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Build error
leandro
commited on
Commit
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562d551
1
Parent(s):
6a120e4
add app and requirements
Browse files- .vscode/settings.json +1 -0
- app.py +40 -0
- requirements.txt +2 -0
.vscode/settings.json
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{}
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app.py
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import streamlit as st
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from transformers import pipeline
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@st.cache(allow_output_mutation=True)
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def load_tokenizer(model_ckpt):
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return AutoTokenizer.from_pretrained(model_ckpt)
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@st.cache(allow_output_mutation=True)
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def load_model(model_ckpt):
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model = AutoModelForCausalLM.from_pretrained(model_ckpt)
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return model
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st.set_page_config(page_icon=':parrot:', layout="wide")
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default_code = '''\
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def print_hello_world():\
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'''
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model_ckpt = "models/codeparrot-small"
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tokenizer = load_tokenizer(model_ckpt)
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model = load_model(model_ckpt)
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gen_kwargs = {}
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st.title("CodeParrot 🦜")
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st.markdown('##')
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pipe = pipeline('text-generation', model=model, tokenizer=tokenizer)
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st.sidebar.header("Generation settings:")
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gen_kwargs["do_sample"] = st.sidebar.radio("Decoding strategy", ["Greedy", "Sample"]) == "Sample"
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gen_kwargs["max_new_tokens"] = st.sidebar.slider("Number of tokens to generate", value=16, min_value = 8, max_value=256)
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if gen_kwargs["do_sample"]:
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temperature = st.sidebar.slider("Temperature", value = 0.2, min_value = 0.0, max_value=2.0, step=0.05)
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gen_kwargs["top_k"] = st.sidebar.slider("Top-k", min_value = 0, max_value=100, value = 0)
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gen_kwargs["top_p"] = st.sidebar.slider("Top-p", min_value = 0.0, max_value=1.0, step = 0.01, value = 0.95)
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gen_prompt = st.text_area("Generate code with prompt:", value=default_code, height=220,).strip()
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if st.button("Generate code!"):
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generated_text = pipe(gen_prompt, **gen_kwargs)[0]['generated_text']
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st.code(generated_text)
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requirements.txt
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transformers==4.12.2
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torch
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