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Browse files- README.md +16 -5
- app.py +222 -0
- requirements.txt +3 -0
README.md
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---
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title:
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sdk: gradio
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sdk_version: 5.34.2
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app_file: app.py
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pinned: false
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license: mit
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: vOCR
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emoji: 🔥
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colorFrom: indigo
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colorTo: green
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sdk: gradio
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sdk_version: 5.34.2
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app_file: app.py
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pinned: false
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license: mit
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tags:
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- OCR
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- vision
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- text-recognition
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- image-to-text
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- document-processing
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- gradio
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- api
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- jigsawstack
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short_description: Extract text from images with Vocr API
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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Explore the Vocr API: https://jigsawstack.com/docs/api-reference/ai/voc
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app.py
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import gradio as gr
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import requests
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import json
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import os
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import time
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from collections import defaultdict
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BASE_URL = "https://api.jigsawstack.com/v1"
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headers = {
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"x-api-key": os.getenv("JIGSAWSTACK_API_KEY")
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}
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# Rate limiting configuration
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request_times = defaultdict(list)
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MAX_REQUESTS = 1 # Maximum requests per time window
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TIME_WINDOW = 3600 # Time window in seconds (1 hour)
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def get_real_ip(request: gr.Request):
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"""Extract real IP address using x-forwarded-for header or fallback"""
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if not request:
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return "unknown"
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forwarded = request.headers.get("x-forwarded-for")
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if forwarded:
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ip = forwarded.split(",")[0].strip() # First IP in the list is the client's
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else:
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ip = request.client.host # fallback
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return ip
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def check_rate_limit(request: gr.Request):
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"""Check if the current request exceeds rate limits"""
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if not request:
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return True, "Rate limit check failed - no request info"
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ip = get_real_ip(request)
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now = time.time()
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# Clean up old timestamps outside the time window
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request_times[ip] = [t for t in request_times[ip] if now - t < TIME_WINDOW]
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print(f"Request times: {request_times[ip]}")
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# Check if rate limit exceeded
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if len(request_times[ip]) >= MAX_REQUESTS:
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time_remaining = int(TIME_WINDOW - (now - request_times[ip][0]))
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time_remaining_minutes = round(time_remaining / 60, 1)
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time_window_minutes = round(TIME_WINDOW / 60, 1)
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return False, f"Rate limit exceeded. You can make {MAX_REQUESTS} requests per {time_window_minutes} minutes. Try again in {time_remaining_minutes} minutes."
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# Add current request timestamp
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request_times[ip].append(now)
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return True, ""
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# ----------------- JigsawStack API Wrasppers ------------------
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def vocr(source_type, image_url, file_store_key, prompt_str, page_range_str, request: gr.Request):
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# Check rate limit first
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rate_limit_ok, rate_limit_msg = check_rate_limit(request)
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if not rate_limit_ok:
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return (
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rate_limit_msg, # status
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None, # image
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gr.update(visible=False), # context JSON
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gr.update(visible=False), # tags
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gr.update(visible=False), # has_text
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gr.update(visible=False), # sections JSON
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)
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def error_response(message, img_src):
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return (
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message,
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img_src,
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False),
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gr.update(visible=False)
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)
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image_to_display = image_url if source_type == "URL" else None
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try:
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payload = {}
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# Validate prompts - ensure a prompt is always provided.
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if not prompt_str or not prompt_str.strip():
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return error_response("Error: Prompt is required.", image_to_display)
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prompts = [p.strip() for p in prompt_str.split(',') if p.strip()]
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if not prompts:
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return error_response("Error: Prompt cannot be empty or just commas.", image_to_display)
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# The API can handle an array of prompts, which is more robust
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# and avoids potential issues with the response format.
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payload["prompt"] = prompts
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# Validate page range
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if page_range_str and page_range_str.strip():
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try:
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parts = [int(p.strip()) for p in page_range_str.split(',')]
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if len(parts) != 2:
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raise ValueError("Page range must be two numbers (e.g., 1,10).")
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start_page, end_page = parts
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if not (start_page > 0 and end_page > 0):
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raise ValueError("Page numbers must be positive.")
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if start_page > end_page:
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raise ValueError("Start page cannot be greater than end page.")
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if (end_page - start_page) >= 10:
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raise ValueError("Page range cannot span more than 10 pages.")
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payload["page_range"] = [start_page, end_page]
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except (ValueError, TypeError) as e:
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return error_response(f"Error: Invalid page range format - {e}", image_to_display)
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if source_type == "URL":
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if not image_url or not image_url.strip():
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return error_response("Error: Image URL is required.", image_to_display)
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payload["url"] = image_url.strip()
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elif source_type == "File Store Key":
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if not file_store_key or not file_store_key.strip():
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return error_response("Error: File Store Key is required.", image_to_display)
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payload["file_store_key"] = file_store_key.strip()
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else:
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return error_response("Error: Invalid image source selected.", image_to_display)
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response = requests.post(f"{BASE_URL}/vocr", headers=headers, json=payload)
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response.raise_for_status()
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result = response.json()
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if not result.get("success"):
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return error_response(f"Error: vOCR failed - {result.get('message', 'Unknown error')}", image_to_display)
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context = result.get("context", {})
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tags = ", ".join(result.get("tags", []))
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has_text = str(result.get("has_text", "N/A"))
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sections = result.get("sections", [])
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status = "✅ Successfully processed image with vOCR."
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return (
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status,
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image_to_display,
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gr.update(value=context, visible=True if context else False),
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gr.update(value=tags, visible=True if tags else False),
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gr.update(value=has_text, visible=True),
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gr.update(value=sections, visible=True if sections else False)
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)
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except requests.exceptions.RequestException as e:
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return error_response(f"Request failed: {str(e)}", image_to_display)
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except Exception as e:
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return error_response(f"An unexpected error occurred: {str(e)}", image_to_display)
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# ----------------- Gradio UI ------------------
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with gr.Blocks() as demo:
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gr.Markdown("""
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<div style='text-align: center; margin-bottom: 24px;'>
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<h1 style='font-size:2.2em; margin-bottom: 0.2em;'>🧩 vOCR</h1>
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<p style='font-size:1.2em; margin-top: 0;'>Extract text from images with advanced AI models.</p>
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<p style='font-size:1em; margin-top: 0.5em;'>For more details and API usage, see the <a href='https://jigsawstack.com/docs/api-reference/ai/vocr' target='_blank'>documentation</a>.</p>
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</div>
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""")
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("#### Image Source")
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vocr_source_type = gr.Radio(
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choices=["URL", "File Store Key"],
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label="Choose Image Source",
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value="URL"
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)
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vocr_image_url = gr.Textbox(
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label="Image URL",
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placeholder="https://media.snopes.com/2021/08/239918331_10228097135359041_3825446756894757753_n.jpg",
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visible=True
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)
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vocr_file_key = gr.Textbox(
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label="File Store Key",
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placeholder="your-file-store-key",
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visible=False
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)
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vocr_prompts = gr.Textbox(
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label="Prompts (comma-separated)",
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placeholder="total_price, tax, store_name",
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info="Prompts to guide data extraction from the image."
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)
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vocr_page_range = gr.Textbox(
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label="Page Range (Optional)",
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placeholder="e.g., 1,10",
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info="For multi-page docs. Max 10 pages."
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)
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vocr_btn = gr.Button("Analyze Image", variant="primary")
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with gr.Column(scale=2):
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gr.Markdown("#### Analysis Results")
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vocr_status = gr.Textbox(label="Status", interactive=False)
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vocr_image_display = gr.Image(label="Analyzed Image")
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vocr_context = gr.JSON(label="Extracted Context", visible=False)
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vocr_tags = gr.Textbox(label="Detected Tags", interactive=False, visible=False)
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vocr_has_text = gr.Textbox(label="Text Detected?", interactive=False, visible=False)
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vocr_sections = gr.JSON(label="Full OCR Sections", visible=False)
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def update_vocr_source(source_type):
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is_url = source_type == "URL"
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return gr.update(visible=is_url), gr.update(visible=not is_url)
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vocr_source_type.change(
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update_vocr_source,
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inputs=vocr_source_type,
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outputs=[vocr_image_url, vocr_file_key]
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)
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vocr_btn.click(
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vocr,
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inputs=[vocr_source_type, vocr_image_url, vocr_file_key, vocr_prompts, vocr_page_range],
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outputs=[vocr_status, vocr_image_display, vocr_context, vocr_tags, vocr_has_text, vocr_sections]
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)
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demo.launch()
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requirements.txt
ADDED
@@ -0,0 +1,3 @@
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gradio
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requests
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Pillow
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