Spaces:
Sleeping
Sleeping
Upload 3 files
Browse files- README.md +16 -5
- app.py +222 -0
- requirements.txt +3 -0
README.md
CHANGED
|
@@ -1,13 +1,24 @@
|
|
| 1 |
---
|
| 2 |
-
title:
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
-
colorTo:
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 5.34.2
|
| 8 |
app_file: app.py
|
| 9 |
pinned: false
|
| 10 |
license: mit
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 11 |
---
|
| 12 |
|
| 13 |
-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
|
|
|
| 1 |
---
|
| 2 |
+
title: vOCR
|
| 3 |
+
emoji: 🔥
|
| 4 |
+
colorFrom: indigo
|
| 5 |
+
colorTo: green
|
| 6 |
sdk: gradio
|
| 7 |
sdk_version: 5.34.2
|
| 8 |
app_file: app.py
|
| 9 |
pinned: false
|
| 10 |
license: mit
|
| 11 |
+
tags:
|
| 12 |
+
- OCR
|
| 13 |
+
- vision
|
| 14 |
+
- text-recognition
|
| 15 |
+
- image-to-text
|
| 16 |
+
- document-processing
|
| 17 |
+
- gradio
|
| 18 |
+
- api
|
| 19 |
+
- jigsawstack
|
| 20 |
+
short_description: Extract text from images with Vocr API
|
| 21 |
---
|
| 22 |
|
| 23 |
+
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
| 24 |
+
Explore the Vocr API: https://jigsawstack.com/docs/api-reference/ai/voc
|
app.py
ADDED
|
@@ -0,0 +1,222 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import requests
|
| 3 |
+
import json
|
| 4 |
+
import os
|
| 5 |
+
import time
|
| 6 |
+
from collections import defaultdict
|
| 7 |
+
|
| 8 |
+
BASE_URL = "https://api.jigsawstack.com/v1"
|
| 9 |
+
headers = {
|
| 10 |
+
"x-api-key": os.getenv("JIGSAWSTACK_API_KEY")
|
| 11 |
+
}
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
# Rate limiting configuration
|
| 15 |
+
request_times = defaultdict(list)
|
| 16 |
+
MAX_REQUESTS = 1 # Maximum requests per time window
|
| 17 |
+
TIME_WINDOW = 3600 # Time window in seconds (1 hour)
|
| 18 |
+
|
| 19 |
+
def get_real_ip(request: gr.Request):
|
| 20 |
+
"""Extract real IP address using x-forwarded-for header or fallback"""
|
| 21 |
+
if not request:
|
| 22 |
+
return "unknown"
|
| 23 |
+
|
| 24 |
+
forwarded = request.headers.get("x-forwarded-for")
|
| 25 |
+
if forwarded:
|
| 26 |
+
ip = forwarded.split(",")[0].strip() # First IP in the list is the client's
|
| 27 |
+
else:
|
| 28 |
+
ip = request.client.host # fallback
|
| 29 |
+
return ip
|
| 30 |
+
|
| 31 |
+
def check_rate_limit(request: gr.Request):
|
| 32 |
+
"""Check if the current request exceeds rate limits"""
|
| 33 |
+
if not request:
|
| 34 |
+
return True, "Rate limit check failed - no request info"
|
| 35 |
+
|
| 36 |
+
ip = get_real_ip(request)
|
| 37 |
+
now = time.time()
|
| 38 |
+
|
| 39 |
+
# Clean up old timestamps outside the time window
|
| 40 |
+
request_times[ip] = [t for t in request_times[ip] if now - t < TIME_WINDOW]
|
| 41 |
+
|
| 42 |
+
print(f"Request times: {request_times[ip]}")
|
| 43 |
+
|
| 44 |
+
# Check if rate limit exceeded
|
| 45 |
+
if len(request_times[ip]) >= MAX_REQUESTS:
|
| 46 |
+
time_remaining = int(TIME_WINDOW - (now - request_times[ip][0]))
|
| 47 |
+
time_remaining_minutes = round(time_remaining / 60, 1)
|
| 48 |
+
time_window_minutes = round(TIME_WINDOW / 60, 1)
|
| 49 |
+
|
| 50 |
+
return False, f"Rate limit exceeded. You can make {MAX_REQUESTS} requests per {time_window_minutes} minutes. Try again in {time_remaining_minutes} minutes."
|
| 51 |
+
|
| 52 |
+
# Add current request timestamp
|
| 53 |
+
request_times[ip].append(now)
|
| 54 |
+
return True, ""
|
| 55 |
+
|
| 56 |
+
|
| 57 |
+
# ----------------- JigsawStack API Wrasppers ------------------
|
| 58 |
+
|
| 59 |
+
def vocr(source_type, image_url, file_store_key, prompt_str, page_range_str, request: gr.Request):
|
| 60 |
+
# Check rate limit first
|
| 61 |
+
rate_limit_ok, rate_limit_msg = check_rate_limit(request)
|
| 62 |
+
if not rate_limit_ok:
|
| 63 |
+
return (
|
| 64 |
+
rate_limit_msg, # status
|
| 65 |
+
None, # image
|
| 66 |
+
gr.update(visible=False), # context JSON
|
| 67 |
+
gr.update(visible=False), # tags
|
| 68 |
+
gr.update(visible=False), # has_text
|
| 69 |
+
gr.update(visible=False), # sections JSON
|
| 70 |
+
)
|
| 71 |
+
|
| 72 |
+
def error_response(message, img_src):
|
| 73 |
+
return (
|
| 74 |
+
message,
|
| 75 |
+
img_src,
|
| 76 |
+
gr.update(visible=False),
|
| 77 |
+
gr.update(visible=False),
|
| 78 |
+
gr.update(visible=False),
|
| 79 |
+
gr.update(visible=False)
|
| 80 |
+
)
|
| 81 |
+
|
| 82 |
+
image_to_display = image_url if source_type == "URL" else None
|
| 83 |
+
|
| 84 |
+
try:
|
| 85 |
+
payload = {}
|
| 86 |
+
# Validate prompts - ensure a prompt is always provided.
|
| 87 |
+
if not prompt_str or not prompt_str.strip():
|
| 88 |
+
return error_response("Error: Prompt is required.", image_to_display)
|
| 89 |
+
|
| 90 |
+
prompts = [p.strip() for p in prompt_str.split(',') if p.strip()]
|
| 91 |
+
if not prompts:
|
| 92 |
+
return error_response("Error: Prompt cannot be empty or just commas.", image_to_display)
|
| 93 |
+
|
| 94 |
+
# The API can handle an array of prompts, which is more robust
|
| 95 |
+
# and avoids potential issues with the response format.
|
| 96 |
+
payload["prompt"] = prompts
|
| 97 |
+
|
| 98 |
+
# Validate page range
|
| 99 |
+
if page_range_str and page_range_str.strip():
|
| 100 |
+
try:
|
| 101 |
+
parts = [int(p.strip()) for p in page_range_str.split(',')]
|
| 102 |
+
if len(parts) != 2:
|
| 103 |
+
raise ValueError("Page range must be two numbers (e.g., 1,10).")
|
| 104 |
+
start_page, end_page = parts
|
| 105 |
+
if not (start_page > 0 and end_page > 0):
|
| 106 |
+
raise ValueError("Page numbers must be positive.")
|
| 107 |
+
if start_page > end_page:
|
| 108 |
+
raise ValueError("Start page cannot be greater than end page.")
|
| 109 |
+
if (end_page - start_page) >= 10:
|
| 110 |
+
raise ValueError("Page range cannot span more than 10 pages.")
|
| 111 |
+
payload["page_range"] = [start_page, end_page]
|
| 112 |
+
except (ValueError, TypeError) as e:
|
| 113 |
+
return error_response(f"Error: Invalid page range format - {e}", image_to_display)
|
| 114 |
+
|
| 115 |
+
if source_type == "URL":
|
| 116 |
+
if not image_url or not image_url.strip():
|
| 117 |
+
return error_response("Error: Image URL is required.", image_to_display)
|
| 118 |
+
payload["url"] = image_url.strip()
|
| 119 |
+
|
| 120 |
+
elif source_type == "File Store Key":
|
| 121 |
+
if not file_store_key or not file_store_key.strip():
|
| 122 |
+
return error_response("Error: File Store Key is required.", image_to_display)
|
| 123 |
+
payload["file_store_key"] = file_store_key.strip()
|
| 124 |
+
else:
|
| 125 |
+
return error_response("Error: Invalid image source selected.", image_to_display)
|
| 126 |
+
|
| 127 |
+
response = requests.post(f"{BASE_URL}/vocr", headers=headers, json=payload)
|
| 128 |
+
response.raise_for_status()
|
| 129 |
+
result = response.json()
|
| 130 |
+
|
| 131 |
+
if not result.get("success"):
|
| 132 |
+
return error_response(f"Error: vOCR failed - {result.get('message', 'Unknown error')}", image_to_display)
|
| 133 |
+
|
| 134 |
+
context = result.get("context", {})
|
| 135 |
+
tags = ", ".join(result.get("tags", []))
|
| 136 |
+
has_text = str(result.get("has_text", "N/A"))
|
| 137 |
+
sections = result.get("sections", [])
|
| 138 |
+
|
| 139 |
+
status = "✅ Successfully processed image with vOCR."
|
| 140 |
+
|
| 141 |
+
return (
|
| 142 |
+
status,
|
| 143 |
+
image_to_display,
|
| 144 |
+
gr.update(value=context, visible=True if context else False),
|
| 145 |
+
gr.update(value=tags, visible=True if tags else False),
|
| 146 |
+
gr.update(value=has_text, visible=True),
|
| 147 |
+
gr.update(value=sections, visible=True if sections else False)
|
| 148 |
+
)
|
| 149 |
+
|
| 150 |
+
except requests.exceptions.RequestException as e:
|
| 151 |
+
return error_response(f"Request failed: {str(e)}", image_to_display)
|
| 152 |
+
except Exception as e:
|
| 153 |
+
return error_response(f"An unexpected error occurred: {str(e)}", image_to_display)
|
| 154 |
+
|
| 155 |
+
# ----------------- Gradio UI ------------------
|
| 156 |
+
|
| 157 |
+
with gr.Blocks() as demo:
|
| 158 |
+
gr.Markdown("""
|
| 159 |
+
<div style='text-align: center; margin-bottom: 24px;'>
|
| 160 |
+
<h1 style='font-size:2.2em; margin-bottom: 0.2em;'>🧩 vOCR</h1>
|
| 161 |
+
<p style='font-size:1.2em; margin-top: 0;'>Extract text from images with advanced AI models.</p>
|
| 162 |
+
<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>
|
| 163 |
+
</div>
|
| 164 |
+
""")
|
| 165 |
+
|
| 166 |
+
with gr.Row():
|
| 167 |
+
with gr.Column(scale=1):
|
| 168 |
+
gr.Markdown("#### Image Source")
|
| 169 |
+
vocr_source_type = gr.Radio(
|
| 170 |
+
choices=["URL", "File Store Key"],
|
| 171 |
+
label="Choose Image Source",
|
| 172 |
+
value="URL"
|
| 173 |
+
)
|
| 174 |
+
vocr_image_url = gr.Textbox(
|
| 175 |
+
label="Image URL",
|
| 176 |
+
placeholder="https://media.snopes.com/2021/08/239918331_10228097135359041_3825446756894757753_n.jpg",
|
| 177 |
+
visible=True
|
| 178 |
+
)
|
| 179 |
+
vocr_file_key = gr.Textbox(
|
| 180 |
+
label="File Store Key",
|
| 181 |
+
placeholder="your-file-store-key",
|
| 182 |
+
visible=False
|
| 183 |
+
)
|
| 184 |
+
vocr_prompts = gr.Textbox(
|
| 185 |
+
label="Prompts (comma-separated)",
|
| 186 |
+
placeholder="total_price, tax, store_name",
|
| 187 |
+
info="Prompts to guide data extraction from the image."
|
| 188 |
+
)
|
| 189 |
+
vocr_page_range = gr.Textbox(
|
| 190 |
+
label="Page Range (Optional)",
|
| 191 |
+
placeholder="e.g., 1,10",
|
| 192 |
+
info="For multi-page docs. Max 10 pages."
|
| 193 |
+
)
|
| 194 |
+
vocr_btn = gr.Button("Analyze Image", variant="primary")
|
| 195 |
+
|
| 196 |
+
with gr.Column(scale=2):
|
| 197 |
+
gr.Markdown("#### Analysis Results")
|
| 198 |
+
vocr_status = gr.Textbox(label="Status", interactive=False)
|
| 199 |
+
vocr_image_display = gr.Image(label="Analyzed Image")
|
| 200 |
+
vocr_context = gr.JSON(label="Extracted Context", visible=False)
|
| 201 |
+
vocr_tags = gr.Textbox(label="Detected Tags", interactive=False, visible=False)
|
| 202 |
+
vocr_has_text = gr.Textbox(label="Text Detected?", interactive=False, visible=False)
|
| 203 |
+
vocr_sections = gr.JSON(label="Full OCR Sections", visible=False)
|
| 204 |
+
|
| 205 |
+
def update_vocr_source(source_type):
|
| 206 |
+
is_url = source_type == "URL"
|
| 207 |
+
return gr.update(visible=is_url), gr.update(visible=not is_url)
|
| 208 |
+
|
| 209 |
+
vocr_source_type.change(
|
| 210 |
+
update_vocr_source,
|
| 211 |
+
inputs=vocr_source_type,
|
| 212 |
+
outputs=[vocr_image_url, vocr_file_key]
|
| 213 |
+
)
|
| 214 |
+
|
| 215 |
+
vocr_btn.click(
|
| 216 |
+
vocr,
|
| 217 |
+
inputs=[vocr_source_type, vocr_image_url, vocr_file_key, vocr_prompts, vocr_page_range],
|
| 218 |
+
outputs=[vocr_status, vocr_image_display, vocr_context, vocr_tags, vocr_has_text, vocr_sections]
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
|
| 222 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio
|
| 2 |
+
requests
|
| 3 |
+
Pillow
|