Spaces:
Sleeping
Sleeping
feat: sentiment-analysis
Browse files- main.py +30 -1
- requirements.txt +53 -1
main.py
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@@ -5,4 +5,33 @@ app = Flask(__name__)
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@app.route('/')
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def index():
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return {'message': 'successfully deployed'}
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@app.route('/')
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def index():
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return {'message': 'successfully deployed'}
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import torch
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from transformers import pipeline
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from transformers import DonutProcessor, VisionEncoderDecoderModel
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from datasets import load_dataset
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import os
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from PIL import Image
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classifier_doctype_processor = DonutProcessor.from_pretrained("calumpianojericho/donutclassifier_acctdocs_by_doctype")
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classifier_doctype_model = VisionEncoderDecoderModel.from_pretrained("calumpianojericho/donutclassifier_acctdocs_by_doctype")
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# Load the sentiment analysis model
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sentiment_analysis = pipeline("sentiment-analysis")
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@app.route("/analyze", methods=["POST"])
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def analyze_sentiment():
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try:
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data = request.json
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text = data["text"]
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# Perform sentiment analysis
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result = sentiment_analysis(text)
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return jsonify({"sentiment": result[0]["label"], "score": result[0]["score"]})
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except Exception as e:
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return jsonify({"error": str(e)}), 500
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requirements.txt
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@@ -1,2 +1,54 @@
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flask
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gunicorn
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flask
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gunicorn
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aiohttp==3.9.1
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aiosignal==1.3.1
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altgraph==0.17.4
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async-timeout==4.0.3
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attrs==23.1.0
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certifi==2023.11.17
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charset-normalizer==3.3.2
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colorama==0.4.6
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datasets==2.15.0
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dill==0.3.7
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filelock==3.13.1
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frozenlist==1.4.0
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fsspec==2023.10.0
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huggingface-hub==0.19.4
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idna==3.6
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importlib-metadata==7.0.0
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Jinja2==3.1.2
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MarkupSafe==2.1.3
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mpmath==1.3.0
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multidict==6.0.4
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multiprocess==0.70.15
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networkx==3.1
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numpy==1.24.4
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packaging==23.2
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pandas==2.0.3
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pefile==2023.2.7
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Pillow==10.1.0
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protobuf==4.25.1
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pyarrow==14.0.1
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pyarrow-hotfix==0.6
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pyinstaller==6.3.0
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pyinstaller-hooks-contrib==2023.10
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python-dateutil==2.8.2
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pytz==2023.3.post1
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pywin32-ctypes==0.2.2
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PyYAML==6.0.1
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regex==2023.10.3
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requests==2.31.0
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safetensors==0.4.1
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sentencepiece==0.1.99
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six==1.16.0
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sympy==1.12
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tokenizers==0.15.0
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torch==2.1.1
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tqdm==4.66.1
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transformers==4.36.0
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typing_extensions==4.9.0
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tzdata==2023.3
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urllib3==2.1.0
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xxhash==3.4.1
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yarl==1.9.4
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zipp==3.17.0
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