	n/a
test_dequant[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-group_size_32]	✅ 5/5	400.98	0.01	n/a
test_dequant[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-group_size_32]	✅ 5/5	727.58	0.01	n/a
test_dequant[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-group_size_32]	✅ 5/5	421.14	0.01	n/a
test_dequant[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-group_size_32]	✅ 5/5	480.60	0.01	n/a
test_dequant[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-group_size_32]	✅ 5/5	378.48	0.02	n/a

iron/operators/elementwise_add

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_elementwise_add[input_length_2048-num_aie_columns_1-tile_size_2048]	✅ 5/5	379.68	0.04	n/a
test_elementwise_add[input_length_2048-num_aie_columns_2-tile_size_1024]	✅ 5/5	410.02	0.03	n/a
test_elementwise_add[input_length_2048-num_aie_columns_4-tile_size_512]	✅ 5/5	336.10	0.04	n/a

iron/operators/elementwise_mul

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_elementwise_mul[input_length_2048-num_aie_columns_1-tile_size_2048]	✅ 5/5	291.90	0.05	n/a
test_elementwise_mul[input_length_2048-num_aie_columns_2-tile_size_1024]	✅ 5/5	365.90	0.04	n/a
test_elementwise_mul[input_length_2048-num_aie_columns_4-tile_size_512]	✅ 5/5	322.22	0.04	n/a

iron/operators/flm/gemm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_artifact_stem_differs_from_generic_gemm[M_256-K_512-N_1024]	✅ 5/5	n/a	n/a	n/a
test_artifact_stem_differs_from_generic_gemm[M_512-K_1024-N_2048]	✅ 5/5	n/a	n/a	n/a
test_gemm[M_256-K_512-N_128-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	1081.56	0.63	45.79
test_gemm[M_256-K_512-N_256-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	1378.58	0.68	69.91
test_gemm[M_256-K_512-N_320-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	948.90	1.08	119.72
test_gemm[M_256-K_512-N_512-epilogue_gelu-clamp_None-rounding_conv_even]	✅ 5/5	661.86	1.62	207.18
test_gemm[M_256-K_512-N_512-epilogue_none-clamp_(-2.0, 2.0)-rounding_conv_even]	✅ 5/5	891.40	1.47	187.76
test_gemm[M_256-K_512-N_512-epilogue_none-clamp_None-rounding_floor]	✅ 5/5	471.64	2.27	290.46
test_gemm[M_256-K_512-N_512-epilogue_silu-clamp_None-rounding_conv_even]	✅ 5/5	764.64	1.46	187.14
test_gemm[M_256-K_512-N_64-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	536.08	0.71	33.05
test_gemm[M_512-K_1024-N_512-epilogue_none-clamp_None-rounding_conv_even]	✅ 5/5	1077.38	2.96	605.20
test_gemm_split_leg_windowing[iter0]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter1]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter2]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter3]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing[iter4]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter0]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter1]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter2]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter3]	✅ 1/1	n/a	n/a	n/a
test_gemm_split_leg_windowing_runs[iter4]	✅ 1/1	n/a	n/a	n/a
test_gemm_tile_options[tn128-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn16-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn32-ma64-default]	✅ 5/5	n/a	n/a	n/a
test_gemm_tile_options[tn64-ma16-default]	✅ 5/5	n/a	n/a	n/a

iron/operators/gelu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gelu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	417.44	0.02	n/a
test_gelu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	354.64	0.03	n/a
test_gelu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	441.00	0.02	n/a
test_gelu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	365.50	0.02	n/a
test_gelu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	412.52	0.02	n/a
test_gelu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	426.92	0.02	n/a

iron/operators/gemm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_False-c_col_maj_False-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅ 5/5	536.56	0.42	17.88
test_gemm[M_192-K_384-N_64-num_aie_columns_4-b_col_maj_True-c_col_maj_True-m_48-k_96-n_16-trace_size_0-partition_N_1]	✅ 5/5	557.34	0.40	17.25
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_1-b_col_maj_False-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅ 5/5	83032.92	0.30	206.99
test_gemm[M_2048-K_2048-N_2048-num_aie_columns_2-b_col_maj_True-c_col_maj_False-m_64-k_64-n_64-trace_size_0-partition_N_1]	✅ 5/5	22511.00	1.12	763.95
test_gemm[M_384-K_1536-N_1792-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_32-k_48-n_64-trace_size_0-partition_N_1]	✅ 5/5	4402.62	2.05	537.36
test_gemm[M_64-K_512-N_256-num_aie_columns_4-b_col_maj_True-c_col_maj_False-m_16-k_64-n_64-trace_size_0-partition_N_4]	✅ 5/5	6846.56	0.19	10.30

iron/operators/gemv

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_gemv[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	✅ 5/5	n/a	0.08	0.08
test_gemv[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	✅ 5/5	n/a	3.61	3.61
test_gemv[M_2048-K_8192-num_aie_columns_2-tile_size_input_1-tile_size_output_1024]	✅ 5/5	n/a	6.33	6.33
test_gemv[M_2048-K_8192-num_aie_columns_4-tile_size_input_1-tile_size_output_512]	✅ 5/5	n/a	10.35	10.35
test_gemv[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	3.66	3.66
test_gemv[M_8192-K_2048-num_aie_columns_2-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	6.27	6.27
test_gemv[M_8192-K_2048-num_aie_columns_4-tile_size_input_4-tile_size_output_1024]	✅ 5/5	n/a	11.44	11.43
test_gemv_batched[M_1024-K_1024-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_2]	✅ 5/5	n/a	1.75	1.74
test_gemv_batched[M_1026-K_64-num_aie_columns_1-tile_size_input_1-tile_size_output_2-num_batches_2]	✅ 5/5	n/a	0.15	0.14
test_gemv_batched[M_256-K_128-num_aie_columns_1-tile_size_input_1-tile_size_output_256-num_batches_4]	✅ 5/5	n/a	0.40	0.39
test_gemv_batched[M_64-K_1536-num_aie_columns_1-tile_size_input_1-tile_size_output_64-num_batches_8]	✅ 5/5	n/a	0.98	0.97
test_gemv_gelu[M_128-K_128-num_aie_columns_1-tile_size_input_32-tile_size_output_128]	❌ 0/5	n/a	n/a	n/a
test_gemv_gelu[M_2048-K_8192-num_aie_columns_1-tile_size_input_1-tile_size_output_2048]	❌ 0/5	n/a	n/a	n/a
test_gemv_gelu[M_8192-K_2048-num_aie_columns_1-tile_size_input_4-tile_size_output_1024]	❌ 0/5	n/a	n/a	n/a

iron/operators/layer_norm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	385.80	0.03	n/a
test_layer_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	377.86	0.03	n/a
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	276.34	0.03	n/a
test_layer_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	431.50	0.02	n/a
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	312.68	0.03	n/a
test_layer_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	428.78	0.02	n/a

iron/operators/leaky_relu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.01]	✅ 5/5	326.32	0.03	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.1]	✅ 5/5	336.06	0.03	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-alpha_0.25]	✅ 5/5	267.64	0.03	n/a
test_leaky_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-alpha_0.01]	✅ 5/5	337.94	0.03	n/a
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-alpha_0.01]	✅ 5/5	338.62	0.02	n/a
test_leaky_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-alpha_0.01]	✅ 5/5	391.26	0.02	n/a
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-alpha_0.01]	✅ 5/5	380.66	0.02	n/a
test_leaky_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-alpha_0.01]	✅ 5/5	522.74	0.02	n/a

iron/operators/mem_copy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_mem_copy[input_length_2048-num_cores_1-num_channels_1-bypass_False-tile_size_2048]	✅ 5/5	316.38	0.03	n/a
test_mem_copy[input_length_2048-num_cores_2-num_channels_1-bypass_False-tile_size_1024]	✅ 5/5	387.94	0.02	n/a
test_mem_copy[input_length_2048-num_cores_2-num_channels_2-bypass_False-tile_size_1024]	✅ 5/5	452.36	0.02	n/a
test_mem_copy[input_length_2048-num_cores_4-num_channels_1-bypass_False-tile_size_512]	✅ 5/5	327.28	0.03	n/a
test_mem_copy[input_length_2048-num_cores_4-num_channels_2-bypass_False-tile_size_512]	✅ 5/5	389.74	0.03	n/a
test_mem_copy[input_length_2048-num_cores_8-num_channels_2-bypass_False-tile_size_256]	✅ 5/5	480.66	0.02	n/a

iron/operators/relu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_relu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	281.10	0.03	n/a
test_relu[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	652.22	0.03	n/a
test_relu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	392.26	0.02	n/a
test_relu[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	338.42	0.03	n/a
test_relu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	414.56	0.02	n/a
test_relu[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	437.40	0.02	n/a

iron/operators/repeat

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_cols_without_a_legal_split_is_rejected[cols_1031-why_prime > 1023: the only divisors are 1 and cols, neither legal]	✅ 5/5	n/a	n/a	n/a
test_cols_without_a_legal_split_is_rejected[cols_2062-why_2 x 1031: the only word-aligned chunk leaves a 1031-wide chunk count]	✅ 5/5	n/a	n/a	n/a
test_cols_without_a_legal_split_is_rejected[cols_513-why_odd: every divisor is odd, so no chunk is a whole 32-bit word]	✅ 5/5	n/a	n/a	n/a
test_repeat[rows_4-cols_1024-repeat_2-transfer_size_None]	✅ 5/5	444.52	0.06	n/a
test_repeat[rows_8-cols_512-repeat_4-transfer_size_64]	✅ 5/5	386.22	0.11	n/a
test_repeat[rows_8-cols_64-repeat_4-transfer_size_None]	✅ 5/5	363.28	0.02	n/a

iron/operators/rms_norm

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_False]	✅ 5/5	700.64	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048-weighted_True]	✅ 5/5	409.98	0.03	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_False]	✅ 5/5	446.52	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024-weighted_True]	✅ 5/5	434.24	0.03	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_False]	✅ 5/5	521.18	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024-weighted_True]	✅ 5/5	463.80	0.03	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_False]	✅ 5/5	354.40	0.03	n/a
test_rms_norm[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512-weighted_True]	✅ 5/5	415.66	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_False]	✅ 5/5	682.14	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512-weighted_True]	✅ 5/5	495.82	0.02	n/a
test_rms_norm[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256-weighted_False]	✅ 5/5	492.80	0.02	n/a

iron/operators/rope

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_1-method_type_0]	✅ 5/5	454.64	0.23	n/a
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_2-method_type_0]	✅ 5/5	536.38	0.19	n/a
test_rope[rows_32-cols_512-angle_rows_32-aie_columns_4-method_type_0]	✅ 5/5	517.64	0.22	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_1-method_type_0]	✅ 5/5	397.34	0.21	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_2-method_type_0]	✅ 5/5	414.68	0.20	n/a
test_rope[rows_32-cols_512-angle_rows_8-aie_columns_4-method_type_0]	✅ 5/5	436.98	0.18	n/a

iron/operators/sigmoid

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	425.18	0.02	n/a
test_sigmoid[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	469.64	0.02	n/a
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	385.46	0.02	n/a
test_sigmoid[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	407.72	0.02	n/a
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	538.32	0.02	n/a
test_sigmoid[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	461.20	0.02	n/a

iron/operators/silu

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_silu[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	381.44	0.03	n/a
test_silu[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	420.52	0.02	n/a
test_silu[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	471.88	0.02	n/a

iron/operators/softmax

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_1024]	✅ 5/5	499.20	0.29	n/a
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_2048]	✅ 5/5	419.54	0.34	n/a
test_softmax[input_length_32768-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	776.36	0.26	n/a

iron/operators/strided_copy

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_strided_copy[chunked_transfer]	✅ 5/5	309.72	0.01	n/a
test_strided_copy[contiguous]	✅ 5/5	403.94	0.01	n/a
test_strided_copy[four_channels]	✅ 5/5	331.46	0.01	n/a
test_strided_copy[kv_slot0]	✅ 5/5	295.74	0.49	n/a
test_strided_copy[kv_slot5]	✅ 5/5	308.62	0.46	n/a
test_strided_copy[kv_slot5_four_channels]	✅ 5/5	356.24	0.39	n/a
test_strided_copy[kv_slot5_two_channels]	✅ 5/5	362.02	0.42	n/a
test_strided_copy[kv_slot_last]	✅ 5/5	264.26	0.50	n/a
test_strided_copy[two_channels]	✅ 5/5	256.76	0.02	n/a
test_strided_copy[two_channels_chunked]	✅ 5/5	317.20	0.01	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter0]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter1]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter2]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter3]	✅ 1/1	n/a	n/a	n/a
test_transfer_size_not_dividing_per_channel_share_is_rejected[iter4]	✅ 1/1	n/a	n/a	n/a

iron/operators/swiglu_decode

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_swiglu_decode[embedding_dim_1024-hidden_dim_3584]	✅ 5/5	15432.86	0.00	n/a
test_swiglu_decode[embedding_dim_2048-hidden_dim_2048]	✅ 5/5	15124.63	0.00	n/a

iron/operators/swiglu_prefill

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_swiglu_prefill[seq_len_256-embedding_dim_2048-hidden_dim_2048-prio_accuracy_False]	✅ 5/5	22517.06	0.10	n/a

iron/operators/tanh

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_tanh[input_length_2048-num_aie_columns_1-num_channels_1-tile_size_2048]	✅ 5/5	419.90	0.02	n/a
test_tanh[input_length_2048-num_aie_columns_1-num_channels_2-tile_size_1024]	✅ 5/5	515.56	0.02	n/a
test_tanh[input_length_2048-num_aie_columns_2-num_channels_1-tile_size_1024]	✅ 5/5	345.74	0.03	n/a
test_tanh[input_length_2048-num_aie_columns_2-num_channels_2-tile_size_512]	✅ 5/5	455.70	0.02	n/a
test_tanh[input_length_2048-num_aie_columns_4-num_channels_1-tile_size_512]	✅ 5/5	342.90	0.03	n/a
test_tanh[input_length_2048-num_aie_columns_4-num_channels_2-tile_size_256]	✅ 5/5	405.76	0.02	n/a

iron/operators/transpose

Test	Checks	Latency (mean)	Bandwidth (mean)	Throughput (mean)
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_1]	✅ 5/5	857.28	0.96	n/a
test_transpose[M_2048-N_64-aie_columns_1-channels_1-m_64-n_64-s_8-num_batches_2]	✅ 5/5	630.48	1.79	n/a
test_transpose[M_2048-N_64-aie_columns_1-channels_2-m_64-n_64-s_8-num_batches_1]	✅ 5/5	503.14	1.23	n/a

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