tensorflow config_error ai_generated true

InvalidArgumentError: The SavedModel's tag set is empty or does not match the requested tags

ID: tensorflow/savedmodel-tagset-mismatch

Also available as: JSON · Markdown · 中文

92%Fix Rate

88%Confidence

1Evidence

2023-01-20First Seen

Version Compatibility

Version	Status	Introduced	Deprecated	Notes
tensorflow 2.8	active	—	—	—
tensorflow 2.9	active	—	—	—
tensorflow 2.10	active	—	—	—

Root Cause

When loading a SavedModel with tf.saved_model.load(), the 'tags' argument does not match any MetaGraphDef present in the SavedModel, or the SavedModel was saved without tags.

generic

中文

使用 tf.saved_model.load() 加载 SavedModel 时，‘tags’ 参数与 SavedModel 中存在的任何 MetaGraphDef 不匹配，或者 SavedModel 保存时未指定标签。

Official Documentation

https://www.tensorflow.org/guide/saved_model#specifying_tags_when_loading

Workarounds

95% success Use saved_model_cli show --dir /path/to/saved_model --all to list available tag sets, then pass the correct tags to tf.saved_model.load(). For example: model = tf.saved_model.load('/path/to/saved_model', tags=['serve'])
```
Use saved_model_cli show --dir /path/to/saved_model --all to list available tag sets, then pass the correct tags to tf.saved_model.load(). For example: model = tf.saved_model.load('/path/to/saved_model', tags=['serve'])
```
90% success If no tags were saved, reload using tf.saved_model.load(path, tags=[]) or save the model again with explicit tags using tf.saved_model.save(model, path, signatures=..., tags=['serve']).
```
If no tags were saved, reload using tf.saved_model.load(path, tags=[]) or save the model again with explicit tags using tf.saved_model.save(model, path, signatures=..., tags=['serve']).
```

中文步骤

使用 saved_model_cli show --dir /path/to/saved_model --all 列出可用的标签集，然后将正确的标签传递给 tf.saved_model.load()。例如：model = tf.saved_model.load('/path/to/saved_model', tags=['serve'])

如果未保存任何标签，请使用 tf.saved_model.load(path, tags=[]) 重新加载，或者使用显式标签重新保存模型：tf.saved_model.save(model, path, signatures=..., tags=['serve'])。

Dead Ends

Common approaches that don't work:

80% fail
The error is tag-specific, not path-related; another SavedModel may have the same tag mismatch.
95% fail
Debug info is unrelated to MetaGraphDef tags; the tag set remains unchanged.