fixed refactored code
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@@ -9,30 +9,52 @@ class DataProcessingCallbacks:
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def _register_callbacks(self):
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@callback(
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Output("processed-data", "data"),
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[
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Output("processed-data", "data", allow_duplicate=True),
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Output("upload-error-alert", "children", allow_duplicate=True),
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Output("upload-error-alert", "is_open", allow_duplicate=True),
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Output("upload-success-alert", "children", allow_duplicate=True),
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Output("upload-success-alert", "is_open", allow_duplicate=True),
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],
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Input("upload-data", "contents"),
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State("upload-data", "filename"),
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prevent_initial_call=True,
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)
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def process_uploaded_file(contents, filename):
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if contents is None:
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return None
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return None, "", False, "", False
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processed_data = self.processor.process_upload(contents, filename)
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if processed_data.error:
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return {"error": processed_data.error}
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error_message = self._format_error_message(processed_data.error, filename)
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return (
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{"error": processed_data.error},
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error_message,
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True, # Show error alert
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"",
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False, # Hide success alert
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)
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return {
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"documents": [
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self._document_to_dict(doc) for doc in processed_data.documents
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],
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"embeddings": processed_data.embeddings.tolist(),
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}
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success_message = f"Successfully loaded {len(processed_data.documents)} documents from {filename or 'file'}"
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return (
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{
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"documents": [
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self._document_to_dict(doc) for doc in processed_data.documents
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],
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"embeddings": processed_data.embeddings.tolist(),
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},
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"",
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False, # Hide error alert
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success_message,
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True, # Show success alert
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)
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@callback(
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Output("processed-prompts", "data"),
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Output("processed-prompts", "data", allow_duplicate=True),
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Input("upload-prompts", "contents"),
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State("upload-prompts", "filename"),
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prevent_initial_call=True,
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)
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def process_uploaded_prompts(contents, filename):
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if contents is None:
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@@ -60,3 +82,40 @@ class DataProcessingCallbacks:
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"subcategory": doc.subcategory,
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"tags": doc.tags,
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}
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@staticmethod
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def _format_error_message(error: str, filename: str | None = None) -> str:
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"""Format error message with helpful guidance for users."""
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file_part = f" in file '{filename}'" if filename else ""
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# Check for common error patterns and provide helpful messages
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if "embedding" in error.lower() and ("key" in error.lower() or "required field" in error.lower()):
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return (
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f"❌ Missing 'embedding' field{file_part}. "
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"Each line must contain an 'embedding' field with a list of numbers."
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)
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elif "text" in error.lower() and ("key" in error.lower() or "required field" in error.lower()):
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return (
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f"❌ Missing 'text' field{file_part}. "
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"Each line must contain a 'text' field with the document content."
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)
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elif "json" in error.lower() and "decode" in error.lower():
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return (
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f"❌ Invalid JSON format{file_part}. "
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"Please check that each line is valid JSON with proper syntax (quotes, braces, etc.)."
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)
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elif "unicode" in error.lower() or "decode" in error.lower():
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return (
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f"❌ File encoding issue{file_part}. "
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"Please ensure the file is saved in UTF-8 format and contains no binary data."
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)
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elif "array" in error.lower() or "list" in error.lower():
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return (
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f"❌ Invalid embedding format{file_part}. "
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"Embeddings must be arrays/lists of numbers, not strings or other types."
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)
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else:
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return (
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f"❌ Error processing file{file_part}: {error}. "
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"Please check that your file is valid NDJSON with required 'text' and 'embedding' fields."
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)
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