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import gradio as gr
import os
from pathlib import Path
from pinecone import Pinecone
from typing import List, Tuple
import tempfile
import shutil
from dotenv import load_dotenv
import time
from datetime import datetime
import json
# Load environment variables
load_dotenv()
# Validate required environment variables
required_env_vars = ["PINECONE_API_KEY"]
missing_vars = [var for var in required_env_vars if not os.getenv(var)]
if missing_vars:
raise ValueError(f"Missing required environment variables: {', '.join(missing_vars)}")
# Initialize Pinecone
pinecone_api_key = os.getenv("PINECONE_API_KEY")
pc = Pinecone(api_key=pinecone_api_key)
# Create uploads directory
UPLOAD_FOLDER = "uploads"
os.makedirs(UPLOAD_FOLDER, exist_ok=True)
def parse_pinecone_timestamp(iso_string):
"""
Parses an ISO 8601 string from Pinecone, handling nanosecond precision.
Args:
iso_string (str): The ISO-formatted timestamp string.
Returns:
datetime: The parsed datetime object.
"""
if not isinstance(iso_string, str) or not iso_string:
return datetime.min # Return a very old date for sorting purposes
# Handle ISO strings ending with 'Z' (convert to +00:00)
if iso_string.endswith('Z'):
iso_string = iso_string[:-1] + '+00:00'
# Find the decimal point for fractional seconds
decimal_point = iso_string.find('.')
if decimal_point != -1:
# Find where the timezone info starts (+ or -)
tz_start = max(iso_string.rfind('+'), iso_string.rfind('-'))
if tz_start > decimal_point:
# Extract the fractional seconds part
fractional_part = iso_string[decimal_point+1:tz_start]
# Truncate to 6 digits (microseconds) if longer
if len(fractional_part) > 6:
fractional_part = fractional_part[:6]
# Reconstruct the ISO string with truncated fractional seconds
iso_string = iso_string[:decimal_point+1] + fractional_part + iso_string[tz_start:]
return datetime.fromisoformat(iso_string)
def get_all_files():
"""Get all files from Pinecone Assistant and sort them"""
try:
assistant_name = os.getenv("PINECONE_ASSISTANT_NAME", "gstminutes")
assistant = pc.assistant.Assistant(assistant_name=assistant_name)
# List all files in the assistant
files_response = assistant.list_files()
# Check if files_response is directly a list or has a files attribute
if hasattr(files_response, 'files'):
files_list = files_response.files
else:
files_list = files_response
if not files_list:
return []
# Sort files by creation time (most recent first) using robust timestamp parsing
sorted_files = sorted(
files_list,
key=lambda x: parse_pinecone_timestamp(getattr(x, 'created_on', '')),
reverse=True
)
return sorted_files
except Exception as e:
return []
def get_file_choices():
"""Get file choices for the dropdown - returns list of (title, file_id) tuples"""
try:
all_files = get_all_files()
if not all_files:
return []
choices = []
for file_obj in all_files:
file_name = getattr(file_obj, 'name', 'Unknown File')
file_id = getattr(file_obj, 'id', 'unknown')
created_on = getattr(file_obj, 'created_on', '')
# Format timestamp for display
try:
if created_on:
created_formatted = parse_pinecone_timestamp(created_on).strftime('%Y-%m-%d %H:%M')
display_name = f"{file_name} (uploaded: {created_formatted})"
else:
display_name = file_name
except:
display_name = file_name
choices.append((display_name, file_id))
return choices
except Exception as e:
return []
def refresh_delete_dropdown():
"""Refresh the dropdown with current files"""
choices = get_file_choices()
if not choices:
return gr.update(choices=[], value=None, interactive=False)
return gr.update(choices=choices, value=None, interactive=True)
def delete_selected_files(selected_file_ids, progress=gr.Progress()):
"""Delete multiple selected files by their IDs"""
if not selected_file_ids:
return "β **Error:** No files selected for deletion", ""
try:
progress(0.1, desc="π§ Initializing Pinecone Assistant...")
assistant_name = os.getenv("PINECONE_ASSISTANT_NAME", "gstminutes")
assistant = pc.assistant.Assistant(assistant_name=assistant_name)
# Get current files to map IDs to names
all_files = get_all_files()
file_id_to_name = {getattr(f, 'id', ''): getattr(f, 'name', 'Unknown') for f in all_files}
total_files = len(selected_file_ids)
deleted_files = []
failed_files = []
progress(0.2, desc=f"ποΈ Starting deletion of {total_files} files...")
for i, file_id in enumerate(selected_file_ids):
try:
file_name = file_id_to_name.get(file_id, f"File ID: {file_id}")
progress((0.2 + (i / total_files) * 0.7), desc=f"ποΈ Deleting: {file_name}...")
# Delete the file
response = assistant.delete_file(file_id=file_id)
deleted_files.append({
'name': file_name,
'id': file_id,
'status': 'success'
})
time.sleep(0.2) # Small delay between deletions
except Exception as delete_error:
failed_files.append({
'name': file_id_to_name.get(file_id, f"File ID: {file_id}"),
'id': file_id,
'error': str(delete_error)
})
progress(1.0, desc="β
Deletion process completed!")
# Format results
success_count = len(deleted_files)
error_count = len(failed_files)
status_message = f"π **Deletion Complete**\n\n"
status_message += f"β
**Successfully deleted:** {success_count} files\n"
status_message += f"β **Failed to delete:** {error_count} files\n"
status_message += f"π **Total processed:** {total_files} files\n\n"
# Detailed results
detailed_results = "## ποΈ **Deletion Results**\n\n"
if deleted_files:
detailed_results += "### β
**Successfully Deleted Files:**\n"
for file_info in deleted_files:
detailed_results += f"- **{file_info['name']}** (`{file_info['id']}`)\n"
detailed_results += "\n"
if failed_files:
detailed_results += "### β **Failed Deletions:**\n"
for file_info in failed_files:
detailed_results += f"- **{file_info['name']}** (`{file_info['id']}`)\n"
detailed_results += f" - Error: {file_info['error']}\n"
detailed_results += "\n"
return status_message, detailed_results
except Exception as e:
error_msg = f"β **Critical Error during deletion:** {str(e)}"
return error_msg, ""
def list_uploaded_files_paginated(page_num=0, progress=gr.Progress()):
"""List files with pagination - 100 files per page"""
try:
progress(0.1, desc="π Getting files...")
# Get all files
all_files = get_all_files()
if not all_files:
progress(1.0, desc="β
Complete - No files found")
return "π **No files found in Pinecone Assistant**", "", "No files available", gr.update(visible=False), gr.update(visible=False)
progress(0.5, desc="π Processing page...")
# Pagination settings
files_per_page = 100
start_idx = page_num * files_per_page
end_idx = start_idx + files_per_page
# Get files for current page
page_files = all_files[start_idx:end_idx]
total_files = len(all_files)
total_pages = (total_files + files_per_page - 1) // files_per_page
# Create summary
summary = f"π **Files Summary (Page {page_num + 1} of {total_pages})**\n\n"
summary += f"π **Total files:** {total_files}\n"
summary += f"π **Showing:** {start_idx + 1}-{min(end_idx, total_files)} of {total_files}\n\n"
# Create file list - ONLY TITLES, VERTICALLY
detailed_info = f"## π **Latest Uploaded Files - Page {page_num + 1}**\n\n"
progress(0.8, desc="π Formatting file titles...")
for i, file_obj in enumerate(page_files, 1):
try:
# Get only the file name/title
file_name = getattr(file_obj, 'name', 'Unknown File')
file_id = getattr(file_obj, 'id', 'Unknown ID')
created_on = getattr(file_obj, 'created_on', '')
global_index = start_idx + i
# Format timestamp
try:
if created_on:
created_formatted = parse_pinecone_timestamp(created_on).strftime('%Y-%m-%d %H:%M')
else:
created_formatted = 'Unknown'
except:
created_formatted = 'Unknown'
# Display file info
detailed_info += f"{global_index}. **{file_name}**\n"
detailed_info += f" π
Uploaded: {created_formatted} | π ID: `{file_id}`\n\n"
except Exception as file_error:
detailed_info += f"{start_idx + i}. β **Error loading file**\n\n"
# Pagination info
pagination_info = f"π Page {page_num + 1} of {total_pages} | Total: {total_files} files"
# Show/hide next/prev buttons
show_prev = page_num > 0
show_next = page_num < total_pages - 1
progress(1.0, desc="β
Page loaded successfully!")
return summary, detailed_info, pagination_info, gr.update(visible=show_prev), gr.update(visible=show_next)
except Exception as e:
error_msg = f"β **Error retrieving file list:** {str(e)}"
return error_msg, "", "Error", gr.update(visible=False), gr.update(visible=False)
def load_next_page(current_page_info):
"""Load next page of files"""
try:
# Extract current page number from pagination info
current_page = int(current_page_info.split("Page ")[1].split(" of")[0]) - 1
return list_uploaded_files_paginated(current_page + 1)
except:
return list_uploaded_files_paginated(0)
def load_prev_page(current_page_info):
"""Load previous page of files"""
try:
# Extract current page number from pagination info
current_page = int(current_page_info.split("Page ")[1].split(" of")[0]) - 1
return list_uploaded_files_paginated(max(0, current_page - 1))
except:
return list_uploaded_files_paginated(0)
def refresh_file_list():
"""Refresh the file list"""
return "π **Refreshing file list... Please wait**"
def process_files_with_progress(files, *metadata_inputs, progress=gr.Progress()):
"""Process multiple files with individual metadata and show progress"""
if not files:
return "β Error: No files selected", ""
if len(files) > 10:
return "β Error: Maximum 10 files allowed at a time", ""
try:
results = []
errors = []
total_files = len(files)
# Initialize Pinecone Assistant
progress(0, desc="π§ Initializing Pinecone Assistant...")
time.sleep(0.5) # Small delay to show the progress
assistant_name = os.getenv("PINECONE_ASSISTANT_NAME", "gstminutes")
assistant = pc.assistant.Assistant(assistant_name=assistant_name)
# Process each file with its individual metadata
for i, file_path in enumerate(files):
try:
filename = os.path.basename(file_path)
progress((i / total_files), desc=f"π Processing {filename}... ({i+1}/{total_files})")
# Get metadata for this specific file (3 fields per file: sections, keywords, description)
sections_idx = i * 3
keywords_idx = i * 3 + 1
description_idx = i * 3 + 2
if sections_idx < len(metadata_inputs):
sections = metadata_inputs[sections_idx] or ""
keywords = metadata_inputs[keywords_idx] or ""
description = metadata_inputs[description_idx] or ""
else:
sections = keywords = description = ""
# Skip if no metadata provided for this file
if not sections.strip() and not keywords.strip() and not description.strip():
errors.append({
"filename": filename,
"error": "β Error: No metadata provided"
})
continue
# Prepare metadata for this file
progress((i / total_files), desc=f"π·οΈ Preparing metadata for {filename}...")
metadata = {
"sections": [s.strip() for s in sections.split(",") if s.strip()],
"keywords": [k.strip() for k in keywords.split(",") if k.strip()],
"description": description.strip()
}
# Copy to uploads directory
progress((i / total_files), desc=f"π Copying {filename} to uploads...")
destination_path = os.path.join(UPLOAD_FOLDER, filename)
shutil.copy2(file_path, destination_path)
# Upload to Pinecone Assistant
progress((i / total_files), desc=f"βοΈ Uploading {filename} to Pinecone...")
response = assistant.upload_file(
file_path=destination_path,
metadata=metadata,
timeout=None
)
results.append({
"filename": filename,
"status": "β
Success",
"metadata": metadata,
"response": str(response)
})
except Exception as file_error:
errors.append({
"filename": os.path.basename(file_path),
"error": f"β Error: {str(file_error)}"
})
# Final progress update
progress(1.0, desc="β
Processing complete!")
time.sleep(0.5)
# Format results for display
success_count = len(results)
error_count = len(errors)
status_message = f"π **Processing Complete**\n\n"
status_message += f"β
**Successful uploads:** {success_count}\n"
status_message += f"β **Failed uploads:** {error_count}\n"
status_message += f"π **Total files processed:** {len(files)}\n\n"
# Detailed results
detailed_results = "## π **Detailed Results**\n\n"
if results:
detailed_results += "### β
**Successful Uploads:**\n"
for result in results:
detailed_results += f"- **{result['filename']}**\n"
detailed_results += f" - Sections: {', '.join(result['metadata']['sections'])}\n"
detailed_results += f" - Keywords: {', '.join(result['metadata']['keywords'])}\n"
detailed_results += f" - Description: {result['metadata']['description']}\n\n"
if errors:
detailed_results += "### β **Failed Uploads:**\n"
for error in errors:
detailed_results += f"- **{error['filename']}** - {error['error']}\n"
return status_message, detailed_results, "β
**Processing completed successfully!**"
except Exception as e:
error_msg = f"β **Critical Error:** {str(e)}"
return error_msg, "", "β **Processing failed with error**"
def update_metadata_fields(files):
"""Update metadata fields based on uploaded files"""
if not files:
return [gr.update(visible=False)] * 30 # Hide all fields
if len(files) > 10:
# Show error and hide all fields
return [gr.update(visible=False)] * 30
updates = []
for i in range(len(files)):
if i < len(files):
filename = os.path.basename(files[i])
# Show 3 fields per file (sections, keywords, description)
updates.extend([
gr.update(visible=True, label=f"π Sections for {filename}", placeholder="e.g., Introduction, Financial Data, Compliance"),
gr.update(visible=True, label=f"π Keywords for {filename}", placeholder="e.g., GST, tax, compliance, revenue"),
gr.update(visible=True, label=f"π Description for {filename}", placeholder="Brief description of this document")
])
# Hide remaining fields
while len(updates) < 30:
updates.append(gr.update(visible=False))
return updates[:30]
def clear_form():
"""Clear all form fields"""
return [None] + [""] * 30 + ["", "", "π’ **Ready to process documents**"]
def clear_delete_form():
"""Clear delete form"""
return gr.update(value=[]), "", ""
def start_processing():
"""Show processing started status"""
return "π **Processing documents... Please wait**"
def finish_processing():
"""Show processing finished status"""
return "β
**Processing completed successfully!**"
# Create Gradio interface
with gr.Blocks(
title="π Tax Document Ingestion System",
theme=gr.themes.Soft(),
css="""
.gradio-container {
max-width: 1400px !important;
margin: auto;
}
.upload-container {
border: 2px dashed #4CAF50;
border-radius: 10px;
padding: 20px;
text-align: center;
background-color: #f8f9fa;
}
.delete-container {
border: 2px dashed #f44336;
border-radius: 10px;
padding: 20px;
background-color: #ffebee;
}
.tab-nav {
margin-bottom: 20px;
}
"""
) as app:
gr.Markdown(
"""
# π Tax Document Ingestion System
Upload, manage, and delete documents in the Pinecone Assistant for GST Minutes processing.
## π Features:
- β
**Multiple file upload** - Select and upload multiple documents at once
- π·οΈ **Metadata tagging** - Add sections, keywords, and descriptions
- π **Batch processing** - All files processed with individual metadata
- ποΈ **File deletion** - Delete multiple files by selecting from dropdown
- π **File management** - View uploaded files with timestamps and metadata
- π **Detailed reporting** - See success/failure status for each operation
---
"""
)
# Create tabs for different functionalities
with gr.Tabs() as tabs:
# Tab 1: Upload Documents
with gr.TabItem("π€ Upload Documents", id="upload_tab"):
with gr.Row():
with gr.Column(scale=1):
gr.Markdown("### π **File Upload**")
files_input = gr.File(
label="Select Documents (Max 10 files)",
file_count="multiple",
file_types=[".pdf", ".doc", ".docx", ".txt"],
elem_classes=["upload-container"]
)
with gr.Column(scale=1):
gr.Markdown("### π·οΈ **Document Metadata (Individual for Each File)**")
gr.Markdown("*Upload files first, then metadata fields will appear for each document*")
# Dynamic metadata fields container
with gr.Column() as metadata_container:
# Create 30 text fields (enough for 10 files with 3 fields each)
metadata_fields = []
for i in range(30):
field = gr.Textbox(
label=f"Field {i}",
placeholder="",
visible=False,
lines=2
)
metadata_fields.append(field)
with gr.Row():
with gr.Column(scale=1):
upload_btn = gr.Button(
"π Upload Documents to Pinecone Assistant",
variant="primary",
size="lg"
)
with gr.Column(scale=1):
clear_btn = gr.Button(
"ποΈ Clear Form",
variant="secondary",
size="lg"
)
# Processing status indicator
with gr.Row():
processing_status = gr.Markdown(
value="π’ **Ready to process documents**",
visible=True
)
gr.Markdown("---")
# Results section
with gr.Row():
with gr.Column():
status_output = gr.Markdown(
label="π Upload Status",
value="*Ready to upload documents...*"
)
with gr.Row():
with gr.Column():
results_output = gr.Markdown(
label="π Detailed Results",
value="",
max_height=400 # Add height limit for scrolling
)
# Tab 2: Delete Documents
with gr.TabItem("ποΈ Delete Documents", id="delete_tab"):
gr.Markdown("### ποΈ **Delete Multiple Documents**")
gr.Markdown("Select multiple files from the dropdown to delete them from the Pinecone Assistant.")
with gr.Row():
with gr.Column(scale=2):
file_dropdown = gr.Dropdown(
label="π Select Files to Delete (Multiple Selection)",
choices=[],
multiselect=True,
interactive=False,
elem_classes=["delete-container"]
)
with gr.Column(scale=1):
refresh_dropdown_btn = gr.Button(
"π Refresh File List",
variant="secondary",
size="lg"
)
with gr.Row():
with gr.Column(scale=1):
delete_btn = gr.Button(
"ποΈ Delete Selected Files",
variant="stop",
size="lg"
)
with gr.Column(scale=1):
clear_delete_btn = gr.Button(
"βΊ Clear Selection",
variant="secondary",
size="lg"
)
gr.Markdown("---")
# Delete results section
with gr.Row():
with gr.Column():
delete_status_output = gr.Markdown(
label="π Deletion Status",
value="*Select files to delete...*"
)
with gr.Row():
with gr.Column():
delete_results_output = gr.Markdown(
label="ποΈ Deletion Results",
value="",
max_height=400
)
# Tab 3: View Uploaded Files
with gr.TabItem("π View Uploaded Files", id="view_tab"):
gr.Markdown("### π **Uploaded Files Management**")
gr.Markdown("View all files currently uploaded to the Pinecone Assistant with their metadata and timestamps.")
with gr.Row():
refresh_btn = gr.Button(
"π Fetch Files",
variant="primary",
size="lg"
)
# File list status
with gr.Row():
file_list_status = gr.Markdown(
value="π‘ **Click 'Fetch Files' to load uploaded files**",
visible=True
)
gr.Markdown("---")
# Pagination controls
with gr.Row():
prev_btn = gr.Button(
"β¬
οΈ Previous 100",
variant="secondary",
visible=False
)
pagination_info = gr.Markdown(
value="π Page 1 of 1 | Total: 0 files",
elem_classes=["pagination-info"]
)
next_btn = gr.Button(
"Next 100 β‘οΈ",
variant="secondary",
visible=False
)
# File list results
with gr.Row():
with gr.Column(scale=1):
file_summary = gr.Markdown(
label="π Files Summary",
value="*Click refresh to load file summary...*"
)
with gr.Row():
with gr.Column():
file_details = gr.Markdown(
label="π File Details",
value="*Click refresh to load file details...*",
max_height=600 # Add height limit for scrolling
)
# Event handlers for Upload tab
# Update metadata fields when files are uploaded
files_input.change(
fn=update_metadata_fields,
inputs=[files_input],
outputs=metadata_fields
)
# Show processing status when upload starts
upload_btn.click(
fn=start_processing,
outputs=[processing_status]
).then(
fn=process_files_with_progress,
inputs=[files_input] + metadata_fields,
outputs=[status_output, results_output, processing_status]
)
clear_btn.click(
fn=clear_form,
outputs=[files_input] + metadata_fields + [status_output, results_output, processing_status]
)
# Event handlers for Delete tab
# Refresh dropdown with current files
refresh_dropdown_btn.click(
fn=refresh_delete_dropdown,
outputs=[file_dropdown]
)
# Delete selected files
delete_btn.click(
fn=delete_selected_files,
inputs=[file_dropdown],
outputs=[delete_status_output, delete_results_output]
)
# Clear delete form
clear_delete_btn.click(
fn=clear_delete_form,
outputs=[file_dropdown, delete_status_output, delete_results_output]
)
# Event handlers for View Files tab
# Fetch files - load page 1
refresh_btn.click(
fn=refresh_file_list,
outputs=[file_list_status]
).then(
fn=list_uploaded_files_paginated,
inputs=[],
outputs=[file_summary, file_details, pagination_info, prev_btn, next_btn]
)
# Next page button
next_btn.click(
fn=load_next_page,
inputs=[pagination_info],
outputs=[file_summary, file_details, pagination_info, prev_btn, next_btn]
)
# Previous page button
prev_btn.click(
fn=load_prev_page,
inputs=[pagination_info],
outputs=[file_summary, file_details, pagination_info, prev_btn, next_btn]
)
# Footer
gr.Markdown(
"""
---
### π‘ **Usage Tips:**
**Upload Documents:**
- Select up to 10 PDF, DOC, DOCX, or TXT files at once
- Upload files first, then fill individual metadata for each document
- Each file gets its own sections, keywords, and description
- Check the results section for upload status
**Delete Documents:**
- Click 'Refresh File List' to load current files in dropdown
- Select multiple files using the dropdown (supports multi-select)
- Click 'Delete Selected Files' to remove them permanently
- View deletion results for success/failure status
**View Uploaded Files:**
- Click 'Fetch Files' to see all uploaded files
- View file details including upload timestamps and metadata
- Files are sorted by most recent first
- Use pagination to navigate through large file lists
### β οΈ **Important Notes:**
- File deletion is **permanent** and cannot be undone
- Always verify your selection before deleting files
- The system maps file titles to IDs internally for deletion
### π **Support:**
For issues or questions, contact the development team.
"""
)
if __name__ == "__main__":
app.launch(
server_name="0.0.0.0",
server_port=7860,
share=False,
debug=True,
show_error=True
) |