| # Language and Speech Models |
| |
| Tests of MobileBert and streamable Keyword Spotting models. |
| |
| IREE has three backend |
| [targets](https://github.com/google/iree/tree/main/iree/compiler/Dialect/HAL/Target): |
| `vmla` , `llvm-ir` and `vulkan-spirv`. We also test TFLite in our |
| infrastructure for benchmarking purposes. |
| |
| *Last Updated: 2020/12/8* |
| |
| ## End to end test of MobileBert on SQuAD |
| |
| | target | tflite | vmla | vulkan-spirv | |
| |:------------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:| |
| | [mobile_bert_squad_test](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/mobile_bert_squad_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| |
| ## End to end tests of [Keyword Spotting Streaming](https://github.com/google-research/google-research/tree/master/kws_streaming) models |
| |
| | target | tflite | vmla | vulkan-spirv | |
| |:---------------------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:| |
| | [att_mh_rnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="failure-table-element">✗</span> | <span class="failure-table-element">✗</span> | |
| | [att_rnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="failure-table-element">✗</span> | <span class="failure-table-element">✗</span> | |
| | [cnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [cnn_stride](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [crnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | |
| | [dnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [ds_cnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [ds_tc_resnet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [gru](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | |
| | [inception](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [inception_resnet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [lstm](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | |
| | [mobilenet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [mobilenet_v2](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [svdf](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [svdf_resnet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [tc_resnet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [xception](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| |
| ## End to end tests of [Keyword Spotting Streaming](https://github.com/google-research/google-research/tree/master/kws_streaming) models in internal streaming mode |
| |
| | target | tflite | vmla | vulkan-spirv | |
| |:-----------------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:|:--------------------------------------------:| |
| | [cnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [cnn_stride](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [crnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [dnn](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [ds_tc_resnet](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [gru](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [lstm](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
| | [svdf](https://github.com/google/iree/tree/main/integrations/tensorflow/e2e/keras/keyword_spotting_streaming_test.py) | <span class="failure-table-element">✗</span> | <span class="success-table-element">✓</span> | <span class="success-table-element">✓</span> | |
