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Add upload artifact supports pd.DataFrame

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allegroai
2019-09-15 21:52:57 +03:00
parent 406536d105
commit 24c2f86741
5 changed files with 18 additions and 5 deletions
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4
examples/artifacts_toy.py
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@@ -12,7 +12,7 @@ df = pd.DataFrame({'num_legs': [2, 4, 8, 0],
'num_specimen_seen': [10, 2, 1, 8]},
index=['falcon', 'dog', 'spider', 'fish'])
# register Pandas object as artifact to watch
# Register Pandas object as artifact to watch
# (it will be monitored in the background and automatically synced and uploaded)
task.register_artifact('train', df, metadata={'counting': 'legs', 'max legs': 69})
# change the artifact object
@@ -20,6 +20,8 @@ df.sample(frac=0.5, replace=True, random_state=1)
# or access it from anywhere using the Task
Task.current_task().artifacts['train'].sample(frac=0.5, replace=True, random_state=1)
# add and upload pandas.DataFrame (onetime snapshot of the object)
task.upload_artifact('Pandas', artifact_object=df)
# add and upload local file artifact
task.upload_artifact('local file', artifact_object='samples/dancing.jpg')
# add and upload dictionary stored as JSON)