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spaCy/examples/training/textcat_example_data/jigsaw-toxic-comment.json
adrianeboyd b5d999e510 Add textcat to train CLI (#4226) 
* Add doc.cats to spacy.gold at the paragraph level

Support `doc.cats` as `"cats": [{"label": string, "value": number}]` in
the spacy JSON training format at the paragraph level.

* `spacy.gold.docs_to_json()` writes `docs.cats`

* `GoldCorpus` reads in cats in each `GoldParse`

* Update instances of gold_tuples to handle cats

Update iteration over gold_tuples / gold_parses to handle addition of
cats at the paragraph level.

* Add textcat to train CLI

* Add textcat options to train CLI
* Add textcat labels in `TextCategorizer.begin_training()`
* Add textcat evaluation to `Scorer`:
  * For binary exclusive classes with provided label: F1 for label
  * For 2+ exclusive classes: F1 macro average
  * For multilabel (not exclusive): ROC AUC macro average (currently
relying on sklearn)
* Provide user info on textcat evaluation settings, potential
incompatibilities
* Provide pipeline to Scorer in `Language.evaluate` for textcat config
* Customize train CLI output to include only metrics relevant to current
pipeline
* Add textcat evaluation to evaluate CLI

* Fix handling of unset arguments and config params

Fix handling of unset arguments and model confiug parameters in Scorer
initialization.

* Temporarily add sklearn requirement

* Remove sklearn version number

* Improve Scorer handling of models without textcats

* Fixing Scorer handling of models without textcats

* Update Scorer output for python 2.7

* Modify inf in Scorer for python 2.7

* Auto-format

Also make small adjustments to make auto-formatting with black easier and produce nicer results

* Move error message to Errors

* Update documentation

* Add cats to annotation JSON format [ci skip]

* Fix tpl flag and docs [ci skip]

* Switch to internal roc_auc_score

Switch to internal `roc_auc_score()` adapted from scikit-learn.

* Add AUCROCScore tests and improve errors/warnings

* Add tests for AUCROCScore and roc_auc_score
* Add missing error for only positive/negative values
* Remove unnecessary warnings and errors

* Make reduced roc_auc_score functions private

Because most of the checks and warnings have been stripped for the
internal functions and access is only intended through `ROCAUCScore`,
make the functions for roc_auc_score adapted from scikit-learn private.

* Check that data corresponds with multilabel flag

Check that the training instances correspond with the multilabel flag,
adding the multilabel flag if required.

* Add textcat score to early stopping check

* Add more checks to debug-data for textcat

* Add example training data for textcat

* Add more checks to textcat train CLI

* Check configuration when extending base model
* Fix typos

* Update textcat example data

* Provide licensing details and licenses for data
* Remove two labels with no positive instances from jigsaw-toxic-comment
data.


Co-authored-by: Ines Montani <ines@ines.io>
2019-09-15 22:31:31 +02:00

2987 lines
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"id":61,
"orth":"your",
"ner":"O"
},
{
"id":62,
"orth":"malicious",
"ner":"O"
},
{
"id":63,
"orth":"fingers",
"ner":"O"
},
{
"id":64,
"orth":"off",
"ner":"O"
},
{
"id":65,
"orth":"of",
"ner":"O"
},
{
"id":66,
"orth":"my",
"ner":"O"
},
{
"id":67,
"orth":"above",
"ner":"O"
},
{
"id":68,
"orth":"comment",
"ner":"O"
},
{
"id":69,
"orth":",",
"ner":"O"
},
{
"id":70,
"orth":".",
"ner":"O"
}
],
"brackets":[
]
},
{
"tokens":[
{
"id":71,
"orth":"Everytime",
"ner":"O"
},
{
"id":72,
"orth":"you",
"ner":"O"
},
{
"id":73,
"orth":"remove",
"ner":"O"
},
{
"id":74,
"orth":"it",
"ner":"O"
},
{
"id":75,
"orth":",",
"ner":"O"
},
{
"id":76,
"orth":"I",
"ner":"O"
},
{
"id":77,
"orth":"will",
"ner":"O"
},
{
"id":78,
"orth":"repost",
"ner":"O"
},
{
"id":79,
"orth":"it",
"ner":"O"
},
{
"id":80,
"orth":"!",
"ner":"O"
},
{
"id":81,
"orth":"!",
"ner":"O"
},
{
"id":82,
"orth":"!",
"ner":"O"
}
],
"brackets":[
]
}
],
"cats":[
{
"label":"insult",
"value":0
},
{
"label":"obscene",
"value":0
},
{
"label":"severe_toxic",
"value":0
},
{
"label":"toxic",
"value":1
}
]
}
]
}
]
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