diff --git a/validation/operations/conv/conv_1x3x224x224_w64x3x7x7_b64/conv_1x3x224x224_w64x3x7x7_b64.onnx b/validation/operations/conv/conv_1x3x224x224_w64x3x7x7_b64/conv_1x3x224x224_w64x3x7x7_b64.onnx new file mode 100644 index 0000000..434794c Binary files /dev/null and b/validation/operations/conv/conv_1x3x224x224_w64x3x7x7_b64/conv_1x3x224x224_w64x3x7x7_b64.onnx differ diff --git a/validation/operations/conv/output_channel_grouping_minimal/c64x256.onnx b/validation/operations/conv/output_channel_grouping_minimal/c64x256.onnx new file mode 100644 index 0000000..643e401 Binary files /dev/null and b/validation/operations/conv/output_channel_grouping_minimal/c64x256.onnx differ diff --git a/validation/operations/conv/strategy_depthwise_16/conv_strategy_depthwise_16.onnx b/validation/operations/conv/strategy_depthwise_16/conv_strategy_depthwise_16.onnx new file mode 100644 index 0000000..0c9469d Binary files /dev/null and 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a/validation/operations/mul/after_conv_scalar_constant/mul_after_conv_scalar_constant.onnx b/validation/operations/mul/after_conv_scalar_constant/mul_after_conv_scalar_constant.onnx new file mode 100644 index 0000000..88b2bfa Binary files /dev/null and b/validation/operations/mul/after_conv_scalar_constant/mul_after_conv_scalar_constant.onnx differ diff --git a/validation/operations/validation_results.csv b/validation/operations/validation_results.csv index 1d33e46..07895f2 100644 --- a/validation/operations/validation_results.csv +++ b/validation/operations/validation_results.csv @@ -1,169 +1,178 @@ Operation,Result,Compile,Host mem,Cores mem,Cores,Xbars,Latency,Power,Energy -add/after_gemm,PASS,0.063 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -add/basic,PASS,0.057 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -add/broadcast_row,PASS,0.057 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -add/channel_broadcast_1024,PASS,0.061 s,0.02 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -add/leading_dimension_broadcast,PASS,0.057 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -concat/channel_axis,PASS,0.069 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -concat/negative_axis,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -concat/three_inputs_channel_axis,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -conv/batch_2,PASS,0.066 s,0.00 MiB,0.00 MiB,2,2,SKIP,SKIP,SKIP -conv/batch_4_pointwise,PASS,0.065 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -conv/depthwise_1024_channels,PASS,0.083 s,0.19 MiB,0.38 MiB,129,128,SKIP,SKIP,SKIP -conv/depthwise_grouped,PASS,0.071 s,0.01 MiB,0.00 MiB,5,4,SKIP,SKIP,SKIP -conv/dilated_3x3,PASS,0.068 s,0.01 MiB,0.01 MiB,10,9,SKIP,SKIP,SKIP -conv/dynamic,PASS,0.065 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -conv/explicit_padding,PASS,0.062 s,0.01 MiB,0.02 MiB,17,16,SKIP,SKIP,SKIP -conv/grouped_many_groups,PASS,0.442 s,0.05 MiB,0.09 MiB,65,64,SKIP,SKIP,SKIP -conv/grouped_two_groups,PASS,0.060 s,0.00 MiB,0.00 MiB,3,2,SKIP,SKIP,SKIP -conv/huge_pointwise_1024,PASS,0.156 s,0.01 MiB,0.11 MiB,73,64,SKIP,SKIP,SKIP -conv/huge_pointwise_1024_dynamic,PASS,0.079 s,8.04 MiB,12.61 MiB,168,0,SKIP,SKIP,SKIP -conv/kernel_3x3,PASS,0.062 s,0.01 MiB,0.01 MiB,10,9,SKIP,SKIP,SKIP -conv/kernel_equals_input_spatial,PASS,0.064 s,0.00 MiB,0.00 MiB,2,2,SKIP,SKIP,SKIP -conv/large_input_channels_1x1,PASS,0.089 s,0.01 MiB,0.02 MiB,9,8,SKIP,SKIP,SKIP -conv/large_output_channels_1x1,PASS,0.098 s,0.01 MiB,0.02 MiB,17,8,SKIP,SKIP,SKIP -conv/large_spatial,PASS,0.069 s,0.01 MiB,0.04 MiB,37,36,SKIP,SKIP,SKIP -conv/multi_channel,PASS,0.066 s,0.00 MiB,0.00 MiB,4,3,SKIP,SKIP,SKIP -conv/non_square_kernel_1x3,PASS,0.061 s,0.00 MiB,0.00 MiB,3,2,SKIP,SKIP,SKIP -conv/non_square_kernel_3x1,PASS,0.064 s,0.00 MiB,0.00 MiB,3,2,SKIP,SKIP,SKIP -conv/non_uniform_stride,PASS,0.062 s,0.00 MiB,0.00 MiB,4,3,SKIP,SKIP,SKIP -conv/pointwise_1x1,PASS,0.059 s,0.00 MiB,0.00 MiB,1,1,SKIP,SKIP,SKIP -conv/pointwise_tiled_chain,PASS,0.604 s,0.01 MiB,0.04 MiB,20,80,SKIP,SKIP,SKIP -conv/real_asymmetric_padding,PASS,0.060 s,0.01 MiB,0.03 MiB,29,28,SKIP,SKIP,SKIP -conv/relu_conv_store,PASS,0.091 s,0.16 MiB,0.67 MiB,168,184,SKIP,SKIP,SKIP -conv/same_lower_3x3,PASS,0.078 s,0.01 MiB,0.02 MiB,26,25,SKIP,SKIP,SKIP -conv/same_padding_3x3,PASS,0.070 s,0.01 MiB,0.02 MiB,26,25,SKIP,SKIP,SKIP -conv/simple,PASS,0.064 s,0.00 MiB,0.00 MiB,1,1,SKIP,SKIP,SKIP -conv/stride_2,PASS,0.064 s,0.01 MiB,0.00 MiB,5,4,SKIP,SKIP,SKIP -conv/with_bias_3x3,PASS,0.067 s,0.00 MiB,0.01 MiB,4,3,SKIP,SKIP,SKIP -conv/with_constant,PASS,0.070 s,0.00 MiB,0.00 MiB,1,1,SKIP,SKIP,SKIP -conv/without_kernel_shape_attr,PASS,0.069 s,0.01 MiB,0.01 MiB,10,9,SKIP,SKIP,SKIP -conv/yolo11n_depthwise_head,PASS,1.482 s,8.66 MiB,34.24 MiB,168,255,SKIP,SKIP,SKIP -conv/yolo11n_heavy,PASS,0.431 s,4.82 MiB,19.10 MiB,161,800,SKIP,SKIP,SKIP -conv/yolo11n_stem,PASS,0.783 s,12.86 MiB,37.59 MiB,168,488,SKIP,SKIP,SKIP -div/after_gemm,PASS,0.072 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -div/basic,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -div/channel_broadcast_1024,PASS,0.066 s,0.02 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -div/leading_dimension_broadcast,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -div/runtime_scalar_rhs,PASS,0.056 s,0.02 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -div/scalar_constant,PASS,0.073 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gather/3d_input_axis1,PASS,0.060 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gather/axis0_matrix_indices,PASS,0.056 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gather/axis1,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gather/negative_axis,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gather/negative_indices,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -gemm/alpha_beta,PASS,0.067 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/bias_rank2_broadcast,PASS,0.060 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/dynamic,PASS,0.064 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/dynamic_alpha,PASS,0.062 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/dynamic_beta,PASS,0.060 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/dynamic_bias,PASS,0.058 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/dynamic_bias_alpha_beta,PASS,0.067 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/dynamic_transB,PASS,0.062 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -gemm/huge_1024,PASS,0.147 s,0.01 MiB,0.10 MiB,73,64,SKIP,SKIP,SKIP -gemm/large,PASS,0.068 s,0.02 MiB,0.03 MiB,17,16,SKIP,SKIP,SKIP -gemm/large_k_small_n,PASS,0.095 s,0.01 MiB,0.01 MiB,9,8,SKIP,SKIP,SKIP -gemm/non_square,PASS,0.063 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/scalar_bias,PASS,0.060 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/simple,PASS,0.072 s,0.03 MiB,0.08 MiB,42,40,SKIP,SKIP,SKIP -gemm/small,PASS,0.065 s,0.00 MiB,0.00 MiB,2,2,SKIP,SKIP,SKIP -gemm/small_k_large_n,PASS,0.097 s,0.01 MiB,0.02 MiB,17,8,SKIP,SKIP,SKIP -gemm/transA,PASS,0.064 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/transA_transB,PASS,0.069 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/transB,PASS,0.062 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/transB_with_bias,PASS,0.055 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemm/with_bias,PASS,0.067 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -gemv/constant,PASS,0.064 s,0.00 MiB,0.00 MiB,0,0,SKIP,SKIP,SKIP -gemv/simple,PASS,0.069 s,0.00 MiB,0.01 MiB,6,4,SKIP,SKIP,SKIP -gemv/with_heterogeneous_constant,PASS,0.066 s,0.00 MiB,0.01 MiB,6,4,SKIP,SKIP,SKIP -gemv/with_homogeneous_constant,PASS,0.070 s,0.00 MiB,0.01 MiB,6,4,SKIP,SKIP,SKIP -gemv/with_scalar_constant,PASS,0.070 s,0.00 MiB,0.01 MiB,6,4,SKIP,SKIP,SKIP -matmul/basic,PASS,0.062 s,0.00 MiB,0.00 MiB,2,2,SKIP,SKIP,SKIP -matmul/batched_3d,PASS,0.066 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -matmul/batched_3d_dynamic,PASS,0.057 s,0.00 MiB,0.00 MiB,4,0,SKIP,SKIP,SKIP -matmul/batched_left_constant,PASS,0.070 s,0.00 MiB,0.02 MiB,9,8,SKIP,SKIP,SKIP -matmul/batched_lhs_broadcast,PASS,0.063 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -matmul/batched_rhs_broadcast,PASS,0.062 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -matmul/dynamic,PASS,0.060 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -matmul/huge_1024,PASS,0.145 s,0.01 MiB,0.10 MiB,73,64,SKIP,SKIP,SKIP -matmul/left_constant,PASS,0.051 s,0.00 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -matmul/matrix_vector,PASS,0.095 s,0.52 MiB,0.78 MiB,168,173,SKIP,SKIP,SKIP -matmul/vector_matrix,PASS,0.087 s,0.01 MiB,0.01 MiB,9,8,SKIP,SKIP,SKIP -matmul/yolo_attention,PASS,0.385 s,1.02 MiB,43.44 MiB,168,0,SKIP,SKIP,SKIP -mul/after_conv,PASS,0.055 s,0.00 MiB,0.00 MiB,4,3,SKIP,SKIP,SKIP -mul/basic,PASS,0.055 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -mul/channel_broadcast_1024,PASS,0.058 s,0.02 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -mul/leading_dimension_broadcast,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -mul/scalar_constant,PASS,0.056 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_basic,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_ceil_mode,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_explicit_padding,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_include_pad,PASS,0.049 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_large_channels,PASS,0.059 s,0.04 MiB,0.02 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_non_uniform_stride,PASS,0.066 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/avg_real_asymmetric_padding,PASS,0.055 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_after_conv,PASS,0.069 s,0.00 MiB,0.00 MiB,5,4,SKIP,SKIP,SKIP -pool/max_basic,PASS,0.064 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_ceil_mode,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_global_style_kernel_equals_input,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_non_square_kernel,PASS,0.067 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_real_asymmetric_padding,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_same_upper,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -pool/max_stride2_multichannel,PASS,0.076 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reduce_mean/4d_spatial,PASS,0.058 s,0.00 MiB,0.00 MiB,3,0,SKIP,SKIP,SKIP -reduce_mean/4d_spatial_keepdims_0,PASS,0.068 s,0.00 MiB,0.00 MiB,4,0,SKIP,SKIP,SKIP -reduce_mean/after_conv,PASS,0.067 s,0.00 MiB,0.00 MiB,5,3,SKIP,SKIP,SKIP -reduce_mean/all_axes_keepdims_0,PASS,0.057 s,0.00 MiB,0.00 MiB,2,0,SKIP,SKIP,SKIP -reduce_mean/all_axes_keepdims_1,PASS,0.053 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reduce_mean/basic,PASS,0.058 s,0.00 MiB,0.00 MiB,4,0,SKIP,SKIP,SKIP -reduce_mean/channel_axis_nchw,PASS,0.063 s,0.03 MiB,0.02 MiB,4,0,SKIP,SKIP,SKIP -reduce_mean/keepdims_0,PASS,0.064 s,0.00 MiB,0.00 MiB,5,0,SKIP,SKIP,SKIP -reduce_mean/large_dimension_1024,PASS,0.066 s,0.01 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reduce_mean/legacy_axes_1_2_keepdims_1,PASS,0.069 s,0.00 MiB,0.00 MiB,2,0,SKIP,SKIP,SKIP -reduce_mean/legacy_axis1_keepdims_0,PASS,0.067 s,0.00 MiB,0.00 MiB,9,0,SKIP,SKIP,SKIP -reduce_mean/legacy_axis1_keepdims_1,PASS,0.057 s,0.00 MiB,0.00 MiB,8,0,SKIP,SKIP,SKIP -reduce_mean/legacy_empty_axes_noop,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reduce_mean/legacy_nchw_spatial,PASS,0.059 s,0.00 MiB,0.00 MiB,3,0,SKIP,SKIP,SKIP -reduce_mean/legacy_negative_axis,PASS,0.052 s,0.00 MiB,0.00 MiB,6,0,SKIP,SKIP,SKIP -reduce_mean/legacy_reduce_all_keepdims_1,PASS,0.057 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reduce_mean/negative_axis,PASS,0.055 s,0.00 MiB,0.00 MiB,6,0,SKIP,SKIP,SKIP -relu/4d,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -relu/after_conv,PASS,0.062 s,0.00 MiB,0.00 MiB,4,3,SKIP,SKIP,SKIP -relu/after_gemm,PASS,0.062 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -relu/basic,PASS,0.062 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reshape/4d_to_2d_flatten,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reshape/infer_dim_minus_one,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reshape/same_rank,PASS,0.056 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -reshape/zero_copies_input_dim,PASS,0.077 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -resize/height_only,PASS,0.059 s,0.00 MiB,0.00 MiB,4,0,SKIP,SKIP,SKIP -resize/nearest_2x,PASS,0.066 s,0.00 MiB,0.00 MiB,4,0,SKIP,SKIP,SKIP -resize/nearest_downsample,PASS,0.062 s,0.00 MiB,0.00 MiB,2,0,SKIP,SKIP,SKIP -resize/non_uniform,PASS,0.069 s,0.00 MiB,0.00 MiB,6,0,SKIP,SKIP,SKIP -resize/width_only,PASS,0.055 s,0.00 MiB,0.00 MiB,2,0,SKIP,SKIP,SKIP -resize/with_sizes,PASS,0.060 s,0.00 MiB,0.00 MiB,3,0,SKIP,SKIP,SKIP -sigmoid/4d,PASS,0.060 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -sigmoid/after_gemm,PASS,0.059 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -sigmoid/basic,PASS,0.053 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/2d_basic,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/after_conv,PASS,0.070 s,0.00 MiB,0.01 MiB,7,6,SKIP,SKIP,SKIP -slice/default_axes,PASS,0.066 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/large_channel_1024,PASS,0.064 s,0.01 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/nchw_spatial_crop,PASS,0.055 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/negative_axis,PASS,0.060 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/negative_indices,PASS,0.053 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -slice/step2,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -softmax/3d_last_axis,PASS,0.050 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -softmax/basic,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -softmax/channel_axis,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -softmax/large_dimension_1024,PASS,0.061 s,0.01 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -softmax/negative_axis,PASS,0.058 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -split/basic,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -split/equal_three_way,PASS,0.063 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -split/negative_axis,PASS,0.059 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -split/uneven_channel_axis_4d,PASS,0.061 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -sub/after_gemm,PASS,0.064 s,0.01 MiB,0.01 MiB,5,4,SKIP,SKIP,SKIP -sub/basic,PASS,0.054 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -sub/broadcast_row,PASS,0.064 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -sub/channel_broadcast_1024,PASS,0.063 s,0.02 MiB,0.01 MiB,1,0,SKIP,SKIP,SKIP -sub/constant_lhs_broadcast,PASS,0.054 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP -sub/leading_dimension_broadcast,PASS,0.054 s,0.00 MiB,0.00 MiB,1,0,SKIP,SKIP,SKIP +add/after_gemm,PASS,-,0.01 MiB,0.01 MiB,5,4,0.007784 ms,104.703618 mW,815012.960000 pJ +add/basic,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +add/broadcast_row,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +add/channel_broadcast_1024,PASS,-,0.02 MiB,0.01 MiB,1,0,0.006913 ms,78.118038 mW,540030.000000 pJ +add/leading_dimension_broadcast,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +concat/channel_axis,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000457 ms,78.157549 mW,35718.000000 pJ +concat/negative_axis,PASS,-,0.00 MiB,0.00 MiB,1,0,0.001043 ms,78.092042 mW,81450.000000 pJ +concat/three_inputs_channel_axis,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000644 ms,78.149068 mW,50328.000000 pJ +conv/batch_2,PASS,-,0.00 MiB,0.00 MiB,2,2,0.013694 ms,82.623885 mW,1131451.480000 pJ +conv/batch_4_pointwise,PASS,-,0.00 MiB,0.01 MiB,5,4,0.003932 ms,116.078576 mW,456420.960000 pJ +conv/conv_1x3x224x224_w64x3x7x7_b64,PASS,-,24.14 MiB,61.87 MiB,168,169,38.414551 ms,185.256473 mW,7116544212.120002 pJ +conv/depthwise_1024_channels,PASS,-,0.19 MiB,0.38 MiB,129,128,0.220751 ms,178.454307 mW,39393966.720000 pJ +conv/depthwise_grouped,PASS,-,0.01 MiB,0.00 MiB,5,4,0.006234 ms,107.776541 mW,671878.960000 pJ +conv/dilated_3x3,PASS,-,0.01 MiB,0.01 MiB,10,9,0.008713 ms,118.767263 mW,1034819.160000 pJ +conv/dynamic,PASS,-,0.00 MiB,0.00 MiB,5,0,0.001835 ms,92.281199 mW,169336.000000 pJ +conv/explicit_padding,PASS,-,0.01 MiB,0.02 MiB,17,16,0.010007 ms,145.338047 mW,1454397.840000 pJ +conv/grouped_many_groups,PASS,-,0.05 MiB,0.09 MiB,65,64,0.181897 ms,142.207471 mW,25867112.360000 pJ +conv/grouped_two_groups,PASS,-,0.00 MiB,0.00 MiB,3,2,0.005361 ms,101.457653 mW,543914.480000 pJ +conv/huge_pointwise_1024,PASS,-,0.01 MiB,0.11 MiB,73,64,0.015615 ms,249.545140 mW,3896647.360000 pJ +conv/huge_pointwise_1024_dynamic,PASS,-,8.04 MiB,12.61 MiB,168,0,2.627964 ms,169.518697 mW,445489032.000000 pJ +conv/kernel_3x3,PASS,-,0.01 MiB,0.01 MiB,10,9,0.007186 ms,123.801859 mW,889640.160000 pJ +conv/kernel_equals_input_spatial,PASS,-,0.00 MiB,0.00 MiB,2,2,0.004639 ms,89.607562 mW,415689.480000 pJ +conv/large_input_channels_1x1,PASS,-,0.01 MiB,0.02 MiB,9,8,0.007648 ms,117.824519 mW,901121.920000 pJ +conv/large_output_channels_1x1,PASS,-,0.01 MiB,0.02 MiB,17,8,0.008871 ms,128.442782 mW,1139415.920000 pJ +conv/large_spatial,PASS,-,0.01 MiB,0.04 MiB,37,36,0.017018 ms,172.073372 mW,2928344.640000 pJ +conv/multi_channel,PASS,-,0.00 MiB,0.00 MiB,4,3,0.006482 ms,105.683542 mW,685040.720000 pJ +conv/non_square_kernel_1x3,PASS,-,0.00 MiB,0.00 MiB,3,2,0.006842 ms,99.349968 mW,679752.480000 pJ +conv/non_square_kernel_3x1,PASS,-,0.00 MiB,0.00 MiB,3,2,0.013484 ms,95.889683 mW,1292976.480000 pJ +conv/non_uniform_stride,PASS,-,0.00 MiB,0.00 MiB,4,3,0.007601 ms,104.048772 mW,790874.720000 pJ +conv/output_channel_grouping_minimal,PASS,-,0.10 MiB,0.34 MiB,131,128,0.258453 ms,170.730913 mW,44125916.720000 pJ +conv/pointwise_1x1,PASS,-,0.00 MiB,0.00 MiB,1,1,0.012303 ms,80.244188 mW,987244.240000 pJ +conv/pointwise_tiled_chain,PASS,-,0.01 MiB,0.04 MiB,20,80,0.041886 ms,153.880896 mW,6445455.200000 pJ +conv/real_asymmetric_padding,PASS,-,0.01 MiB,0.03 MiB,29,28,0.014457 ms,153.669968 mW,2221606.720000 pJ +conv/relu_conv_store,PASS,-,0.16 MiB,0.67 MiB,168,184,0.562898 ms,183.084489 mW,103057892.800000 pJ +conv/same_lower_3x3,PASS,-,0.01 MiB,0.02 MiB,26,25,0.013331 ms,166.154752 mW,2215009.000000 pJ +conv/same_padding_3x3,PASS,-,0.01 MiB,0.02 MiB,26,25,0.013331 ms,166.154752 mW,2215009.000000 pJ +conv/simple,PASS,-,0.00 MiB,0.00 MiB,1,1,0.004301 ms,83.833583 mW,360568.240000 pJ +conv/strategy_depthwise_16,PASS,-,0.06 MiB,0.35 MiB,168,168,0.335115 ms,197.936467 mW,66331479.080000 pJ +conv/strategy_input_k_tiled,PASS,-,0.08 MiB,0.27 MiB,109,108,0.353736 ms,170.812713 mW,60422605.920000 pJ +conv/strategy_output_channel_tiled,PASS,-,0.03 MiB,0.16 MiB,74,72,0.091463 ms,155.743189 mW,14244739.280000 pJ +conv/strategy_streamed_packed,PASS,-,3.34 MiB,7.89 MiB,168,168,9.353833 ms,179.858301 mW,1682364509.560000 pJ +conv/strategy_streamed_patch,PASS,-,0.34 MiB,1.32 MiB,168,168,1.904655 ms,181.910449 mW,346476645.640000 pJ +conv/strategy_tiled_2d,PASS,-,0.11 MiB,0.44 MiB,168,168,0.415594 ms,182.127047 mW,75690907.840000 pJ +conv/stride_2,PASS,-,0.01 MiB,0.00 MiB,5,4,0.005237 ms,110.780019 mW,580154.960000 pJ +conv/with_bias_3x3,PASS,-,0.00 MiB,0.01 MiB,4,3,0.007452 ms,104.162738 mW,776220.720000 pJ +conv/with_constant,PASS,-,0.00 MiB,0.00 MiB,1,1,0.006622 ms,81.738182 mW,541270.240000 pJ +conv/without_kernel_shape_attr,PASS,-,0.01 MiB,0.01 MiB,10,9,0.007186 ms,123.801859 mW,889640.160000 pJ +conv/yolo11n_depthwise_head,PASS,-,8.66 MiB,34.24 MiB,168,255,42.701404 ms,200.519161 mW,8562449708.000010 pJ +conv/yolo11n_heavy,PASS,-,4.82 MiB,19.10 MiB,161,800,8.535404 ms,350.863768 mW,2994764012.000010 pJ +conv/yolo11n_stem,PASS,-,12.86 MiB,37.59 MiB,168,488,14.239985 ms,301.233376 mW,4289558753.000010 pJ +div/after_gemm,PASS,-,0.01 MiB,0.01 MiB,5,4,0.007784 ms,104.703618 mW,815012.960000 pJ +div/basic,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +div/channel_broadcast_1024,PASS,-,0.02 MiB,0.01 MiB,1,0,0.006913 ms,78.118038 mW,540030.000000 pJ +div/leading_dimension_broadcast,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +div/runtime_scalar_rhs,PASS,-,0.02 MiB,0.01 MiB,1,0,0.006913 ms,78.118038 mW,540030.000000 pJ +div/scalar_constant,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +gather/3d_input_axis1,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000589 ms,78.081494 mW,45990.000000 pJ +gather/axis0_matrix_indices,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000697 ms,78.068867 mW,54414.000000 pJ +gather/axis1,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000801 ms,78.059925 mW,62526.000000 pJ +gather/negative_axis,PASS,-,0.00 MiB,0.00 MiB,1,0,0.001437 ms,78.033403 mW,112134.000000 pJ +gather/negative_indices,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000376 ms,78.127660 mW,29376.000000 pJ +gemm/alpha_beta,PASS,-,0.01 MiB,0.01 MiB,5,4,0.007456 ms,105.272125 mW,784908.960000 pJ +gemm/bias_rank2_broadcast,PASS,-,0.00 MiB,0.01 MiB,5,4,0.007072 ms,105.979208 mW,749484.960000 pJ +gemm/dynamic,PASS,-,0.00 MiB,0.00 MiB,5,0,0.002421 ms,91.480793 mW,221475.000000 pJ +gemm/dynamic_alpha,PASS,-,0.00 MiB,0.00 MiB,5,0,0.003262 ms,91.415696 mW,298198.000000 pJ +gemm/dynamic_beta,PASS,-,0.00 MiB,0.00 MiB,5,0,0.004365 ms,91.316151 mW,398595.000000 pJ +gemm/dynamic_bias,PASS,-,0.00 MiB,0.00 MiB,5,0,0.002665 ms,91.445779 mW,243703.000000 pJ +gemm/dynamic_bias_alpha_beta,PASS,-,0.00 MiB,0.00 MiB,5,0,0.005629 ms,91.279268 mW,513811.000000 pJ +gemm/dynamic_transB,PASS,-,0.00 MiB,0.00 MiB,5,0,0.001301 ms,91.378171 mW,118883.000000 pJ +gemm/huge_1024,PASS,-,0.01 MiB,0.10 MiB,73,64,0.017522 ms,215.037402 mW,3767885.360000 pJ +gemm/large,PASS,-,0.02 MiB,0.03 MiB,17,16,0.011229 ms,140.152181 mW,1573768.840000 pJ +gemm/large_k_small_n,PASS,-,0.01 MiB,0.01 MiB,9,8,0.004748 ms,133.481449 mW,633769.920000 pJ +gemm/non_square,PASS,-,0.00 MiB,0.01 MiB,5,4,0.003527 ms,118.958310 mW,419565.960000 pJ +gemm/scalar_bias,PASS,-,0.00 MiB,0.01 MiB,5,4,0.007072 ms,105.979208 mW,749484.960000 pJ +gemm/simple,PASS,-,0.03 MiB,0.08 MiB,42,40,0.021640 ms,151.774196 mW,3284393.600000 pJ +gemm/small,PASS,-,0.00 MiB,0.00 MiB,2,2,0.004420 ms,90.144000 mW,398436.480000 pJ +gemm/small_k_large_n,PASS,-,0.01 MiB,0.02 MiB,17,8,0.007962 ms,131.005014 mW,1043061.920000 pJ +gemm/transA,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005762 ms,109.140743 mW,628868.960000 pJ +gemm/transA_transB,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005762 ms,109.140743 mW,628868.960000 pJ +gemm/transB,PASS,-,0.00 MiB,0.01 MiB,5,4,0.003527 ms,118.958310 mW,419565.960000 pJ +gemm/transB_with_bias,PASS,-,0.01 MiB,0.01 MiB,5,4,0.005046 ms,110.546762 mW,557818.960000 pJ +gemm/with_bias,PASS,-,0.01 MiB,0.01 MiB,5,4,0.005562 ms,108.767882 mW,604966.960000 pJ +gemv/constant,PASS,-,0.00 MiB,0.00 MiB,0,0,0.000000 ms,2.000000 mW,0.000000 pJ +gemv/simple,PASS,-,0.00 MiB,0.01 MiB,6,4,0.005160 ms,111.150380 mW,573535.960000 pJ +gemv/with_heterogeneous_constant,PASS,-,0.00 MiB,0.01 MiB,6,4,0.005549 ms,109.816536 mW,609371.960000 pJ +gemv/with_homogeneous_constant,PASS,-,0.00 MiB,0.01 MiB,6,4,0.005549 ms,109.816536 mW,609371.960000 pJ +gemv/with_scalar_constant,PASS,-,0.00 MiB,0.01 MiB,6,4,0.005549 ms,109.816536 mW,609371.960000 pJ +matmul/basic,PASS,-,0.00 MiB,0.00 MiB,2,2,0.004420 ms,90.144000 mW,398436.480000 pJ +matmul/batched_3d,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005958 ms,108.588949 mW,646972.960000 pJ +matmul/batched_3d_dynamic,PASS,-,0.00 MiB,0.00 MiB,4,0,0.001822 ms,92.192645 mW,167975.000000 pJ +matmul/batched_left_constant,PASS,-,0.00 MiB,0.02 MiB,9,8,0.008822 ms,114.385164 mW,1009105.920000 pJ +matmul/batched_lhs_broadcast,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005681 ms,109.389361 mW,621440.960000 pJ +matmul/batched_rhs_broadcast,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005958 ms,108.588949 mW,646972.960000 pJ +matmul/dynamic,PASS,-,0.00 MiB,0.00 MiB,5,0,0.001621 ms,91.421962 mW,148195.000000 pJ +matmul/huge_1024,PASS,-,0.01 MiB,0.10 MiB,73,64,0.017522 ms,215.037402 mW,3767885.360000 pJ +matmul/left_constant,PASS,-,0.00 MiB,0.01 MiB,5,4,0.005853 ms,108.861944 mW,637168.960000 pJ +matmul/matrix_vector,PASS,-,0.52 MiB,0.78 MiB,168,173,0.384660 ms,202.131271 mW,77751814.880000 pJ +matmul/vector_matrix,PASS,-,0.01 MiB,0.01 MiB,9,8,0.007409 ms,118.680243 mW,879301.920000 pJ +matmul/yolo_attention,PASS,-,1.02 MiB,43.44 MiB,168,0,8.151445 ms,170.003707 mW,1385775865.000000 pJ +mul/after_conv,PASS,-,0.00 MiB,0.00 MiB,4,3,0.005453 ms,107.639046 mW,586955.720000 pJ +mul/after_conv_scalar_constant,PASS,-,0.00 MiB,0.00 MiB,4,3,0.005453 ms,107.639046 mW,586955.720000 pJ +mul/basic,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +mul/channel_broadcast_1024,PASS,-,0.02 MiB,0.01 MiB,1,0,0.006913 ms,78.118038 mW,540030.000000 pJ +mul/leading_dimension_broadcast,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +mul/scalar_constant,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ +pool/avg_basic,PASS,-,0.00 MiB,0.00 MiB,1,0,0.011939 ms,78.022112 mW,931506.000000 pJ +pool/avg_ceil_mode,PASS,-,0.00 MiB,0.00 MiB,1,0,0.004359 ms,78.033035 mW,340146.000000 pJ +pool/avg_explicit_padding,PASS,-,0.00 MiB,0.00 MiB,1,0,0.008822 ms,78.027205 mW,688356.000000 pJ +pool/avg_include_pad,PASS,-,0.00 MiB,0.00 MiB,1,0,0.008506 ms,78.016929 mW,663612.000000 pJ +pool/avg_large_channels,PASS,-,0.04 MiB,0.02 MiB,1,0,0.235874 ms,78.004172 mW,18399156.000000 pJ +pool/avg_non_uniform_stride,PASS,-,0.00 MiB,0.00 MiB,1,0,0.014513 ms,78.016537 mW,1132254.000000 pJ +pool/avg_real_asymmetric_padding,PASS,-,0.00 MiB,0.00 MiB,1,0,0.025206 ms,78.024756 mW,1966692.000000 pJ +pool/max_after_conv,PASS,-,0.00 MiB,0.00 MiB,5,4,0.012215 ms,99.115019 mW,1210689.960000 pJ +pool/max_basic,PASS,-,0.00 MiB,0.00 MiB,1,0,0.004160 ms,78.063462 mW,324744.000000 pJ +pool/max_ceil_mode,PASS,-,0.00 MiB,0.00 MiB,1,0,0.001940 ms,78.074227 mW,151464.000000 pJ +pool/max_global_style_kernel_equals_input,PASS,-,0.00 MiB,0.00 MiB,1,0,0.008443 ms,78.008528 mW,658626.000000 pJ +pool/max_non_square_kernel,PASS,-,0.00 MiB,0.00 MiB,1,0,0.013626 ms,78.017613 mW,1063068.000000 pJ +pool/max_real_asymmetric_padding,PASS,-,0.00 MiB,0.00 MiB,1,0,0.010444 ms,78.034470 mW,814992.000000 pJ +pool/max_same_upper,PASS,-,0.00 MiB,0.00 MiB,1,0,0.008010 ms,78.035955 mW,625068.000000 pJ +pool/max_stride2_multichannel,PASS,-,0.00 MiB,0.00 MiB,1,0,0.015987 ms,78.018015 mW,1247274.000000 pJ +reduce_mean/4d_spatial,PASS,-,0.00 MiB,0.00 MiB,3,0,0.000321 ms,92.448598 mW,29676.000000 pJ +reduce_mean/4d_spatial_keepdims_0,PASS,-,0.00 MiB,0.00 MiB,4,0,0.000655 ms,94.352672 mW,61801.000000 pJ +reduce_mean/after_conv,PASS,-,0.00 MiB,0.00 MiB,5,3,0.005342 ms,106.951089 mW,571332.720000 pJ +reduce_mean/all_axes_keepdims_0,PASS,-,0.00 MiB,0.00 MiB,2,0,0.000391 ms,79.237852 mW,30982.000000 pJ +reduce_mean/all_axes_keepdims_1,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000221 ms,78.217195 mW,17286.000000 pJ +reduce_mean/basic,PASS,-,0.00 MiB,0.00 MiB,4,0,0.000373 ms,93.514745 mW,34881.000000 pJ +reduce_mean/channel_axis_nchw,PASS,-,0.03 MiB,0.02 MiB,4,0,0.164926 ms,93.596631 mW,15436518.000000 pJ +reduce_mean/keepdims_0,PASS,-,0.00 MiB,0.00 MiB,5,0,0.000748 ms,91.401070 mW,68368.000000 pJ +reduce_mean/large_dimension_1024,PASS,-,0.01 MiB,0.00 MiB,1,0,0.002785 ms,78.017235 mW,217278.000000 pJ +reduce_mean/legacy_axes_1_2_keepdims_1,PASS,-,0.00 MiB,0.00 MiB,2,0,0.000271 ms,79.354244 mW,21505.000000 pJ +reduce_mean/legacy_axis1_keepdims_0,PASS,-,0.00 MiB,0.00 MiB,9,0,0.001986 ms,92.501511 mW,183708.000000 pJ 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mW,25266.000000 pJ +sub/channel_broadcast_1024,PASS,-,0.02 MiB,0.01 MiB,1,0,0.006913 ms,78.118038 mW,540030.000000 pJ +sub/constant_lhs_broadcast,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000322 ms,78.223602 mW,25188.000000 pJ +sub/leading_dimension_broadcast,PASS,-,0.00 MiB,0.00 MiB,1,0,0.000323 ms,78.222910 mW,25266.000000 pJ