diff --git a/docs/introduction/support_operation_list.md b/docs/introduction/support_operation_list.md index af7e3be799a..704256e87a7 100644 --- a/docs/introduction/support_operation_list.md +++ b/docs/introduction/support_operation_list.md @@ -1,383 +1,382 @@ # 支持算子 -当前Paddle-Lite共计支持算子269个，其中基础算子91个，附加算子178个。 +当前 Paddle Lite 共计支持算子268个，其中基础算子91个，附加算子177个。 ### 基础算子 默认编译的算子，共计91个。 -Host端Kernel是算子在任意CPU上纯C/C++的具体实现，具有可移植性强的特点，因此，它一般作为各特定平台算子实现的补充。 +Host 端 Kernel 是算子在任意 CPU 上纯 C/C++ 的具体实现，具有可移植性强的特点，因此，它一般作为各特定平台算子实现的补充。 -举例PaddleLite在ARM上部署模型，如果模型中某个算子没有ARM端Kernel，但是有Host端Kerenel，那么模型优化阶段该算子会选择Host端Kerenel，该模型还是可以顺利部署。 +以 ARM CPU 为例，如果模型中某个算子没有 ARM 端 Kernel，但是有 Host 端 Kernel，那么模型优化阶段该算子会选择 Host 端 Kernel，该模型还是可以顺利部署。 -| OP_name | Host | X86 | CUDA | ARM | OpenCL | FPGA | 华为NPU | 百度XPU | 瑞芯微NPU | 联发科APU | 华为升腾NPU | 颖脉NNA | 英特尔FPGA | 比特大陆 -|-:|-| -| -| -| -| -| -| -| -| -| -| -| -| -| -| affine_channel | | | | Y | | | | | | | | | | | -| affine_grid | | | | Y | | | | | | | | | | | -| arg_max | Y | | | Y | | | Y | Y | | | Y | | | | -| assign_value | Y | | | | | | | Y | | Y | | | | Y | -| batch_norm | | Y | | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| bilinear_interp | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| bilinear_interp_v2 | | Y | | Y | Y | | | Y | | Y | | | | | -| box_coder | Y | Y | | Y | Y | | | Y | | | | | | Y | -| calib | | | Y | Y | | Y | | Y | | | | | | | -| cast | | Y | | Y | | Y | | Y | | Y | Y | | | Y | -| concat | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| conv2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | -| conv2d_transpose | | Y | | Y | Y | Y | Y | Y | | Y | | | | Y | -| density_prior_box | | Y | | | | | | Y | | | | | | Y | -| depthwise_conv2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | -| depthwise_conv2d_transpose | | | | | | | | | | | | | | Y | -| dropout | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| elementwise_add | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| elementwise_div | | Y | | Y | | | Y | Y | Y | Y | Y | | | Y | -| elementwise_floordiv | | Y | | Y | | | | | | | | | | | -| elementwise_max | | Y | | Y | | | | Y | | Y | Y | | | | -| elementwise_min | | Y | | Y | | | | | | Y | Y | | | | -| elementwise_mod | | Y | | Y | | | | | | | | | | | -| elementwise_mul | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| elementwise_pow | | Y | | Y | | | | | | | | | | | -| elementwise_sub | | Y | Y | Y | Y | | Y | Y | Y | Y | Y | | | Y | -| elu | | | | Y | | | | | | | | | | | -| erf | | | | | | | | | | | | | | | -| expand | Y | | | | Y | | Y | | | | | | | | -| expand_as | Y | | | | | | | | | | | | | | -| fc | | Y | Y | Y | Y | Y | Y | | Y | Y | Y | Y | | | -| feed | Y | | Y | | | Y | | | | | | | | | -| fetch | Y | | | | | Y | | | | | | | | | -| fill_constant | Y | | | | | | Y | Y | | Y | | | | Y | -| fill_constant_batch_size_like | Y | | | | | | Y | Y | | | | | | | -| flatten | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| flatten2 | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| flatten_contiguous_range | | | | | | | | | | | | | | | -| fusion_elementwise_add_activation | | | Y | Y | Y | Y | Y | | Y | Y | Y | | | | -| fusion_elementwise_div_activation | | | | Y | | | Y | | Y | Y | Y | | | | -| fusion_elementwise_max_activation | | | | Y | | | | | | Y | Y | | | | -| fusion_elementwise_min_activation | | | | Y | | | | | | Y | Y | | | | -| fusion_elementwise_mul_activation | | | Y | Y | | | Y | | Y | Y | Y | | | | -| fusion_elementwise_sub_activation | | | Y | Y | Y | | Y | | Y | Y | Y | | | | -| grid_sampler | | | | Y | Y | | | Y | | | | | | | -| instance_norm | | Y | | Y | Y | | Y | Y | | | | | | | -| io_copy | | | Y | | Y | Y | | Y | | | | | | | -| io_copy_once | | | Y | | Y | Y | | Y | | | | | | | -| layout | | | Y | Y | Y | Y | | | | | | | | | -| layout_once | | | Y | Y | Y | Y | | | | | | | | | -| leaky_relu | | Y | Y | Y | Y | | Y | Y | | Y | Y | | | Y | -| lod_array_length | Y | | | | | | | | | | | | | | -| matmul | | Y | Y | Y | Y | | Y | Y | | | Y | | | Y | -| mul | | Y | Y | Y | | | Y | Y | | | | | | Y | -| multiclass_nms | Y | | | | | Y | | | | | | | | Y | -| multiclass_nms2 | Y | | | | | Y | | | | | | | | Y | -| multiclass_nms3 | Y | | | | | | | | | | | | | | -| nearest_interp | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| nearest_interp_v2 | | Y | | Y | Y | | | Y | | Y | | | | | -| pad2d | | | | Y | Y | | Y | | Y | | | | | | -| pool2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| prelu | | | | Y | Y | | | Y | | | | | | | -| prior_box | Y | | | | | Y | | Y | | | Y | | | Y | -| range | Y | | | | | | | | | | | | | | -| reduce_mean | | Y | | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| relu | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| relu6 | | Y | | Y | Y | | Y | Y | Y | Y | Y | | | | -| reshape | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| reshape2 | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| scale | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| search_fc | | | | | | | | Y | | | | | | | -| sequence_topk_avg_pooling | | Y | | | | | | Y | | | | | | | -| shuffle_channel | | | | Y | Y | | Y | | | | | | | | -| sigmoid | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| slice | | Y | | Y | Y | Y | | Y | | Y | Y | | | Y | -| softmax | | Y | Y | Y | Y | | Y | Y | Y | Y | Y | Y | | Y | -| softplus | | | | | | | Y | | | | Y | | | | -| split | Y | | | | Y | Y | Y | Y | Y | Y | | | | Y | -| squeeze | Y | | | | Y | | | | | Y | | | | Y | -| squeeze2 | Y | | | | Y | | | | | Y | | | | Y | -| stack | Y | Y | | | | | | Y | | | | | | | -| subgraph | | | | | | Y | Y | | Y | Y | Y | Y | | | -| sync_batch_norm | | Y | | Y | Y | | | | | | | | | | -| tanh | | Y | Y | Y | Y | | Y | Y | Y | Y | Y | | | | -| thresholded_relu | | | | Y | | | Y | | | | | | | | -| transpose | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| transpose2 | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| unsqueeze | Y | | | | Y | Y | Y | | | Y | Y | | | | -| unsqueeze2 | Y | | | | Y | Y | Y | | | Y | Y | | | | -| write_back | Y | | | | | | | | | | | | | | -| yolo_box | Y | | Y | | Y | Y | | Y | | | | | | Y | +| OP_name| ARM | OpenCL | Metal | 百度XPU | Host | X86 | 比特大陆 | 英特尔FPGA | 寒武纪mlu | 华为昇腾NPU | 联发科APU | 瑞芯微NPU | 华为麒麟NPU | 颖脉NNA | 晶晨NPU | +|-:|-| -| -| -| -| -| -| -| -| -| -| -| -| -| -| +| affine_channel|Y| | | | | | | | | | | | | | | +| affine_grid|Y| | | | | | | | | | | | | | | +| arg_max|Y|Y| |Y|Y| | | |Y|Y| | | | | | +| assign_value| | | |Y|Y| |Y| | |Y| | | | | | +| batch_norm|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| bilinear_interp|Y|Y|Y|Y| |Y|Y| | |Y| | | | | | +| bilinear_interp_v2|Y|Y|Y|Y| |Y| | | |Y| | | | | | +| box_coder|Y|Y|Y|Y|Y|Y|Y| | | | | | | | | +| calib|Y| | |Y| | | | |Y| | | | | | | +| cast| | | |Y|Y| |Y| |Y|Y| | | | | | +| concat|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| conv2d|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y|Y|Y|Y| +| conv2d_transpose|Y|Y|Y|Y| |Y|Y| | |Y| | | | |Y| +| density_prior_box| | | |Y|Y|Y|Y| | | | | | | | | +| depthwise_conv2d|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y|Y|Y|Y| +| depthwise_conv2d_transpose| |Y| | | | |Y| | | | | | | | | +| dropout|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| elementwise_add|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| elementwise_div|Y| | |Y| |Y|Y| | |Y|Y|Y|Y| |Y| +| elementwise_floordiv|Y| | | | |Y| | | | | | | | | | +| elementwise_max|Y| | |Y| |Y| | | |Y| | | | | | +| elementwise_min|Y| | | | |Y| | | |Y| | | | | | +| elementwise_mod|Y| | | | |Y| | | | | | | | | | +| elementwise_mul|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| elementwise_pow|Y| | | | |Y| | | |Y| | | | | | +| elementwise_sub|Y|Y|Y|Y| |Y|Y| | |Y|Y|Y|Y| |Y| +| elu|Y| | | |Y| | | | | | | | | | | +| erf|Y| | | | | | | | | | | | | | | +| expand| |Y| | |Y| | | | | | | | | | | +| expand_as| | | | |Y| | | | | | | | | | | +| fc|Y|Y|Y| | |Y| | |Y|Y|Y|Y|Y|Y|Y| +| feed| | |Y| |Y| | | | | | | | | | | +| fetch| | |Y| |Y| | | | | | | | | | | +| fill_constant| | | |Y|Y| |Y| | |Y| | | | | | +| fill_constant_batch_size_like| | | |Y|Y| | | | | | | | | | | +| flatten| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| flatten2| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| flatten_contiguous_range| | | |Y|Y| | | | |Y|Y|Y|Y| |Y| +|fusion_elementwise_add_activation|Y|Y|Y| | |Y| | | |Y|Y|Y|Y| |Y| +|fusion_elementwise_div_activation|Y| | | | |Y| | | |Y|Y|Y|Y| |Y| +|fusion_elementwise_max_activation|Y| | | | |Y| | | |Y| | | | | | +|fusion_elementwise_min_activation|Y| | | | |Y| | | |Y| | | | | | +|fusion_elementwise_mul_activation|Y| | | | |Y| | | |Y|Y|Y|Y| |Y| +|fusion_elementwise_pow_activation| | | | | | | | | |Y| | | | | | +|fusion_elementwise_sub_activation|Y|Y| | | |Y| | | |Y|Y|Y|Y| |Y| +| grid_sampler|Y|Y| |Y| |Y| | | | | | | | | | +| instance_norm|Y|Y| |Y| |Y| | | |Y| | | | | | +| io_copy| |Y|Y|Y| | | | |Y| | | | | | | +| io_copy_once| |Y|Y|Y| | | | | | | | | | | | +| layout|Y|Y| | | |Y| | |Y| | | | | | | +| layout_once|Y|Y| | | | | | | | | | | | | | +| leaky_relu|Y|Y|Y|Y|Y|Y|Y| |Y|Y| | | | | | +| lod_array_length| | | | |Y| | | | | | | | | | | +| matmul|Y|Y|Y|Y| |Y|Y| | |Y| | | | | | +| mul|Y| | |Y| |Y|Y| | | | | | | | | +| multiclass_nms|Y| | | |Y| |Y| | | | | | | | | +| multiclass_nms2|Y| | | |Y| |Y| | | | | | | | | +| multiclass_nms3|Y| | | |Y| | | | | | | | | | | +| nearest_interp|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| nearest_interp_v2|Y|Y|Y|Y| |Y| | | |Y| | | | | | +| pad2d|Y|Y|Y|Y|Y| | | | |Y| | | | | | +| pool2d|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| prelu|Y|Y| |Y|Y| | | | |Y| | | | | | +| prior_box|Y| | |Y|Y| |Y| | | | | | | | | +| range| | | | |Y| | | | |Y| | | | | | +| reduce_mean|Y|Y| |Y| |Y|Y| | |Y| | | | | | +| relu|Y|Y|Y|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| relu6|Y|Y|Y|Y|Y|Y| | |Y|Y|Y|Y|Y|Y|Y| +| reshape| |Y| |Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| reshape2| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| scale|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| search_fc| | | |Y| | | | | | | | | | | | +| sequence_topk_avg_pooling| | | |Y| |Y| | | | | | | | | | +| shuffle_channel|Y|Y|Y| |Y| | | | | | | | | | | +| sigmoid|Y|Y|Y|Y|Y|Y|Y| |Y|Y|Y|Y|Y| |Y| +| slice|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| softmax|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| softplus|Y| | | | | | | | | | | | | | | +| squeeze| |Y| |Y|Y| |Y| |Y|Y| | | | | | +| squeeze2| |Y| |Y|Y| |Y| |Y|Y| | | | | | +| stack| | | |Y|Y|Y| | | |Y| | | | | | +| subgraph| | | | | | | | |Y| | | | | | | +| sync_batch_norm|Y|Y| | | |Y| | | | | | | | | | +| tanh|Y|Y| |Y|Y|Y| | | |Y|Y|Y|Y| |Y| +| thresholded_relu|Y| | | |Y| | | | | | | | | | | +| transpose|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| transpose2|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| unsqueeze| |Y| |Y|Y| | | | |Y| | | | | | +| unsqueeze2| |Y| |Y|Y| | | | |Y| | | | | | +| write_back| | | | |Y| | | | | | | | | | | +| yolo_box|Y|Y|Y|Y|Y| |Y| | | | | | | | | ### 附加算子 -加上附加算子共计269个，需要在编译时打开`--with_extra=ON`开关才会编译，具体请参考[参数详情](../source_compile/library)。 +加上附加算子共计269个，需要在编译时打开 `--with_extra=ON` 开关才会编译，具体请参考[参数详情](../source_compile/library)。 -| OP_name | Host | X86 | CUDA | ARM | OpenCL | FPGA | 华为NPU | 百度XPU | 瑞芯微NPU | 联发科APU | 华为升腾NPU | 颖脉NNA | 英特尔FPGA | 比特大陆 -|-:|-| -| -| -| -| -| -| -| -| -| -| -| -| -| -| abs | Y | | Y | Y | Y | | Y | Y | | Y | Y | | | | -| affine_channel | | | | Y | | | | | | | | | | | -| affine_grid | | | | Y | | | | | | | | | | | -| anchor_generator | Y | | | | | | | Y | | | | | | | -| arg_max | Y | | | Y | | | Y | Y | | | Y | | | | -| argsort | Y | | | | | | | | | | | | | | -| assign | Y | | | | | | | Y | | Y | | | | | -| assign_value | Y | | Y | | | | | Y | | Y | | | | Y | -| attention_padding_mask | | | | | | | | | | | | | | | -| axpy | | | | Y | | | | | | | | | | | -| batch_norm | | Y | | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| beam_search | Y | | | | | | | | | | | | | | -| beam_search_decode | Y | | | | | | | | | | | | | | -| bilinear_interp | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| bilinear_interp_v2 | | Y | | Y | Y | | | Y | | Y | | | | | -| box_clip | Y | | | | | | | Y | | | | | | | -| box_coder | Y | Y | | Y | Y | | | Y | | | | | | Y | -| calib | | | Y | Y | | Y | | Y | | | | | | | -| calib_once | | | Y | Y | | Y | | Y | | | | | | | -| cast | | Y | | Y | | Y | | Y | | Y | Y | | | Y | -| clip | | Y | | Y | Y | | | Y | | Y | | | | | -| collect_fpn_proposals | Y | | | | | | | | | | | | | | -| concat | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| conditional_block | Y | | | | | | | | | | | | | | -| conv2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | -| conv2d_transpose | | Y | | Y | Y | Y | Y | Y | | Y | | | | Y | -| correlation | Y | | | | | | | Y | | | | | | | -| cos | Y | | | | Y | | | | | | | | | | -| cos_sim | Y | | | | | | | | | | | | | | -| crf_decoding | Y | | | | | | | | | | | | | | -| crop | Y | | | | | | | | | | | | | | -| crop_tensor | Y | | | | | | | | | | | | | | -| ctc_align | Y | | | | | | | | | | | | | | -| cumsum | Y | | | | | | | | | | | | | | -| decode_bboxes | | | | Y | | | | | | | | | | | -| deformable_conv | Y | | | Y | | | | | | Y | | | | | -| density_prior_box | Y | Y | | | | | | Y | | | | | | Y | -| depthwise_conv2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | -| depthwise_conv2d_transpose | | | | | | | | | | | | | | Y | -| distribute_fpn_proposals | Y | | | | | | | | | | | | | | -| dropout | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| elementwise_add | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| elementwise_div | | Y | | Y | | | Y | Y | Y | Y | Y | | | Y | -| elementwise_floordiv | | Y | | Y | | | | | | | | | | | -| elementwise_max | | Y | | Y | | | | Y | | Y | Y | | | | -| elementwise_min | | Y | | Y | | | | | | Y | Y | | | | -| elementwise_mod | | Y | | Y | | | | | | | | | | | -| elementwise_mul | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| elementwise_pow | | Y | | Y | | | | | | | | | | | -| elementwise_sub | | Y | Y | Y | Y | | Y | Y | Y | Y | Y | | | Y | -| elu | Y | | | Y | | | | | | | | | | | -| equal | Y | | | | | | | | | | | | | | -| erf | | | | Y | | | | | | | | | | | -| exp | Y | | | Y | Y | | | Y | | | | | | | -| expand | Y | | | | Y | | Y | | | | | | | | -| expand_as | Y | | | | | | | | | | | | | | -| expand_v2 | Y | | | | | | | | | Y | | | | | -| fake_channel_wise_dequantize_max_abs | | | | | | | | | | | | | | | -| fake_channel_wise_quantize_dequantize_abs_max | | | | | | | | | | | | | | | -| fake_dequantize_max_abs | | | | | | | | | | | | | | | -| fake_quantize_abs_max | | | | | | | | | | | | | | | -| fake_quantize_dequantize_abs_max | | | | | | | | | | | | | | | -| fake_quantize_dequantize_moving_average_abs_max | | | | | | | | | | | | | | | -| fake_quantize_moving_average_abs_max | | | | | | | | | | | | | | | -| fake_quantize_range_abs_max | | | | | | | | | | | | | | | -| fc | | Y | Y | Y | Y | Y | Y | | Y | Y | Y | Y | | | -| feed | Y | | Y | | | Y | | | | | | | | | -| fetch | Y | | | | | Y | | | | | | | | | -| fill_any_like | Y | | | | | | | Y | | | | | | | -| fill_constant | Y | | | | | | Y | Y | | Y | | | | Y | -| fill_constant_batch_size_like | Y | | | | | | Y | Y | | | | | | | -| fill_zeros_like | Y | | | | | | | Y | | | | | | | -| flatten | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| flatten2 | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| flatten_contiguous_range | Y | | | | | | | Y | | | | | | | -| flip | Y | | | | | | | | | | | | | | -| floor | Y | | | Y | | | | | | | | | | | -| fpga_conv2d | | | | | | Y | | | | | | | | | -| fusion_elementwise_add_activation | | | Y | Y | Y | Y | Y | | Y | Y | Y | | | | -| fusion_elementwise_div_activation | | | | Y | | | Y | | Y | Y | Y | | | | -| fusion_elementwise_max_activation | | | | Y | | | | | | Y | Y | | | | -| fusion_elementwise_min_activation | | | | Y | | | | | | Y | Y | | | | -| fusion_elementwise_mul_activation | | | Y | Y | | | Y | | Y | Y | Y | | | | -| fusion_elementwise_sub_activation | | | Y | Y | Y | | Y | | Y | Y | Y | | | | -| gather | Y | Y | | Y | | | Y | Y | | | Y | | | | -| gather_nd | Y | | | | | | | | | | | | | | -| gather_tree | Y | | | | | | | | | | | | | | -| gelu | | Y | | Y | | | | | | | | | | | -| generate_proposals | Y | | | | | | | Y | | | | | | | -| generate_proposals_v2 | | | | Y | | | | | | | | | | | -| greater_equal | Y | | | | | | | | | | | | | | -| greater_than | Y | | | | Y | | | | | | | | | | -| grid_sampler | | Y | | Y | Y | | | Y | | | | | | | -| group_norm | | Y | | Y | | | | | | | | | | | -| gru | | Y | Y | Y | | Y | | Y | | | | | | | -| gru_unit | | Y | | Y | | | | Y | | | | | | | -| hard_sigmoid | Y | | | Y | Y | | Y | Y | | Y | Y | | | Y | -| hard_swish | Y | | | Y | Y | | | Y | | Y | | | | Y | -| im2sequence | | | | Y | | | | Y | | | | | | Y | -| increment | Y | | | | | | Y | Y | | | | | | | -| index_select | Y | | | | | | | | | | | | | | -| instance_norm | | Y | | Y | Y | | Y | Y | | | | | | | -| inverse | Y | | | | | | | | | | | | | | -| io_copy | | | Y | | Y | Y | | Y | | | | | | | -| io_copy_once | | | Y | | Y | Y | | Y | | | | | | | -| is_empty | Y | | | | | | | Y | | | | | | | -| layer_norm | | Y | | Y | | | Y | Y | | | Y | | | | -| layout | | | Y | Y | Y | Y | | | | | | | | | -| layout_once | | | Y | Y | Y | Y | | | | | | | | | -| leaky_relu | Y | Y | Y | Y | Y | | Y | Y | | Y | Y | | | Y | -| less_equal | Y | | | | | | | | | | | | | | -| less_than | Y | | | | | | Y | Y | | | | | | | -| linspace | Y | | | | | | | | | | | | | | -| lod_array_length | Y | | | | | | | | | | | | | | -| lod_reset | Y | | | | | | | | | | | | | | -| log | Y | | | Y | | | Y | Y | | Y | | | | | -| logical_and | Y | | | | | | | Y | | | | | | | -| logical_not | Y | | | | | | | Y | | | | | | | -| logical_or | Y | | | | | | | | | | | | | | -| logical_xor | Y | | | | | | | | | | | | | | -| lookup_table | | Y | Y | Y | | | Y | Y | | | | | | | -| lookup_table_dequant | | | | Y | | | | | | | | | | | -| lookup_table_v2 | | Y | Y | Y | | | | Y | | | | | | | -| lrn | | | | Y | Y | | | Y | | | | | | | -| lstm | | | | Y | | | | | | | | | | | -| match_matrix_tensor | | Y | Y | | | | | Y | | | | | | | -| matmul | | Y | Y | Y | Y | | Y | Y | | | Y | | | Y | -| matmul_v2 | | | | Y | Y | | | Y | | | | | | | -| matrix_nms | Y | | | | | | | | | | | | | | -| max_pool2d_with_index | | | | | | | | Y | | | | | | Y | -| mean | | | | Y | | | | | | | | | | | -| merge_lod_tensor | | | | Y | | | | | | | | | | | -| meshgrid | Y | | | | | | | | | | | | | | -| mish | | Y | | Y | | | | | | | | | | | -| mul | | Y | Y | Y | | | Y | Y | | | | | | Y | -| multiclass_nms | Y | | | | | Y | | | | | | | | Y | -| multiclass_nms2 | Y | | | | | Y | | | | | | | | Y | -| multiclass_nms3 | Y | | | | | | | | | | | | | | -| nearest_interp | | Y | Y | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| nearest_interp_v2 | | Y | | Y | Y | | | Y | | Y | | | | | -| negative | | | | Y | | | | | | | | | | | -| norm | Y | | | Y | | Y | | Y | Y | Y | | | | Y | -| not_equal | Y | | | | | | | | | | | | | | -| one_hot | Y | | | | | | | | | | | | | | -| one_hot_v2 | Y | | | | | | | | | | | | | | -| p_norm | Y | | | Y | | | | | | | | | | | -| pad2d | Y | | | Y | Y | | Y | Y | Y | | | | | | -| pad3d | Y | | | | | | | | | | | | | | -| pixel_shuffle | Y | | | Y | Y | | | Y | | | | | | | -| polygon_box_transform | Y | | | | | | | | | | | | | | -| pool2d | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| pow | | Y | | Y | | | | Y | | Y | | | | | -| prelu | Y | | | Y | Y | | | Y | | | | | | | -| print | Y | | | | | | | | | | | | | | -| prior_box | Y | | | | | Y | | Y | | | Y | | | Y | -| range | Y | | | | | | | | | | | | | | -| read_from_array | Y | | | | | | | Y | | | | | | | -| reciprocal | Y | | | Y | | | | Y | | | | | | | -| reduce_all | Y | | | | | | | Y | | | | | | | -| reduce_any | Y | | | | | | | Y | | | | | | | -| reduce_max | | Y | | Y | | | | Y | | | | | | Y | -| reduce_mean | | Y | | Y | Y | Y | Y | Y | | Y | Y | | | Y | -| reduce_min | | Y | | Y | | | | Y | | | | | | | -| reduce_prod | | Y | | Y | | | | Y | | | | | | | -| reduce_sum | | Y | | Y | | | | Y | | | | | | Y | -| relu | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | Y | -| relu6 | Y | Y | | Y | Y | | Y | Y | Y | Y | Y | | | | -| relu_clipped | Y | | | Y | | | Y | | | | | | | | -| reshape | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| reshape2 | Y | | | | Y | Y | Y | Y | Y | Y | Y | | | Y | -| retinanet_detection_output | Y | | | | | | | | | | | | | | -| reverse | Y | | | | | | | | | | | | | | -| rnn | | Y | | Y | | | | Y | | | | | | | -| roi_align | Y | | | | | | | Y | | | | | | | -| roi_perspective_transform | Y | | | | | | | | | | | | | | -| rsqrt | Y | Y | | Y | Y | | | Y | | | | | | | -| scale | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| scatter | | | | Y | | | | | | | | | | | -| scatter_nd_add | Y | | | | | | | | | | | | | | -| search_aligned_mat_mul | | Y | Y | | | | | | | | | | | | -| search_attention_padding_mask | | Y | Y | | | | | | | | | | | | -| search_fc | | | Y | | | | | Y | | | | | | | -| search_grnn | | Y | Y | | | | | Y | | | | | | | -| search_group_padding | | Y | Y | | | | | | | | | | | | -| search_seq_arithmetic | | Y | Y | | | | | Y | | | | | | | -| search_seq_depadding | | Y | Y | | | | | | | | | | | | -| search_seq_fc | | Y | Y | | | | | | | | | | | | -| search_seq_softmax | | Y | Y | | | | | | | | | | | | -| select_input | Y | | | | | | | | | | | | | | -| sequence_arithmetic | | Y | Y | | | | | Y | | | | | | | -| sequence_concat | | Y | Y | | | | | Y | | | | | | | -| sequence_conv | | Y | | Y | | | | | | | | | | | -| sequence_expand | Y | | | | | | | | | | | | | | -| sequence_expand_as | | Y | | Y | | | | | | | | | | | -| sequence_mask | Y | | Y | | | | | Y | | | | | | | -| sequence_pad | Y | | Y | | | | | Y | | | | | | | -| sequence_pool | | Y | Y | Y | | | | Y | | | | | | | -| sequence_pool_concat | | | Y | | | | | | | | | | | | -| sequence_reshape | | Y | | | | | | | | | | | | | -| sequence_reverse | | Y | Y | | | | | Y | | | | | | | -| sequence_reverse_embedding | | | Y | | | | | | | | | | | | -| sequence_softmax | Y | | | | | | | | | | | | | | -| sequence_topk_avg_pooling | | Y | Y | | | | | Y | | | | | | | -| sequence_unpad | Y | | Y | | | | | Y | | | | | | | -| shape | Y | | | | Y | Y | Y | | | Y | Y | | | Y | -| shuffle_channel | Y | | | Y | Y | | Y | | | | | | | | -| sigmoid | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| sign | | | | Y | | | | Y | | | | | | | -| sin | Y | | | | Y | | | | | | | | | | -| slice | | Y | | Y | Y | Y | | Y | | Y | Y | | | Y | -| softmax | | Y | Y | Y | Y | | Y | Y | Y | Y | Y | Y | | Y | -| softplus | | | | Y | | | Y | | | | Y | | | | -| softsign | | Y | | | | | Y | Y | | | Y | | | | -| split | Y | | | | Y | Y | Y | Y | Y | Y | | | | Y | -| split_lod_tensor | | | | Y | | | | | | | | | | | -| sqrt | | Y | | Y | Y | | Y | Y | | | | | | Y | -| square | Y | Y | | Y | Y | | Y | Y | | | | | | Y | -| squeeze | Y | | | | Y | | | Y | | Y | | | | Y | -| squeeze2 | Y | | | | Y | | | Y | | Y | | | | Y | -| stack | Y | Y | | | | | | Y | | | | | | | -| strided_slice | Y | | | | | | | | | | | | | | -| subgraph | | | | | | Y | Y | | Y | Y | Y | Y | | | -| sum | | | | Y | | | | Y | | | | | | | -| swish | Y | | | Y | Y | | | Y | | | | | | Y | -| sync_batch_norm | | Y | | Y | Y | | | | | | | | | | -| tanh | Y | Y | Y | Y | Y | | Y | Y | Y | Y | Y | | | | -| tensor_array_to_tensor | Y | | | | | | | | | | | | | | -| thresholded_relu | Y | | | Y | | | Y | | | | | | | | -| tile | Y | | | | | | | | | | | | | | -| top_k | Y | | | | | | Y | Y | | | | | | | -| top_k_v2 | Y | | | | | | | | | | | | | | -| topk_pooling | | | Y | | | | | | | | | | | | -| transpose | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| transpose2 | | Y | Y | Y | Y | Y | Y | Y | Y | Y | Y | | | Y | -| tril_triu | Y | | | | | | | | | | | | | | -| uniform_random | Y | | | | | | | | | | | | | | -| unique_with_counts | Y | | | | | | | | | | | | | | -| unsqueeze | Y | | | | Y | Y | Y | Y | | Y | Y | | | | -| unsqueeze2 | Y | | | | Y | Y | Y | Y | | Y | Y | | | | -| unstack | Y | | | | | | | Y | | | | | | | -| var_conv_2d | | Y | Y | | | | | Y | | | | | | | -| where | Y | | | | | | | | | | | | | | -| where_index | Y | | | | | | | | | | | | | | -| while | Y | | | | | | | | | | | | | | -| write_back | Y | | | | | | | | | | | | | | -| write_to_array | Y | | | | | | | Y | | | | | | | -| yolo_box | Y | | Y | | Y | Y | | Y | | | | | | Y | -| __xpu__bigru | | | | | | | | Y | | | | | | | -| __xpu__block_fuse_op | | | | | | | | Y | | | | | | | -| __xpu__conv2d | | | | | | | | Y | | | | | | | -| __xpu__conv_pixel_shuffle_fuse_op | | | | | | | | Y | | | | | | | -| __xpu__dynamic_lstm_fuse_op | | | | | | | | Y | | | | | | | -| __xpu__embedding_with_eltwise_add | | | | | | | | Y | | | | | | | -| __xpu__fc | | | | | | | | Y | | | | | | | -| __xpu__generate_sequence | | | | | | | | Y | | | | | | | -| __xpu__logit | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_bid_emb_att | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_bid_emb_grnn_att | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_bid_emb_grnn_att2 | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_match_conv_topk | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_merge_all | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_search_attention | | | | | | | | Y | | | | | | | -| __xpu__mmdnn_search_attention2 | | | | | | | | Y | | | | | | | -| __xpu__multi_encoder | | | | | | | | Y | | | | | | | -| __xpu__resnet50 | | | | | | | | Y | | | | | | | -| __xpu__resnet_cbam | | | | | | | | Y | | | | | | | -| __xpu__sfa_head | | | | | | | | Y | | | | | | | -| __xpu__softmax_topk | | | | | | | | Y | | | | | | | -| __xpu__squeeze_excitation_block | | | | | | | | Y | | | | | | | +| OP_name| ARM | OpenCL | Metal | 百度XPU | Host | X86 | 比特大陆 | 英特尔FPGA | 寒武纪mlu | 华为昇腾NPU | 联发科APU | 瑞芯微NPU | 华为麒麟NPU | 颖脉NNA | 晶晨NPU | +|-:|-| -| -| -| -| -| -| -| -| -| -| -| -| -| -| +| abs|Y|Y| |Y|Y| | | | |Y| | | | | | +| affine_channel|Y| | | | | | | | | | | | | | | +| affine_grid|Y| | | | | | | | | | | | | | | +| anchor_generator| | | |Y|Y| | | | | | | | | | | +| arg_max|Y|Y| |Y|Y| | | |Y|Y| | | | | | +| arg_min| | | | | | | | | |Y| | | | | | +| argsort| | | | |Y| | | | | | | | | | | +| assign| | | |Y|Y| | | | |Y| | | | | | +| assign_value| | | |Y|Y| |Y| | |Y| | | | | | +| attention_padding_mask| | | | | | | | | | | | | | | | +| axpy|Y| | | | | | | | | | | | | | | +| batch_norm|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| beam_search| | | | |Y| | | | | | | | | | | +| beam_search_decode| | | | |Y| | | | | | | | | | | +| bilinear_interp|Y|Y|Y|Y| |Y|Y| | |Y| | | | | | +| bilinear_interp_v2|Y|Y|Y|Y| |Y| | | |Y| | | | | | +| bmm| | | |Y| | | | | | | | | | | | +| box_clip| | | |Y|Y| | | | | | | | | | | +| box_coder|Y|Y|Y|Y|Y|Y|Y| | | | | | | | | +| calib|Y| | |Y| | | | |Y| | | | | | | +| calib_once|Y| | |Y| | | | |Y| | | | | | | +| cast| | | |Y|Y| |Y| |Y|Y| | | | | | +| clip|Y|Y| |Y| |Y| | | |Y| | | | | | +| collect_fpn_proposals| | | | |Y| | | | | | | | | | | +| concat|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| conditional_block| | | | |Y| | | | | | | | | | | +| conv2d|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y|Y|Y|Y| +| conv2d_transpose|Y|Y|Y|Y| |Y|Y| | |Y| | | | |Y| +| correlation| | | |Y|Y| | | | | | | | | | | +| cos| |Y| | |Y| | | | | | | | | | | +| cos_sim| | | | |Y| | | | | | | | | | | +| crf_decoding| | | | |Y| | | | | | | | | | | +| crop| | | | |Y| | | | | | | | | | | +| crop_tensor| | | | |Y| | | | | | | | | | | +| ctc_align| | | | |Y| | | | | | | | | | | +| cumsum| | | | |Y| | | | |Y| | | | | | +| decode_bboxes|Y| | | | | | | | | | | | | | | +| deformable_conv|Y| | | |Y| | | | |Y| | | | | | +| density_prior_box| | | |Y|Y|Y|Y| | | | | | | | | +| depthwise_conv2d|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y|Y|Y|Y| +| depthwise_conv2d_transpose| |Y| | | | |Y| | | | | | | | | +| distribute_fpn_proposals| | | | |Y| | | | | | | | | | | +| dropout|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| elementwise_add|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| elementwise_div|Y| | |Y| |Y|Y| | |Y|Y|Y|Y| |Y| +| elementwise_floordiv|Y| | | | |Y| | | | | | | | | | +| elementwise_max|Y| | |Y| |Y| | | |Y| | | | | | +| elementwise_min|Y| | | | |Y| | | |Y| | | | | | +| elementwise_mod|Y| | | | |Y| | | | | | | | | | +| elementwise_mul|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| elementwise_pow|Y| | | | |Y| | | |Y| | | | | | +| elementwise_sub|Y|Y|Y|Y| |Y|Y| | |Y|Y|Y|Y| |Y| +| elu|Y| | | |Y| | | | | | | | | | | +| equal| | | | |Y| | | | |Y| | | | | | +| erf|Y| | | | | | | | | | | | | | | +| exp|Y|Y|Y|Y|Y| | | | |Y| | | | | | +| expand| |Y| | |Y| | | | | | | | | | | +| expand_as| | | | |Y| | | | | | | | | | | +| expand_v2| | | |Y|Y| | | | |Y| | | | | | +| fake_channel_wise_dequantize_max_abs| | | | | | | | | | | | | | | | +| fake_channel_wise_quantize_dequantize_abs_max| | | | | | | | | | | | | | | | +| fake_dequantize_max_abs| | | | | | | | | | | | | | | | +| fake_quantize_abs_max| | | | | | | | | | | | | | | | +| fake_quantize_dequantize_abs_max| | | | | | | | | | | | | | | | +|fake_quantize_dequantize_moving_average_abs_max| | | | | | | | | | | | | | | | +| fake_quantize_moving_average_abs_max| | | | | | | | | | | | | | | | +| fake_quantize_range_abs_max| | | | | | | | | | | | | | | | +| fc|Y|Y|Y| | |Y| | |Y|Y|Y|Y|Y|Y|Y| +| feed| | |Y| |Y| | | | | | | | | | | +| fetch| | |Y| |Y| | | | | | | | | | | +| fill_any_like| | | |Y|Y| | | | |Y| | | | | | +| fill_constant| | | |Y|Y| |Y| | |Y| | | | | | +| fill_constant_batch_size_like| | | |Y|Y| | | | | | | | | | | +| fill_zeros_like| | | |Y|Y| | | | | | | | | | | +| flatten| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| flatten2| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| flatten_contiguous_range| | | |Y|Y| | | | |Y|Y|Y|Y| |Y| +| flip| | | | |Y| | | | | | | | | | | +| floor|Y| | | |Y| | | | | | | | | | | +| fusion_elementwise_add_activation|Y|Y|Y| | |Y| | | |Y|Y|Y|Y| |Y| +| fusion_elementwise_div_activation|Y| | | | |Y| | | |Y|Y|Y|Y| |Y| +| fusion_elementwise_max_activation|Y| | | | |Y| | | |Y| | | | | | +| fusion_elementwise_min_activation|Y| | | | |Y| | | |Y| | | | | | +| fusion_elementwise_mul_activation|Y| | | | |Y| | | |Y|Y|Y|Y| |Y| +| fusion_elementwise_pow_activation| | | | | | | | | |Y| | | | | | +| fusion_elementwise_sub_activation|Y|Y| | | |Y| | | |Y|Y|Y|Y| |Y| +| gather|Y| | |Y|Y|Y| | |Y| | | | | | | +| gather_nd| | | | |Y| | | | | | | | | | | +| gather_tree| | | | |Y| | | | | | | | | | | +| gelu|Y| | |Y| |Y| | | |Y| | | | | | +| generate_proposals| | | |Y|Y| | | | | | | | | | | +| generate_proposals_v2|Y| | | | | | | | | | | | | | | +| greater_equal| | | | |Y| | | | |Y| | | | | | +| greater_than| |Y| | |Y| | | | |Y| | | | | | +| grid_sampler|Y|Y| |Y| |Y| | | | | | | | | | +| group_norm|Y| | | | |Y| | | | | | | | | | +| gru|Y| | |Y| |Y| | | | | | | | | | +| gru_unit|Y| | |Y| |Y| | | | | | | | | | +| hard_sigmoid|Y|Y|Y|Y|Y| |Y| | |Y| | | | | | +| hard_swish|Y|Y|Y|Y|Y|Y|Y| | |Y| | | | | | +| im2sequence|Y| | |Y| | |Y| | | | | | | | | +| increment| | | |Y|Y| | | | | | | | | | | +| index_select| | | | |Y| | | | | | | | | | | +| instance_norm|Y|Y| |Y| |Y| | | |Y| | | | | | +| inverse| | | | |Y| | | | | | | | | | | +| io_copy| |Y|Y|Y| | | | |Y| | | | | | | +| io_copy_once| |Y|Y|Y| | | | | | | | | | | | +| is_empty| | | |Y|Y| | | | | | | | | | | +| layer_norm|Y| | |Y| |Y| | | |Y| | | | | | +| layout|Y|Y| | | |Y| | |Y| | | | | | | +| layout_once|Y|Y| | | | | | | | | | | | | | +| leaky_relu|Y|Y|Y|Y|Y|Y|Y| |Y|Y| | | | | | +| less_equal| | | | |Y| | | | |Y| | | | | | +| less_than| | | |Y|Y| | | | |Y| | | | | | +| linspace| | | | |Y| | | | | | | | | | | +| lod_array_length| | | | |Y| | | | | | | | | | | +| lod_reset| | | | |Y| | | | | | | | | | | +| log|Y| | |Y|Y| | | | |Y| | | | | | +| logical_and| | | |Y|Y| | | | | | | | | | | +| logical_not| | | |Y|Y| | | | | | | | | | | +| logical_or| | | | |Y| | | | | | | | | | | +| logical_xor| | | | |Y| | | | | | | | | | | +| lookup_table|Y| | |Y| |Y| | | | | | | | | | +| lookup_table_dequant|Y| | | | | | | | | | | | | | | +| lookup_table_v2|Y| | |Y| |Y| | | |Y| | | | | | +| lrn|Y|Y| |Y| | | | |Y| | | | | | | +| lstm|Y| | | | | | | | | | | | | | | +| match_matrix_tensor| | | |Y| |Y| | | | | | | | | | +| matmul|Y|Y|Y|Y| |Y|Y| | |Y| | | | | | +| matmul_v2|Y|Y| |Y| | | | | |Y| | | | | | +| matrix_nms| | | | |Y| | | | | | | | | | | +| max_pool2d_with_index| | | |Y| | |Y| | | | | | | | | +| mean|Y| | | | | | | | | | | | | | | +| merge_lod_tensor|Y| | | | | | | | | | | | | | | +| meshgrid| | | | |Y| | | | | | | | | | | +| mish|Y| | | | |Y| | | | | | | | | | +| mul|Y| | |Y| |Y|Y| | | | | | | | | +| multiclass_nms|Y| | | |Y| |Y| | | | | | | | | +| multiclass_nms2|Y| | | |Y| |Y| | | | | | | | | +| multiclass_nms3|Y| | | |Y| | | | | | | | | | | +| nearest_interp|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| nearest_interp_v2|Y|Y|Y|Y| |Y| | | |Y| | | | | | +| negative|Y| | | | | | | | | | | | | | | +| norm|Y| | |Y|Y| |Y| |Y|Y| | | | | | +| not_equal| | | | |Y| | | | |Y| | | | | | +| one_hot| | | | |Y| | | | | | | | | | | +| one_hot_v2| | | | |Y| | | | | | | | | | | +| p_norm|Y| | | |Y| | | | |Y| | | | | | +| pad2d|Y|Y|Y|Y|Y| | | | |Y| | | | | | +| pad3d| | | | |Y| | | | |Y| | | | | | +| pixel_shuffle|Y|Y| |Y|Y| | | | | | | | | | | +| polygon_box_transform| | | | |Y| | | | | | | | | | | +| pool2d|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| pow|Y| | |Y| |Y| | | |Y| | | | | | +| prelu|Y|Y| |Y|Y| | | | |Y| | | | | | +| print| | | | |Y| | | | | | | | | | | +| prior_box|Y| | |Y|Y| |Y| | | | | | | | | +| range| | | | |Y| | | | |Y| | | | | | +| read_from_array| | | |Y|Y| | | | | | | | | | | +| reciprocal|Y| | |Y|Y| | | | | | | | | | | +| reduce_all| | | |Y|Y| | | | | | | | | | | +| reduce_any| | | |Y|Y| | | | | | | | | | | +| reduce_max|Y|Y| |Y| |Y|Y| | | | | | | | | +| reduce_mean|Y|Y| |Y| |Y|Y| | |Y| | | | | | +| reduce_min|Y| | |Y| |Y| | | | | | | | | | +| reduce_prod|Y| | |Y| |Y| | | | | | | | | | +| reduce_sum|Y| | |Y| |Y|Y| | | | | | | | | +| relu|Y|Y|Y|Y|Y|Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| relu6|Y|Y|Y|Y|Y|Y| | |Y|Y|Y|Y|Y|Y|Y| +| relu_clipped|Y| | | |Y| | | | | | | | | | | +| reshape| |Y| |Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| reshape2| |Y|Y|Y|Y| |Y| |Y|Y|Y|Y|Y| |Y| +| retinanet_detection_output| | | | |Y| | | | | | | | | | | +| reverse| | | | |Y| | | | | | | | | | | +| rnn|Y| | |Y| |Y| | | | | | | | | | +| roi_align| | | |Y|Y| | | | | | | | | | | +| roi_perspective_transform| | | | |Y| | | | | | | | | | | +| rsqrt|Y|Y| |Y|Y|Y| | | | | | | | | | +| scale|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| scatter|Y| | | | | | | | | | | | | | | +| scatter_nd_add| | | | |Y| | | | | | | | | | | +| search_aligned_mat_mul| | | | | |Y| | | | | | | | | | +| search_attention_padding_mask| | | | | |Y| | | | | | | | | | +| search_fc| | | |Y| | | | | | | | | | | | +| search_grnn| | | |Y| |Y| | | | | | | | | | +| search_group_padding| | | | | |Y| | | | | | | | | | +| search_seq_arithmetic| | | |Y| |Y| | | | | | | | | | +| search_seq_depadding| | | | | |Y| | | | | | | | | | +| search_seq_fc| | | | | |Y| | | | | | | | | | +| search_seq_softmax| | | | | |Y| | | | | | | | | | +| select_input| | | | |Y| | | | | | | | | | | +| sequence_arithmetic| | | |Y| |Y| | | | | | | | | | +| sequence_concat| | | |Y| |Y| | | | | | | | | | +| sequence_conv|Y| | | | |Y| | | | | | | | | | +| sequence_expand| | | | |Y| | | | | | | | | | | +| sequence_expand_as|Y| | | | |Y| | | | | | | | | | +| sequence_mask| | | |Y|Y| | | | | | | | | | | +| sequence_pad| | | |Y|Y| | | | | | | | | | | +| sequence_pool|Y| | |Y| |Y| | | | | | | | | | +| sequence_reshape| | | | | |Y| | | | | | | | | | +| sequence_reverse| | | |Y| |Y| | | | | | | | | | +| sequence_softmax| | | | |Y| | | | | | | | | | | +| sequence_topk_avg_pooling| | | |Y| |Y| | | | | | | | | | +| sequence_unpad| | | |Y|Y| | | | | | | | | | | +| shape| |Y| |Y|Y| |Y| | |Y| | | | | | +| shuffle_channel|Y|Y|Y| |Y| | | | | | | | | | | +| sigmoid|Y|Y|Y|Y|Y|Y|Y| |Y|Y|Y|Y|Y| |Y| +| sign|Y| | |Y| | | | | | | | | | | | +| sin| |Y| | |Y| | | | | | | | | | | +| slice|Y|Y|Y|Y| |Y|Y| |Y|Y| | | | | | +| softmax|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y|Y|Y| +| softplus|Y| | | | | | | | | | | | | | | +| softsign| | | |Y| |Y| | | | | | | | | | +| sparse_conv2d|Y| | | | | | | | | | | | | | | +| split| |Y|Y|Y|Y| |Y| |Y|Y| | |Y| | | +| split_lod_tensor|Y| | | | | | | | | | | | | | | +| sqrt|Y|Y| |Y| |Y|Y| | | | | | | | | +| square|Y|Y| |Y|Y|Y|Y| | | | | | | | | +| squeeze| |Y| |Y|Y| |Y| |Y|Y| | | | | | +| squeeze2| |Y| |Y|Y| |Y| |Y|Y| | | | | | +| stack| | | |Y|Y|Y| | | |Y| | | | | | +| strided_slice| | | | |Y| | | | | | | | | | | +| subgraph| | | | | | | | |Y| | | | | | | +| sum|Y| | |Y| | | | | | | | | | | | +| swish|Y|Y|Y|Y|Y| |Y| | |Y| | | | | | +| sync_batch_norm|Y|Y| | | |Y| | | | | | | | | | +| tanh|Y|Y| |Y|Y|Y| | | |Y|Y|Y|Y| |Y| +| tensor_array_to_tensor| | | | |Y| | | | | | | | | | | +| thresholded_relu|Y| | | |Y| | | | | | | | | | | +| tile| | | | |Y| | | | | | | | | | | +| top_k| | | |Y|Y| | | | |Y| | | | | | +| top_k_v2| | | | |Y| | | | |Y| | | | | | +| transpose|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| transpose2|Y|Y|Y|Y| |Y|Y| |Y|Y|Y|Y|Y| |Y| +| tril_triu| | | | |Y| | | | | | | | | | | +| uniform_random| | | | |Y| | | | | | | | | | | +| unique_with_counts| | | | |Y| | | | | | | | | | | +| unsqueeze| |Y| |Y|Y| | | | |Y| | | | | | +| unsqueeze2| |Y| |Y|Y| | | | |Y| | | | | | +| unstack| | | |Y|Y| | | | | | | | | | | +| var_conv_2d| | | |Y| |Y| | | | | | | | | | +| where| | | | |Y| | | | | | | | | | | +| where_index| | | | |Y| | | | | | | | | | | +| while| | | | |Y| | | | | | | | | | | +| write_back| | | | |Y| | | | | | | | | | | +| write_to_array| | | |Y|Y| | | | | | | | | | | +| yolo_box|Y|Y|Y|Y|Y| |Y| | | | | | | | | +| __xpu__bigru| | | |Y| | | | | | | | | | | | +| __xpu__conv2d| | | |Y| | | | | | | | | | | | +| __xpu__dynamic_lstm_fuse_op| | | |Y| | | | | | | | | | | | +| __xpu__embedding_with_eltwise_add| | | |Y| | | | | | | | | | | | +| __xpu__fc| | | |Y| | | | | | | | | | | | +| __xpu__generate_sequence| | | |Y| | | | | | | | | | | | +| __xpu__logit| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_bid_emb_att| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_bid_emb_grnn_att| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_bid_emb_grnn_att2| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_match_conv_topk| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_merge_all| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_search_attention| | | |Y| | | | | | | | | | | | +| __xpu__mmdnn_search_attention2| | | |Y| | | | | | | | | | | | +| __xpu__multi_encoder| | | |Y| | | | | | | | | | | | +| __xpu__multi_softmax| | | |Y| | | | | | | | | | | | +| __xpu__resnet50| | | |Y| | | | | | | | | | | | +| __xpu__resnet_cbam| | | |Y| | | | | | | | | | | | +| __xpu__sfa_head| | | |Y| | | | | | | | | | | | +| __xpu__softmax_topk| | | |Y| | | | | | | | | | | | +| __xpu__squeeze_excitation_block| | | |Y| | | | | | | | | | | |