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Update main.py
Browse files
main.py
CHANGED
@@ -21,20 +21,43 @@ class Guardrail:
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def guard(self, prompt):
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return self.classifier(prompt)
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class TextPrompt(BaseModel):
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prompt: str
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app = FastAPI()
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guardrail = Guardrail()
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@app.post("/classify/")
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def classify_text(text_prompt: TextPrompt):
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try:
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result = guardrail.guard(text_prompt.prompt)
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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def guard(self, prompt):
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return self.classifier(prompt)
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def determine_level(self, label, score):
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if label == "SAFE":
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return 0, "safe"
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else:
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if score > 0.9:
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return 4, "high"
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elif score > 0.75:
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return 3, "medium"
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elif score > 0.5:
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return 2, "low"
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else:
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return 1, "very low"
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class TextPrompt(BaseModel):
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prompt: str
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class ClassificationResult(BaseModel):
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label: str
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score: float
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level: int
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severity_label: str
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app = FastAPI()
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guardrail = Guardrail()
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@app.post("/classify/", response_model=ClassificationResult)
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def classify_text(text_prompt: TextPrompt):
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try:
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result = guardrail.guard(text_prompt.prompt)
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label = result[0]['label']
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score = result[0]['score']
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level, severity_label = guardrail.determine_level(label, score)
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return {"label": label, "score": score, "level": level, "severity_label": severity_label}
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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