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create app.py
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app.py
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| 1 |
+
"""
|
| 2 |
+
GenAI for Easy Read: Open-Source Multimodal Solution
|
| 3 |
+
A Gradio-based prototype for converting documents into accessible Easy Read formats.
|
| 4 |
+
"""
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| 5 |
+
import gradio as gr
|
| 6 |
+
import os
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| 7 |
+
from typing import List, Tuple, Optional
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| 8 |
+
import re
|
| 9 |
+
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| 10 |
+
# ============================================================================
|
| 11 |
+
# DUMMY/MOCK FUNCTIONS FOR BACKEND PROCESSING
|
| 12 |
+
# TODO: Replace these with actual API calls to OpenAI, GlobalSymbols, etc.
|
| 13 |
+
# ============================================================================
|
| 14 |
+
|
| 15 |
+
def split_into_sentences(text: str) -> List[str]:
|
| 16 |
+
"""
|
| 17 |
+
Splits text into individual sentences.
|
| 18 |
+
TODO: Enhance with better sentence boundary detection (e.g., using spaCy)
|
| 19 |
+
"""
|
| 20 |
+
if not text or not text.strip():
|
| 21 |
+
return []
|
| 22 |
+
# Simple sentence splitting (can be improved with NLP libraries like spaCy)
|
| 23 |
+
sentences = re.split(r'(?<=[.!?])\s+', text.strip())
|
| 24 |
+
return [s.strip() for s in sentences if s.strip()]
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| 25 |
+
|
| 26 |
+
def convert_to_easy_read(
|
| 27 |
+
pdf_file: Optional[str],
|
| 28 |
+
text_input: Optional[str],
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| 29 |
+
context: str,
|
| 30 |
+
unalterable_terms: str
|
| 31 |
+
) -> Tuple[str, List[str], List[str]]:
|
| 32 |
+
"""
|
| 33 |
+
Simulates the conversion of complex text to simplified Easy Read format.
|
| 34 |
+
TODO: Replace with actual LLM API call (e.g., OpenAI GPT-4, Anthropic Claude)
|
| 35 |
+
- Process PDF if provided, or use text_input
|
| 36 |
+
- Apply simplification rules
|
| 37 |
+
- Respect context/custom instructions
|
| 38 |
+
- Preserve unalterable terms
|
| 39 |
+
"""
|
| 40 |
+
# Use text_input if provided, otherwise dummy text
|
| 41 |
+
input_text = text_input if text_input else (
|
| 42 |
+
"This is sentence one. "
|
| 43 |
+
"This is sentence two. "
|
| 44 |
+
"This is sentence three. "
|
| 45 |
+
"Each sentence can be edited separately."
|
| 46 |
+
)
|
| 47 |
+
|
| 48 |
+
# Split into sentences
|
| 49 |
+
sentences = split_into_sentences(input_text)
|
| 50 |
+
|
| 51 |
+
# Dummy simplified text (sentence-by-sentence)
|
| 52 |
+
dummy_simplified = "\n".join(sentences)
|
| 53 |
+
|
| 54 |
+
# Dummy keyword list for symbol matching
|
| 55 |
+
dummy_keywords = ["person", "help", "document", "read"]
|
| 56 |
+
|
| 57 |
+
return dummy_simplified, dummy_keywords, sentences
|
| 58 |
+
|
| 59 |
+
def update_sentence(sentence_index: int, new_text: str, all_sentences: List[str]) -> str:
|
| 60 |
+
"""
|
| 61 |
+
Updates a specific sentence and returns the combined text.
|
| 62 |
+
"""
|
| 63 |
+
if 0 <= sentence_index < len(all_sentences):
|
| 64 |
+
all_sentences[sentence_index] = new_text
|
| 65 |
+
return "\n".join(all_sentences)
|
| 66 |
+
|
| 67 |
+
def fetch_symbols_from_libraries(
|
| 68 |
+
keywords: List[str], selected_libraries: List[str]
|
| 69 |
+
) -> List[str]:
|
| 70 |
+
"""
|
| 71 |
+
Fetches symbols from selected symbol libraries based on keywords.
|
| 72 |
+
TODO: Replace with actual API calls to:
|
| 73 |
+
- GlobalSymbols API
|
| 74 |
+
- ARASAAC API
|
| 75 |
+
- AAC Image Library API
|
| 76 |
+
- PiCom API
|
| 77 |
+
"""
|
| 78 |
+
# Dummy: Return placeholder image paths
|
| 79 |
+
# In production, these would be URLs or file paths to actual symbols
|
| 80 |
+
dummy_symbols = [
|
| 81 |
+
"https://via.placeholder.com/200x200/4A90E2/FFFFFF?text=Symbol1",
|
| 82 |
+
"https://via.placeholder.com/200x200/50C878/FFFFFF?text=Symbol2",
|
| 83 |
+
"https://via.placeholder.com/200x200/E94B3C/FFFFFF?text=Symbol3",
|
| 84 |
+
"https://via.placeholder.com/200x200/F5A623/FFFFFF?text=Symbol4",
|
| 85 |
+
]
|
| 86 |
+
return dummy_symbols
|
| 87 |
+
|
| 88 |
+
def generate_ai_image(prompt: str) -> Optional[str]:
|
| 89 |
+
"""
|
| 90 |
+
Generates an image using AI based on the provided prompt.
|
| 91 |
+
TODO: Replace with actual AI image generation API call:
|
| 92 |
+
- OpenAI DALL-E
|
| 93 |
+
- Stability AI Stable Diffusion
|
| 94 |
+
- Midjourney API
|
| 95 |
+
- Other image generation services
|
| 96 |
+
"""
|
| 97 |
+
# Dummy: Return placeholder image
|
| 98 |
+
return "https://via.placeholder.com/400x400/9B59B6/FFFFFF?text=AI+Generated"
|
| 99 |
+
|
| 100 |
+
def export_to_pdf(text: str, images: List[str]) -> str:
|
| 101 |
+
"""
|
| 102 |
+
Exports the Easy Read document to PDF format.
|
| 103 |
+
TODO: Implement PDF generation using libraries like:
|
| 104 |
+
- reportlab
|
| 105 |
+
- fpdf
|
| 106 |
+
- weasyprint
|
| 107 |
+
"""
|
| 108 |
+
return "PDF export functionality - TODO: Implement"
|
| 109 |
+
|
| 110 |
+
def export_to_word(text: str, images: List[str]) -> str:
|
| 111 |
+
"""
|
| 112 |
+
Exports the Easy Read document to Word format.
|
| 113 |
+
TODO: Implement Word document generation using:
|
| 114 |
+
- python-docx
|
| 115 |
+
"""
|
| 116 |
+
return "Word export functionality - TODO: Implement"
|
| 117 |
+
|
| 118 |
+
def generate_audio(text: str) -> str:
|
| 119 |
+
"""
|
| 120 |
+
Generates audio narration of the Easy Read text.
|
| 121 |
+
TODO: Implement text-to-speech using:
|
| 122 |
+
- OpenAI TTS API
|
| 123 |
+
- Google Cloud Text-to-Speech
|
| 124 |
+
- Amazon Polly
|
| 125 |
+
- Azure Cognitive Services
|
| 126 |
+
"""
|
| 127 |
+
return "Audio generation functionality - TODO: Implement"
|
| 128 |
+
|
| 129 |
+
# ============================================================================
|
| 130 |
+
# GRADIO INTERFACE COMPONENTS
|
| 131 |
+
# ============================================================================
|
| 132 |
+
|
| 133 |
+
def create_convert_handler(
|
| 134 |
+
pdf_file, text_input, context, unalterable_terms, selected_libraries
|
| 135 |
+
):
|
| 136 |
+
"""
|
| 137 |
+
Main handler for the "Convert to Easy Read" button.
|
| 138 |
+
Processes input and returns simplified text and symbol suggestions.
|
| 139 |
+
"""
|
| 140 |
+
# Step 1: Convert text to Easy Read format
|
| 141 |
+
simplified_text, keywords, sentences = convert_to_easy_read(
|
| 142 |
+
pdf_file, text_input, context, unalterable_terms
|
| 143 |
+
)
|
| 144 |
+
|
| 145 |
+
# Step 2: Fetch symbols from selected libraries
|
| 146 |
+
symbols = fetch_symbols_from_libraries(keywords, selected_libraries)
|
| 147 |
+
|
| 148 |
+
# Step 3: Create sentence components for display
|
| 149 |
+
sentence_components = []
|
| 150 |
+
for i, sentence in enumerate(sentences):
|
| 151 |
+
sentence_components.append((sentence, i))
|
| 152 |
+
|
| 153 |
+
return simplified_text, symbols, sentences
|
| 154 |
+
|
| 155 |
+
def create_ai_image_handler(prompt: str):
|
| 156 |
+
"""Handler for AI image generation tab."""
|
| 157 |
+
if not prompt.strip():
|
| 158 |
+
return None
|
| 159 |
+
return generate_ai_image(prompt)
|
| 160 |
+
|
| 161 |
+
# ============================================================================
|
| 162 |
+
# MAIN GRADIO INTERFACE
|
| 163 |
+
# ============================================================================
|
| 164 |
+
|
| 165 |
+
def create_interface():
|
| 166 |
+
"""Creates and configures the main Gradio interface."""
|
| 167 |
+
|
| 168 |
+
with gr.Blocks(theme=gr.themes.Soft()) as app:
|
| 169 |
+
# Store sentences in state
|
| 170 |
+
sentences_state = gr.State([])
|
| 171 |
+
|
| 172 |
+
# ====================================================================
|
| 173 |
+
# HEADER SECTION
|
| 174 |
+
# ====================================================================
|
| 175 |
+
gr.Markdown(
|
| 176 |
+
"""
|
| 177 |
+
# GenAI for Easy Read: Open-Source Multimodal Solution
|
| 178 |
+
Convert documents into accessible Easy Read formats with simplified text and supported symbols.
|
| 179 |
+
""",
|
| 180 |
+
elem_classes=["header"]
|
| 181 |
+
)
|
| 182 |
+
|
| 183 |
+
# ====================================================================
|
| 184 |
+
# STEP 1: INPUT SECTION
|
| 185 |
+
# ====================================================================
|
| 186 |
+
gr.Markdown("## Step 1: Input Document or Text")
|
| 187 |
+
|
| 188 |
+
with gr.Row():
|
| 189 |
+
# Left Column: File Upload
|
| 190 |
+
with gr.Column():
|
| 191 |
+
pdf_upload = gr.File(
|
| 192 |
+
label="Upload Document",
|
| 193 |
+
file_types=[".pdf"],
|
| 194 |
+
type="filepath"
|
| 195 |
+
)
|
| 196 |
+
|
| 197 |
+
# Right Column: Text Input
|
| 198 |
+
with gr.Column():
|
| 199 |
+
text_input = gr.Textbox(
|
| 200 |
+
label="Or Paste Text Here",
|
| 201 |
+
lines=10,
|
| 202 |
+
placeholder="Enter your text here..."
|
| 203 |
+
)
|
| 204 |
+
|
| 205 |
+
# Advanced Settings Accordion
|
| 206 |
+
with gr.Accordion("Advanced Settings", open=False):
|
| 207 |
+
context_input = gr.Textbox(
|
| 208 |
+
label="Context/Custom Instructions",
|
| 209 |
+
placeholder="e.g., 'never use term X', 'target audience: children'",
|
| 210 |
+
lines=3
|
| 211 |
+
)
|
| 212 |
+
unalterable_terms_input = gr.Textbox(
|
| 213 |
+
label="Unalterable Terms",
|
| 214 |
+
placeholder="Enter terms that must not be changed (comma-separated)",
|
| 215 |
+
lines=2
|
| 216 |
+
)
|
| 217 |
+
|
| 218 |
+
# ====================================================================
|
| 219 |
+
# STEP 2: SYMBOL CONFIGURATION
|
| 220 |
+
# ====================================================================
|
| 221 |
+
gr.Markdown("## Step 2: Select Symbol Libraries")
|
| 222 |
+
|
| 223 |
+
symbol_libraries = gr.CheckboxGroup(
|
| 224 |
+
choices=[
|
| 225 |
+
"AAC Image Library",
|
| 226 |
+
"GlobalSymbols",
|
| 227 |
+
"ARASAAC",
|
| 228 |
+
"PiCom",
|
| 229 |
+
"AI Realistic Symbols"
|
| 230 |
+
],
|
| 231 |
+
label="Available Symbol Libraries",
|
| 232 |
+
value=["ARASAAC", "GlobalSymbols"] # Default selections
|
| 233 |
+
)
|
| 234 |
+
|
| 235 |
+
# ====================================================================
|
| 236 |
+
# STEP 3: EASY READ EDITOR
|
| 237 |
+
# ====================================================================
|
| 238 |
+
gr.Markdown("## Step 3: Easy Read Editor")
|
| 239 |
+
|
| 240 |
+
# Convert Button
|
| 241 |
+
convert_btn = gr.Button(
|
| 242 |
+
"Convert to Easy Read",
|
| 243 |
+
variant="primary",
|
| 244 |
+
size="lg"
|
| 245 |
+
)
|
| 246 |
+
|
| 247 |
+
# Main Editor Layout: Text Editing + Image Selection
|
| 248 |
+
with gr.Row():
|
| 249 |
+
# Left Side: Full Text Editor
|
| 250 |
+
with gr.Column(scale=1):
|
| 251 |
+
simplified_text = gr.Textbox(
|
| 252 |
+
label="Full Simplified Text (Editable)",
|
| 253 |
+
lines=15,
|
| 254 |
+
placeholder="Simplified text will appear here after conversion..."
|
| 255 |
+
)
|
| 256 |
+
|
| 257 |
+
# Right Side: Multi-Tab Image Interface
|
| 258 |
+
with gr.Column(scale=1):
|
| 259 |
+
with gr.Tabs() as image_tabs:
|
| 260 |
+
# Tab 1: Symbol Library / Alternatives
|
| 261 |
+
with gr.Tab("Symbol Library / Alternatives"):
|
| 262 |
+
symbol_gallery = gr.Gallery(
|
| 263 |
+
label="Available Symbols",
|
| 264 |
+
show_label=True,
|
| 265 |
+
elem_id="symbol_gallery",
|
| 266 |
+
columns=3,
|
| 267 |
+
rows=2,
|
| 268 |
+
height="auto"
|
| 269 |
+
)
|
| 270 |
+
|
| 271 |
+
# Tab 2: Generate with AI
|
| 272 |
+
with gr.Tab("Generate with AI"):
|
| 273 |
+
ai_prompt = gr.Textbox(
|
| 274 |
+
label="Image Prompt",
|
| 275 |
+
placeholder="Describe the image you want to generate...",
|
| 276 |
+
lines=3
|
| 277 |
+
)
|
| 278 |
+
generate_ai_btn = gr.Button("Generate", variant="secondary")
|
| 279 |
+
ai_generated_image = gr.Image(
|
| 280 |
+
label="Generated Image",
|
| 281 |
+
type="filepath"
|
| 282 |
+
)
|
| 283 |
+
|
| 284 |
+
# Tab 3: Upload / Personal
|
| 285 |
+
with gr.Tab("Upload / Personal"):
|
| 286 |
+
personal_image_upload = gr.Image(
|
| 287 |
+
label="Upload Your Image",
|
| 288 |
+
sources=["upload"],
|
| 289 |
+
type="filepath"
|
| 290 |
+
)
|
| 291 |
+
|
| 292 |
+
# Tab 4: Favorites
|
| 293 |
+
with gr.Tab("Favorites"):
|
| 294 |
+
favorites_gallery = gr.Gallery(
|
| 295 |
+
label="Saved Favorites",
|
| 296 |
+
show_label=True,
|
| 297 |
+
elem_id="favorites_gallery",
|
| 298 |
+
columns=3,
|
| 299 |
+
rows=2,
|
| 300 |
+
height="auto"
|
| 301 |
+
)
|
| 302 |
+
|
| 303 |
+
# ====================================================================
|
| 304 |
+
# INDIVIDUAL SENTENCE EDITOR
|
| 305 |
+
# ====================================================================
|
| 306 |
+
gr.Markdown("## Individual Sentence Editor")
|
| 307 |
+
gr.Markdown("*Edit each sentence separately below*")
|
| 308 |
+
|
| 309 |
+
# Container for individual sentences
|
| 310 |
+
sentence_editor_container = gr.Column()
|
| 311 |
+
|
| 312 |
+
with sentence_editor_container:
|
| 313 |
+
# Dynamic sentence textboxes will be created here
|
| 314 |
+
sentence_textboxes = []
|
| 315 |
+
for i in range(10): # Pre-create 10 textboxes (will show/hide as needed)
|
| 316 |
+
with gr.Row(visible=False) as sentence_row:
|
| 317 |
+
sentence_num = gr.Markdown(f"**Sentence {i+1}:**")
|
| 318 |
+
sentence_box = gr.Textbox(
|
| 319 |
+
label="",
|
| 320 |
+
lines=2,
|
| 321 |
+
show_label=False,
|
| 322 |
+
scale=4
|
| 323 |
+
)
|
| 324 |
+
sentence_textboxes.append((sentence_row, sentence_box, sentence_num))
|
| 325 |
+
|
| 326 |
+
# ====================================================================
|
| 327 |
+
# FOOTER / EXPORT SECTION
|
| 328 |
+
# ====================================================================
|
| 329 |
+
gr.Markdown("## Export Options")
|
| 330 |
+
|
| 331 |
+
with gr.Row():
|
| 332 |
+
export_pdf_btn = gr.Button("Export to PDF", variant="secondary")
|
| 333 |
+
export_word_btn = gr.Button("Export to Word", variant="secondary")
|
| 334 |
+
generate_audio_btn = gr.Button("Generate Audio", variant="secondary")
|
| 335 |
+
|
| 336 |
+
# ====================================================================
|
| 337 |
+
# EVENT HANDLERS
|
| 338 |
+
# ====================================================================
|
| 339 |
+
|
| 340 |
+
def update_sentence_display(sentences):
|
| 341 |
+
"""Updates the visibility and content of sentence textboxes"""
|
| 342 |
+
updates = []
|
| 343 |
+
for i, (row, box, num) in enumerate(sentence_textboxes):
|
| 344 |
+
if i < len(sentences):
|
| 345 |
+
# Show this sentence
|
| 346 |
+
updates.extend([
|
| 347 |
+
gr.update(visible=True), # row
|
| 348 |
+
gr.update(value=sentences[i]), # textbox
|
| 349 |
+
gr.update(value=f"**Sentence {i+1}:**") # label
|
| 350 |
+
])
|
| 351 |
+
else:
|
| 352 |
+
# Hide this sentence
|
| 353 |
+
updates.extend([
|
| 354 |
+
gr.update(visible=False), # row
|
| 355 |
+
gr.update(value=""), # textbox
|
| 356 |
+
gr.update(value="") # label
|
| 357 |
+
])
|
| 358 |
+
return updates
|
| 359 |
+
|
| 360 |
+
def merge_sentences_to_full_text(*sentence_values):
|
| 361 |
+
"""Merges individual sentence values back into full text"""
|
| 362 |
+
# Filter out empty sentences
|
| 363 |
+
sentences = [s for s in sentence_values if s and s.strip()]
|
| 364 |
+
return "\n".join(sentences)
|
| 365 |
+
|
| 366 |
+
# Convert button handler
|
| 367 |
+
def convert_handler(*args):
|
| 368 |
+
simplified_text, symbols, sentences = create_convert_handler(*args)
|
| 369 |
+
|
| 370 |
+
# Update sentence display
|
| 371 |
+
sentence_updates = update_sentence_display(sentences)
|
| 372 |
+
|
| 373 |
+
return [simplified_text, symbols, sentences] + sentence_updates
|
| 374 |
+
|
| 375 |
+
# Collect all outputs for convert button
|
| 376 |
+
convert_outputs = [simplified_text, symbol_gallery, sentences_state]
|
| 377 |
+
for row, box, num in sentence_textboxes:
|
| 378 |
+
convert_outputs.extend([row, box, num])
|
| 379 |
+
|
| 380 |
+
convert_btn.click(
|
| 381 |
+
fn=convert_handler,
|
| 382 |
+
inputs=[
|
| 383 |
+
pdf_upload,
|
| 384 |
+
text_input,
|
| 385 |
+
context_input,
|
| 386 |
+
unalterable_terms_input,
|
| 387 |
+
symbol_libraries
|
| 388 |
+
],
|
| 389 |
+
outputs=convert_outputs
|
| 390 |
+
)
|
| 391 |
+
|
| 392 |
+
# Update full text when any sentence is edited
|
| 393 |
+
for row, box, num in sentence_textboxes:
|
| 394 |
+
box.change(
|
| 395 |
+
fn=merge_sentences_to_full_text,
|
| 396 |
+
inputs=[b for r, b, n in sentence_textboxes],
|
| 397 |
+
outputs=[simplified_text]
|
| 398 |
+
)
|
| 399 |
+
|
| 400 |
+
# AI image generation handler
|
| 401 |
+
generate_ai_btn.click(
|
| 402 |
+
fn=create_ai_image_handler,
|
| 403 |
+
inputs=[ai_prompt],
|
| 404 |
+
outputs=[ai_generated_image]
|
| 405 |
+
)
|
| 406 |
+
|
| 407 |
+
# Export handlers (placeholder)
|
| 408 |
+
export_pdf_btn.click(
|
| 409 |
+
fn=lambda t, imgs: gr.Info("PDF export - TODO: Implement backend"),
|
| 410 |
+
inputs=[simplified_text, symbol_gallery],
|
| 411 |
+
outputs=[]
|
| 412 |
+
)
|
| 413 |
+
|
| 414 |
+
export_word_btn.click(
|
| 415 |
+
fn=lambda t, imgs: gr.Info("Word export - TODO: Implement backend"),
|
| 416 |
+
inputs=[simplified_text, symbol_gallery],
|
| 417 |
+
outputs=[]
|
| 418 |
+
)
|
| 419 |
+
|
| 420 |
+
generate_audio_btn.click(
|
| 421 |
+
fn=lambda t: gr.Info("Audio generation - TODO: Implement backend"),
|
| 422 |
+
inputs=[simplified_text],
|
| 423 |
+
outputs=[]
|
| 424 |
+
)
|
| 425 |
+
|
| 426 |
+
return app
|
| 427 |
+
|
| 428 |
+
def main():
|
| 429 |
+
"""Main entry point for the application."""
|
| 430 |
+
app = create_interface()
|
| 431 |
+
app.launch(
|
| 432 |
+
server_name="0.0.0.0",
|
| 433 |
+
server_port=7860,
|
| 434 |
+
share=False
|
| 435 |
+
)
|
| 436 |
+
|
| 437 |
+
if __name__ == "__main__":
|
| 438 |
+
main()
|