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From "zhangzhaoqi (Jira)" <j...@apache.org>
Subject [jira] [Created] (SINGA-509) Add opertors for all onnx examples
Date Mon, 04 May 2020 07:01:00 GMT
zhangzhaoqi created SINGA-509:
---------------------------------

             Summary: Add opertors for all onnx examples
                 Key: SINGA-509
                 URL: https://issues.apache.org/jira/browse/SINGA-509
             Project: Singa
          Issue Type: New Feature
            Reporter: zhangzhaoqi


As we have supported some ONNX examples, we hope to support all ONNX examples.

 

So I summary the operators which we need to support as following:

 
|total|bidaf|gpt2|fast_neural_style|super_resolution|ResNet101_DUC_HDC|yolov3-tiny|yolov3|yolov2_coco|yolov2|mask_rcnn_R_50_FPN_1x|faster_rcnn_R_50_FPN_1x|ssd|zfnet|ShuffleNet_V2|ShuffleNet_V1|inception_v2|inception_v1|densenet121|bvlc_reference_rcnn_ilsvrc13|bvlc_reference_caffenet|bvlc_googlenet|bvlc_alexnet|squeezenet|
|Abs|√| | | | | | | | | | | | | | | | | | | | | | |
|ArgMax|√| | | | | | | | | | | | | | | | | | | | | | |
|CategoryMapper|√| | | | | | | | | | | | | | | | | | | | | | |
|Compress|√| | | | | | | | | | | | | | | | | | | | | | |
|ConvTranspose| | | | | | | | | |√| | | | | | | | | | | | | |
|Equal| | | | | | | | | |√|√| | | | | | | | | | | | |
|Exp| | | | | |√|√| | |√|√|√| | | | | | | | | | | |
|Expand| | | | | | | | | |√|√| | | | | | | | | | | | |
|Floor| | |√| | | | | | |√|√| | | | | | | | | | | | |
|Hardmax|√| | | | | | | | | | | | | | | | | | | | | | |
|ImageScaler| | | | | | | | |√| | | | | | | | | | | | | | |
|InstanceNormalization| | |√| | | | | | | | | | | | | | | | | | | | |
|LRN| | | | | | | | | | | | |√| | | |√| |√|√|√|√| |
|LSTM|√| | | | | | | | | | | | | | | | | | | | | | |
|Loop| | | | | | | | | | | | | | | | | | | | | | | |
|NonMaxSuppression| | | | | |√|√| | |√|√|√| | | | | | | | | | | |
|Pad| | |√| | | | | | | | | | | | | | | | | | | | |
|ReduceMax|√| | | | | | | | | | | | | | | | | | | | | | |
|ReduceMin| | | | | |√|√| | |√|√|√| | | | | | | | | | | |
|Resize| | | | | |√|√| | |√|√| | | | | | | | | | | | |
|RoiAlign| | | | | | | | | |√|√| | | | | | | | | | | | |
|Round| | | | | |√| | | | | | | | | | | | | | | | | |
|Scan|√| | | | | | | | | | | | | | | | | | | | | | |
|Scatter| | | | | | | | | |√|√| | | | | | | | | | | | |
|SpaceToDepth| | | | | | | | |√| | | | | | | | | | | | | | |
|TopK| | | | | | | | | |√|√|√| | | | | | | | | | | |
|Upsample| | |√| | | | | | | | | | | | | | | | | | | | |



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