Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
@@ -50,10 +50,10 @@ ALLOWED_EXTENSIONS = {'pdf', 'docx', 'rsf', 'odt', 'png', 'jpg', 'jpeg', 'json'}
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def allowed_file(filename):
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return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
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@app.route('/')
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def index():
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return render_template('upload.html')
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-
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@app.route('/guide')
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def guide():
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return render_template('guide.html')
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@@ -76,7 +76,6 @@ def text_preview():
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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if not os.path.exists(resume_file_path):
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flash('Resume text not found', 'error')
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print('Resume text not found')
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return redirect(url_for('index'))
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with open(resume_file_path, 'r') as f:
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@@ -84,84 +83,262 @@ def text_preview():
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return render_template('text.html', text=text)
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except Exception as e:
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flash(f"Error loading text preview: {str(e)}", 'error')
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print(f"Error loading text preview: {str(e)}")
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return redirect(url_for('index'))
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def upload_file():
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try:
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if request.
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print('No file part to upload')
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return render_template('upload.html') # Avoid redirect loop
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file = request.files['file']
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if file.filename == '':
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flash('No selected file', 'error')
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print('No selected file to upload')
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return render_template('upload.html') # Avoid redirect loop
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if file and allowed_file(file.filename):
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filename = secure_filename(file.filename)
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file_path = os.path.join(app.config['UPLOAD_FOLDER'], filename)
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if file_path:
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print("Folder got it", file_path)
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else:
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print("Folder not got it......................")
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try:
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file.save(file_path)
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print('File uploaded successfully', 'success')
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except Exception as e:
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print(f"Error saving file: {str(e)}", 'error')
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flash(f"Error saving file: {str(e)}", 'error')
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return render_template('upload.html')
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# Handle non-JSON files
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if not filename.lower().endswith('.json'):
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return process_other_files(file_path, filename)
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else:
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flash('JSON file uploaded successfully', 'success')
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print('JSON file uploaded successfully')
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return render_template('upload.html')
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except Exception as e:
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print(f"Error----------: {str(e)}", 'error')
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flash(f"Error: {str(e)}", 'error')
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def process_other_files(file_path, filename):
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try:
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extracted_text, _ = extract_text_based_on_format(file_path)
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cleaned_text = preprocess_text(extracted_text)
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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with open(resume_file_path, 'w', encoding='utf-8') as f:
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f.write(cleaned_text)
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session['uploaded_file'] = filename
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print("save in txt file")
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return render_template('text.html', text=cleaned_text)
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except Exception as e:
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flash(f"Error processing file {filename}: {str(e)}", 'error')
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print(f"Error processing file {filename}: {str(e)}")
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return redirect(request.referrer)
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@app.route('/download', methods=['GET'])
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def download_file():
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try:
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return send_from_directory(app.config['DATA_FOLDER'], 'resume_text.txt', as_attachment=True)
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except Exception as e:
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flash(f"Error downloading file: {str(e)}", 'error')
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print(f"Error downloading file: {str(e)}")
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return redirect(request.referrer)
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@app.route('/download_model', methods=['GET'])
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def download_latest_model():
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try:
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@@ -170,50 +347,32 @@ def download_latest_model():
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if not model_files:
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flash('No model files found', 'error')
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print('No model files found')
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return redirect(request.referrer)
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latest_model_file = sorted(model_files, reverse=True)[0]
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model_path = os.path.join(models_dir, latest_model_file)
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if not os.path.exists(model_path):
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flash('Model file not found on the server', 'error')
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print('Model file not found on the server')
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return redirect(request.referrer)
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zip_filename = os.path.join(models_dir, f"{latest_model_file}.zip")
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with zipfile.ZipFile(zip_filename, 'w') as zipf:
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zipf.write(model_path, os.path.basename(model_path))
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return send_file(zip_filename, as_attachment=True)
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except Exception as e:
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flash(f"Error while downloading the model: {str(e)}", 'error')
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print(f"Error while downloading the model: {str(e)}")
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return redirect(request.referrer)
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-
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def remove_file():
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try:
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file_to_remove = session.get('uploaded_file', None)
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if file_to_remove:
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file_path = os.path.join(app.config['UPLOAD_FOLDER'], file_to_remove)
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if os.path.exists(file_path):
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os.remove(file_path)
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flash(f"{file_to_remove} removed successfully.", "success")
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print(f"{file_to_remove} removed successfully.")
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session.pop('uploaded_file', None)
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else:
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flash("File not found.", "error")
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print("File not found.")
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else:
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flash("No file selected for removal.", "error")
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print("No file selected for removal.")
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except Exception as e:
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flash(f"Error while removing file: {str(e)}", "error")
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print(f"Error while removing file: {str(e)}", "error")
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return redirect(url_for('index'))
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# Route to serve uploaded files
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'''
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@app.route('/uploads/<filename>')
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def allowed_file(filename):
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return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
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# HTML render routes (modify to fit your structure)
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@app.route('/')
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def index():
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return render_template('upload.html')
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@app.route('/guide')
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def guide():
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return render_template('guide.html')
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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if not os.path.exists(resume_file_path):
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flash('Resume text not found', 'error')
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return redirect(url_for('index'))
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with open(resume_file_path, 'r') as f:
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return render_template('text.html', text=text)
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except Exception as e:
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flash(f"Error loading text preview: {str(e)}", 'error')
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return redirect(url_for('index'))
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# API for uploading Resume files
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@app.route('/upload',methods=['GET', 'POST'])
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def upload_file():
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try:
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if 'file' not in request.files:
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flash('No file part', 'error')
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return redirect(request.url)
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file = request.files['file']
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if file.filename == '':
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flash('No selected file', 'error')
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return redirect(request.url)
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if file and allowed_file(file.filename):
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filename = secure_filename(file.filename)
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file_path = os.path.join(app.config['UPLOAD_FOLDER'], filename)
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file.save(file_path)
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# Handle text extraction for non-JSON files
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if not filename.lower().endswith('.json'):
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return process_other_files(file_path, filename)
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flash('File type not allowed', 'error')
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except Exception as e:
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flash(f"Error: {str(e)}", 'error')
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return redirect(request.url)
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# Process non-JSON files, extract text and save to 'resume_text.txt'
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def process_other_files(file_path, filename):
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try:
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extracted_text, _ = extract_text_based_on_format(file_path)
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cleaned_text = preprocess_text(extracted_text)
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os.makedirs(app.config['DATA_FOLDER'], exist_ok=True)
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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with open(resume_file_path, 'w', encoding='utf-8') as f:
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f.write(cleaned_text)
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session['uploaded_file'] = filename
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return render_template('text.html', text=cleaned_text)
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except Exception as e:
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flash(f"Error processing file {filename}: {str(e)}", 'error')
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return redirect(request.referrer)
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# API to handle the text editing and saving
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@app.route('/edit_text', methods=['POST'])
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def edit_text():
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try:
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# Get the edited text from the form
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edited_text = request.form['edited_text']
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# Save the edited text back to 'resume_text.txt'
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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with open(resume_file_path, 'w', encoding='utf-8') as f:
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f.write(edited_text)
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flash('Text edited successfully', 'success')
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# Pass the edited text back to the template
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return render_template('text.html', text=edited_text)
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except Exception as e:
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flash(f"Error saving edited text: {str(e)}", 'error')
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return redirect(request.referrer)
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# API for downloading the 'resume_text.txt' file
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@app.route('/download', methods=['GET'])
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def download_file():
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try:
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return send_from_directory(app.config['DATA_FOLDER'], 'resume_text.txt', as_attachment=True)
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except Exception as e:
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flash(f"Error downloading file: {str(e)}", 'error')
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return redirect(request.referrer)
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@app.route('/save_and_download', methods=['POST'])
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def save_and_download():
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try:
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# Get the edited text from the form
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edited_text = request.form['edited_text']
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# Save the edited text back to 'resume_text.txt'
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resume_file_path = os.path.join(app.config['DATA_FOLDER'], 'resume_text.txt')
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with open(resume_file_path, 'w', encoding='utf-8') as f:
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f.write(edited_text)
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# flash('Text edited successfully', 'success')
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# Now send the file as a download
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return send_from_directory(app.config['DATA_FOLDER'], 'resume_text.txt', as_attachment=True)
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except Exception as e:
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flash(f"Error saving and downloading file: {str(e)}", 'error')
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return redirect(request.referrer)
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# API for uploading and processing JSON files
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@app.route('/upload_json', methods=['POST'])
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def upload_json_file():
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try:
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if 'file' not in request.files:
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flash('No file part', 'error')
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return redirect(request.url)
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file = request.files['file']
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if file.filename == '':
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flash('No selected file', 'error')
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return redirect(request.url)
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if file and file.filename.lower().endswith('.json'):
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filename = secure_filename(file.filename)
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json_path = os.path.join(app.config['JSON_FOLDER'], filename)
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os.makedirs(app.config['JSON_FOLDER'], exist_ok=True)
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file.save(json_path)
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session['uploaded_json'] = filename
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flash(f'JSON file {filename} uploaded successfully')
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else:
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flash('File type not allowed', 'error')
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except Exception as e:
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flash(f"Error: {str(e)}", 'error')
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return redirect(request.referrer)
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# Process uploaded JSON file and save formatted data
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@app.route('/process_json', methods=['GET'])
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def process_json_file():
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try:
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json_folder = app.config['JSON_FOLDER']
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json_files = os.listdir(json_folder)
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if not json_files:
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flash('No JSON files found in the folder', 'error')
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return redirect(request.referrer)
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filename = json_files[0] # Modify logic if needed to handle multiple files
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json_path = os.path.join(json_folder, filename)
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if not os.path.exists(json_path):
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flash(f'JSON file {filename} not found', 'error')
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return redirect(request.referrer)
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process_uploaded_json(json_path)
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os.makedirs(app.config['DATA_FOLDER'], exist_ok=True)
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processed_file_path = os.path.join(app.config['DATA_FOLDER'], f'Processed_{filename}')
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flash(f'JSON file {filename} processed successfully')
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except Exception as e:
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flash(f"Error processing JSON file: {str(e)}", 'error')
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return redirect(request.referrer)
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# API for removing uploaded JSON files
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@app.route('/remove_json', methods=['POST'])
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def remove_all_json_files():
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try:
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json_folder = app.config['JSON_FOLDER']
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for filename in os.listdir(json_folder):
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file_path = os.path.join(json_folder, filename)
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+
if os.path.isfile(file_path):
|
246 |
+
os.remove(file_path)
|
247 |
+
session.pop('uploaded_json', None)
|
248 |
+
|
249 |
+
flash('All JSON files removed successfully')
|
250 |
+
except Exception as e:
|
251 |
+
flash(f"Error removing files: {str(e)}", 'error')
|
252 |
+
|
253 |
+
return redirect(request.referrer)
|
254 |
+
|
255 |
+
# API for removing non-JSON files
|
256 |
+
@app.route('/remove', methods=['POST'])
|
257 |
+
def remove_file():
|
258 |
+
try:
|
259 |
+
upload_folder = app.config['UPLOAD_FOLDER']
|
260 |
+
|
261 |
+
# Check if the folder exists
|
262 |
+
if os.path.exists(upload_folder):
|
263 |
+
# Loop through all files in the upload folder and remove them
|
264 |
+
for filename in os.listdir(upload_folder):
|
265 |
+
file_path = os.path.join(upload_folder, filename)
|
266 |
+
|
267 |
+
# Check if it is a file and remove it
|
268 |
+
if os.path.isfile(file_path):
|
269 |
+
os.remove(file_path)
|
270 |
+
|
271 |
+
# Clear session data related to uploaded files
|
272 |
+
session.pop('uploaded_file', None)
|
273 |
+
flash('All files removed successfully')
|
274 |
+
else:
|
275 |
+
flash(f"Upload folder does not exist", 'error')
|
276 |
+
|
277 |
+
except Exception as e:
|
278 |
+
flash(f"Error removing files: {str(e)}", 'error')
|
279 |
+
|
280 |
+
return redirect(url_for('index'))
|
281 |
+
|
282 |
+
|
283 |
+
@app.route('/to_sapcy', methods=['POST'])
|
284 |
+
def to_sapcy():
|
285 |
+
try:
|
286 |
+
# Path to the JSON file
|
287 |
+
json_file_path = 'data/Json_Data.json'
|
288 |
+
# Convert the JSON file to a .spacy file
|
289 |
+
spacy_file_path = 'data/Spacy_data.spacy'
|
290 |
+
|
291 |
+
# Call the conversion function
|
292 |
+
convert_json_to_spacy(json_file_path, spacy_file_path)
|
293 |
+
|
294 |
+
flash('Model training data converted successfully', 'success')
|
295 |
+
except Exception as e:
|
296 |
+
flash(f"Error during conversion: {str(e)}", 'error')
|
297 |
+
|
298 |
+
return redirect(request.referrer)
|
299 |
+
|
300 |
+
@app.route('/train_model_endpoint', methods=['POST'])
|
301 |
+
def train_model_endpoint():
|
302 |
+
try:
|
303 |
+
# Get the number of epochs and model version from the request
|
304 |
+
epochs = int(request.form.get('epochs', 10)) # Default to 10 if not provided
|
305 |
+
version = request.form.get('model_version', 'v1') # Default to 'v1' if not provided
|
306 |
+
|
307 |
+
# Call the training function with user-defined parameters
|
308 |
+
model_path = f"./Models/ner_model_{version}"
|
309 |
+
train_model(epochs, model_path)
|
310 |
+
|
311 |
+
flash('Model training completed successfully', 'success')
|
312 |
+
except Exception as e:
|
313 |
+
flash(f"Error during training: {str(e)}", 'error')
|
314 |
+
|
315 |
+
return redirect(url_for('index'))
|
316 |
+
|
317 |
+
# API for removing all files from specific folders
|
318 |
+
@app.route('/remove_files', methods=['POST'])
|
319 |
+
def remove_files():
|
320 |
+
try:
|
321 |
+
# Define folders to clear
|
322 |
+
folders_to_clear = [app.config['UPLOAD_FOLDER'], app.config['JSON_FOLDER'], app.config['MODELS_FOLDER'] ]
|
323 |
+
|
324 |
+
for folder_path in folders_to_clear:
|
325 |
+
# Remove all files from the specified folder
|
326 |
+
for filename in os.listdir(folder_path):
|
327 |
+
file_path = os.path.join(folder_path, filename)
|
328 |
+
if os.path.isfile(file_path):
|
329 |
+
os.remove(file_path)
|
330 |
+
|
331 |
+
# Clear session variables related to the removed folders
|
332 |
+
session.pop('uploaded_file', None)
|
333 |
+
session.pop('uploaded_json', None)
|
334 |
+
|
335 |
+
flash('All files removed from folder successfully')
|
336 |
+
except Exception as e:
|
337 |
+
flash(f"Error removing files: {str(e)}", 'error')
|
338 |
+
|
339 |
+
return redirect(url_for('index'))
|
340 |
+
|
341 |
+
# API for downloading the latest trained model
|
342 |
@app.route('/download_model', methods=['GET'])
|
343 |
def download_latest_model():
|
344 |
try:
|
|
|
347 |
|
348 |
if not model_files:
|
349 |
flash('No model files found', 'error')
|
|
|
350 |
return redirect(request.referrer)
|
351 |
|
352 |
+
# Sort model files and get the latest one
|
353 |
latest_model_file = sorted(model_files, reverse=True)[0]
|
354 |
+
|
355 |
+
# Full path to the latest model file
|
356 |
model_path = os.path.join(models_dir, latest_model_file)
|
357 |
+
|
358 |
if not os.path.exists(model_path):
|
359 |
flash('Model file not found on the server', 'error')
|
|
|
360 |
return redirect(request.referrer)
|
361 |
+
|
362 |
+
# Create a zip file with the model
|
363 |
zip_filename = os.path.join(models_dir, f"{latest_model_file}.zip")
|
364 |
+
|
365 |
with zipfile.ZipFile(zip_filename, 'w') as zipf:
|
366 |
zipf.write(model_path, os.path.basename(model_path))
|
367 |
+
|
368 |
+
# Send the zip file as a download
|
369 |
return send_file(zip_filename, as_attachment=True)
|
370 |
+
|
371 |
except Exception as e:
|
372 |
flash(f"Error while downloading the model: {str(e)}", 'error')
|
|
|
373 |
return redirect(request.referrer)
|
374 |
|
375 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
376 |
# Route to serve uploaded files
|
377 |
'''
|
378 |
@app.route('/uploads/<filename>')
|