Spaces:
Running
Running
dbleek
commited on
Commit
·
d722bbb
1
Parent(s):
80cc588
implemented sentiment analysis app
Browse files- .flake8 +2 -0
- .github/workflows/checksize.yaml +16 -0
- .github/workflows/deploy.yaml +20 -0
- app.py +26 -0
- requirements.txt +87 -0
.flake8
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[flake8]
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max-line-length=90
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.github/workflows/checksize.yaml
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name: Check file size
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on: # or directly `on: [push]` to run the action on every push on any branch
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pull_request:
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branches: [main]
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# to run this workflow manually from the Actions tab
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workflow_dispatch:
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jobs:
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sync-to-hub:
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runs-on: ubuntu-latest
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steps:
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- name: Check large files
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uses: ActionsDesk/lfs-warning@v2.0
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with:
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filesizelimit: 10485760 # this is 10MB so we can sync to HF Spaces
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.github/workflows/deploy.yaml
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name: Sync to Hugging Face hub
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on:
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push:
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branches: [main]
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# to run this workflow manually from the Actions tab
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workflow_dispatch:
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jobs:
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sync-to-hub:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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with:
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fetch-depth: 0
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lfs: true
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- name: Push to hub
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env:
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HF_TOKEN: ${{ secrets.HF_TOKEN }}
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run: git push https://dbleek:$HF_TOKEN@huggingface.co/spaces/dbleek/cs-gy-6613-project main
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app.py
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import streamlit as st
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from transformers import (AutoTokenizer, TFAutoModelForSequenceClassification,
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pipeline)
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st.title("CS-GY-6613 Project Milestone 2")
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model_choices = (
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"distilbert-base-uncased-finetuned-sst-2-english",
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"j-hartmann/emotion-english-distilroberta-base",
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"joeddav/distilbert-base-uncased-go-emotions-student",
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)
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with st.form("Input Form"):
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text = st.text_area("Write your text here:", "CS-GY-6613 is a great course!")
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model_name = st.selectbox("Select a model:", model_choices)
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submitted = st.form_submit_button("Submit")
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if submitted:
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model = TFAutoModelForSequenceClassification.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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classifier = pipeline("sentiment-analysis", model=model, tokenizer=tokenizer)
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res = classifier(text)
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label = res[0]["label"].upper()
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score = res[0]["score"]
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st.markdown(
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f"This text is classified as **{label}** with a confidence score of **{score}**."
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)
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requirements.txt
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absl-py==1.4.0
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altair==4.2.2
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astunparse==1.6.3
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attrs==22.2.0
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blinker==1.6.1
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cachetools==5.3.0
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certifi==2022.12.7
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charset-normalizer==3.1.0
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click==8.1.3
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decorator==5.1.1
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entrypoints==0.4
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filelock==3.10.7
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flatbuffers==23.3.3
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gast==0.4.0
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gitdb==4.0.10
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GitPython==3.1.31
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google-auth==2.17.1
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google-auth-oauthlib==1.0.0
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google-pasta==0.2.0
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grpcio==1.53.0
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h5py==3.8.0
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huggingface-hub==0.13.3
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idna==3.4
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importlib-metadata==6.2.1
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inquirerpy==0.3.4
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jax==0.4.8
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Jinja2==3.1.2
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jsonschema==4.17.3
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keras==2.12.0
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libclang==16.0.0
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Markdown==3.4.3
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markdown-it-py==2.2.0
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MarkupSafe==2.1.2
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mdurl==0.1.2
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ml-dtypes==0.0.4
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numpy==1.23.5
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oauthlib==3.2.2
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opt-einsum==3.3.0
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packaging==23.0
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pandas==1.5.3
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pfzy==0.3.4
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Pillow==9.5.0
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prompt-toolkit==3.0.38
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protobuf==3.20.3
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pyarrow==11.0.0
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pyasn1==0.4.8
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pyasn1-modules==0.2.8
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pydeck==0.8.0
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Pygments==2.14.0
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Pympler==1.0.1
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pyrsistent==0.19.3
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python-dateutil==2.8.2
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pytz==2023.3
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pytz-deprecation-shim==0.1.0.post0
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PyYAML==6.0
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regex==2023.3.23
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requests==2.28.2
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requests-oauthlib==1.3.1
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rich==13.3.3
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rsa==4.9
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scipy==1.10.1
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six==1.16.0
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smmap==5.0.0
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streamlit==1.21.0
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tensorboard==2.12.1
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tensorboard-data-server==0.7.0
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tensorboard-plugin-wit==1.8.1
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tensorflow==2.12.0
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tensorflow-estimator==2.12.0
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tensorflow-io-gcs-filesystem==0.32.0
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termcolor==2.2.0
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tokenizers==0.13.3
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toml==0.10.2
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toolz==0.12.0
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tornado==6.2
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tqdm==4.65.0
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transformers==4.27.4
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typing_extensions==4.5.0
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tzdata==2023.3
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tzlocal==4.3
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urllib3==1.26.15
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validators==0.20.0
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watchdog==3.0.0
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wcwidth==0.2.6
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Werkzeug==2.2.3
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| 86 |
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wrapt==1.14.1
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| 87 |
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zipp==3.15.0
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