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Posted to commits@tvm.apache.org by GitBox <gi...@apache.org> on 2021/01/04 08:41:30 UTC
[GitHub] [tvm] aaltonenzhang opened a new issue #7196: unsupported operators from tensorflow model garden models
aaltonenzhang opened a new issue #7196:
URL: https://github.com/apache/tvm/issues/7196
I'm checking tensorflow models from tensorflow models garden at [https://github.com/tensorflow/models/tree/master/community](url).
For community models, there are types and operators which tvm doesn't supported. Most of them are quantize related, and some are not. I really hope these operators could be supported officially and I can check if these models work well.
The details are listed below.
>
model name | result
-- | --
inceptionv3_int8 | Op type not registered 'QuantizedConcatV2'
inceptionv4_int8 | Op type not registered 'QuantizedConcatV2'
mobilenetv1_int8 | The following operators are not implemented: {'QuantizeV2', 'Dequantize', 'QuantizedAvgPool', 'QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasAndRequantize'}
resnet101_int8 | The following operators are not implemented: {'Dequantize', 'QuantizedConv2DWithBiasAndRequantize', 'QuantizeV2', 'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedMaxPool', 'QuantizedConv2DWithBiasSignedSumAndReluAndRequantize', 'QuantizedConv2DWithBiasSumAndReluAndRequantize'}
resnet50_int8 | The following operators are not implemented: {'Dequantize', 'QuantizeV2', 'QuantizedConv2DWithBiasSumAndReluAndRequantize', 'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasSignedSumAndReluAndRequantize', 'QuantizedConv2DWithBiasAndRequantize'}
resnet50_v1_5_bfloat16 | data type 'bfloat16' not understood
resnet50v1_5_int8 | The following operators are not implemented: {'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasSumAndReluAndRequantize', 'QuantizedMaxPool', 'QuantizedConv2DWithBiasSignedSumAndReluAndRequantize', 'Dequantize', 'QuantizeV2', 'QuantizedConv2DWithBiasAndRequantize'}
ssdmobilenet_fp32 | The following operators are not implemented: {'CombinedNonMaxSuppression'}
ssdmobilenet_int8 | The following operators are not implemented: {'QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize', 'CombinedNonMaxSuppression', 'Dequantize', 'QuantizedConv2DWithBiasAndRequantize', 'QuantizeV2', 'QuantizedConv2DWithBiasAndReluAndRequantize'}
ssd_resnet34_fp32_1200x1200 | The following operators are not implemented: {'CombinedNonMaxSuppression'}
ssd_resnet34_int8_bs1 | The following operators are not implemented: {'QuantizedConv2DWithBiasSignedSumAndReluAndRequantize', 'QuantizedConv2DWithBiasAndRequantize', 'QuantizedMaxPool', 'QuantizeV2', 'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasSumAndReluAndRequantize', 'Dequantize'}
ssd_resnet34_int8_1200x1200 | The following operators are not implemented: {'QuantizeV2', 'QuantizedConv2DWithBiasSignedSumAndReluAndRequantize', 'QuantizedConv2DWithBiasSumAndReluAndRequantize', 'CombinedNonMaxSuppression', 'QuantizedConv2DWithBiasAndReluAndRequantize', 'QuantizedConv2DWithBiasAndRequantize', 'Dequantize', 'QuantizedMaxPool'}
wide_deep_fp32 | RuntimeError: Unsupported dtype: int64
wide_deep_int8 | The following operators are not implemented: {'QuantizedMatMulWithBias', 'Requantize', 'QuantizedMatMulWithBiasAndReluAndRequantize', 'Dequantize', 'QuantizeV2'}
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[GitHub] [tvm] aaltonenzhang edited a comment on issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
aaltonenzhang edited a comment on issue #7196:
URL: https://github.com/apache/tvm/issues/7196#issuecomment-754362026
@insop reedited the url links for both of the two issues.
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[GitHub] [tvm] aaltonenzhang removed a comment on issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
aaltonenzhang removed a comment on issue #7196:
URL: https://github.com/apache/tvm/issues/7196#issuecomment-754320776
@insop It seems that there are something wrong when you click the url, but you can copy and paste it to your browser. And for the issue #7198, it's also created by me, but they are different problems. Please help me to check them, thank you!
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[GitHub] [tvm] masahi closed issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
masahi closed issue #7196:
URL: https://github.com/apache/tvm/issues/7196
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[GitHub] [tvm] insop commented on issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
insop commented on issue #7196:
URL: https://github.com/apache/tvm/issues/7196#issuecomment-753866375
@aaltonenzhang
Nit, it seems the embedded url (https://github.com/tensorflow/models/tree/master/community) in the above post is not the actual url shown, i.e. if you click the link you will go to different site. And I see the similar in https://github.com/apache/tvm/issues/7198
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[GitHub] [tvm] aaltonenzhang commented on issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
aaltonenzhang commented on issue #7196:
URL: https://github.com/apache/tvm/issues/7196#issuecomment-754320776
@insop It seems that there are something wrong when you click the url, but you can copy and paste it to your browser. And for the issue #7198, it's also created by me, but they are different problems. Please help me to check them, thank you!
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[GitHub] [tvm] aaltonenzhang commented on issue #7196: unsupported operators from tensorflow model garden models
Posted by GitBox <gi...@apache.org>.
aaltonenzhang commented on issue #7196:
URL: https://github.com/apache/tvm/issues/7196#issuecomment-754362026
@insop reedited the url link for both of the two issues.
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