Update app.py
Browse files
app.py
CHANGED
|
@@ -125,106 +125,11 @@ def get_gemini_flash_response(prompt: str) -> str:
|
|
| 125 |
|
| 126 |
|
| 127 |
|
| 128 |
-
# ############################################
|
| 129 |
-
# # Gradio Interface Functions
|
| 130 |
-
# ############################################
|
| 131 |
-
|
| 132 |
-
# # For file content retrieval, we now use the file path directly.
|
| 133 |
-
# def get_file_content_for_choice(github_url: str, file_path: str):
|
| 134 |
-
# try:
|
| 135 |
-
# owner, repo = extract_repo_info(github_url)
|
| 136 |
-
# except Exception as e:
|
| 137 |
-
# return str(e)
|
| 138 |
-
# content = get_file_content(owner, repo, file_path)
|
| 139 |
-
# return content, file_path
|
| 140 |
-
|
| 141 |
-
# def chat_with_file(github_url: str, file_path: str, user_query: str):
|
| 142 |
-
# # Retrieve file content using the file path directly.
|
| 143 |
-
# result = get_file_content_for_choice(github_url, file_path)
|
| 144 |
-
# if isinstance(result, str):
|
| 145 |
-
# return result # Return error message if occurred.
|
| 146 |
-
# file_content, selected_file = result
|
| 147 |
-
|
| 148 |
-
# # Preprocess file content and extract context.
|
| 149 |
-
# preprocessed = preprocess_text(file_content)
|
| 150 |
-
# context_snippet = preprocessed[:5000] # Use first 1000 characters as context.
|
| 151 |
-
|
| 152 |
-
# # Generate the prompt based on context and user query.
|
| 153 |
-
# prompt = generate_prompt(user_query, [context_snippet])
|
| 154 |
-
|
| 155 |
-
# # Use Gemini Flash to generate a response.
|
| 156 |
-
# llm_response = get_gemini_flash_response(prompt)
|
| 157 |
-
|
| 158 |
-
# return f"File: {selected_file}\n\nLLM Response:\n{llm_response}"
|
| 159 |
-
|
| 160 |
-
|
| 161 |
-
# def load_repo_contents_backend(github_url: str):
|
| 162 |
-
# try:
|
| 163 |
-
# owner, repo = extract_repo_info(github_url)
|
| 164 |
-
# except Exception as e:
|
| 165 |
-
# return f"Error: {str(e)}"
|
| 166 |
-
# repo_data = get_repo_metadata(owner, repo)
|
| 167 |
-
# default_branch = repo_data.get("default_branch", "main")
|
| 168 |
-
# tree_data = get_repo_tree(owner, repo, default_branch)
|
| 169 |
-
# if "tree" not in tree_data:
|
| 170 |
-
# return "Error: Could not fetch repository tree."
|
| 171 |
-
# file_list = [item["path"] for item in tree_data["tree"] if item["type"] == "blob"]
|
| 172 |
-
# return file_list
|
| 173 |
-
|
| 174 |
############################################
|
| 175 |
-
# Gradio Interface
|
| 176 |
############################################
|
| 177 |
|
| 178 |
-
#
|
| 179 |
-
# gr.Markdown("# RepoChat - Chat with Repository Files")
|
| 180 |
-
|
| 181 |
-
# with gr.Row():
|
| 182 |
-
# with gr.Column(scale=1):
|
| 183 |
-
# gr.Markdown("### Repository Information")
|
| 184 |
-
# github_url_input = gr.Textbox(label="GitHub Repository URL", placeholder="https://github.com/username/repository")
|
| 185 |
-
# load_repo_btn = gr.Button("Load Repository Contents")
|
| 186 |
-
# # Dropdown with choices as file paths; default value is empty.
|
| 187 |
-
# file_dropdown = gr.Dropdown(label="Select a File", interactive=True, value="", choices=[])
|
| 188 |
-
# # repo_content_output = gr.Textbox(label="File Content", interactive=False, lines=30)
|
| 189 |
-
# repo_content_output = gr.Chatbot(label="Chat Conversation")
|
| 190 |
-
# with gr.Column(scale=2):
|
| 191 |
-
# gr.Markdown("### Chat Interface")
|
| 192 |
-
# chat_query_input = gr.Textbox(label="Your Query", placeholder="Type your query here")
|
| 193 |
-
# chat_output = gr.Textbox(label="Chatbot Response", interactive=False, lines=10)
|
| 194 |
-
# chat_btn = gr.Button("Send Query")
|
| 195 |
-
|
| 196 |
-
# # Callback: Update file dropdown choices.
|
| 197 |
-
# def update_file_dropdown(github_url):
|
| 198 |
-
# files = load_repo_contents_backend(github_url)
|
| 199 |
-
# if isinstance(files, str): # Error message
|
| 200 |
-
# print("Error loading files:", files)
|
| 201 |
-
# return gr.update(choices=[], value="")
|
| 202 |
-
# print("Files loaded:", files)
|
| 203 |
-
# # Do not pre-select any file (empty value)
|
| 204 |
-
# return gr.update(choices=files, value="")
|
| 205 |
-
|
| 206 |
-
# load_repo_btn.click(fn=update_file_dropdown, inputs=[github_url_input], outputs=[file_dropdown])
|
| 207 |
-
|
| 208 |
-
# # Callback: Update repository content when a file is selected.
|
| 209 |
-
# def update_repo_content(github_url, file_choice):
|
| 210 |
-
# if not file_choice:
|
| 211 |
-
# return "No file selected."
|
| 212 |
-
# content, _ = get_file_content_for_choice(github_url, file_choice)
|
| 213 |
-
# return content
|
| 214 |
-
|
| 215 |
-
# file_dropdown.change(fn=update_repo_content, inputs=[github_url_input, file_dropdown], outputs=[repo_content_output])
|
| 216 |
-
|
| 217 |
-
# # Callback: Process chat query.
|
| 218 |
-
# def process_chat(github_url, file_choice, chat_query):
|
| 219 |
-
# if not file_choice:
|
| 220 |
-
# return "Please select a file first."
|
| 221 |
-
# return chat_with_file(github_url, file_choice, chat_query)
|
| 222 |
-
|
| 223 |
-
# chat_btn.click(fn=process_chat, inputs=[github_url_input, file_dropdown, chat_query_input], outputs=[chat_output])
|
| 224 |
-
|
| 225 |
-
# demo.launch(share=True)
|
| 226 |
-
|
| 227 |
-
|
| 228 |
def get_file_content_for_choice(github_url: str, file_path: str):
|
| 229 |
try:
|
| 230 |
owner, repo = extract_repo_info(github_url)
|
|
@@ -234,16 +139,25 @@ def get_file_content_for_choice(github_url: str, file_path: str):
|
|
| 234 |
return content, file_path
|
| 235 |
|
| 236 |
def chat_with_file(github_url: str, file_path: str, user_query: str):
|
|
|
|
| 237 |
result = get_file_content_for_choice(github_url, file_path)
|
| 238 |
if isinstance(result, str):
|
| 239 |
return result # Return error message if occurred.
|
| 240 |
file_content, selected_file = result
|
|
|
|
|
|
|
| 241 |
preprocessed = preprocess_text(file_content)
|
| 242 |
-
context_snippet = preprocessed[:
|
|
|
|
|
|
|
| 243 |
prompt = generate_prompt(user_query, [context_snippet])
|
|
|
|
|
|
|
| 244 |
llm_response = get_gemini_flash_response(prompt)
|
|
|
|
| 245 |
return f"File: {selected_file}\n\nLLM Response:\n{llm_response}"
|
| 246 |
|
|
|
|
| 247 |
def load_repo_contents_backend(github_url: str):
|
| 248 |
try:
|
| 249 |
owner, repo = extract_repo_info(github_url)
|
|
@@ -252,61 +166,71 @@ def load_repo_contents_backend(github_url: str):
|
|
| 252 |
repo_data = get_repo_metadata(owner, repo)
|
| 253 |
default_branch = repo_data.get("default_branch", "main")
|
| 254 |
tree_data = get_repo_tree(owner, repo, default_branch)
|
| 255 |
-
if
|
| 256 |
return "Error: Could not fetch repository tree."
|
| 257 |
file_list = [item["path"] for item in tree_data["tree"] if item["type"] == "blob"]
|
| 258 |
return file_list
|
| 259 |
|
| 260 |
-
|
| 261 |
-
|
| 262 |
-
|
| 263 |
|
| 264 |
with gr.Blocks() as demo:
|
| 265 |
gr.Markdown("# RepoChat - Chat with Repository Files")
|
| 266 |
-
|
| 267 |
with gr.Row():
|
| 268 |
with gr.Column(scale=1):
|
| 269 |
gr.Markdown("### Repository Information")
|
| 270 |
github_url_input = gr.Textbox(label="GitHub Repository URL", placeholder="https://github.com/username/repository")
|
| 271 |
load_repo_btn = gr.Button("Load Repository Contents")
|
| 272 |
-
|
| 273 |
-
|
| 274 |
-
# repo_content_output = gr.
|
| 275 |
-
|
| 276 |
with gr.Column(scale=2):
|
| 277 |
gr.Markdown("### Chat Interface")
|
| 278 |
-
chat_output = gr.Chatbot(label="Chat Conversation")
|
| 279 |
chat_query_input = gr.Textbox(label="Your Query", placeholder="Type your query here")
|
| 280 |
-
|
| 281 |
-
|
| 282 |
-
# State to hold conversation history
|
| 283 |
-
conversation_history = gr.State([])
|
| 284 |
|
|
|
|
|
|
|
|
|
|
| 285 |
def update_file_dropdown(github_url):
|
| 286 |
files = load_repo_contents_backend(github_url)
|
| 287 |
if isinstance(files, str): # Error message
|
| 288 |
-
|
| 289 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 290 |
|
| 291 |
def update_repo_content(github_url, file_choice):
|
| 292 |
if not file_choice:
|
| 293 |
-
return "No file selected."
|
| 294 |
content, _ = get_file_content_for_choice(github_url, file_choice)
|
| 295 |
-
|
|
|
|
| 296 |
|
| 297 |
|
| 298 |
-
|
| 299 |
-
|
| 300 |
-
def process_chat(github_url, file_choice, chat_query, history):
|
| 301 |
-
if not file_choice:
|
| 302 |
-
history.append(("System", "Please select a file first."))
|
| 303 |
-
return history, history
|
| 304 |
-
response = chat_with_file(github_url, file_choice, chat_query)
|
| 305 |
-
history.append((chat_query, response))
|
| 306 |
-
return history, history
|
| 307 |
-
|
| 308 |
-
load_repo_btn.click(fn=update_file_dropdown, inputs=[github_url_input], outputs=[file_dropdown, repo_content_output])
|
| 309 |
file_dropdown.change(fn=update_repo_content, inputs=[github_url_input, file_dropdown], outputs=[repo_content_output])
|
| 310 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 311 |
|
| 312 |
-
demo.launch(server_port=7862)
|
|
|
|
| 125 |
|
| 126 |
|
| 127 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 128 |
############################################
|
| 129 |
+
# Gradio Interface Functions
|
| 130 |
############################################
|
| 131 |
|
| 132 |
+
# For file content retrieval, we now use the file path directly.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 133 |
def get_file_content_for_choice(github_url: str, file_path: str):
|
| 134 |
try:
|
| 135 |
owner, repo = extract_repo_info(github_url)
|
|
|
|
| 139 |
return content, file_path
|
| 140 |
|
| 141 |
def chat_with_file(github_url: str, file_path: str, user_query: str):
|
| 142 |
+
# Retrieve file content using the file path directly.
|
| 143 |
result = get_file_content_for_choice(github_url, file_path)
|
| 144 |
if isinstance(result, str):
|
| 145 |
return result # Return error message if occurred.
|
| 146 |
file_content, selected_file = result
|
| 147 |
+
|
| 148 |
+
# Preprocess file content and extract context.
|
| 149 |
preprocessed = preprocess_text(file_content)
|
| 150 |
+
context_snippet = preprocessed[:5000] # Use first 1000 characters as context.
|
| 151 |
+
|
| 152 |
+
# Generate the prompt based on context and user query.
|
| 153 |
prompt = generate_prompt(user_query, [context_snippet])
|
| 154 |
+
|
| 155 |
+
# Use Gemini Flash to generate a response.
|
| 156 |
llm_response = get_gemini_flash_response(prompt)
|
| 157 |
+
|
| 158 |
return f"File: {selected_file}\n\nLLM Response:\n{llm_response}"
|
| 159 |
|
| 160 |
+
|
| 161 |
def load_repo_contents_backend(github_url: str):
|
| 162 |
try:
|
| 163 |
owner, repo = extract_repo_info(github_url)
|
|
|
|
| 166 |
repo_data = get_repo_metadata(owner, repo)
|
| 167 |
default_branch = repo_data.get("default_branch", "main")
|
| 168 |
tree_data = get_repo_tree(owner, repo, default_branch)
|
| 169 |
+
if "tree" not in tree_data:
|
| 170 |
return "Error: Could not fetch repository tree."
|
| 171 |
file_list = [item["path"] for item in tree_data["tree"] if item["type"] == "blob"]
|
| 172 |
return file_list
|
| 173 |
|
| 174 |
+
###########################################
|
| 175 |
+
Gradio Interface Setup
|
| 176 |
+
###########################################
|
| 177 |
|
| 178 |
with gr.Blocks() as demo:
|
| 179 |
gr.Markdown("# RepoChat - Chat with Repository Files")
|
| 180 |
+
|
| 181 |
with gr.Row():
|
| 182 |
with gr.Column(scale=1):
|
| 183 |
gr.Markdown("### Repository Information")
|
| 184 |
github_url_input = gr.Textbox(label="GitHub Repository URL", placeholder="https://github.com/username/repository")
|
| 185 |
load_repo_btn = gr.Button("Load Repository Contents")
|
| 186 |
+
# Dropdown with choices as file paths; default value is empty.
|
| 187 |
+
file_dropdown = gr.Dropdown(label="Select a File", interactive=True, value="", choices=[])
|
| 188 |
+
# repo_content_output = gr.Textbox(label="File Content", interactive=False, lines=30)
|
| 189 |
+
repo_content_output = gr.Chatbot(label="Chat Conversation")
|
| 190 |
with gr.Column(scale=2):
|
| 191 |
gr.Markdown("### Chat Interface")
|
|
|
|
| 192 |
chat_query_input = gr.Textbox(label="Your Query", placeholder="Type your query here")
|
| 193 |
+
# chat_output = gr.Textbox(label="Chatbot Response", interactive=False, lines=10)
|
| 194 |
+
chat_output = gr.Chatbot(label="File Content")
|
|
|
|
|
|
|
| 195 |
|
| 196 |
+
chat_btn = gr.Button("Send Query")
|
| 197 |
+
|
| 198 |
+
# Callback: Update file dropdown choices.
|
| 199 |
def update_file_dropdown(github_url):
|
| 200 |
files = load_repo_contents_backend(github_url)
|
| 201 |
if isinstance(files, str): # Error message
|
| 202 |
+
print("Error loading files:", files)
|
| 203 |
+
return gr.update(choices=[], value="")
|
| 204 |
+
print("Files loaded:", files)
|
| 205 |
+
# Do not pre-select any file (empty value)
|
| 206 |
+
return gr.update(choices=files, value="")
|
| 207 |
+
|
| 208 |
+
load_repo_btn.click(fn=update_file_dropdown, inputs=[github_url_input], outputs=[file_dropdown])
|
| 209 |
+
|
| 210 |
+
# Callback: Update repository content when a file is selected.
|
| 211 |
+
# def update_repo_content(github_url, file_choice):
|
| 212 |
+
# if not file_choice:
|
| 213 |
+
# return "No file selected."
|
| 214 |
+
# content, _ = get_file_content_for_choice(github_url, file_choice)
|
| 215 |
+
# return content
|
| 216 |
|
| 217 |
def update_repo_content(github_url, file_choice):
|
| 218 |
if not file_choice:
|
| 219 |
+
return [("System", "No file selected.")]
|
| 220 |
content, _ = get_file_content_for_choice(github_url, file_choice)
|
| 221 |
+
# Wrap the content in a tuple so it displays like a chat message.
|
| 222 |
+
return [("File Content", content)]
|
| 223 |
|
| 224 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 225 |
file_dropdown.change(fn=update_repo_content, inputs=[github_url_input, file_dropdown], outputs=[repo_content_output])
|
| 226 |
+
|
| 227 |
+
# Callback: Process chat query.
|
| 228 |
+
def process_chat(github_url, file_choice, chat_query):
|
| 229 |
+
if not file_choice:
|
| 230 |
+
return "Please select a file first."
|
| 231 |
+
return chat_with_file(github_url, file_choice, chat_query)
|
| 232 |
+
|
| 233 |
+
chat_btn.click(fn=process_chat, inputs=[github_url_input, file_dropdown, chat_query_input], outputs=[chat_output])
|
| 234 |
+
|
| 235 |
+
demo.launch(share=True)
|
| 236 |
|
|
|