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Update app.py
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app.py
CHANGED
@@ -1,17 +1,22 @@
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import gradio as gr
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from transformers import pipeline
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# Load a summarization model from Hugging Face
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summarizer = pipeline("summarization")
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def evaluate_text_against_rubric(rubric, text):
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# Split rubric into criteria
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criteria = rubric.split('\n')
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# Use summarizer for each criterion as a dummy placeholder
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evaluations = {}
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for i, criterion in enumerate(criteria):
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summary = summarizer(text, max_length=50, min_length=25, do_sample=False)[0]['summary_text']
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evaluations[f'Criteria {i+1}'] = {
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"Criterion": criterion,
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@@ -19,10 +24,29 @@ def evaluate_text_against_rubric(rubric, text):
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"Comment": f"Evaluation based on criterion: {criterion}",
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"Example": summary
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}
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return evaluations
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def evaluate(rubric, text):
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evaluation = evaluate_text_against_rubric(rubric, text)
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evaluation_text = ""
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for criterion, details in evaluation.items():
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evaluation_text += f"{criterion}:\n"
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@@ -30,6 +54,7 @@ def evaluate(rubric, text):
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evaluation_text += f" Score: {details['Score']}\n"
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evaluation_text += f" Comment: {details['Comment']}\n"
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evaluation_text += f" Example: {details['Example']}\n\n"
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return evaluation_text
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# Create Gradio interface
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@@ -46,3 +71,4 @@ interface = gr.Interface(
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# Launch the interface
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interface.launch()
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import gradio as gr
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from transformers import pipeline, PipelineException
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# Load a summarization model from Hugging Face
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summarizer = pipeline("summarization")
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def evaluate_text_against_rubric(rubric, text):
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# Split rubric into criteria
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criteria = [criterion.strip() for criterion in rubric.split('\n') if criterion.strip()]
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if not criteria:
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return "No valid criteria found in the rubric."
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if not text:
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return "No text provided for evaluation."
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evaluations = {}
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for i, criterion in enumerate(criteria):
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try:
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summary = summarizer(text, max_length=50, min_length=25, do_sample=False)[0]['summary_text']
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evaluations[f'Criteria {i+1}'] = {
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"Criterion": criterion,
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"Comment": f"Evaluation based on criterion: {criterion}",
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"Example": summary
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}
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except PipelineException as e:
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evaluations[f'Criteria {i+1}'] = {
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"Criterion": criterion,
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"Score": 0,
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"Comment": f"Error during evaluation: {str(e)}",
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"Example": ""
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}
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except Exception as e:
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evaluations[f'Criteria {i+1}'] = {
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"Criterion": criterion,
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"Score": 0,
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"Comment": f"An unexpected error occurred: {str(e)}",
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"Example": ""
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}
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return evaluations
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def evaluate(rubric, text):
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evaluation = evaluate_text_against_rubric(rubric, text)
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if isinstance(evaluation, str): # If it's an error message
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return evaluation
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evaluation_text = ""
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for criterion, details in evaluation.items():
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evaluation_text += f"{criterion}:\n"
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evaluation_text += f" Score: {details['Score']}\n"
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evaluation_text += f" Comment: {details['Comment']}\n"
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evaluation_text += f" Example: {details['Example']}\n\n"
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return evaluation_text
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# Create Gradio interface
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# Launch the interface
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interface.launch()
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