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
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Subproject commit da27106172ae5acc2deda738eee913963fdaac6f
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backend/main.py
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@@ -0,0 +1,266 @@
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| 1 |
+
from fastapi import FastAPI, File, UploadFile, Form, HTTPException, Request
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from fastapi.responses import HTMLResponse, JSONResponse
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from fastapi.staticfiles import StaticFiles
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from fastapi.templating import Jinja2Templates
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import os
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from typing import List, Optional
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import shutil
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# Placeholder for translation logic
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# from transformers import pipeline # Uncomment when implementing translation
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# --- Configuration ---
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# Determine the base directory of the main.py script
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# This helps in locating templates and static files correctly, especially in Docker
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BASE_DIR = os.path.dirname(os.path.abspath(__file__))
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# Adjust paths to go one level up from backend to find templates/static
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TEMPLATE_DIR = os.path.join(os.path.dirname(BASE_DIR), "templates")
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STATIC_DIR = os.path.join(os.path.dirname(BASE_DIR), "static")
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UPLOAD_DIR = os.path.join(os.path.dirname(BASE_DIR), "uploads") # Place uploads outside backend
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app = FastAPI()
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# --- Mount Static Files and Templates ---
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# Ensure the static directory exists (FastAPI doesn't create it)
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# We'll create it manually or via Docker later
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app.mount("/static", StaticFiles(directory=STATIC_DIR), name="static")
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# Ensure the templates directory exists (FastAPI doesn't create it)
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templates = Jinja2Templates(directory=TEMPLATE_DIR)
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| 31 |
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# --- Placeholder for Model Loading ---
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| 32 |
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# Initialize the translation pipeline (load the model)
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| 33 |
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# Consider loading the model on startup to avoid delays during requests
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| 34 |
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# translator = pipeline("translation", model="Helsinki-NLP/opus-mt-en-ar") # Example model
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| 35 |
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| 36 |
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# --- Helper Functions ---
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| 37 |
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def translate_text_internal(text: str, source_lang: str, target_lang: str = "ar") -> str:
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| 38 |
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"""Internal function to handle text translation using the loaded model."""
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| 39 |
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# Refined Prompt based on user request
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| 40 |
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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:
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| 41 |
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| 42 |
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{text}"""
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| 43 |
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| 44 |
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# --- Actual Translation Logic (using Hugging Face pipeline) ---
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| 45 |
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# This part needs to be implemented based on the chosen model's API
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| 46 |
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# Example using a generic pipeline (replace with actual model call):
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| 47 |
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# try:
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| 48 |
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# # Note: Standard pipelines might not directly support complex prompts like this.
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| 49 |
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# # You might need custom model loading and generation logic.
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| 50 |
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# # result = translator(prompt, src_lang=source_lang, tgt_lang=target_lang) # Adjust based on model
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| 51 |
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# # translated_text = result[0]['translation_text']
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| 52 |
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# # --- Placeholder ---
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| 53 |
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# print(f"Simulating translation for prompt: {prompt}") # Log the prompt being used
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| 54 |
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# translated_text = f"Translated: {text} (from {source_lang} to {target_lang})" # Replace with actual translation
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| 55 |
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# return translated_text
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| 56 |
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# except Exception as e:
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| 57 |
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# print(f"Error during translation: {e}")
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| 58 |
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# raise HTTPException(status_code=500, detail=f"Translation failed: {e}")
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| 59 |
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# --- End Placeholder ---
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| 60 |
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| 61 |
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# --- Simplified Placeholder ---
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| 62 |
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print(f"Using Prompt: {prompt}")
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| 63 |
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# Simulate translation for now
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| 64 |
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return f"[Simulated Translation of '{text}' from {source_lang} to MSA Arabic, focusing on meaning and eloquence]"
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| 65 |
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# --- End Simplified Placeholder ---
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| 66 |
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| 67 |
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| 68 |
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def extract_text_from_file(file_path: str, file_type: str) -> str:
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| 69 |
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"""Extracts text from various document types."""
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| 70 |
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text = ""
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| 71 |
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try:
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| 72 |
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if file_type == "application/pdf":
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| 73 |
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import fitz # PyMuPDF
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| 74 |
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with fitz.open(file_path) as doc:
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| 75 |
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for page in doc:
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| 76 |
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text += page.get_text()
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| 77 |
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elif file_type == "application/vnd.openxmlformats-officedocument.wordprocessingml.document":
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| 78 |
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from docx import Document
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| 79 |
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doc = Document(file_path)
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| 80 |
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for para in doc.paragraphs:
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| 81 |
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text += para.text + "\n"
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| 82 |
+
elif file_type == "application/vnd.openxmlformats-officedocument.spreadsheetml.sheet":
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| 83 |
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import openpyxl
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| 84 |
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workbook = openpyxl.load_workbook(file_path)
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| 85 |
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for sheet_name in workbook.sheetnames:
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| 86 |
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sheet = workbook[sheet_name]
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| 87 |
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for row in sheet.iter_rows():
|
| 88 |
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for cell in row:
|
| 89 |
+
if cell.value:
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| 90 |
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text += str(cell.value) + " "
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| 91 |
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text += "\n" # Newline after each row
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| 92 |
+
elif file_type == "application/vnd.openxmlformats-officedocument.presentationml.presentation":
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| 93 |
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from pptx import Presentation
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| 94 |
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prs = Presentation(file_path)
|
| 95 |
+
for slide in prs.slides:
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| 96 |
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for shape in slide.shapes:
|
| 97 |
+
if hasattr(shape, "text"):
|
| 98 |
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text += shape.text + "\n"
|
| 99 |
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# Add handling for plain text files
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| 100 |
+
elif file_type.startswith("text/"):
|
| 101 |
+
with open(file_path, 'r', encoding='utf-8', errors='ignore') as f:
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| 102 |
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text = f.read()
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| 103 |
+
else:
|
| 104 |
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raise HTTPException(status_code=400, detail=f"Unsupported file type: {file_type}. Cannot extract text.")
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| 105 |
+
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| 106 |
+
except ImportError as ie:
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| 107 |
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print(f"Import error for {file_type}: {ie}. Make sure the required library is installed.")
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| 108 |
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# Ensure temp file is cleaned up even if import fails
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| 109 |
+
if os.path.exists(file_path):
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| 110 |
+
os.remove(file_path)
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| 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 |
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os.remove(file_path)
|
| 117 |
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raise HTTPException(status_code=500, detail=f"Failed to extract text from file: {e}")
|
| 118 |
+
|
| 119 |
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# Do not remove the file here; let the calling function handle cleanup after translation
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| 120 |
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return text
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| 121 |
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| 122 |
+
# --- API Endpoints ---
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| 123 |
+
@app.get("/", response_class=HTMLResponse)
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| 124 |
+
async def read_root(request: Request):
|
| 125 |
+
"""Serves the main HTML page."""
|
| 126 |
+
# Ensure templates directory exists before trying to render
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| 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}")
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| 131 |
+
return templates.TemplateResponse("index.html", {"request": request})
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| 132 |
+
|
| 133 |
+
@app.post("/translate/text")
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| 134 |
+
async def translate_text_endpoint(
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| 135 |
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text: str = Form(...),
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| 136 |
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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
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| 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:
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| 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
|