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app.py

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+import gradio as gr
+from transformers import AutoTokenizer, AutoModelForSequenceClassification
+import torch
+
+# Load the model and tokenizer
+tokenizer = AutoTokenizer.from_pretrained("MarkAdamsMSBA24/ADRv2024")
+model = AutoModelForSequenceClassification.from_pretrained("MarkAdamsMSBA24/ADRv2024")
+
+# Define the prediction function
+def get_prediction(text):
+    inputs = tokenizer(text, return_tensors="pt", max_length=512, truncation=True, padding=True)
+    with torch.no_grad():
+        outputs = model(**inputs)
+    prediction_scores = outputs.logits
+    predicted_class = torch.argmax(prediction_scores, dim=-1).item()
+    return f"Predicted Class: {predicted_class}", prediction_scores.tolist()
+
+iface = gr.Interface(
+    fn=get_prediction,
+    inputs=gr.Textbox(lines=4, placeholder="Type your text..."),
+    outputs=[gr.Textbox(label="Prediction"), gr.Dataframe(label="Scores")],
+    title="BERT Sequence Classification Demo",
+    description="This demo uses a BERT model hosted on Hugging Face to classify text sequences."
+)
+
+if __name__ == "__main__":
+    iface.launch()

requirements.txt

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+absl-py==2.1.0
+accelerate==0.29.3
+aiofiles==23.2.1
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair==5.3.0
+annotated-types==0.6.0
+anyio==3.6.2
+argon2-cffi==21.3.0
+argon2-cffi-bindings==21.2.0
+arrow==1.2.3
+asttokens==2.2.1
+astunparse==1.6.3
+async-timeout==4.0.2
+attrs==22.2.0
+backcall==0.2.0
+beautifulsoup4==4.12.0
+bleach==6.0.0
+blessed==1.20.0
+blinker==1.8.2
+blis==0.7.11
+botorch==0.6.5
+cachetools==5.3.3
+catalogue==2.0.10
+certifi==2022.12.7
+cffi==1.15.1
+charset-normalizer==3.1.0
+click==8.1.3
+cloudpathlib==0.16.0
+cloudpickle==3.0.0
+comm==0.1.3
+confection==0.1.4
+croniter==1.3.8
+cycler==0.11.0
+cymem==2.0.8
+Cython==0.29.34
+datasets==2.18.0
+dateutils==0.6.12
+debugpy==1.6.6
+decorator==4.4.2
+deepdiff==6.3.0
+defusedxml==0.7.1
+dill==0.3.8
+dnspython==2.3.0
+email_validator==2.1.1
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl
+evaluate==0.4.1
+executing==1.2.0
+fastapi==0.88.0
+fastapi-cli==0.0.3
+fastjsonschema==2.16.3
+ffmpy==0.3.2
+filelock==3.13.4
+flatbuffers==24.3.25
+fonttools==4.39.3
+fqdn==1.5.1
+frozenlist==1.3.3
+fsspec==2024.2.0
+gast==0.5.4
+gdown==5.1.0
+gitdb==4.0.11
+GitPython==3.1.43
+google-pasta==0.2.0
+gpytorch==1.9.1
+gradio==3.50.2
+gradio_client==0.6.1
+grpcio==1.62.1
+h11==0.14.0
+h5py==3.11.0
+httpcore==1.0.5
+httptools==0.5.0
+httpx==0.27.0
+huggingface-hub==0.22.2
+idna==3.4
+ignite==1.1.0
+imageio==2.27.0
+importlib-metadata==6.1.0
+importlib_resources==6.4.0
+inquirer==3.1.3
+ipykernel==6.22.0
+ipython==8.12.0
+ipython-genutils==0.2.0
+ipywidgets==8.0.6
+isoduration==20.11.0
+itsdangerous==2.1.2
+jedi==0.18.2
+Jinja2==3.1.2
+joblib==1.2.0
+jsonpointer==2.3
+jsonschema==4.17.3
+jupyter==1.0.0
+jupyter-console==6.6.3
+jupyter-events==0.6.3
+jupyter_client==8.1.0
+jupyter_core==5.3.0
+jupyter_server==2.5.0
+jupyter_server_terminals==0.4.4
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.7
+keras==3.2.1
+kiwisolver==1.4.4
+langcodes==3.3.0
+libclang==18.1.1
+lightning @ https://github.com/PyTorchLightning/pytorch-lightning/archive/master.zip
+lightning-cloud==0.5.32
+lightning-utilities==0.8.0
+linear-operator==0.3.0
+llvmlite==0.42.0
+Markdown==3.6
+markdown-it-py==2.2.0
+MarkupSafe==2.1.2
+matplotlib==3.5.2
+matplotlib-inline==0.1.6
+mdurl==0.1.2
+mistune==2.0.5
+ml-dtypes==0.3.2
+multidict==6.0.4
+multipledispatch==0.6.0
+multiprocess==0.70.16
+murmurhash==1.0.10
+mypy-extensions==1.0.0
+namex==0.0.7
+nbclassic==0.5.4
+nbclient==0.7.3
+nbconvert==7.2.10
+nbformat==5.8.0
+nest-asyncio==1.5.6
+networkx==3.0
+nlpaug==1.1.11
+nltk==3.8.1
+notebook==6.5.3
+notebook_shim==0.2.2
+numba==0.59.1
+numpy==1.23.0
+opencv-python==4.6.0.66
+openslide-python==1.2.0
+opt-einsum==3.3.0
+optree==0.11.0
+ordered-set==4.1.0
+orjson==3.8.9
+packaging==23.0
+pandas==1.3.5
+pandocfilters==1.5.0
+parso==0.8.3
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==9.5.0
+platformdirs==3.2.0
+preshed==3.0.9
+prometheus-client==0.16.0
+prompt-toolkit==3.0.38
+protobuf==4.25.3
+psutil==5.9.4
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pyarrow==15.0.2
+pyarrow-hotfix==0.6
+pycparser==2.21
+pydantic==1.10.7
+pydantic_core==2.18.2
+pydeck==0.9.1
+pydub==0.25.1
+Pygments==2.14.0
+PyJWT==2.6.0
+pyparsing==3.0.9
+PyQt5==5.15.9
+pyqt5-plugins==5.15.9.2.3
+PyQt5-Qt5==5.15.2
+PyQt5-sip==12.11.1
+pyqt5-tools==5.15.9.3.3
+pyro-api==0.1.2
+pyro-ppl==1.8.4
+pyrsistent==0.19.3
+PySocks==1.7.1
+python-dateutil==2.8.2
+python-dotenv==1.0.0
+python-editor==1.0.4
+python-json-logger==2.0.7
+python-multipart==0.0.9
+python-poppler==0.4.0
+pytorch-lightning==2.0.1
+pytz==2023.3
+PyWavelets==1.4.1
+PyYAML==6.0
+pyzmq==25.0.2
+qt5-applications==5.15.2.2.3
+qt5-tools==5.15.2.1.3
+qtconsole==5.4.2
+QtPy==2.3.1
+readchar==4.0.5
+regex==2023.12.25
+requests==2.31.0
+responses==0.18.0
+rfc3339-validator==0.1.4
+rfc3986==1.5.0
+rfc3986-validator==0.1.1
+rich==13.3.3
+ruff==0.4.4
+safetensors==0.4.2
+scikit-image==0.19.3
+scikit-learn==1.1.1
+scipy==1.8.1
+seaborn==0.11.2
+semantic-version==2.10.0
+Send2Trash==1.8.0
+sentencepiece==0.2.0
+shap==0.45.0
+shellingham==1.5.4
+six==1.16.0
+slicer==0.0.7
+smart-open==6.4.0
+smmap==5.0.1
+sniffio==1.3.0
+soupsieve==2.4
+sox==1.4.1
+spacy==3.7.4
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.4.8
+stack-data==0.6.2
+starlette==0.22.0
+starsessions==1.3.0
+streamlit==1.34.0
+tenacity==8.3.0
+tensorboard==2.16.2
+tensorboard-data-server==0.7.2
+tensorflow==2.16.1
+tensorflow-io-gcs-filesystem==0.36.0
+termcolor==2.4.0
+terminado==0.17.1
+tf_keras==2.16.0
+thinc==8.2.3
+threadpoolctl==3.1.0
+tifffile==2023.3.21
+tinycss2==1.2.1
+tokenizers==0.15.2
+toml==0.10.2
+tomlkit==0.12.0
+toolz==0.12.1
+torch==1.12.0+cu113
+torch-cluster==1.6.0+pt112cu113
+torch-geometric==2.1.0
+torch-geometric-temporal==0.54.0
+torch-scatter==2.0.9
+torch-sparse==0.6.15+pt112cu113
+torch-spline-conv==1.2.1+pt112cu113
+torchaudio==0.12.0+cu113
+torchmetrics==0.11.4
+torchtext==0.13.0
+torchvision==0.13.0+cu113
+tornado==6.2
+tqdm==4.65.0
+traitlets==5.9.0
+transformers==4.39.3
+typer==0.12.3
+typing-inspect==0.8.0
+typing_extensions==4.11.0
+ujson==5.7.0
+uri-template==1.2.0
+urllib3==2.2.1
+uvicorn==0.21.1
+uvloop==0.17.0
+wasabi==1.1.2
+watchdog==4.0.0
+watchfiles==0.19.0
+wcwidth==0.2.6
+weasel==0.3.4
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.5.1
+websockets==11.0
+Werkzeug==3.0.2
+widgetsnbextension==4.0.7
+wordcloud==1.9.3
+wrapt==1.15.0
+xxhash==3.4.1
+yarl==1.8.2
+zipp==3.15.0