amine_dubs
commited on
Commit
·
d6d82c2
1
Parent(s):
a5b30bf
Restore backend files and ensure Dockerfile is in root
Browse files- backend +0 -1
- backend/main.py +266 -0
- backend/requirements.txt +11 -0
backend
DELETED
@@ -1 +0,0 @@
|
|
1 |
-
Subproject commit da27106172ae5acc2deda738eee913963fdaac6f
|
|
|
|
backend/main.py
ADDED
@@ -0,0 +1,266 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from fastapi import FastAPI, File, UploadFile, Form, HTTPException, Request
|
2 |
+
from fastapi.responses import HTMLResponse, JSONResponse
|
3 |
+
from fastapi.staticfiles import StaticFiles
|
4 |
+
from fastapi.templating import Jinja2Templates
|
5 |
+
import os
|
6 |
+
from typing import List, Optional
|
7 |
+
import shutil
|
8 |
+
|
9 |
+
# Placeholder for translation logic
|
10 |
+
# from transformers import pipeline # Uncomment when implementing translation
|
11 |
+
|
12 |
+
# --- Configuration ---
|
13 |
+
# Determine the base directory of the main.py script
|
14 |
+
# This helps in locating templates and static files correctly, especially in Docker
|
15 |
+
BASE_DIR = os.path.dirname(os.path.abspath(__file__))
|
16 |
+
# Adjust paths to go one level up from backend to find templates/static
|
17 |
+
TEMPLATE_DIR = os.path.join(os.path.dirname(BASE_DIR), "templates")
|
18 |
+
STATIC_DIR = os.path.join(os.path.dirname(BASE_DIR), "static")
|
19 |
+
UPLOAD_DIR = os.path.join(os.path.dirname(BASE_DIR), "uploads") # Place uploads outside backend
|
20 |
+
|
21 |
+
app = FastAPI()
|
22 |
+
|
23 |
+
# --- Mount Static Files and Templates ---
|
24 |
+
# Ensure the static directory exists (FastAPI doesn't create it)
|
25 |
+
# We'll create it manually or via Docker later
|
26 |
+
app.mount("/static", StaticFiles(directory=STATIC_DIR), name="static")
|
27 |
+
|
28 |
+
# Ensure the templates directory exists (FastAPI doesn't create it)
|
29 |
+
templates = Jinja2Templates(directory=TEMPLATE_DIR)
|
30 |
+
|
31 |
+
# --- Placeholder for Model Loading ---
|
32 |
+
# Initialize the translation pipeline (load the model)
|
33 |
+
# Consider loading the model on startup to avoid delays during requests
|
34 |
+
# translator = pipeline("translation", model="Helsinki-NLP/opus-mt-en-ar") # Example model
|
35 |
+
|
36 |
+
# --- Helper Functions ---
|
37 |
+
def translate_text_internal(text: str, source_lang: str, target_lang: str = "ar") -> str:
|
38 |
+
"""Internal function to handle text translation using the loaded model."""
|
39 |
+
# Refined Prompt based on user request
|
40 |
+
prompt = f"""Translate the following text from {source_lang} to Arabic (Modern Standard Arabic - Fusha) precisely. Do not provide a literal translation; focus on conveying the meaning accurately while respecting Arabic eloquence (balagha) by rephrasing if necessary:
|
41 |
+
|
42 |
+
{text}"""
|
43 |
+
|
44 |
+
# --- Actual Translation Logic (using Hugging Face pipeline) ---
|
45 |
+
# This part needs to be implemented based on the chosen model's API
|
46 |
+
# Example using a generic pipeline (replace with actual model call):
|
47 |
+
# try:
|
48 |
+
# # Note: Standard pipelines might not directly support complex prompts like this.
|
49 |
+
# # You might need custom model loading and generation logic.
|
50 |
+
# # result = translator(prompt, src_lang=source_lang, tgt_lang=target_lang) # Adjust based on model
|
51 |
+
# # translated_text = result[0]['translation_text']
|
52 |
+
# # --- Placeholder ---
|
53 |
+
# print(f"Simulating translation for prompt: {prompt}") # Log the prompt being used
|
54 |
+
# translated_text = f"Translated: {text} (from {source_lang} to {target_lang})" # Replace with actual translation
|
55 |
+
# return translated_text
|
56 |
+
# except Exception as e:
|
57 |
+
# print(f"Error during translation: {e}")
|
58 |
+
# raise HTTPException(status_code=500, detail=f"Translation failed: {e}")
|
59 |
+
# --- End Placeholder ---
|
60 |
+
|
61 |
+
# --- Simplified Placeholder ---
|
62 |
+
print(f"Using Prompt: {prompt}")
|
63 |
+
# Simulate translation for now
|
64 |
+
return f"[Simulated Translation of '{text}' from {source_lang} to MSA Arabic, focusing on meaning and eloquence]"
|
65 |
+
# --- End Simplified Placeholder ---
|
66 |
+
|
67 |
+
|
68 |
+
def extract_text_from_file(file_path: str, file_type: str) -> str:
|
69 |
+
"""Extracts text from various document types."""
|
70 |
+
text = ""
|
71 |
+
try:
|
72 |
+
if file_type == "application/pdf":
|
73 |
+
import fitz # PyMuPDF
|
74 |
+
with fitz.open(file_path) as doc:
|
75 |
+
for page in doc:
|
76 |
+
text += page.get_text()
|
77 |
+
elif file_type == "application/vnd.openxmlformats-officedocument.wordprocessingml.document":
|
78 |
+
from docx import Document
|
79 |
+
doc = Document(file_path)
|
80 |
+
for para in doc.paragraphs:
|
81 |
+
text += para.text + "\n"
|
82 |
+
elif file_type == "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet":
|
83 |
+
import openpyxl
|
84 |
+
workbook = openpyxl.load_workbook(file_path)
|
85 |
+
for sheet_name in workbook.sheetnames:
|
86 |
+
sheet = workbook[sheet_name]
|
87 |
+
for row in sheet.iter_rows():
|
88 |
+
for cell in row:
|
89 |
+
if cell.value:
|
90 |
+
text += str(cell.value) + " "
|
91 |
+
text += "\n" # Newline after each row
|
92 |
+
elif file_type == "application/vnd.openxmlformats-officedocument.presentationml.presentation":
|
93 |
+
from pptx import Presentation
|
94 |
+
prs = Presentation(file_path)
|
95 |
+
for slide in prs.slides:
|
96 |
+
for shape in slide.shapes:
|
97 |
+
if hasattr(shape, "text"):
|
98 |
+
text += shape.text + "\n"
|
99 |
+
# Add handling for plain text files
|
100 |
+
elif file_type.startswith("text/"):
|
101 |
+
with open(file_path, 'r', encoding='utf-8', errors='ignore') as f:
|
102 |
+
text = f.read()
|
103 |
+
else:
|
104 |
+
raise HTTPException(status_code=400, detail=f"Unsupported file type: {file_type}. Cannot extract text.")
|
105 |
+
|
106 |
+
except ImportError as ie:
|
107 |
+
print(f"Import error for {file_type}: {ie}. Make sure the required library is installed.")
|
108 |
+
# Ensure temp file is cleaned up even if import fails
|
109 |
+
if os.path.exists(file_path):
|
110 |
+
os.remove(file_path)
|
111 |
+
raise HTTPException(status_code=501, detail=f"Text extraction for {file_type} requires an additional library: {ie.name}. Please install it (check requirements.txt). The file was not processed.")
|
112 |
+
except Exception as e:
|
113 |
+
print(f"Error extracting text from {file_path} ({file_type}): {e}")
|
114 |
+
# Ensure temp file is cleaned up on extraction error
|
115 |
+
if os.path.exists(file_path):
|
116 |
+
os.remove(file_path)
|
117 |
+
raise HTTPException(status_code=500, detail=f"Failed to extract text from file: {e}")
|
118 |
+
|
119 |
+
# Do not remove the file here; let the calling function handle cleanup after translation
|
120 |
+
return text
|
121 |
+
|
122 |
+
# --- API Endpoints ---
|
123 |
+
@app.get("/", response_class=HTMLResponse)
|
124 |
+
async def read_root(request: Request):
|
125 |
+
"""Serves the main HTML page."""
|
126 |
+
# Ensure templates directory exists before trying to render
|
127 |
+
if not os.path.exists(TEMPLATE_DIR):
|
128 |
+
raise HTTPException(status_code=500, detail=f"Template directory not found at {TEMPLATE_DIR}")
|
129 |
+
if not os.path.exists(os.path.join(TEMPLATE_DIR, "index.html")):
|
130 |
+
raise HTTPException(status_code=500, detail=f"index.html not found in {TEMPLATE_DIR}")
|
131 |
+
return templates.TemplateResponse("index.html", {"request": request})
|
132 |
+
|
133 |
+
@app.post("/translate/text")
|
134 |
+
async def translate_text_endpoint(
|
135 |
+
text: str = Form(...),
|
136 |
+
source_lang: str = Form(...), # e.g., 'en', 'fr', 'auto'
|
137 |
+
target_lang: str = Form("ar") # Default to Arabic
|
138 |
+
):
|
139 |
+
"""Translates direct text input."""
|
140 |
+
if not text:
|
141 |
+
raise HTTPException(status_code=400, detail="No text provided for translation.")
|
142 |
+
# Allow translation to Arabic or from Arabic
|
143 |
+
# if target_lang != "ar" and source_lang != "ar":
|
144 |
+
# raise HTTPException(status_code=400, detail="Translation must involve Arabic (either as source or target). Specify 'ar' in source_lang or target_lang.")
|
145 |
+
|
146 |
+
# Simplified: For now, stick to the primary goal: other -> Arabic
|
147 |
+
if target_lang != "ar":
|
148 |
+
raise HTTPException(status_code=400, detail="Currently, only translation to Arabic (ar) is supported via this endpoint.")
|
149 |
+
|
150 |
+
try:
|
151 |
+
# Determine actual source language if 'auto' is selected (requires model/library support)
|
152 |
+
actual_source_lang = source_lang # Placeholder
|
153 |
+
# if source_lang == 'auto':
|
154 |
+
# actual_source_lang = detect_language(text) # Needs implementation
|
155 |
+
|
156 |
+
translated_text = translate_text_internal(text, actual_source_lang, target_lang)
|
157 |
+
return JSONResponse(content={"translated_text": translated_text, "source_lang": actual_source_lang})
|
158 |
+
except HTTPException as http_exc:
|
159 |
+
# Re-raise HTTP exceptions from internal functions
|
160 |
+
raise http_exc
|
161 |
+
except Exception as e:
|
162 |
+
print(f"Unexpected error in /translate/text: {e}")
|
163 |
+
raise HTTPException(status_code=500, detail=f"An unexpected error occurred during text translation: {e}")
|
164 |
+
|
165 |
+
|
166 |
+
@app.post("/translate/document")
|
167 |
+
async def translate_document_endpoint(
|
168 |
+
file: UploadFile = File(...),
|
169 |
+
source_lang: str = Form(...), # e.g., 'en', 'fr', 'auto'
|
170 |
+
target_lang: str = Form("ar") # Default to Arabic
|
171 |
+
):
|
172 |
+
"""Translates text extracted from an uploaded document."""
|
173 |
+
# Allow translation to Arabic or from Arabic
|
174 |
+
# if target_lang != "ar" and source_lang != "ar":
|
175 |
+
# raise HTTPException(status_code=400, detail="Document translation must involve Arabic (either as source or target). Specify 'ar' in source_lang or target_lang.")
|
176 |
+
|
177 |
+
# Simplified: For now, stick to the primary goal: other -> Arabic
|
178 |
+
if target_lang != "ar":
|
179 |
+
raise HTTPException(status_code=400, detail="Currently, only document translation to Arabic (ar) is supported.")
|
180 |
+
|
181 |
+
# Ensure upload directory exists
|
182 |
+
if not os.path.exists(UPLOAD_DIR):
|
183 |
+
try:
|
184 |
+
os.makedirs(UPLOAD_DIR)
|
185 |
+
except OSError as e:
|
186 |
+
raise HTTPException(status_code=500, detail=f"Could not create upload directory: {e}")
|
187 |
+
|
188 |
+
# Create a safe temporary file path
|
189 |
+
temp_file_path = os.path.join(UPLOAD_DIR, f"temp_{file.filename}")
|
190 |
+
|
191 |
+
try:
|
192 |
+
# Save the uploaded file temporarily
|
193 |
+
with open(temp_file_path, "wb") as buffer:
|
194 |
+
shutil.copyfileobj(file.file, buffer)
|
195 |
+
|
196 |
+
# Extract text based on content type
|
197 |
+
extracted_text = extract_text_from_file(temp_file_path, file.content_type)
|
198 |
+
# Note: extract_text_from_file now raises HTTPException on errors or unsupported types
|
199 |
+
|
200 |
+
if not extracted_text:
|
201 |
+
# This case might be less likely if extract_text_from_file handles errors robustly
|
202 |
+
# but keep it as a safeguard.
|
203 |
+
if os.path.exists(temp_file_path):
|
204 |
+
os.remove(temp_file_path)
|
205 |
+
raise HTTPException(status_code=400, detail="Could not extract any text from the document.")
|
206 |
+
|
207 |
+
# Determine actual source language if 'auto' (requires model/library support)
|
208 |
+
actual_source_lang = source_lang # Placeholder
|
209 |
+
# if source_lang == 'auto':
|
210 |
+
# actual_source_lang = detect_language(extracted_text) # Needs implementation
|
211 |
+
|
212 |
+
# Translate the extracted text
|
213 |
+
translated_text = translate_text_internal(extracted_text, actual_source_lang, target_lang)
|
214 |
+
|
215 |
+
# Clean up the temporary file *after* successful processing
|
216 |
+
if os.path.exists(temp_file_path):
|
217 |
+
os.remove(temp_file_path)
|
218 |
+
|
219 |
+
return JSONResponse(content={
|
220 |
+
"original_filename": file.filename,
|
221 |
+
"detected_source_lang": actual_source_lang,
|
222 |
+
"translated_text": translated_text
|
223 |
+
})
|
224 |
+
|
225 |
+
except HTTPException as http_exc:
|
226 |
+
# Clean up temp file if it exists on known errors
|
227 |
+
if os.path.exists(temp_file_path):
|
228 |
+
try:
|
229 |
+
os.remove(temp_file_path)
|
230 |
+
except:
|
231 |
+
pass
|
232 |
+
raise http_exc # Re-raise the exception
|
233 |
+
except Exception as e:
|
234 |
+
# Clean up temp file on unexpected errors
|
235 |
+
if os.path.exists(temp_file_path):
|
236 |
+
try:
|
237 |
+
os.remove(temp_file_path)
|
238 |
+
except:
|
239 |
+
pass
|
240 |
+
raise HTTPException(status_code=500, detail=f"An unexpected error occurred processing the document: {e}")
|
241 |
+
|
242 |
+
# --- Optional: Add endpoint for reverse translation (Arabic to other) ---
|
243 |
+
# @app.post("/translate/reverse")
|
244 |
+
# async def translate_reverse_endpoint(text: str = Form(...), target_lang: str = Form(...)):
|
245 |
+
# # Implement logic similar to translate_text_endpoint but with source="ar"
|
246 |
+
# # You'll need a model capable of ar -> target_lang translation
|
247 |
+
# pass
|
248 |
+
|
249 |
+
# --- Run the server (for local development) ---
|
250 |
+
if __name__ == "__main__":
|
251 |
+
import uvicorn
|
252 |
+
# Make sure to install PyMuPDF, python-docx etc. if testing locally:
|
253 |
+
# pip install -r requirements.txt (from backend directory)
|
254 |
+
print(f"Template Directory: {TEMPLATE_DIR}")
|
255 |
+
print(f"Static Directory: {STATIC_DIR}")
|
256 |
+
print(f"Upload Directory: {UPLOAD_DIR}")
|
257 |
+
# Ensure necessary directories exist for local run
|
258 |
+
if not os.path.exists(TEMPLATE_DIR): os.makedirs(TEMPLATE_DIR)
|
259 |
+
if not os.path.exists(STATIC_DIR): os.makedirs(STATIC_DIR)
|
260 |
+
if not os.path.exists(UPLOAD_DIR): os.makedirs(UPLOAD_DIR)
|
261 |
+
# Create dummy index.html if it doesn't exist for local run
|
262 |
+
if not os.path.exists(os.path.join(TEMPLATE_DIR, "index.html")):
|
263 |
+
with open(os.path.join(TEMPLATE_DIR, "index.html"), "w") as f:
|
264 |
+
f.write("<html><body><h1>Placeholder Frontend</h1></body></html>")
|
265 |
+
|
266 |
+
uvicorn.run("main:app", host="0.0.0.0", port=8000, reload=True)
|
backend/requirements.txt
ADDED
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
fastapi
|
2 |
+
uvicorn[standard]
|
3 |
+
python-multipart
|
4 |
+
transformers[torch]
|
5 |
+
# Add specific document parsing libraries later if needed, e.g.:
|
6 |
+
python-docx
|
7 |
+
openpyxl
|
8 |
+
python-pptx
|
9 |
+
PyMuPDF
|
10 |
+
sentencepiece # Often needed for tokenizers
|
11 |
+
sacremoses # Often needed for translation models
|