Spaces:
Build error
Build error
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
import os
|
| 2 |
import subprocess
|
| 3 |
-
import streamlit as st
|
| 4 |
-
import gradio as gr
|
| 5 |
from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
|
| 6 |
import black
|
| 7 |
from pylint import lint
|
|
@@ -22,7 +22,7 @@ from utils.code_utils import (
|
|
| 22 |
CodeIntegrationError,
|
| 23 |
)
|
| 24 |
|
| 25 |
-
# ---
|
| 26 |
class InvalidActionError(Exception):
|
| 27 |
"""Raised when an invalid action is provided."""
|
| 28 |
pass
|
|
@@ -51,10 +51,10 @@ class SearchError(Exception):
|
|
| 51 |
"""Raised when search fails."""
|
| 52 |
pass
|
| 53 |
|
| 54 |
-
# ---
|
| 55 |
class AIAgent:
|
| 56 |
def __init__(self):
|
| 57 |
-
# --- Initialize
|
| 58 |
self.tools = {
|
| 59 |
"SEARCH": self.search,
|
| 60 |
"CODEGEN": self.code_generation,
|
|
@@ -81,8 +81,9 @@ class AIAgent:
|
|
| 81 |
self.search_engine_url: str = "https://www.google.com/search?q=" # Default search engine
|
| 82 |
self.prompts: List[str] = [] # Store prompts for future use
|
| 83 |
self.code_generator = pipeline('text-generation', model='gpt2') # Initialize code generator
|
|
|
|
| 84 |
|
| 85 |
-
# ---
|
| 86 |
def search(self, query: str) -> List[str]:
|
| 87 |
"""Performs a web search using the specified search engine."""
|
| 88 |
search_url = self.search_engine_url + query
|
|
@@ -95,16 +96,30 @@ class AIAgent:
|
|
| 95 |
except requests.exceptions.RequestException as e:
|
| 96 |
raise SearchError(f"Error during search: {e}")
|
| 97 |
|
| 98 |
-
# ---
|
| 99 |
def code_generation(self, snippet: str) -> str:
|
| 100 |
-
"""Generates code based on the provided snippet."""
|
| 101 |
try:
|
| 102 |
-
|
| 103 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 104 |
except Exception as e:
|
| 105 |
raise CodeGenerationError(f"Error during code generation: {e}")
|
| 106 |
|
| 107 |
-
# ---
|
| 108 |
def test_app(self) -> str:
|
| 109 |
"""Tests the functionality of the app."""
|
| 110 |
try:
|
|
@@ -113,7 +128,7 @@ class AIAgent:
|
|
| 113 |
except subprocess.CalledProcessError as e:
|
| 114 |
raise AppTestingError(f"Error during app testing: {e}")
|
| 115 |
|
| 116 |
-
# ---
|
| 117 |
def generate_report(self) -> str:
|
| 118 |
"""Generates a report based on the task history."""
|
| 119 |
report = f"## Task Report: {self.current_task}\n\n"
|
|
@@ -123,7 +138,7 @@ class AIAgent:
|
|
| 123 |
report += f"**Output:** {task['output']}\n\n"
|
| 124 |
return report
|
| 125 |
|
| 126 |
-
# ---
|
| 127 |
def workspace_explorer(self) -> str:
|
| 128 |
"""Provides a workspace explorer functionality."""
|
| 129 |
try:
|
|
@@ -140,7 +155,7 @@ class AIAgent:
|
|
| 140 |
except Exception as e:
|
| 141 |
raise WorkspaceExplorerError(f"Error during workspace exploration: {e}")
|
| 142 |
|
| 143 |
-
# ---
|
| 144 |
def add_prompt(self, prompt: str) -> str:
|
| 145 |
"""Adds a new prompt to the agent's knowledge base."""
|
| 146 |
try:
|
|
@@ -149,14 +164,14 @@ class AIAgent:
|
|
| 149 |
except Exception as e:
|
| 150 |
raise PromptManagementError(f"Error adding prompt: {e}")
|
| 151 |
|
| 152 |
-
# ---
|
| 153 |
def action_prompt(self, action: str) -> str:
|
| 154 |
"""Provides a prompt for a specific action."""
|
| 155 |
try:
|
| 156 |
if action == "SEARCH":
|
| 157 |
return "What do you want to search for?"
|
| 158 |
elif action == "CODEGEN":
|
| 159 |
-
return "Provide a code snippet to generate code from."
|
| 160 |
elif action == "REFINE-CODE":
|
| 161 |
return "Provide the file path of the code to refine."
|
| 162 |
elif action == "TEST-CODE":
|
|
@@ -196,23 +211,23 @@ class AIAgent:
|
|
| 196 |
except InvalidActionError as e:
|
| 197 |
raise e
|
| 198 |
|
| 199 |
-
# ---
|
| 200 |
def compress_history_prompt(self) -> str:
|
| 201 |
"""Provides a prompt to compress the task history."""
|
| 202 |
return "Do you want to compress the task history?"
|
| 203 |
|
| 204 |
-
# ---
|
| 205 |
def log_prompt(self) -> str:
|
| 206 |
"""Provides a prompt to log a specific event."""
|
| 207 |
return "What event do you want to log?"
|
| 208 |
|
| 209 |
-
# ---
|
| 210 |
def log_response(self, event: str) -> str:
|
| 211 |
"""Logs the specified event."""
|
| 212 |
print(f"Event logged: {event}")
|
| 213 |
return "Event logged successfully."
|
| 214 |
|
| 215 |
-
# ---
|
| 216 |
def modify_prompt(self, prompt: str) -> str:
|
| 217 |
"""Modifies an existing prompt."""
|
| 218 |
try:
|
|
@@ -222,17 +237,17 @@ class AIAgent:
|
|
| 222 |
except Exception as e:
|
| 223 |
raise PromptManagementError(f"Error modifying prompt: {e}")
|
| 224 |
|
| 225 |
-
# ---
|
| 226 |
def prefix(self, text: str) -> str:
|
| 227 |
"""Adds a prefix to the provided text."""
|
| 228 |
return f"PREFIX: {text}"
|
| 229 |
|
| 230 |
-
# ---
|
| 231 |
def search_query(self, query: str) -> str:
|
| 232 |
"""Provides a search query for the specified topic."""
|
| 233 |
return f"Search query: {query}"
|
| 234 |
|
| 235 |
-
# ---
|
| 236 |
def read_prompt(self, file_path: str) -> str:
|
| 237 |
"""Provides a prompt to read the contents of a file."""
|
| 238 |
try:
|
|
@@ -244,35 +259,52 @@ class AIAgent:
|
|
| 244 |
except Exception as e:
|
| 245 |
raise InvalidInputError(f"Error reading file: {e}")
|
| 246 |
|
| 247 |
-
# ---
|
| 248 |
def task_prompt(self) -> str:
|
| 249 |
"""Provides a prompt to start a new task."""
|
| 250 |
return "What task do you want to start?"
|
| 251 |
|
| 252 |
-
# ---
|
| 253 |
def understand_test_results_prompt(self) -> str:
|
| 254 |
"""Provides a prompt to understand the test results."""
|
| 255 |
return "What do you want to know about the test results?"
|
| 256 |
|
| 257 |
-
# ---
|
| 258 |
def handle_input(self, input_str: str):
|
| 259 |
"""Handles user input and executes the corresponding action."""
|
| 260 |
try:
|
| 261 |
action, *args = input_str.split()
|
| 262 |
if action in self.tools:
|
| 263 |
if args:
|
| 264 |
-
|
| 265 |
-
|
| 266 |
-
|
| 267 |
-
|
| 268 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 269 |
else:
|
| 270 |
-
|
| 271 |
-
|
| 272 |
-
|
| 273 |
-
|
| 274 |
-
|
| 275 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 276 |
else:
|
| 277 |
raise InvalidActionError("Invalid action. Please choose a valid action from the list of tools.")
|
| 278 |
except (InvalidActionError, InvalidInputError, CodeGenerationError,
|
|
@@ -281,7 +313,7 @@ class AIAgent:
|
|
| 281 |
SearchError) as e:
|
| 282 |
print(f"Error: {e}")
|
| 283 |
|
| 284 |
-
# ---
|
| 285 |
def run(self):
|
| 286 |
"""Runs the agent continuously, waiting for user input."""
|
| 287 |
while True:
|
|
@@ -295,4 +327,24 @@ if __name__ == '__main__':
|
|
| 295 |
st.write("Enter a command for the AI Agent:")
|
| 296 |
input_str = st.text_input("")
|
| 297 |
agent.handle_input(input_str)
|
| 298 |
-
agent.run()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import os
|
| 2 |
import subprocess
|
| 3 |
+
import streamlit as st
|
| 4 |
+
import gradio as gr
|
| 5 |
from transformers import pipeline, AutoModelForCausalLM, AutoTokenizer
|
| 6 |
import black
|
| 7 |
from pylint import lint
|
|
|
|
| 22 |
CodeIntegrationError,
|
| 23 |
)
|
| 24 |
|
| 25 |
+
# --- Custom Exceptions for Enhanced Error Handling ---
|
| 26 |
class InvalidActionError(Exception):
|
| 27 |
"""Raised when an invalid action is provided."""
|
| 28 |
pass
|
|
|
|
| 51 |
"""Raised when search fails."""
|
| 52 |
pass
|
| 53 |
|
| 54 |
+
# --- AI Agent Class ---
|
| 55 |
class AIAgent:
|
| 56 |
def __init__(self):
|
| 57 |
+
# --- Initialize Tools and Attributes ---
|
| 58 |
self.tools = {
|
| 59 |
"SEARCH": self.search,
|
| 60 |
"CODEGEN": self.code_generation,
|
|
|
|
| 81 |
self.search_engine_url: str = "https://www.google.com/search?q=" # Default search engine
|
| 82 |
self.prompts: List[str] = [] # Store prompts for future use
|
| 83 |
self.code_generator = pipeline('text-generation', model='gpt2') # Initialize code generator
|
| 84 |
+
self.openai_api_key = os.getenv("OPENAI_API_KEY") # Get OpenAI API Key from Environment Variable
|
| 85 |
|
| 86 |
+
# --- Search Functionality ---
|
| 87 |
def search(self, query: str) -> List[str]:
|
| 88 |
"""Performs a web search using the specified search engine."""
|
| 89 |
search_url = self.search_engine_url + query
|
|
|
|
| 96 |
except requests.exceptions.RequestException as e:
|
| 97 |
raise SearchError(f"Error during search: {e}")
|
| 98 |
|
| 99 |
+
# --- Code Generation Functionality ---
|
| 100 |
def code_generation(self, snippet: str) -> str:
|
| 101 |
+
"""Generates code based on the provided snippet or description."""
|
| 102 |
try:
|
| 103 |
+
# Use OpenAI's GPT-3 for more advanced code generation
|
| 104 |
+
if self.openai_api_key:
|
| 105 |
+
openai.api_key = self.openai_api_key
|
| 106 |
+
response = openai.Completion.create(
|
| 107 |
+
engine="text-davinci-003",
|
| 108 |
+
prompt=f"```python\n{snippet}\n```\nGenerate Python code based on this snippet or description:",
|
| 109 |
+
max_tokens=500,
|
| 110 |
+
temperature=0.7,
|
| 111 |
+
top_p=1,
|
| 112 |
+
frequency_penalty=0,
|
| 113 |
+
presence_penalty=0
|
| 114 |
+
)
|
| 115 |
+
return response.choices[0].text
|
| 116 |
+
else:
|
| 117 |
+
generated_text = self.code_generator(snippet, max_length=500, num_return_sequences=1)[0]['generated_text']
|
| 118 |
+
return generated_text
|
| 119 |
except Exception as e:
|
| 120 |
raise CodeGenerationError(f"Error during code generation: {e}")
|
| 121 |
|
| 122 |
+
# --- App Testing Functionality ---
|
| 123 |
def test_app(self) -> str:
|
| 124 |
"""Tests the functionality of the app."""
|
| 125 |
try:
|
|
|
|
| 128 |
except subprocess.CalledProcessError as e:
|
| 129 |
raise AppTestingError(f"Error during app testing: {e}")
|
| 130 |
|
| 131 |
+
# --- Report Generation Functionality ---
|
| 132 |
def generate_report(self) -> str:
|
| 133 |
"""Generates a report based on the task history."""
|
| 134 |
report = f"## Task Report: {self.current_task}\n\n"
|
|
|
|
| 138 |
report += f"**Output:** {task['output']}\n\n"
|
| 139 |
return report
|
| 140 |
|
| 141 |
+
# --- Workspace Exploration Functionality ---
|
| 142 |
def workspace_explorer(self) -> str:
|
| 143 |
"""Provides a workspace explorer functionality."""
|
| 144 |
try:
|
|
|
|
| 155 |
except Exception as e:
|
| 156 |
raise WorkspaceExplorerError(f"Error during workspace exploration: {e}")
|
| 157 |
|
| 158 |
+
# --- Prompt Management Functionality ---
|
| 159 |
def add_prompt(self, prompt: str) -> str:
|
| 160 |
"""Adds a new prompt to the agent's knowledge base."""
|
| 161 |
try:
|
|
|
|
| 164 |
except Exception as e:
|
| 165 |
raise PromptManagementError(f"Error adding prompt: {e}")
|
| 166 |
|
| 167 |
+
# --- Prompt Generation Functionality ---
|
| 168 |
def action_prompt(self, action: str) -> str:
|
| 169 |
"""Provides a prompt for a specific action."""
|
| 170 |
try:
|
| 171 |
if action == "SEARCH":
|
| 172 |
return "What do you want to search for?"
|
| 173 |
elif action == "CODEGEN":
|
| 174 |
+
return "Provide a code snippet to generate code from, or describe what you want the code to do."
|
| 175 |
elif action == "REFINE-CODE":
|
| 176 |
return "Provide the file path of the code to refine."
|
| 177 |
elif action == "TEST-CODE":
|
|
|
|
| 211 |
except InvalidActionError as e:
|
| 212 |
raise e
|
| 213 |
|
| 214 |
+
# --- Prompt Generation Functionality ---
|
| 215 |
def compress_history_prompt(self) -> str:
|
| 216 |
"""Provides a prompt to compress the task history."""
|
| 217 |
return "Do you want to compress the task history?"
|
| 218 |
|
| 219 |
+
# --- Prompt Generation Functionality ---
|
| 220 |
def log_prompt(self) -> str:
|
| 221 |
"""Provides a prompt to log a specific event."""
|
| 222 |
return "What event do you want to log?"
|
| 223 |
|
| 224 |
+
# --- Logging Functionality ---
|
| 225 |
def log_response(self, event: str) -> str:
|
| 226 |
"""Logs the specified event."""
|
| 227 |
print(f"Event logged: {event}")
|
| 228 |
return "Event logged successfully."
|
| 229 |
|
| 230 |
+
# --- Prompt Modification Functionality ---
|
| 231 |
def modify_prompt(self, prompt: str) -> str:
|
| 232 |
"""Modifies an existing prompt."""
|
| 233 |
try:
|
|
|
|
| 237 |
except Exception as e:
|
| 238 |
raise PromptManagementError(f"Error modifying prompt: {e}")
|
| 239 |
|
| 240 |
+
# --- Prefix Functionality ---
|
| 241 |
def prefix(self, text: str) -> str:
|
| 242 |
"""Adds a prefix to the provided text."""
|
| 243 |
return f"PREFIX: {text}"
|
| 244 |
|
| 245 |
+
# --- Search Query Generation Functionality ---
|
| 246 |
def search_query(self, query: str) -> str:
|
| 247 |
"""Provides a search query for the specified topic."""
|
| 248 |
return f"Search query: {query}"
|
| 249 |
|
| 250 |
+
# --- File Reading Functionality ---
|
| 251 |
def read_prompt(self, file_path: str) -> str:
|
| 252 |
"""Provides a prompt to read the contents of a file."""
|
| 253 |
try:
|
|
|
|
| 259 |
except Exception as e:
|
| 260 |
raise InvalidInputError(f"Error reading file: {e}")
|
| 261 |
|
| 262 |
+
# --- Task Prompt Generation Functionality ---
|
| 263 |
def task_prompt(self) -> str:
|
| 264 |
"""Provides a prompt to start a new task."""
|
| 265 |
return "What task do you want to start?"
|
| 266 |
|
| 267 |
+
# --- Test Results Understanding Prompt Generation Functionality ---
|
| 268 |
def understand_test_results_prompt(self) -> str:
|
| 269 |
"""Provides a prompt to understand the test results."""
|
| 270 |
return "What do you want to know about the test results?"
|
| 271 |
|
| 272 |
+
# --- Input Handling Functionality ---
|
| 273 |
def handle_input(self, input_str: str):
|
| 274 |
"""Handles user input and executes the corresponding action."""
|
| 275 |
try:
|
| 276 |
action, *args = input_str.split()
|
| 277 |
if action in self.tools:
|
| 278 |
if args:
|
| 279 |
+
try:
|
| 280 |
+
self.task_history.append({
|
| 281 |
+
"action": action,
|
| 282 |
+
"input": " ".join(args),
|
| 283 |
+
"output": self.tools[action](" ".join(args))
|
| 284 |
+
})
|
| 285 |
+
print(f"Action: {action}\nInput: {' '.join(args)}\nOutput: {self.tools[action](' '.join(args))}")
|
| 286 |
+
except Exception as e:
|
| 287 |
+
self.task_history.append({
|
| 288 |
+
"action": action,
|
| 289 |
+
"input": " ".join(args),
|
| 290 |
+
"output": f"Error: {e}"
|
| 291 |
+
})
|
| 292 |
+
print(f"Action: {action}\nInput: {' '.join(args)}\nOutput: Error: {e}")
|
| 293 |
else:
|
| 294 |
+
try:
|
| 295 |
+
self.task_history.append({
|
| 296 |
+
"action": action,
|
| 297 |
+
"input": None,
|
| 298 |
+
"output": self.tools[action]()
|
| 299 |
+
})
|
| 300 |
+
print(f"Action: {action}\nInput: None\nOutput: {self.tools[action]()}")
|
| 301 |
+
except Exception as e:
|
| 302 |
+
self.task_history.append({
|
| 303 |
+
"action": action,
|
| 304 |
+
"input": None,
|
| 305 |
+
"output": f"Error: {e}"
|
| 306 |
+
})
|
| 307 |
+
print(f"Action: {action}\nInput: None\nOutput: Error: {e}")
|
| 308 |
else:
|
| 309 |
raise InvalidActionError("Invalid action. Please choose a valid action from the list of tools.")
|
| 310 |
except (InvalidActionError, InvalidInputError, CodeGenerationError,
|
|
|
|
| 313 |
SearchError) as e:
|
| 314 |
print(f"Error: {e}")
|
| 315 |
|
| 316 |
+
# --- Main Loop of the Agent ---
|
| 317 |
def run(self):
|
| 318 |
"""Runs the agent continuously, waiting for user input."""
|
| 319 |
while True:
|
|
|
|
| 327 |
st.write("Enter a command for the AI Agent:")
|
| 328 |
input_str = st.text_input("")
|
| 329 |
agent.handle_input(input_str)
|
| 330 |
+
agent.run()
|
| 331 |
+
|
| 332 |
+
# --- Gradio Integration ---
|
| 333 |
+
def gradio_interface(input_text):
|
| 334 |
+
"""Gradio interface function."""
|
| 335 |
+
try:
|
| 336 |
+
agent.handle_input(input_text)
|
| 337 |
+
output = agent.task_history[-1]['output'] # Get the latest output
|
| 338 |
+
return output
|
| 339 |
+
except Exception as e:
|
| 340 |
+
return f"Error: {e}"
|
| 341 |
+
|
| 342 |
+
iface = gr.Interface(
|
| 343 |
+
fn=gradio_interface,
|
| 344 |
+
inputs=gr.Textbox(label="Enter Command"),
|
| 345 |
+
outputs=gr.Textbox(label="Output"),
|
| 346 |
+
title="AI Agent",
|
| 347 |
+
description="Interact with the AI Agent."
|
| 348 |
+
)
|
| 349 |
+
|
| 350 |
+
iface.launch()
|