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128 lines
3.5 KiB
128 lines
3.5 KiB
from flask import Flask, request
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import classla
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import gc
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import torch
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classla.download('sl')
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classla.download('sl', type='standard_jos')
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classla.download('sl', type='nonstandard')
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classla.download('hr')
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classla.download('hr', type='nonstandard')
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classla.download('sr')
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classla.download('sr', type='nonstandard')
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classla.download('mk')
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classla.download('bg')
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nlp_standard_UD = classla.Pipeline('sl', pos_use_lexicon=True)
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nlp_standard_JOS = classla.Pipeline('sl', pos_use_lexicon=True, type='standard_jos')
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nlp_nonstandard_UD = classla.Pipeline('sl', type='nonstandard')
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nlp_nonstandard_JOS = classla.Pipeline('sl', processors={
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"tokenize": "nonstandard",
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"lemma": "nonstandard",
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"pos": "nonstandard",
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"depparse": "standard_jos",
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"ner": "nonstandard"
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})
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nlp_hr_standard_UD = classla.Pipeline('hr')
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nlp_hr_nonstandard_UD = classla.Pipeline('hr', type='nonstandard')
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nlp_sr_standard_UD = classla.Pipeline('sr')
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nlp_sr_nonstandard_UD = classla.Pipeline('sr', type='nonstandard')
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nlp_bg_standard_UD = classla.Pipeline('bg')
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nlp_mk_standard_UD = classla.Pipeline('mk')
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app = Flask(__name__)
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@app.route('/')
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def hello_world():
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return 'API is running...'
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@app.route('/custom-settings', methods=["POST"])
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def custom_settings():
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input_json = request.get_json(force=True)
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if 'settings' in input_json:
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settings = input_json['settings']
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nlp = classla.Pipeline(**settings)
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result = nlp(input_json['text']).to_conll()
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del(nlp)
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gc.collect()
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torch.cuda.empty_cache()
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else:
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return f'ERROR `settings` were not given!'
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return result
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@app.route('/standard-ud', methods=["POST"])
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def standard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_standard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/standard-jos', methods=["POST"])
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def standard_jos():
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input_json = request.get_json(force=True)
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doc = nlp_standard_JOS(input_json['text'])
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return doc.to_conll()
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@app.route('/nonstandard-ud', methods=["POST"])
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def nonstandard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_nonstandard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/nonstandard-jos', methods=["POST"])
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def nonstandard_jos():
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input_json = request.get_json(force=True)
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doc = nlp_nonstandard_JOS(input_json['text'])
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return doc.to_conll()
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@app.route('/hr-standard-ud', methods=["POST"])
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def hr_standard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_hr_standard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/hr-nonstandard-ud', methods=["POST"])
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def hr_nonstandard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_hr_nonstandard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/sr-standard-ud', methods=["POST"])
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def sr_standard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_sr_standard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/sr-nonstandard-ud', methods=["POST"])
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def sr_nonstandard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_sr_nonstandard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/bg-standard-ud', methods=["POST"])
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def bg_standard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_bg_standard_UD(input_json['text'])
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return doc.to_conll()
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@app.route('/mk-standard-ud', methods=["POST"])
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def mk_standard_ud():
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input_json = request.get_json(force=True)
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doc = nlp_mk_standard_UD(input_json['text'])
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return doc.to_conll()
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if __name__ == '__main__':
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app.run(host="0.0.0.0")
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