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Table not initialized when serving model

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@varshaan 已经在做这个了。

开始于 2021年4月27日。

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描述

Etsy stat:contributions welcome

Posting for @awadalaa

We are blocked on experimenting with a new Tensorflow model in production because it fails to inference with this error:

tensorflow.python.framework.errors_impl.FailedPreconditionError: Table not initialized.

We have narrowed down the issue to a bit of our code that applies a bm25 transformation in a Tensorflow-Transform job. As part of applying that transformation, it learns and applies a vocabulary however when we inference the model it fails to initialize the table from that vocabulary file on this line. Here is the BM25 code we are using and the line where it fails:
https://gist.github.com/awadalaa/e9290cf6674884d8e197fe315ed7d832#file-gistfile1-txt-L176-L177

More background:
We run a Tensorflow-Transform Beam/Dataflow job that executes this transformation and saves the transform graph. Later when we train our model, we save it with a signature that applies the TFT layer: transformed_features = model.tft_layer(parsed_features). We noticed that the exported model/assets directory does not include the intermediate vocabulary used by the above BM25 transformation although it does include every other vocabulary file learned in the TFT job. Any ideas why the above transformation would fail to export the vocabulary assets for a saved model?

Stack trace here:

Traceback (most recent call last):
File "/Users/aawad/Desktop/keras_predict.py", line 174, in <module>
print("prediction_output", predict(inference_data))
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/function.py", line 1655, in __call__
return self._call_impl(args, kwargs)
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/function.py", line 1673, in _call_impl
return self._call_with_flat_signature(args, kwargs, cancellation_manager)
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/function.py", line 1722, in _call_with_flat_signature
return self._call_flat(args, self.captured_inputs, cancellation_manager)
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/saved_model/load.py", line 106, in _call_flat
cancellation_manager)
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/function.py", line 1924, in _call_flat
ctx, args, cancellation_manager=cancellation_manager))
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/function.py", line 550, in call
ctx=ctx)
File "/usr/local/opt/[email protected]/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/eager/execute.py", line 60, in quick_execute
inputs, attrs, num_outputs)
tensorflow.python.framework.errors_impl.FailedPreconditionError: Table not initialized.
[[{{node StatefulPartitionedCall/StatefulPartitionedCall/transform_features_layer/StatefulPartitionedCall/transform/apply_haystack_vocabulary_query_ngram_substrings_tags_ngram_substrings/hash_table_Lookup/LookupTableFindV2}}]] [Op:__inference_signature_wrapper_23443]

Function call stack:
signature_wrapper

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