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Runtime error
Kid Omar Costelo
commited on
Commit
·
28c2d6f
1
Parent(s):
6eebd1b
Refactor app.py to remove unused code and update prompt_dir
Browse files
app.py
DELETED
@@ -1,65 +0,0 @@
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from transformers import pipeline
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from fastapi import FastAPI
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from pydantic import BaseModel
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# Getting the prompt from the prompt.txt file
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prompt_dir = "/prompt.txt"
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prompt = ''
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with open(prompt_dir, 'r') as file:
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prompt = file.read()
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def post_process(essay):
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# Find the index of the first occurrence of the word "Feedback:"
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feedback_index = essay.find("Feedback:")
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# If "Feedback:" is not found, return the original essay
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if feedback_index == -1:
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return essay
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# Find the index of the newline after the first occurrence of "Feedback:"
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newline_index = essay.find("\n", feedback_index)
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# If newline is not found, return the original essay
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if newline_index == -1:
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return essay
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# Return the essay up to the newline after the first occurrence of "Feedback:"
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return essay[:newline_index]
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def pre_process(instruction, essay):
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text = f"{instruction}\n{essay}"
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return text
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pipe = pipeline(
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"text-generation",
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model = "gildead/mistral-aes-414",
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device_map="auto"
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)
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class Message(BaseModel):
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essay: str
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instruction: str
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app = FastAPI()
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@app.get("/")
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async def root():
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return {"message": "Mistral API is running."}
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@app.post("/score")
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async def overall(message: Message):
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text = pre_process(message.instruction, message.essay)
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result = pipe(
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f"<s>[INST] {text} [/INST]",
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max_new_tokens=200,
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num_return_sequences=1,)
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generated_text = result[0]['generated_text']
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output = generated_text.split('[/INST]', 1)[-1].strip()
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final_output = post_process(output)
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return {"result": final_output}
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