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Update app.py
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app.py
CHANGED
@@ -1,588 +1,1679 @@
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import os
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def wrapper(*args, **kwargs):
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except Exception as e:
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return wrapper
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# --- Abstract Base Classes ---
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class BaseTool(ABC):
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@abstractmethod
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def use(self, input_str: str) -> str:
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"""How the tool is used."""
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"""How the model generates output."""
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pass
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except Exception as e:
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def __init__(self):
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def
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except Exception as e:
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# Return the pylint output
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except Exception as e:
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304 |
|
305 |
-
def analyze_task(self, task: str) -> str:
|
306 |
-
"""Analyzes the task and determines necessary actions."""
|
307 |
-
prompt = f"Analyze this task and suggest actions: {task}"
|
308 |
-
analysis = self.model.generate(prompt)
|
309 |
-
return analysis
|
310 |
-
|
311 |
-
def create_tool(self, tool_name: str):
|
312 |
-
"""Dynamically creates a new tool based on the name."""
|
313 |
-
if tool_name == "CodeInterpreterTool":
|
314 |
-
return CodeInterpreterTool()
|
315 |
-
# Add more tools as needed
|
316 |
-
return None
|
317 |
-
|
318 |
-
def create_sub_agent(self, task: str):
|
319 |
-
"""Creates a new agent to handle a specific subtask."""
|
320 |
-
tools = [self.create_tool("CodeInterpreterTool")]
|
321 |
-
model = MyHfApiModel()
|
322 |
-
sub_agent = AutonomousAgent(tools, model)
|
323 |
-
self.sub_agents.append(sub_agent)
|
324 |
-
return sub_agent
|
325 |
-
|
326 |
-
def delegate_task(self, task: str):
|
327 |
-
"""Delegates a task to a sub-agent."""
|
328 |
-
sub_agent = self.create_sub_agent(task)
|
329 |
-
result = sub_agent.run(task)
|
330 |
-
return result
|
331 |
-
|
332 |
-
def collaborate(self, task: str):
|
333 |
-
"""Collaborates with sub-agents to complete a task."""
|
334 |
-
analysis = self.analyze_task(task)
|
335 |
-
if "subtask" in analysis.lower():
|
336 |
-
subtasks = analysis.split("\n") # Example: Split analysis into subtasks
|
337 |
-
results = []
|
338 |
-
for subtask in subtasks:
|
339 |
-
result = self.delegate_task(subtask)
|
340 |
-
results.append(result)
|
341 |
-
return results
|
342 |
-
else:
|
343 |
-
return [self.run(task)]
|
344 |
-
|
345 |
-
def run_quality_assurance(self, project_name: str):
|
346 |
-
"""Runs the quality assurance pipeline and refinement loop."""
|
347 |
-
results = self.refinement_loop.run_refinement_cycle(project_name)
|
348 |
-
return results
|
349 |
-
|
350 |
-
# --- Tool Menu ---
|
351 |
-
|
352 |
-
def get_available_tools():
|
353 |
-
"""Returns a dictionary of available tools."""
|
354 |
-
return {
|
355 |
-
"MyDuckDuckGoSearchTool": MyDuckDuckGoSearchTool(),
|
356 |
-
"CodeInterpreterTool": CodeInterpreterTool(),
|
357 |
-
"WorkspaceEmulatorTool": WorkspaceEmulatorTool(),
|
358 |
-
"DeploymentSimulatorTool": DeploymentSimulatorTool(),
|
359 |
-
"ErrorSpottingTool": ErrorSpottingTool(),
|
360 |
-
"GitHubRepoSpongeTool": GitHubRepoSpongeTool(),
|
361 |
-
"IssueSnifferTool": IssueSnifferTool(),
|
362 |
-
}
|
363 |
-
|
364 |
-
# --- Tool and Model Discovery ---
|
365 |
-
|
366 |
-
def discover_tools_and_models():
|
367 |
-
"""Automatically discovers and returns dictionaries of available tools and models."""
|
368 |
-
tools = {}
|
369 |
-
models = {}
|
370 |
-
|
371 |
-
for name, obj in inspect.getmembers(inspect.getmodule(inspect.currentframe())):
|
372 |
-
if inspect.isclass(obj):
|
373 |
-
if issubclass(obj, BaseTool) and obj is not BaseTool:
|
374 |
-
tools[name] = obj
|
375 |
-
if issubclass(obj, BaseModel) and obj is not BaseModel:
|
376 |
-
models[name] = obj
|
377 |
-
|
378 |
-
return tools, models
|
379 |
-
|
380 |
-
# --- Agent Registry ---
|
381 |
-
|
382 |
-
class AgentRegistry:
|
383 |
def __init__(self):
|
384 |
-
self.
|
385 |
-
|
386 |
-
|
387 |
-
|
388 |
-
|
389 |
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|
390 |
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391 |
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392 |
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394 |
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395 |
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396 |
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397 |
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398 |
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399 |
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403 |
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412 |
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414 |
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415 |
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416 |
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|
417 |
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|
418 |
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|
419 |
-
|
420 |
-
|
421 |
-
|
422 |
-
"AutonomousDevAgent",
|
423 |
-
AutonomousAgent(
|
424 |
-
tools=[MyDuckDuckGoSearchTool()],
|
425 |
-
model=MyHfApiModel()
|
426 |
)
|
427 |
-
|
428 |
-
|
429 |
-
|
430 |
-
if "autonomous_output" not in st.session_state:
|
431 |
-
st.session_state.autonomous_output = []
|
432 |
-
if "chat_output" not in st.session_state:
|
433 |
-
st.session_state.chat_output = []
|
434 |
-
|
435 |
-
# --- Logging ---
|
436 |
-
|
437 |
-
def log_agent_action(prompt, result, agent_name):
|
438 |
-
timestamp = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
|
439 |
-
log_entry = {
|
440 |
-
"timestamp": timestamp,
|
441 |
-
"agent": agent_name,
|
442 |
-
"prompt": prompt,
|
443 |
-
"result": result
|
444 |
-
}
|
445 |
-
st.session_state.logs.append(log_entry)
|
446 |
-
|
447 |
-
# --- Chat Output ---
|
448 |
-
|
449 |
-
def add_to_chat_output(agent_name: str, message: str):
|
450 |
-
"""Adds a message to the chat output."""
|
451 |
-
timestamp = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
|
452 |
-
chat_entry = {
|
453 |
-
"timestamp": timestamp,
|
454 |
-
"agent": agent_name,
|
455 |
-
"message": message
|
456 |
-
}
|
457 |
-
st.session_state.chat_output.append(chat_entry)
|
458 |
-
|
459 |
-
# --- Streamlit UI ---
|
460 |
|
461 |
-
def
|
462 |
-
|
463 |
-
|
|
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|
464 |
|
465 |
-
|
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|
466 |
|
467 |
-
|
468 |
-
|
469 |
-
|
470 |
-
|
471 |
-
|
472 |
-
|
|
|
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|
473 |
)
|
474 |
|
475 |
-
|
476 |
-
|
477 |
-
|
478 |
-
|
|
|
|
|
479 |
|
480 |
-
|
481 |
-
|
482 |
-
|
483 |
-
|
484 |
-
|
485 |
-
|
486 |
-
|
487 |
-
format_func=lambda x: tool_options[x],
|
488 |
-
default=["MyDuckDuckGoSearchTool"] if "MyDuckDuckGoSearchTool" in tool_options else []
|
489 |
-
)
|
490 |
|
491 |
-
|
492 |
-
|
493 |
-
|
494 |
-
|
495 |
-
|
496 |
-
|
497 |
-
|
498 |
-
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|
|
|
499 |
|
500 |
-
|
501 |
-
|
502 |
-
|
503 |
-
|
504 |
-
|
505 |
-
|
506 |
-
|
507 |
-
|
508 |
-
|
509 |
-
|
510 |
-
|
511 |
-
|
512 |
-
|
513 |
-
|
514 |
-
|
515 |
-
|
516 |
-
|
517 |
-
|
518 |
-
|
519 |
-
agent = st.session_state.agent_registry.get_agent("AutonomousDevAgent")
|
520 |
-
if isinstance(agent, AutonomousAgent):
|
521 |
-
project_name = "SampleProject" # Replace with actual project name
|
522 |
-
qa_results = agent.run_quality_assurance(project_name)
|
523 |
-
st.session_state.autonomous_output.append(f"Quality Assurance Results: {qa_results}")
|
524 |
-
add_to_chat_output("AutonomousDevAgent", "Quality Assurance completed.")
|
525 |
-
else:
|
526 |
-
st.error("Selected agent is not an AutonomousAgent.")
|
527 |
-
else:
|
528 |
-
st.error("AutonomousDevAgent not available.")
|
529 |
-
|
530 |
-
# Initialize a flag for continuous refinement
|
531 |
-
if "refining" not in st.session_state:
|
532 |
-
st.session_state.refining = False
|
533 |
-
|
534 |
-
if st.button("Start Continuous Refinement"):
|
535 |
-
st.session_state.refining = True
|
536 |
-
# Initialize the autonomous agent with selected tools
|
537 |
-
tools = [available_tools[tool] for tool in selected_tools]
|
538 |
-
autonomous_agent = AutonomousAgent(tools=tools, model=MyHfApiModel())
|
539 |
-
|
540 |
-
# Add initial task to chat output
|
541 |
-
add_to_chat_output("AutonomousDevAgent", f"Starting task: {task}")
|
542 |
-
|
543 |
-
while st.session_state.refining:
|
544 |
-
# Run the autonomous agent
|
545 |
-
results = autonomous_agent.collaborate(task)
|
546 |
-
|
547 |
-
# Display results in-app
|
548 |
-
st.session_state.autonomous_output = []
|
549 |
-
for result in results:
|
550 |
-
st.session_state.autonomous_output.append(result)
|
551 |
-
add_to_chat_output("AutonomousDevAgent", f"Task result: {result}")
|
552 |
-
|
553 |
-
# Log the results
|
554 |
-
log_agent_action(task, results, "AutonomousDevAgent")
|
555 |
-
|
556 |
-
# Allow for user interjection
|
557 |
-
user_message = st.text_input("Enter a message to steer/redirect/modify the developmental course:", key="user_interjection")
|
558 |
-
if st.button("Submit Message"):
|
559 |
-
if user_message:
|
560 |
-
add_to_chat_output("User", f"Interjection: {user_message}")
|
561 |
-
st.session_state.autonomous_output.append(f"User Interjection: {user_message}")
|
562 |
-
st.write(f"**User Interjection:**\n{user_message}")
|
563 |
-
|
564 |
-
# Check if the user wants to stop the refinement
|
565 |
-
if st.button("Stop Continuous Refinement"):
|
566 |
-
st.session_state.refining = False
|
567 |
-
st.write("Continuous refinement stopped.")
|
568 |
-
|
569 |
-
# --- Chat Output ---
|
570 |
-
st.header("Chat Output")
|
571 |
-
for entry in st.session_state.chat_output:
|
572 |
-
st.write(f"{entry['timestamp']} - {entry['agent']}: {entry['message']}")
|
573 |
-
|
574 |
-
# --- Display Autonomous Output ---
|
575 |
-
st.header("Autonomous Output")
|
576 |
-
for output in st.session_state.autonomous_output:
|
577 |
-
st.write(f"**Output:**\n{output}")
|
578 |
-
|
579 |
-
# --- Display Logs ---
|
580 |
-
st.header("Logs")
|
581 |
-
if st.session_state.logs:
|
582 |
-
for log in st.session_state.logs:
|
583 |
-
st.write(f"{log['timestamp']} - {log['agent']}: {log['prompt']} -> {log['result']}")
|
584 |
-
else:
|
585 |
-
st.write("No logs available.")
|
586 |
|
587 |
if __name__ == "__main__":
|
588 |
main()
|
|
|
1 |
+
# Add these imports at the top of your file
|
2 |
+
from typing import List, Dict, Optional, Any, Tuple
|
3 |
+
from dataclasses import dataclass
|
4 |
+
from enum import Enum
|
5 |
+
import logging
|
6 |
+
import time
|
7 |
+
import ast
|
8 |
+
import pylint.lint
|
9 |
+
import radon.complexity
|
10 |
+
import radon.metrics
|
11 |
+
from pylint.lint import Run
|
12 |
+
from pylint.reporters import JSONReporter
|
13 |
+
from coverage import Coverage
|
14 |
+
import bandit
|
15 |
+
from bandit.core import manager
|
16 |
+
from datetime import datetime
|
17 |
import os
|
18 |
+
import sys
|
19 |
+
import streamlit as st
|
20 |
+
import asyncio
|
21 |
+
from typing import Dict, Any
|
22 |
+
from datetime import datetime
|
23 |
+
from pathlib import Path
|
24 |
+
|
25 |
+
# Configure logging
|
26 |
+
logging.basicConfig(
|
27 |
+
level=logging.INFO,
|
28 |
+
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
|
29 |
+
handlers=[
|
30 |
+
logging.FileHandler('app.log'),
|
31 |
+
logging.StreamHandler(sys.stdout)
|
32 |
+
]
|
33 |
+
)
|
34 |
+
|
35 |
+
logger = logging.getLogger(__name__)
|
36 |
+
|
37 |
+
class CodeMetricsAnalyzer:
|
38 |
+
"""Analyzes code metrics using various tools"""
|
39 |
+
|
40 |
+
def __init__(self):
|
41 |
+
self.metrics_history = []
|
42 |
+
|
43 |
+
def analyze_code_quality(self, file_path: str) -> Dict[str, Any]:
|
44 |
+
"""Analyzes code quality using multiple metrics"""
|
45 |
+
try:
|
46 |
+
# Pylint analysis
|
47 |
+
pylint_score = self._run_pylint(file_path)
|
48 |
+
|
49 |
+
# Complexity analysis
|
50 |
+
complexity_score = self._analyze_complexity(file_path)
|
51 |
+
|
52 |
+
# Test coverage analysis
|
53 |
+
coverage_score = self._analyze_test_coverage(file_path)
|
54 |
+
|
55 |
+
# Security analysis
|
56 |
+
security_score = self._analyze_security(file_path)
|
57 |
+
|
58 |
+
# Calculate overall quality score
|
59 |
+
quality_score = self._calculate_overall_score(
|
60 |
+
pylint_score,
|
61 |
+
complexity_score,
|
62 |
+
coverage_score,
|
63 |
+
security_score
|
64 |
+
)
|
65 |
+
|
66 |
+
metrics = {
|
67 |
+
"quality_score": quality_score,
|
68 |
+
"pylint_score": pylint_score,
|
69 |
+
"complexity_score": complexity_score,
|
70 |
+
"coverage_score": coverage_score,
|
71 |
+
"security_score": security_score,
|
72 |
+
"timestamp": datetime.now()
|
73 |
+
}
|
74 |
+
|
75 |
+
self.metrics_history.append(metrics)
|
76 |
+
return metrics
|
77 |
+
|
78 |
+
except Exception as e:
|
79 |
+
logging.error(f"Error analyzing code metrics: {str(e)}")
|
80 |
+
return {
|
81 |
+
"error": str(e),
|
82 |
+
"quality_score": 0.0,
|
83 |
+
"timestamp": datetime.now()
|
84 |
+
}
|
85 |
|
86 |
+
def _run_pylint(self, file_path: str) -> float:
|
87 |
+
"""Runs pylint analysis"""
|
88 |
+
try:
|
89 |
+
reporter = JSONReporter()
|
90 |
+
Run([file_path], reporter=reporter, do_exit=False)
|
91 |
+
score = reporter.data.get('score', 0.0)
|
92 |
+
return float(score) / 10.0 # Normalize to 0-1 scale
|
93 |
+
except Exception as e:
|
94 |
+
logging.error(f"Pylint analysis error: {str(e)}")
|
95 |
+
return 0.0
|
96 |
|
97 |
+
def _analyze_complexity(self, file_path: str) -> float:
|
98 |
+
"""Analyzes code complexity"""
|
99 |
+
try:
|
100 |
+
with open(file_path, 'r') as file:
|
101 |
+
code = file.read()
|
102 |
+
|
103 |
+
# Calculate cyclomatic complexity
|
104 |
+
complexity = radon.complexity.cc_visit(code)
|
105 |
+
avg_complexity = sum(item.complexity for item in complexity) / len(complexity) if complexity else 0
|
106 |
+
|
107 |
+
# Normalize complexity score (0-1 scale, lower is better)
|
108 |
+
normalized_score = 1.0 - min(avg_complexity / 10.0, 1.0)
|
109 |
+
return normalized_score
|
110 |
+
|
111 |
+
except Exception as e:
|
112 |
+
logging.error(f"Complexity analysis error: {str(e)}")
|
113 |
+
return 0.0
|
114 |
|
115 |
+
def _analyze_test_coverage(self, file_path: str) -> float:
|
116 |
+
"""Analyzes test coverage"""
|
|
|
117 |
try:
|
118 |
+
cov = Coverage()
|
119 |
+
cov.start()
|
120 |
+
|
121 |
+
# Execute the file to measure coverage
|
122 |
+
with open(file_path) as f:
|
123 |
+
exec(compile(f.read(), file_path, 'exec'))
|
124 |
+
|
125 |
+
cov.stop()
|
126 |
+
cov.save()
|
127 |
+
|
128 |
+
# Get coverage data
|
129 |
+
total_lines = 0
|
130 |
+
covered_lines = 0
|
131 |
+
|
132 |
+
for filename in cov.data.measured_files():
|
133 |
+
_, executable, _, missing, _ = cov.analysis(filename)
|
134 |
+
total_lines += len(executable)
|
135 |
+
covered_lines += len(executable) - len(missing)
|
136 |
+
|
137 |
+
coverage_ratio = covered_lines / total_lines if total_lines > 0 else 0
|
138 |
+
return coverage_ratio
|
139 |
+
|
140 |
except Exception as e:
|
141 |
+
logging.error(f"Coverage analysis error: {str(e)}")
|
142 |
+
return 0.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
143 |
|
144 |
+
def _analyze_security(self, file_path: str) -> float:
|
145 |
+
"""Analyzes code security using bandit"""
|
146 |
+
try:
|
147 |
+
conf = manager.BanditManager()
|
148 |
+
conf.discover_files([file_path])
|
149 |
+
conf.run_tests()
|
150 |
+
|
151 |
+
# Calculate security score based on findings
|
152 |
+
total_issues = len(conf.get_issue_list())
|
153 |
+
max_severity = max((issue.severity for issue in conf.get_issue_list()), default=0)
|
154 |
+
|
155 |
+
# Normalize security score (0-1 scale, higher is better)
|
156 |
+
security_score = 1.0 - (total_issues * max_severity) / 10.0
|
157 |
+
return max(0.0, min(1.0, security_score))
|
158 |
+
|
159 |
+
except Exception as e:
|
160 |
+
logging.error(f"Security analysis error: {str(e)}")
|
161 |
+
return 0.0
|
162 |
+
|
163 |
+
def _calculate_overall_score(self, pylint_score: float, complexity_score: float,
|
164 |
+
coverage_score: float, security_score: float) -> float:
|
165 |
+
"""Calculates overall code quality score"""
|
166 |
+
weights = {
|
167 |
+
'pylint': 0.3,
|
168 |
+
'complexity': 0.2,
|
169 |
+
'coverage': 0.25,
|
170 |
+
'security': 0.25
|
171 |
+
}
|
172 |
+
|
173 |
+
overall_score = (
|
174 |
+
weights['pylint'] * pylint_score +
|
175 |
+
weights['complexity'] * complexity_score +
|
176 |
+
weights['coverage'] * coverage_score +
|
177 |
+
weights['security'] * security_score
|
178 |
+
)
|
179 |
+
|
180 |
+
return max(0.0, min(1.0, overall_score))
|
181 |
|
182 |
+
def get_metrics_history(self) -> List[Dict[str, Any]]:
|
183 |
+
"""Returns the history of metrics measurements"""
|
184 |
+
return self.metrics_history
|
|
|
|
|
185 |
|
186 |
+
def get_trend_analysis(self) -> Dict[str, Any]:
|
187 |
+
"""Analyzes trends in metrics over time"""
|
188 |
+
if not self.metrics_history:
|
189 |
+
return {"status": "No metrics history available"}
|
190 |
+
|
191 |
+
trends = {
|
192 |
+
"quality_score": self._calculate_trend([m["quality_score"] for m in self.metrics_history]),
|
193 |
+
"coverage_score": self._calculate_trend([m["coverage_score"] for m in self.metrics_history]),
|
194 |
+
"security_score": self._calculate_trend([m["security_score"] for m in self.metrics_history])
|
195 |
+
}
|
196 |
+
|
197 |
+
return trends
|
198 |
|
199 |
+
def _calculate_trend(self, values: List[float]) -> Dict[str, Any]:
|
200 |
+
"""Calculates trend statistics for a metric"""
|
201 |
+
if not values:
|
202 |
+
return {"trend": "unknown", "change": 0.0}
|
203 |
+
|
204 |
+
recent_values = values[-3:] # Look at last 3 measurements
|
205 |
+
if len(recent_values) < 2:
|
206 |
+
return {"trend": "insufficient data", "change": 0.0}
|
207 |
+
|
208 |
+
change = recent_values[-1] - recent_values[0]
|
209 |
+
trend = "improving" if change > 0 else "declining" if change < 0 else "stable"
|
210 |
+
|
211 |
+
return {
|
212 |
+
"trend": trend,
|
213 |
+
"change": change,
|
214 |
+
"current": recent_values[-1],
|
215 |
+
"previous": recent_values[0]
|
216 |
+
}
|
217 |
+
|
218 |
+
@dataclass
|
219 |
+
class QualityMetrics:
|
220 |
+
"""Advanced quality metrics tracking and analysis"""
|
221 |
+
code_quality_score: float = 0.0
|
222 |
+
test_coverage: float = 0.0
|
223 |
+
security_score: str = "unknown"
|
224 |
+
performance_score: float = 0.0
|
225 |
+
metrics_analyzer: CodeMetricsAnalyzer = None
|
226 |
|
227 |
+
def __post_init__(self):
|
228 |
+
self.metrics_analyzer = CodeMetricsAnalyzer()
|
229 |
+
self.history = []
|
230 |
+
self.thresholds = {
|
231 |
+
"code_quality": 0.85,
|
232 |
+
"test_coverage": 0.90,
|
233 |
+
"security": 0.85,
|
234 |
+
"performance": 0.80
|
235 |
+
}
|
236 |
|
237 |
+
def analyze_code(self, project_name: str) -> Dict[str, Any]:
|
238 |
+
"""Comprehensive code analysis"""
|
239 |
try:
|
240 |
+
# Get all Python files in the project
|
241 |
+
project_files = self._get_project_files(project_name)
|
242 |
+
|
243 |
+
aggregated_metrics = {
|
244 |
+
"code_quality": 0.0,
|
245 |
+
"test_coverage": 0.0,
|
246 |
+
"security": 0.0,
|
247 |
+
"performance": 0.0,
|
248 |
+
"files_analyzed": len(project_files),
|
249 |
+
"detailed_metrics": []
|
250 |
+
}
|
251 |
+
|
252 |
+
for file_path in project_files:
|
253 |
+
metrics = self.metrics_analyzer.analyze_code_quality(file_path)
|
254 |
+
aggregated_metrics["detailed_metrics"].append({
|
255 |
+
"file": file_path,
|
256 |
+
"metrics": metrics
|
257 |
+
})
|
258 |
+
|
259 |
+
# Update aggregated scores
|
260 |
+
aggregated_metrics["code_quality"] += metrics["quality_score"]
|
261 |
+
aggregated_metrics["test_coverage"] += metrics["coverage_score"]
|
262 |
+
aggregated_metrics["security"] += metrics["security_score"]
|
263 |
+
|
264 |
+
# Calculate averages
|
265 |
+
if project_files:
|
266 |
+
for key in ["code_quality", "test_coverage", "security"]:
|
267 |
+
aggregated_metrics[key] /= len(project_files)
|
268 |
+
|
269 |
+
# Update instance variables
|
270 |
+
self.code_quality_score = aggregated_metrics["code_quality"]
|
271 |
+
self.test_coverage = aggregated_metrics["test_coverage"]
|
272 |
+
self.security_score = str(aggregated_metrics["security"])
|
273 |
+
|
274 |
+
# Add to history
|
275 |
+
self.history.append({
|
276 |
+
"timestamp": datetime.now(),
|
277 |
+
"metrics": aggregated_metrics
|
278 |
+
})
|
279 |
+
|
280 |
+
return aggregated_metrics
|
281 |
+
|
282 |
except Exception as e:
|
283 |
+
logging.error(f"Error in code analysis: {str(e)}")
|
284 |
+
return {
|
285 |
+
"error": str(e),
|
286 |
+
"code_quality": 0.0,
|
287 |
+
"test_coverage": 0.0,
|
288 |
+
"security": "error",
|
289 |
+
"performance": 0.0
|
290 |
+
}
|
291 |
|
292 |
+
def _get_project_files(self, project_name: str) -> List[str]:
|
293 |
+
"""Get all Python files in the project"""
|
294 |
+
project_dir = os.path.join(os.getcwd(), project_name)
|
295 |
+
python_files = []
|
296 |
+
|
297 |
+
for root, _, files in os.walk(project_dir):
|
298 |
+
for file in files:
|
299 |
+
if file.endswith('.py'):
|
300 |
+
python_files.append(os.path.join(root, file))
|
301 |
+
|
302 |
+
return python_files
|
303 |
+
|
304 |
+
def get_improvement_suggestions(self) -> List[str]:
|
305 |
+
"""Generate improvement suggestions based on metrics"""
|
306 |
+
suggestions = []
|
307 |
+
latest_metrics = self.history[-1]["metrics"] if self.history else None
|
308 |
+
|
309 |
+
if not latest_metrics:
|
310 |
+
return ["No metrics available for analysis"]
|
311 |
+
|
312 |
+
if latest_metrics["code_quality"] < self.thresholds["code_quality"]:
|
313 |
+
suggestions.append(
|
314 |
+
f"Code quality score ({latest_metrics['code_quality']:.2f}) is below threshold "
|
315 |
+
f"({self.thresholds['code_quality']}). Consider refactoring complex methods."
|
316 |
+
)
|
317 |
+
|
318 |
+
if latest_metrics["test_coverage"] < self.thresholds["test_coverage"]:
|
319 |
+
suggestions.append(
|
320 |
+
f"Test coverage ({latest_metrics['test_coverage']:.2f}) is below threshold "
|
321 |
+
f"({self.thresholds['test_coverage']}). Add more unit tests."
|
322 |
+
)
|
323 |
+
|
324 |
+
if float(latest_metrics["security"]) < self.thresholds["security"]:
|
325 |
+
suggestions.append(
|
326 |
+
f"Security score ({latest_metrics['security']}) is below threshold "
|
327 |
+
f"({self.thresholds['security']}). Address security vulnerabilities."
|
328 |
+
)
|
329 |
+
|
330 |
+
return suggestions
|
331 |
+
|
332 |
+
class ErrorTracker:
|
333 |
+
"""Enhanced error tracking and analysis"""
|
334 |
def __init__(self):
|
335 |
+
self.errors: List[Dict[str, Any]] = []
|
336 |
+
self.error_patterns: Dict[str, int] = {}
|
337 |
+
self.critical_errors: List[Dict[str, Any]] = []
|
338 |
+
|
339 |
+
def add_error(self, error_type: str, message: str, severity: str = "normal"):
|
340 |
+
"""Add an error with enhanced tracking"""
|
341 |
+
error_entry = {
|
342 |
+
"type": error_type,
|
343 |
+
"message": message,
|
344 |
+
"severity": severity,
|
345 |
+
"timestamp": datetime.now(),
|
346 |
+
"stack_trace": traceback.format_exc()
|
347 |
+
}
|
348 |
+
|
349 |
+
self.errors.append(error_entry)
|
350 |
+
|
351 |
+
# Track error patterns
|
352 |
+
if error_type in self.error_patterns:
|
353 |
+
self.error_patterns[error_type] += 1
|
354 |
+
else:
|
355 |
+
self.error_patterns[error_type] = 1
|
356 |
+
|
357 |
+
# Track critical errors
|
358 |
+
if severity == "critical":
|
359 |
+
self.critical_errors.append(error_entry)
|
360 |
+
self._notify_critical_error(error_entry)
|
361 |
+
|
362 |
+
def _notify_critical_error(self, error: Dict[str, Any]):
|
363 |
+
"""Handle critical error notification"""
|
364 |
+
logging.critical(f"Critical error detected: {error['message']}")
|
365 |
+
# Implement notification system here (e.g., email, Slack)
|
366 |
+
|
367 |
+
def get_error_analysis(self) -> Dict[str, Any]:
|
368 |
+
"""Generate comprehensive error analysis"""
|
369 |
+
return {
|
370 |
+
"total_errors": len(self.errors),
|
371 |
+
"error_patterns": self.error_patterns,
|
372 |
+
"critical_errors": len(self.critical_errors),
|
373 |
+
"most_common_error": max(self.error_patterns.items(), key=lambda x: x[1]) if self.error_patterns else None,
|
374 |
+
"error_trend": self._analyze_error_trend()
|
375 |
+
}
|
376 |
+
|
377 |
+
def _analyze_error_trend(self) -> Dict[str, Any]:
|
378 |
+
"""Analyze error trends over time"""
|
379 |
+
if not self.errors:
|
380 |
+
return {"trend": "no errors"}
|
381 |
+
|
382 |
+
# Group errors by hour
|
383 |
+
error_timeline = {}
|
384 |
+
for error in self.errors:
|
385 |
+
hour = error["timestamp"].replace(minute=0, second=0, microsecond=0)
|
386 |
+
if hour in error_timeline:
|
387 |
+
error_timeline[hour] += 1
|
388 |
+
else:
|
389 |
+
error_timeline[hour] = 1
|
390 |
+
|
391 |
+
# Calculate trend
|
392 |
+
timeline_values = list(error_timeline.values())
|
393 |
+
if len(timeline_values) < 2:
|
394 |
+
return {"trend": "insufficient data"}
|
395 |
+
|
396 |
+
trend = "increasing" if timeline_values[-1] > timeline_values[0] else "decreasing"
|
397 |
+
return {
|
398 |
+
"trend": trend,
|
399 |
+
"current_rate": timeline_values[-1],
|
400 |
+
"initial_rate": timeline_values[0]
|
401 |
+
}
|
402 |
+
|
403 |
+
class ProjectAnalytics:
|
404 |
+
"""Enhanced project analytics and reporting"""
|
405 |
+
def __init__(self, workspace_manager):
|
406 |
+
self.workspace_manager = workspace_manager
|
407 |
+
self.metrics_analyzer = CodeMetricsAnalyzer()
|
408 |
+
self.analysis_history = []
|
409 |
|
410 |
+
def generate_project_report(self, project_name: str) -> Dict[str, Any]:
|
411 |
+
"""Generate comprehensive project report"""
|
412 |
try:
|
413 |
+
current_analysis = {
|
414 |
+
"timestamp": datetime.now(),
|
415 |
+
"basic_metrics": self._get_basic_metrics(project_name),
|
416 |
+
"code_quality": self._get_code_quality_metrics(project_name),
|
417 |
+
"performance": self._get_performance_metrics(project_name),
|
418 |
+
"security": self._get_security_metrics(project_name),
|
419 |
+
"dependencies": self._analyze_dependencies(project_name)
|
420 |
+
}
|
421 |
+
|
422 |
+
self.analysis_history.append(current_analysis)
|
423 |
+
|
424 |
+
return {
|
425 |
+
"current_analysis": current_analysis,
|
426 |
+
"historical_trends": self._analyze_trends(),
|
427 |
+
"recommendations": self._generate_recommendations(current_analysis)
|
428 |
+
}
|
429 |
+
|
430 |
except Exception as e:
|
431 |
+
logging.error(f"Error generating project report: {str(e)}")
|
432 |
+
return {"error": str(e)}
|
433 |
|
434 |
+
class DevelopmentPipeline:
|
435 |
+
"""Advanced development pipeline with stage management and monitoring"""
|
|
|
|
|
|
|
436 |
|
437 |
+
class PipelineStage(Enum):
|
438 |
+
PLANNING = "planning"
|
439 |
+
DEVELOPMENT = "development"
|
440 |
+
TESTING = "testing"
|
441 |
+
DEPLOYMENT = "deployment"
|
442 |
+
MAINTENANCE = "maintenance"
|
443 |
+
ROLLBACK = "rollback"
|
444 |
+
|
445 |
+
def __init__(self, workspace_manager, tool_manager):
|
446 |
+
self.workspace_manager = workspace_manager
|
447 |
+
self.tool_manager = tool_manager
|
448 |
+
self.current_stage = None
|
449 |
+
self.stage_history = []
|
450 |
+
self.active_processes = {}
|
451 |
+
self.stage_metrics = {}
|
452 |
+
self.logger = self._setup_logger()
|
453 |
+
|
454 |
+
def _setup_logger(self) -> logging.Logger:
|
455 |
+
logger = logging.getLogger("DevelopmentPipeline")
|
456 |
+
logger.setLevel(logging.DEBUG)
|
457 |
+
handler = logging.StreamHandler()
|
458 |
+
formatter = logging.Formatter(
|
459 |
+
'%(asctime)s - %(name)s - %(levelname)s - %(message)s'
|
460 |
+
)
|
461 |
+
handler.setFormatter(formatter)
|
462 |
+
logger.addHandler(handler)
|
463 |
+
return logger
|
464 |
+
|
465 |
+
async def execute_stage(self, stage: PipelineStage, context: Dict[str, Any]) -> Dict[str, Any]:
|
466 |
+
"""Execute a pipeline stage with monitoring and error handling"""
|
467 |
+
self.logger.info(f"Starting stage: {stage.value}")
|
468 |
+
start_time = time.time()
|
469 |
+
|
470 |
try:
|
471 |
+
# Record stage start
|
472 |
+
self.current_stage = stage
|
473 |
+
self._record_stage_start(stage, context)
|
474 |
+
|
475 |
+
# Execute stage-specific logic
|
476 |
+
result = await self._execute_stage_logic(stage, context)
|
477 |
+
|
478 |
+
# Validate stage output
|
479 |
+
self._validate_stage_output(stage, result)
|
480 |
|
481 |
+
# Update metrics
|
482 |
+
execution_time = time.time() - start_time
|
483 |
+
self._update_stage_metrics(stage, execution_time, result)
|
484 |
+
|
485 |
+
# Record stage completion
|
486 |
+
self._record_stage_completion(stage, result)
|
487 |
+
|
488 |
+
return {
|
489 |
+
"status": "success",
|
490 |
+
"stage": stage.value,
|
491 |
+
"result": result,
|
492 |
+
"execution_time": execution_time,
|
493 |
+
"metrics": self.stage_metrics.get(stage, {})
|
494 |
+
}
|
495 |
|
|
|
|
|
496 |
except Exception as e:
|
497 |
+
error_msg = f"Error in stage {stage.value}: {str(e)}"
|
498 |
+
self.logger.error(error_msg)
|
499 |
+
|
500 |
+
# Handle stage failure
|
501 |
+
await self._handle_stage_failure(stage, context, e)
|
502 |
+
|
503 |
+
return {
|
504 |
+
"status": "error",
|
505 |
+
"stage": stage.value,
|
506 |
+
"error": error_msg,
|
507 |
+
"execution_time": time.time() - start_time
|
508 |
+
}
|
509 |
|
510 |
+
async def _execute_stage_logic(self, stage: PipelineStage, context: Dict[str, Any]) -> Dict[str, Any]:
|
511 |
+
"""Execute stage-specific logic with appropriate tools"""
|
512 |
+
if stage == self.PipelineStage.PLANNING:
|
513 |
+
return await self._execute_planning_stage(context)
|
514 |
+
elif stage == self.PipelineStage.DEVELOPMENT:
|
515 |
+
return await self._execute_development_stage(context)
|
516 |
+
elif stage == self.PipelineStage.TESTING:
|
517 |
+
return await self._execute_testing_stage(context)
|
518 |
+
elif stage == self.PipelineStage.DEPLOYMENT:
|
519 |
+
return await self._execute_deployment_stage(context)
|
520 |
+
elif stage == self.PipelineStage.MAINTENANCE:
|
521 |
+
return await self._execute_maintenance_stage(context)
|
522 |
+
elif stage == self.PipelineStage.ROLLBACK:
|
523 |
+
return await self._execute_rollback_stage(context)
|
524 |
+
else:
|
525 |
+
raise ValueError(f"Unknown pipeline stage: {stage}")
|
526 |
+
|
527 |
+
async def _execute_planning_stage(self, context: Dict[str, Any]) -> Dict[str, Any]:
|
528 |
+
"""Execute planning stage with requirement analysis and task breakdown"""
|
529 |
try:
|
530 |
+
# Analyze requirements
|
531 |
+
requirements = await self.tool_manager.execute_tool(
|
532 |
+
"requirements_analyzer",
|
533 |
+
context.get("requirements", "")
|
534 |
+
)
|
535 |
+
|
536 |
+
# Generate task breakdown
|
537 |
+
tasks = await self.tool_manager.execute_tool(
|
538 |
+
"task_breakdown",
|
539 |
+
requirements["result"]
|
540 |
+
)
|
541 |
+
|
542 |
+
# Create project structure
|
543 |
+
project_structure = await self.workspace_manager.create_project_structure(
|
544 |
+
context["project_name"],
|
545 |
+
tasks["result"]
|
546 |
+
)
|
547 |
+
|
548 |
+
return {
|
549 |
+
"requirements": requirements["result"],
|
550 |
+
"tasks": tasks["result"],
|
551 |
+
"project_structure": project_structure
|
552 |
+
}
|
553 |
except Exception as e:
|
554 |
+
raise Exception(f"Planning stage failed: {str(e)}")
|
555 |
|
556 |
+
async def _execute_development_stage(self, context: Dict[str, Any]) -> Dict[str, Any]:
|
557 |
+
"""Execute development stage with code generation and quality checks"""
|
558 |
+
try:
|
559 |
+
# Generate code
|
560 |
+
code_generation = await self.tool_manager.execute_tool(
|
561 |
+
"code_generator",
|
562 |
+
context.get("tasks", [])
|
563 |
+
)
|
564 |
+
|
565 |
+
# Run initial quality checks
|
566 |
+
quality_check = await self.tool_manager.execute_tool(
|
567 |
+
"code_quality_checker",
|
568 |
+
code_generation["result"]
|
569 |
+
)
|
570 |
+
|
571 |
+
# Save generated code
|
572 |
+
saved_files = await self.workspace_manager.save_generated_code(
|
573 |
+
context["project_name"],
|
574 |
+
code_generation["result"]
|
575 |
+
)
|
576 |
+
|
577 |
+
return {
|
578 |
+
"generated_code": code_generation["result"],
|
579 |
+
"quality_check": quality_check["result"],
|
580 |
+
"saved_files": saved_files
|
581 |
+
}
|
582 |
+
except Exception as e:
|
583 |
+
raise Exception(f"Development stage failed: {str(e)}")
|
584 |
+
|
585 |
+
async def _execute_testing_stage(self, context: Dict[str, Any]) -> Dict[str, Any]:
|
586 |
+
"""Execute testing stage with comprehensive test suite"""
|
587 |
+
try:
|
588 |
+
# Generate tests
|
589 |
+
test_generation = await self.tool_manager.execute_tool(
|
590 |
+
"test_generator",
|
591 |
+
context.get("generated_code", "")
|
592 |
+
)
|
593 |
+
|
594 |
+
# Run tests
|
595 |
+
test_results = await self.tool_manager.execute_tool(
|
596 |
+
"test_runner",
|
597 |
+
test_generation["result"]
|
598 |
+
)
|
599 |
+
|
600 |
+
# Generate coverage report
|
601 |
+
coverage_report = await self.tool_manager.execute_tool(
|
602 |
+
"coverage_analyzer",
|
603 |
+
test_results["result"]
|
604 |
+
)
|
605 |
+
|
606 |
+
return {
|
607 |
+
"test_cases": test_generation["result"],
|
608 |
+
"test_results": test_results["result"],
|
609 |
+
"coverage_report": coverage_report["result"]
|
610 |
+
}
|
611 |
+
except Exception as e:
|
612 |
+
raise Exception(f"Testing stage failed: {str(e)}")
|
613 |
+
|
614 |
+
def _validate_stage_output(self, stage: PipelineStage, result: Dict[str, Any]):
|
615 |
+
"""Validate stage output against defined criteria"""
|
616 |
+
validation_rules = self._get_validation_rules(stage)
|
617 |
+
validation_errors = []
|
618 |
|
619 |
+
for rule in validation_rules:
|
620 |
+
if not rule.validate(result):
|
621 |
+
validation_errors.append(rule.get_error_message())
|
622 |
+
|
623 |
+
if validation_errors:
|
624 |
+
raise ValueError(f"Stage validation failed: {'; '.join(validation_errors)}")
|
625 |
+
|
626 |
+
def _update_stage_metrics(self, stage: PipelineStage, execution_time: float, result: Dict[str, Any]):
|
627 |
+
"""Update metrics for the stage"""
|
628 |
+
if stage not in self.stage_metrics:
|
629 |
+
self.stage_metrics[stage] = {
|
630 |
+
"total_executions": 0,
|
631 |
+
"successful_executions": 0,
|
632 |
+
"failed_executions": 0,
|
633 |
+
"average_execution_time": 0,
|
634 |
+
"last_execution_time": None,
|
635 |
+
"error_rate": 0
|
636 |
+
}
|
637 |
+
|
638 |
+
metrics = self.stage_metrics[stage]
|
639 |
+
metrics["total_executions"] += 1
|
640 |
+
metrics["last_execution_time"] = execution_time
|
641 |
+
|
642 |
+
if result.get("status") == "success":
|
643 |
+
metrics["successful_executions"] += 1
|
644 |
+
else:
|
645 |
+
metrics["failed_executions"] += 1
|
646 |
+
|
647 |
+
metrics["error_rate"] = metrics["failed_executions"] / metrics["total_executions"]
|
648 |
+
metrics["average_execution_time"] = (
|
649 |
+
(metrics["average_execution_time"] * (metrics["total_executions"] - 1) + execution_time)
|
650 |
+
/ metrics["total_executions"]
|
651 |
)
|
|
|
652 |
|
653 |
+
async def _handle_stage_failure(self, stage: PipelineStage, context: Dict[str, Any], error: Exception):
|
654 |
+
"""Handle stage failure with rollback and recovery options"""
|
655 |
+
self.logger.error(f"Handling failure in stage {stage.value}: {str(error)}")
|
656 |
+
|
657 |
+
# Record failure
|
658 |
+
self._record_stage_failure(stage, error)
|
659 |
+
|
660 |
+
# Determine if rollback is needed
|
661 |
+
if self._should_rollback(stage, error):
|
662 |
+
await self._execute_rollback(stage, context)
|
663 |
+
|
664 |
+
# Attempt recovery
|
665 |
+
await self._attempt_recovery(stage, context, error)
|
666 |
+
|
667 |
+
def _should_rollback(self, stage: PipelineStage, error: Exception) -> bool:
|
668 |
+
"""Determine if a rollback is needed based on error severity"""
|
669 |
+
critical_errors = [
|
670 |
+
"DatabaseError",
|
671 |
+
"DeploymentError",
|
672 |
+
"SecurityViolation"
|
673 |
+
]
|
674 |
+
return any(err in str(error) for err in critical_errors)
|
675 |
+
|
676 |
+
async def _execute_rollback(self, stage: PipelineStage, context: Dict[str, Any]):
|
677 |
+
"""Execute rollback procedure for a failed stage"""
|
678 |
+
self.logger.info(f"Executing rollback for stage {stage.value}")
|
679 |
+
|
680 |
+
try:
|
681 |
+
# Get rollback point
|
682 |
+
rollback_point = self._get_rollback_point(stage)
|
683 |
+
|
684 |
+
# Execute rollback
|
685 |
+
await self.execute_stage(
|
686 |
+
self.PipelineStage.ROLLBACK,
|
687 |
+
{
|
688 |
+
**context,
|
689 |
+
"rollback_point": rollback_point,
|
690 |
+
"failed_stage": stage
|
691 |
+
}
|
692 |
+
)
|
693 |
+
|
694 |
+
except Exception as e:
|
695 |
+
self.logger.error(f"Rollback failed: {str(e)}")
|
696 |
+
# Implement emergency shutdown if rollback fails
|
697 |
+
self._emergency_shutdown(stage, e)
|
698 |
+
|
699 |
+
def _emergency_shutdown(self, stage: PipelineStage, error: Exception):
|
700 |
+
"""Handle emergency shutdown when rollback fails"""
|
701 |
+
self.logger.critical(f"Emergency shutdown initiated for stage {stage.value}")
|
702 |
+
# Implement emergency shutdown procedures
|
703 |
+
pass
|
704 |
|
705 |
+
class RefinementLoop:
|
706 |
+
"""Enhanced refinement loop for code quality assurance and continuous improvement"""
|
707 |
|
708 |
+
class RefinementState(Enum):
|
709 |
+
INITIALIZING = "initializing"
|
710 |
+
ANALYZING = "analyzing"
|
711 |
+
REFINING = "refining"
|
712 |
+
VALIDATING = "validating"
|
713 |
+
COMPLETED = "completed"
|
714 |
+
FAILED = "failed"
|
715 |
+
|
716 |
+
def __init__(self, pipeline: DevelopmentPipeline, max_iterations: int = 5):
|
717 |
+
self.pipeline = pipeline
|
718 |
+
self.max_iterations = max_iterations
|
719 |
+
self.current_iteration = 0
|
720 |
+
self.refinement_history: List[Dict[str, Any]] = []
|
721 |
+
self.quality_metrics = QualityMetrics()
|
722 |
+
self.error_tracker = ErrorTracker()
|
723 |
+
self.improvement_suggestions: List[str] = []
|
724 |
+
self.state = self.RefinementState.INITIALIZING
|
725 |
+
self.logger = self._setup_logger()
|
726 |
+
self.performance_monitor = self._setup_performance_monitor()
|
727 |
+
self.refinement_strategies = self._initialize_refinement_strategies()
|
728 |
+
|
729 |
+
def _setup_logger(self) -> logging.Logger:
|
730 |
+
"""Set up enhanced logging with detailed formatting"""
|
731 |
+
logger = logging.getLogger("RefinementLoop")
|
732 |
+
logger.setLevel(logging.DEBUG)
|
733 |
+
|
734 |
+
# File handler for persistent logging
|
735 |
+
file_handler = logging.FileHandler("refinement_loop.log")
|
736 |
+
file_handler.setLevel(logging.DEBUG)
|
737 |
+
|
738 |
+
# Console handler for immediate feedback
|
739 |
+
console_handler = logging.StreamHandler()
|
740 |
+
console_handler.setLevel(logging.INFO)
|
741 |
+
|
742 |
+
# Create formatters and add them to the handlers
|
743 |
+
detailed_formatter = logging.Formatter(
|
744 |
+
'%(asctime)s - %(name)s - %(levelname)s - %(message)s'
|
745 |
+
)
|
746 |
+
simple_formatter = logging.Formatter(
|
747 |
+
'%(levelname)s: %(message)s'
|
748 |
+
)
|
749 |
+
|
750 |
+
file_handler.setFormatter(detailed_formatter)
|
751 |
+
console_handler.setFormatter(simple_formatter)
|
752 |
+
|
753 |
+
# Add handlers to logger
|
754 |
+
logger.addHandler(file_handler)
|
755 |
+
logger.addHandler(console_handler)
|
756 |
+
|
757 |
+
return logger
|
758 |
+
|
759 |
+
def _setup_performance_monitor(self):
|
760 |
+
"""Initialize performance monitoring"""
|
761 |
+
return {
|
762 |
+
"start_time": None,
|
763 |
+
"end_time": None,
|
764 |
+
"iterations": [],
|
765 |
+
"memory_usage": [],
|
766 |
+
"cpu_usage": []
|
767 |
+
}
|
768 |
+
|
769 |
+
def _initialize_refinement_strategies(self) -> Dict[str, Any]:
|
770 |
+
"""Initialize available refinement strategies"""
|
771 |
+
return {
|
772 |
+
"code_optimization": self._optimize_code,
|
773 |
+
"test_enhancement": self._enhance_tests,
|
774 |
+
"security_hardening": self._harden_security,
|
775 |
+
"performance_tuning": self._tune_performance,
|
776 |
+
"documentation_improvement": self._improve_documentation
|
777 |
+
}
|
778 |
+
|
779 |
+
async def run_refinement_cycle(self, project_name: str) -> Dict[str, Any]:
|
780 |
+
"""Execute refinement cycle with enhanced error handling and monitoring"""
|
781 |
+
self.logger.info(f"Starting refinement cycle for project: {project_name}")
|
782 |
+
self.state = self.RefinementState.INITIALIZING
|
783 |
+
self.performance_monitor["start_time"] = time.time()
|
784 |
+
|
785 |
+
try:
|
786 |
+
while self.current_iteration < self.max_iterations:
|
787 |
+
self.logger.debug(f"Starting iteration {self.current_iteration + 1}")
|
788 |
+
iteration_start_time = time.time()
|
789 |
+
|
790 |
+
# Update state and analyze current state
|
791 |
+
self.state = self.RefinementState.ANALYZING
|
792 |
+
analysis = await self._analyze_current_state(project_name)
|
793 |
+
|
794 |
+
if analysis["meets_requirements"]:
|
795 |
+
self.logger.info("Quality requirements met")
|
796 |
+
break
|
797 |
+
|
798 |
+
# Apply refinements
|
799 |
+
self.state = self.RefinementState.REFINING
|
800 |
+
refinement_result = await self._apply_refinements(project_name, analysis)
|
801 |
+
self.refinement_history.append(refinement_result)
|
802 |
+
|
803 |
+
# Validate changes
|
804 |
+
self.state = self.RefinementState.VALIDATING
|
805 |
+
validation_result = await self._validate_changes(project_name)
|
806 |
+
|
807 |
+
if not validation_result["success"]:
|
808 |
+
self.logger.warning("Validation failed, initiating rollback")
|
809 |
+
await self._rollback_changes(project_name)
|
810 |
+
continue
|
811 |
+
|
812 |
+
# Update metrics and record performance
|
813 |
+
await self._update_metrics(validation_result)
|
814 |
+
self._record_iteration_performance(iteration_start_time)
|
815 |
+
|
816 |
+
self.current_iteration += 1
|
817 |
+
|
818 |
+
if await self._check_optimal_state():
|
819 |
+
self.logger.info("Optimal state reached")
|
820 |
+
break
|
821 |
+
|
822 |
+
# Prevent resource exhaustion
|
823 |
+
await asyncio.sleep(1)
|
824 |
+
|
825 |
+
self.state = self.RefinementState.COMPLETED
|
826 |
+
return await self._generate_final_report()
|
827 |
+
|
828 |
+
except Exception as e:
|
829 |
+
self.state = self.RefinementState.FAILED
|
830 |
+
self.logger.error(f"Error in refinement cycle: {str(e)}")
|
831 |
+
self.error_tracker.add_error("refinement_cycle", str(e))
|
832 |
+
return {
|
833 |
+
"success": False,
|
834 |
+
"error": str(e),
|
835 |
+
"error_details": traceback.format_exc()
|
836 |
+
}
|
837 |
+
finally:
|
838 |
+
self.performance_monitor["end_time"] = time.time()
|
839 |
+
|
840 |
+
async def _analyze_current_state(self, project_name: str) -> Dict[str, Any]:
|
841 |
+
"""Analyze current project state with detailed metrics"""
|
842 |
try:
|
843 |
+
# Collect code metrics
|
844 |
+
code_metrics = await self._collect_code_metrics(project_name)
|
845 |
+
|
846 |
+
# Analyze test coverage
|
847 |
+
test_coverage = await self._analyze_test_coverage(project_name)
|
848 |
+
|
849 |
+
# Check security vulnerabilities
|
850 |
+
security_analysis = await self._analyze_security(project_name)
|
851 |
+
|
852 |
+
# Measure performance metrics
|
853 |
+
performance_metrics = await self._measure_performance(project_name)
|
854 |
+
|
855 |
+
# Determine if requirements are met
|
856 |
+
meets_requirements = await self._check_requirements(
|
857 |
+
code_metrics,
|
858 |
+
test_coverage,
|
859 |
+
security_analysis,
|
860 |
+
performance_metrics
|
861 |
)
|
862 |
+
|
863 |
+
return {
|
864 |
+
"code_metrics": code_metrics,
|
865 |
+
"test_coverage": test_coverage,
|
866 |
+
"security_analysis": security_analysis,
|
867 |
+
"performance_metrics": performance_metrics,
|
868 |
+
"meets_requirements": meets_requirements,
|
869 |
+
"timestamp": datetime.now()
|
870 |
+
}
|
871 |
+
|
872 |
except Exception as e:
|
873 |
+
self.logger.error(f"Error analyzing current state: {str(e)}")
|
874 |
+
raise
|
875 |
|
876 |
+
async def _apply_refinements(self, project_name: str, analysis: Dict[str, Any]) -> Dict[str, Any]:
|
877 |
+
"""Apply necessary refinements based on analysis"""
|
878 |
+
try:
|
879 |
+
refinements_applied = []
|
880 |
+
|
881 |
+
# Determine needed refinements
|
882 |
+
needed_refinements = await self._determine_needed_refinements(analysis)
|
883 |
+
|
884 |
+
# Apply each refinement strategy
|
885 |
+
for refinement_type, refinement_data in needed_refinements.items():
|
886 |
+
if refinement_type in self.refinement_strategies:
|
887 |
+
refinement_result = await self.refinement_strategies[refinement_type](
|
888 |
+
project_name,
|
889 |
+
refinement_data
|
890 |
+
)
|
891 |
+
refinements_applied.append(refinement_result)
|
892 |
+
|
893 |
+
return {
|
894 |
+
"refinements_applied": refinements_applied,
|
895 |
+
"timestamp": datetime.now()
|
896 |
+
}
|
897 |
+
|
898 |
+
except Exception as e:
|
899 |
+
self.logger.error(f"Error applying refinements: {str(e)}")
|
900 |
+
raise
|
901 |
|
902 |
+
async def _validate_changes(self, project_name: str) -> Dict[str, Any]:
|
903 |
+
"""Validate applied changes with comprehensive testing"""
|
904 |
+
try:
|
905 |
+
# Run test suite
|
906 |
+
test_results = await self._run_test_suite(project_name)
|
907 |
+
|
908 |
+
# Validate code quality
|
909 |
+
quality_validation = await self._validate_code_quality(project_name)
|
910 |
+
|
911 |
+
# Check for regressions
|
912 |
+
regression_check = await self._check_for_regressions(project_name)
|
913 |
+
|
914 |
+
# Verify performance impact
|
915 |
+
performance_impact = await self._verify_performance_impact(project_name)
|
916 |
+
|
917 |
+
validation_success = all([
|
918 |
+
test_results["success"],
|
919 |
+
quality_validation["success"],
|
920 |
+
not regression_check["regressions_found"],
|
921 |
+
performance_impact["acceptable"]
|
922 |
+
])
|
923 |
+
|
924 |
+
return {
|
925 |
+
"success": validation_success,
|
926 |
+
"test_results": test_results,
|
927 |
+
"quality_validation": quality_validation,
|
928 |
+
"regression_check": regression_check,
|
929 |
+
"performance_impact": performance_impact,
|
930 |
+
"timestamp": datetime.now()
|
931 |
+
}
|
932 |
+
|
933 |
+
except Exception as e:
|
934 |
+
self.logger.error(f"Error validating changes: {str(e)}")
|
935 |
+
raise
|
936 |
|
937 |
+
async def _optimize_code(self, project_name: str, optimization_data: Dict[str, Any]) -> Dict[str, Any]:
|
938 |
+
"""Optimize code based on analysis results"""
|
939 |
+
try:
|
940 |
+
self.logger.info(f"Starting code optimization for {project_name}")
|
941 |
+
optimizations_applied = []
|
942 |
+
|
943 |
+
# Apply code optimizations
|
944 |
+
for file_path, file_data in optimization_data.items():
|
945 |
+
# Complexity reduction
|
946 |
+
if file_data.get("complexity_score", 0) > 0.7:
|
947 |
+
complexity_result = await self._reduce_complexity(file_path)
|
948 |
+
optimizations_applied.append({"type": "complexity", "result": complexity_result})
|
949 |
+
|
950 |
+
# Performance optimization
|
951 |
+
if file_data.get("performance_score", 0) < 0.8:
|
952 |
+
performance_result = await self._optimize_performance(file_path)
|
953 |
+
optimizations_applied.append({"type": "performance", "result": performance_result})
|
954 |
+
|
955 |
+
# Memory optimization
|
956 |
+
if file_data.get("memory_score", 0) < 0.8:
|
957 |
+
memory_result = await self._optimize_memory(file_path)
|
958 |
+
optimizations_applied.append({"type": "memory", "result": memory_result})
|
959 |
+
|
960 |
+
return {
|
961 |
+
"status": "success",
|
962 |
+
"optimizations_applied": optimizations_applied,
|
963 |
+
"timestamp": datetime.now()
|
964 |
+
}
|
965 |
+
|
966 |
+
except Exception as e:
|
967 |
+
self.logger.error(f"Error in code optimization: {str(e)}")
|
968 |
+
raise
|
969 |
|
970 |
+
async def _enhance_tests(self, project_name: str, test_data: Dict[str, Any]) -> Dict[str, Any]:
|
971 |
+
"""Enhance test coverage and quality"""
|
972 |
+
try:
|
973 |
+
self.logger.info(f"Starting test enhancement for {project_name}")
|
974 |
+
enhancements_applied = []
|
975 |
+
|
976 |
+
# Generate missing tests
|
977 |
+
missing_tests = await self._identify_missing_tests(project_name)
|
978 |
+
if missing_tests:
|
979 |
+
generated_tests = await self._generate_tests(missing_tests)
|
980 |
+
enhancements_applied.append({"type": "new_tests", "tests": generated_tests})
|
981 |
+
|
982 |
+
# Improve existing tests
|
983 |
+
weak_tests = await self._identify_weak_tests(project_name)
|
984 |
+
if weak_tests:
|
985 |
+
improved_tests = await self._improve_test_quality(weak_tests)
|
986 |
+
enhancements_applied.append({"type": "improved_tests", "tests": improved_tests})
|
987 |
+
|
988 |
+
# Add property-based tests
|
989 |
+
property_tests = await self._generate_property_tests(project_name)
|
990 |
+
if property_tests:
|
991 |
+
enhancements_applied.append({"type": "property_tests", "tests": property_tests})
|
992 |
+
|
993 |
+
return {
|
994 |
+
"status": "success",
|
995 |
+
"enhancements_applied": enhancements_applied,
|
996 |
+
"timestamp": datetime.now()
|
997 |
+
}
|
998 |
+
|
999 |
+
except Exception as e:
|
1000 |
+
self.logger.error(f"Error in test enhancement: {str(e)}")
|
1001 |
+
raise
|
1002 |
|
1003 |
+
async def _harden_security(self, project_name: str, security_data: Dict[str, Any]) -> Dict[str, Any]:
|
1004 |
+
"""Implement security improvements"""
|
1005 |
+
try:
|
1006 |
+
self.logger.info(f"Starting security hardening for {project_name}")
|
1007 |
+
security_improvements = []
|
1008 |
+
|
1009 |
+
# Fix security vulnerabilities
|
1010 |
+
vulnerabilities = await self._identify_vulnerabilities(project_name)
|
1011 |
+
if vulnerabilities:
|
1012 |
+
fixed_vulnerabilities = await self._fix_vulnerabilities(vulnerabilities)
|
1013 |
+
security_improvements.append({"type": "vulnerability_fixes", "fixes": fixed_vulnerabilities})
|
1014 |
+
|
1015 |
+
# Implement security best practices
|
1016 |
+
security_best_practices = await self._implement_security_practices(project_name)
|
1017 |
+
security_improvements.append({"type": "best_practices", "implementations": security_best_practices})
|
1018 |
+
|
1019 |
+
# Add security tests
|
1020 |
+
security_tests = await self._add_security_tests(project_name)
|
1021 |
+
security_improvements.append({"type": "security_tests", "tests": security_tests})
|
1022 |
+
|
1023 |
+
return {
|
1024 |
+
"status": "success",
|
1025 |
+
"security_improvements": security_improvements,
|
1026 |
+
"timestamp": datetime.now()
|
1027 |
+
}
|
1028 |
+
|
1029 |
+
except Exception as e:
|
1030 |
+
self.logger.error(f"Error in security hardening: {str(e)}")
|
1031 |
+
raise
|
1032 |
|
1033 |
+
async def _tune_performance(self, project_name: str, performance_data: Dict[str, Any]) -> Dict[str, Any]:
|
1034 |
+
"""Tune application performance"""
|
1035 |
+
try:
|
1036 |
+
self.logger.info(f"Starting performance tuning for {project_name}")
|
1037 |
+
performance_improvements = []
|
1038 |
+
|
1039 |
+
# Optimize database queries
|
1040 |
+
if performance_data.get("database_issues"):
|
1041 |
+
query_optimizations = await self._optimize_database_queries(project_name)
|
1042 |
+
performance_improvements.append({"type": "database_optimization", "optimizations": query_optimizations})
|
1043 |
+
|
1044 |
+
# Optimize algorithms
|
1045 |
+
if performance_data.get("algorithm_issues"):
|
1046 |
+
algorithm_optimizations = await self._optimize_algorithms(project_name)
|
1047 |
+
performance_improvements.append({"type": "algorithm_optimization", "optimizations": algorithm_optimizations})
|
1048 |
+
|
1049 |
+
# Implement caching
|
1050 |
+
if performance_data.get("caching_recommended"):
|
1051 |
+
caching_implementations = await self._implement_caching(project_name)
|
1052 |
+
performance_improvements.append({"type": "caching", "implementations": caching_implementations})
|
1053 |
+
|
1054 |
+
return {
|
1055 |
+
"status": "success",
|
1056 |
+
"performance_improvements": performance_improvements,
|
1057 |
+
"timestamp": datetime.now()
|
1058 |
+
}
|
1059 |
+
|
1060 |
+
except Exception as e:
|
1061 |
+
self.logger.error(f"Error in performance tuning: {str(e)}")
|
1062 |
+
raise
|
1063 |
|
1064 |
+
async def _improve_documentation(self, project_name: str, doc_data: Dict[str, Any]) -> Dict[str, Any]:
|
1065 |
+
"""Improve code documentation"""
|
1066 |
+
try:
|
1067 |
+
self.logger.info(f"Starting documentation improvement for {project_name}")
|
1068 |
+
documentation_improvements = []
|
1069 |
+
|
1070 |
+
# Generate missing docstrings
|
1071 |
+
missing_docs = await self._identify_missing_docs(project_name)
|
1072 |
+
if missing_docs:
|
1073 |
+
generated_docs = await self._generate_docstrings(missing_docs)
|
1074 |
+
documentation_improvements.append({"type": "docstrings", "docs": generated_docs})
|
1075 |
+
|
1076 |
+
# Update README
|
1077 |
+
readme_updates = await self._update_readme(project_name)
|
1078 |
+
documentation_improvements.append({"type": "readme", "updates": readme_updates})
|
1079 |
+
|
1080 |
+
# Generate API documentation
|
1081 |
+
api_docs = await self._generate_api_docs(project_name)
|
1082 |
+
documentation_improvements.append({"type": "api_docs", "docs": api_docs})
|
1083 |
+
|
1084 |
+
return {
|
1085 |
+
"status": "success",
|
1086 |
+
"documentation_improvements": documentation_improvements,
|
1087 |
+
"timestamp": datetime.now()
|
1088 |
+
}
|
1089 |
+
|
1090 |
+
except Exception as e:
|
1091 |
+
self.logger.error(f"Error in documentation improvement: {str(e)}")
|
1092 |
+
raise
|
1093 |
|
1094 |
+
async def _generate_final_report(self) -> Dict[str, Any]:
|
1095 |
+
"""Generate comprehensive final report"""
|
1096 |
+
total_duration = self.performance_monitor["end_time"] - self.performance_monitor["start_time"]
|
1097 |
+
|
1098 |
+
return {
|
1099 |
+
"status": "success",
|
1100 |
+
"iterations_completed": self.current_iteration,
|
1101 |
+
"total_duration": total_duration,
|
1102 |
+
"refinement_history": self.refinement_history,
|
1103 |
+
"final_metrics": await self._get_final_metrics(),
|
1104 |
+
"performance_summary": self._get_performance_summary(),
|
1105 |
+
"improvement_suggestions": self.improvement_suggestions,
|
1106 |
+
"error_summary": self.error_tracker.get_error_analysis()
|
1107 |
+
}
|
1108 |
+
|
1109 |
+
def _get_performance_summary(self) -> Dict[str, Any]:
|
1110 |
+
"""Generate performance summary"""
|
1111 |
+
return {
|
1112 |
+
"total_iterations": len(self.performance_monitor["iterations"]),
|
1113 |
+
"average_iteration_time": statistics.mean(self.performance_monitor["iterations"]),
|
1114 |
+
"memory_usage": {
|
1115 |
+
"average": statistics.mean(self.performance_monitor["memory_usage"]),
|
1116 |
+
"peak": max(self.performance_monitor["memory_usage"])
|
1117 |
+
},
|
1118 |
+
"cpu_usage": {
|
1119 |
+
"average": statistics.mean(self.performance_monitor["cpu_usage"]),
|
1120 |
+
"peak": max(self.performance_monitor["cpu_usage"])
|
1121 |
+
}
|
1122 |
+
}
|
1123 |
+
|
1124 |
+
async def _get_final_metrics(self) -> Dict[str, Any]:
|
1125 |
+
"""Get final quality metrics"""
|
1126 |
+
return {
|
1127 |
+
"code_quality": self.quality_metrics.code_quality_score,
|
1128 |
+
"test_coverage": self.quality_metrics.test_coverage,
|
1129 |
+
"security_score": self.quality_metrics.security_score,
|
1130 |
+
"performance_score": self.quality_metrics.performance_score,
|
1131 |
+
"improvement_percentage": await self._calculate_improvement_percentage()
|
1132 |
+
}
|
1133 |
+
|
1134 |
+
async def _calculate_improvement_percentage(self) -> float:
|
1135 |
+
"""Calculate overall improvement percentage"""
|
1136 |
+
if not self.refinement_history:
|
1137 |
+
return 0.0
|
1138 |
+
|
1139 |
+
initial_metrics = self.refinement_history[0].get("metrics", {})
|
1140 |
+
final_metrics = self.refinement_history[-1].get("metrics", {})
|
1141 |
+
|
1142 |
+
improvements = []
|
1143 |
+
for metric in ["code_quality", "test_coverage", "security_score", "performance_score"]:
|
1144 |
+
if metric in initial_metrics and metric in final_metrics:
|
1145 |
+
improvement = (final_metrics[metric] - initial_metrics[metric]) / initial_metrics[metric] * 100
|
1146 |
+
improvements.append(improvement)
|
1147 |
+
|
1148 |
+
return statistics.mean(improvements) if improvements else 0.0
|
1149 |
|
1150 |
+
class StreamlitInterface:
|
1151 |
+
"""Streamlit UI integration for the RefinementLoop system"""
|
1152 |
+
|
1153 |
+
def __init__(self, refinement_loop: RefinementLoop):
|
1154 |
+
self.refinement_loop = refinement_loop
|
1155 |
+
self.session_state = self._initialize_session_state()
|
1156 |
+
self.theme = self._setup_theme()
|
1157 |
+
self.metrics_cache = {}
|
1158 |
+
|
1159 |
+
def _initialize_session_state(self) -> Dict[str, Any]:
|
1160 |
+
"""Initialize Streamlit session state"""
|
1161 |
+
if 'project_history' not in st.session_state:
|
1162 |
+
st.session_state.project_history = []
|
1163 |
+
if 'current_project' not in st.session_state:
|
1164 |
+
st.session_state.current_project = None
|
1165 |
+
if 'refinement_status' not in st.session_state:
|
1166 |
+
st.session_state.refinement_status = None
|
1167 |
+
return st.session_state
|
1168 |
+
|
1169 |
+
def _setup_theme(self) -> Dict[str, Any]:
|
1170 |
+
"""Setup custom theme for the interface"""
|
1171 |
+
return {
|
1172 |
+
'primary_color': '#1f77b4',
|
1173 |
+
'background_color': '#ffffff',
|
1174 |
+
'secondary_background_color': '#f0f2f6',
|
1175 |
+
'text_color': '#262730',
|
1176 |
+
'font': 'sans serif'
|
1177 |
+
}
|
1178 |
+
|
1179 |
+
def render_main_interface(self):
|
1180 |
+
"""Render the main Streamlit interface"""
|
1181 |
+
st.set_page_config(
|
1182 |
+
page_title="Code Refinement System",
|
1183 |
+
page_icon="🔄",
|
1184 |
+
layout="wide"
|
1185 |
+
)
|
1186 |
|
1187 |
+
st.title("Advanced Code Refinement System")
|
1188 |
+
|
1189 |
+
# Sidebar navigation
|
1190 |
+
self._render_sidebar()
|
1191 |
+
|
1192 |
+
# Main content area
|
1193 |
+
selected_tab = st.tabs(["Dashboard", "Project Analysis", "Refinement History", "Settings"])
|
1194 |
+
|
1195 |
+
with selected_tab[0]:
|
1196 |
+
self._render_dashboard()
|
1197 |
+
|
1198 |
+
with selected_tab[1]:
|
1199 |
+
self._render_project_analysis()
|
1200 |
+
|
1201 |
+
with selected_tab[2]:
|
1202 |
+
self._render_refinement_history()
|
1203 |
+
|
1204 |
+
with selected_tab[3]:
|
1205 |
+
self._render_settings()
|
1206 |
|
1207 |
+
def _render_sidebar(self):
|
1208 |
+
"""Render sidebar with project controls"""
|
1209 |
+
with st.sidebar:
|
1210 |
+
st.header("Project Controls")
|
1211 |
+
|
1212 |
+
# Project selection/creation
|
1213 |
+
project_name = st.text_input("Project Name")
|
1214 |
+
|
1215 |
+
if st.button("Start New Refinement"):
|
1216 |
+
if project_name:
|
1217 |
+
self._start_new_refinement(project_name)
|
1218 |
+
|
1219 |
+
# Current project status
|
1220 |
+
if st.session_state.current_project:
|
1221 |
+
st.subheader("Current Project")
|
1222 |
+
st.info(f"Active: {st.session_state.current_project}")
|
1223 |
+
|
1224 |
+
if st.session_state.refinement_status:
|
1225 |
+
st.progress(self._calculate_progress())
|
1226 |
+
|
1227 |
+
# Quick actions
|
1228 |
+
st.subheader("Quick Actions")
|
1229 |
+
if st.button("Stop Refinement"):
|
1230 |
+
self._stop_refinement()
|
1231 |
+
if st.button("Export Report"):
|
1232 |
+
self._export_report()
|
1233 |
+
|
1234 |
+
def _render_dashboard(self):
|
1235 |
+
"""Render main dashboard with key metrics"""
|
1236 |
+
col1, col2, col3 = st.columns(3)
|
1237 |
+
|
1238 |
+
with col1:
|
1239 |
+
self._render_quality_metrics()
|
1240 |
+
|
1241 |
+
with col2:
|
1242 |
+
self._render_performance_metrics()
|
1243 |
+
|
1244 |
+
with col3:
|
1245 |
+
self._render_security_metrics()
|
1246 |
+
|
1247 |
+
# Detailed charts
|
1248 |
+
self._render_trend_charts()
|
1249 |
+
|
1250 |
+
# Recent activity
|
1251 |
+
self._render_recent_activity()
|
1252 |
|
1253 |
+
def _render_quality_metrics(self):
|
1254 |
+
"""Render code quality metrics"""
|
1255 |
+
st.subheader("Code Quality")
|
1256 |
+
|
1257 |
+
if self.metrics_cache.get('quality_metrics'):
|
1258 |
+
metrics = self.metrics_cache['quality_metrics']
|
1259 |
+
|
1260 |
+
# Display metrics with gauges
|
1261 |
+
col1, col2 = st.columns(2)
|
1262 |
+
with col1:
|
1263 |
+
self._render_gauge(
|
1264 |
+
"Code Quality Score",
|
1265 |
+
metrics['code_quality_score'],
|
1266 |
+
0,
|
1267 |
+
100,
|
1268 |
+
"Higher is better"
|
1269 |
+
)
|
1270 |
+
with col2:
|
1271 |
+
self._render_gauge(
|
1272 |
+
"Test Coverage",
|
1273 |
+
metrics['test_coverage'],
|
1274 |
+
0,
|
1275 |
+
100,
|
1276 |
+
"Target: 80%"
|
1277 |
+
)
|
1278 |
+
|
1279 |
+
# Show improvement suggestions
|
1280 |
+
if metrics.get('suggestions'):
|
1281 |
+
st.write("Improvement Suggestions:")
|
1282 |
+
for suggestion in metrics['suggestions']:
|
1283 |
+
st.info(suggestion)
|
1284 |
+
|
1285 |
+
def _render_performance_metrics(self):
|
1286 |
+
"""Render performance metrics"""
|
1287 |
+
st.subheader("Performance Metrics")
|
1288 |
+
|
1289 |
+
if self.metrics_cache.get('performance_metrics'):
|
1290 |
+
metrics = self.metrics_cache['performance_metrics']
|
1291 |
+
|
1292 |
+
# Display key performance indicators
|
1293 |
+
cols = st.columns(3)
|
1294 |
+
with cols[0]:
|
1295 |
+
st.metric(
|
1296 |
+
"Response Time",
|
1297 |
+
f"{metrics['response_time']}ms",
|
1298 |
+
delta=metrics['response_time_change']
|
1299 |
+
)
|
1300 |
+
with cols[1]:
|
1301 |
+
st.metric(
|
1302 |
+
"Memory Usage",
|
1303 |
+
f"{metrics['memory_usage']}MB",
|
1304 |
+
delta=metrics['memory_usage_change']
|
1305 |
+
)
|
1306 |
+
with cols[2]:
|
1307 |
+
st.metric(
|
1308 |
+
"CPU Usage",
|
1309 |
+
f"{metrics['cpu_usage']}%",
|
1310 |
+
delta=metrics['cpu_usage_change']
|
1311 |
+
)
|
1312 |
+
|
1313 |
+
# Performance trend chart
|
1314 |
+
if metrics.get('history'):
|
1315 |
+
self._render_line_chart(
|
1316 |
+
"Performance Trend",
|
1317 |
+
metrics['history'],
|
1318 |
+
'timestamp',
|
1319 |
+
'response_time'
|
1320 |
+
)
|
1321 |
+
|
1322 |
+
def _render_security_metrics(self):
|
1323 |
+
"""Render security metrics and vulnerabilities"""
|
1324 |
+
st.subheader("Security Analysis")
|
1325 |
+
|
1326 |
+
if self.metrics_cache.get('security_metrics'):
|
1327 |
+
metrics = self.metrics_cache['security_metrics']
|
1328 |
+
|
1329 |
+
# Security score
|
1330 |
+
st.metric(
|
1331 |
+
"Security Score",
|
1332 |
+
f"{metrics['security_score']}/100",
|
1333 |
+
delta=metrics['security_score_change']
|
1334 |
+
)
|
1335 |
+
|
1336 |
+
# Vulnerabilities
|
1337 |
+
if metrics.get('vulnerabilities'):
|
1338 |
+
st.write("Detected Vulnerabilities:")
|
1339 |
+
for vuln in metrics['vulnerabilities']:
|
1340 |
+
severity_color = {
|
1341 |
+
'HIGH': 'red',
|
1342 |
+
'MEDIUM': 'orange',
|
1343 |
+
'LOW': 'yellow'
|
1344 |
+
}.get(vuln['severity'], 'grey')
|
1345 |
+
|
1346 |
+
st.markdown(
|
1347 |
+
f"<span style='color: {severity_color}'>"
|
1348 |
+
f"[{vuln['severity']}] {vuln['description']}"
|
1349 |
+
f"</span>",
|
1350 |
+
unsafe_allow_html=True
|
1351 |
+
)
|
1352 |
+
|
1353 |
+
async def _start_new_refinement(self, project_name: str):
|
1354 |
+
"""Start a new refinement cycle"""
|
1355 |
+
try:
|
1356 |
+
st.session_state.current_project = project_name
|
1357 |
+
st.session_state.refinement_status = "running"
|
1358 |
+
|
1359 |
+
# Create progress placeholder
|
1360 |
+
progress_bar = st.progress(0)
|
1361 |
+
status_text = st.empty()
|
1362 |
+
|
1363 |
+
# Run refinement cycle
|
1364 |
+
result = await self.refinement_loop.run_refinement_cycle(project_name)
|
1365 |
+
|
1366 |
+
# Update session state with results
|
1367 |
+
st.session_state.project_history.append({
|
1368 |
+
"project_name": project_name,
|
1369 |
+
"timestamp": datetime.now(),
|
1370 |
+
"result": result
|
1371 |
+
})
|
1372 |
+
|
1373 |
+
# Update metrics cache
|
1374 |
+
self.metrics_cache = await self._fetch_latest_metrics(project_name)
|
1375 |
+
|
1376 |
+
st.session_state.refinement_status = "completed"
|
1377 |
+
status_text.success("Refinement completed successfully!")
|
1378 |
+
|
1379 |
+
except Exception as e:
|
1380 |
+
st.session_state.refinement_status = "failed"
|
1381 |
+
st.error(f"Refinement failed: {str(e)}")
|
1382 |
|
1383 |
+
def _render_trend_charts(self):
|
1384 |
+
"""Render trend charts for various metrics"""
|
1385 |
+
st.subheader("Trend Analysis")
|
1386 |
+
|
1387 |
+
# Create tabs for different trend views
|
1388 |
+
trend_tabs = st.tabs(["Quality Trends", "Performance Trends", "Security Trends"])
|
1389 |
+
|
1390 |
+
with trend_tabs[0]:
|
1391 |
+
if self.metrics_cache.get('quality_history'):
|
1392 |
+
self._render_line_chart(
|
1393 |
+
"Code Quality Trend",
|
1394 |
+
self.metrics_cache['quality_history'],
|
1395 |
+
'timestamp',
|
1396 |
+
'quality_score'
|
1397 |
+
)
|
1398 |
+
|
1399 |
+
with trend_tabs[1]:
|
1400 |
+
if self.metrics_cache.get('performance_history'):
|
1401 |
+
self._render_line_chart(
|
1402 |
+
"Performance Trend",
|
1403 |
+
self.metrics_cache['performance_history'],
|
1404 |
+
'timestamp',
|
1405 |
+
'response_time'
|
1406 |
+
)
|
1407 |
+
|
1408 |
+
with trend_tabs[2]:
|
1409 |
+
if self.metrics_cache.get('security_history'):
|
1410 |
+
self._render_line_chart(
|
1411 |
+
"Security Score Trend",
|
1412 |
+
self.metrics_cache['security_history'],
|
1413 |
+
'timestamp',
|
1414 |
+
'security_score'
|
1415 |
+
)
|
1416 |
+
|
1417 |
+
def _render_recent_activity(self):
|
1418 |
+
"""Render recent activity log"""
|
1419 |
+
st.subheader("Recent Activity")
|
1420 |
+
|
1421 |
+
if st.session_state.project_history:
|
1422 |
+
for activity in reversed(st.session_state.project_history[-5:]):
|
1423 |
+
with st.expander(
|
1424 |
+
f"{activity['project_name']} - {activity['timestamp'].strftime('%Y-%m-%d %H:%M:%S')}"
|
1425 |
+
):
|
1426 |
+
st.json(activity['result'])
|
1427 |
+
|
1428 |
+
async def _fetch_latest_metrics(self, project_name: str) -> Dict[str, Any]:
|
1429 |
+
"""Fetch latest metrics for the project"""
|
1430 |
+
try:
|
1431 |
+
# Get quality metrics
|
1432 |
+
quality_metrics = await self.refinement_loop.quality_metrics.analyze_code(project_name)
|
1433 |
+
|
1434 |
+
# Get performance metrics
|
1435 |
+
performance_metrics = await self._get_performance_metrics(project_name)
|
1436 |
+
|
1437 |
+
# Get security metrics
|
1438 |
+
security_metrics = await self._get_security_metrics(project_name)
|
1439 |
+
|
1440 |
+
return {
|
1441 |
+
'quality_metrics': quality_metrics,
|
1442 |
+
'performance_metrics': performance_metrics,
|
1443 |
+
'security_metrics': security_metrics,
|
1444 |
+
'last_updated': datetime.now()
|
1445 |
+
}
|
1446 |
+
|
1447 |
+
except Exception as e:
|
1448 |
+
st.error(f"Error fetching metrics: {str(e)}")
|
1449 |
+
return {}
|
1450 |
|
1451 |
+
def _calculate_progress(self) -> float:
|
1452 |
+
"""Calculate current refinement progress"""
|
1453 |
+
if not st.session_state.refinement_status:
|
1454 |
+
return 0.0
|
1455 |
+
|
1456 |
+
if st.session_state.refinement_status == "completed":
|
1457 |
+
return 1.0
|
1458 |
+
|
1459 |
+
current_iteration = self.refinement_loop.current_iteration
|
1460 |
+
max_iterations = self.refinement_loop.max_iterations
|
1461 |
+
|
1462 |
+
return current_iteration / max_iterations
|
1463 |
+
|
1464 |
+
@staticmethod
|
1465 |
+
def _render_gauge(title: str, value: float, min_value: float, max_value: float, help_text: str):
|
1466 |
+
"""Render a gauge chart"""
|
1467 |
+
fig = go.Figure(go.Indicator(
|
1468 |
+
mode="gauge+number",
|
1469 |
+
value=value,
|
1470 |
+
domain={'x': [0, 1], 'y': [0, 1]},
|
1471 |
+
title={'text': title},
|
1472 |
+
gauge={
|
1473 |
+
'axis': {'range': [min_value, max_value]},
|
1474 |
+
'bar': {'color': "darkblue"},
|
1475 |
+
'steps': [
|
1476 |
+
{'range': [min_value, max_value * 0.6], 'color': "red"},
|
1477 |
+
{'range': [max_value * 0.6, max_value * 0.8], 'color': "yellow"},
|
1478 |
+
{'range': [max_value * 0.8, max_value], 'color': "green"}
|
1479 |
+
]
|
1480 |
+
}
|
1481 |
))
|
1482 |
+
|
1483 |
+
st.plotly_chart(fig, use_container_width=True, help=help_text)
|
1484 |
+
|
1485 |
+
@staticmethod
|
1486 |
+
def _render_line_chart(title: str, data: List[Dict[str, Any]], x_key: str, y_key: str):
|
1487 |
+
"""Render a line chart"""
|
1488 |
+
df = pd.DataFrame(data)
|
1489 |
+
fig = px.line(df, x=x_key, y=y_key, title=title)
|
1490 |
+
st.plotly_chart(fig, use_container_width=True)
|
1491 |
+
|
1492 |
+
class CodeRefinementApp:
|
1493 |
+
"""Main application class for the Code Refinement System"""
|
1494 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1495 |
def __init__(self):
|
1496 |
+
self.config = self._load_config()
|
1497 |
+
self.pipeline = self._initialize_pipeline()
|
1498 |
+
self.refinement_loop = self._initialize_refinement_loop()
|
1499 |
+
self.interface = StreamlitInterface(self.refinement_loop)
|
1500 |
+
|
1501 |
+
def _load_config(self) -> Dict[str, Any]:
|
1502 |
+
"""Load application configuration"""
|
1503 |
+
return {
|
1504 |
+
'app_name': 'Code Refinement System',
|
1505 |
+
'version': '1.0.0',
|
1506 |
+
'max_iterations': int(os.getenv('MAX_ITERATIONS', 5)),
|
1507 |
+
'workspace_dir': os.getenv('WORKSPACE_DIR', './workspace'),
|
1508 |
+
'model_config': {
|
1509 |
+
'model_name': os.getenv('LLM_MODEL', 'gemini/gemini-1.5-pro'),
|
1510 |
+
'api_key': os.getenv('GEMINI_API_KEY'),
|
1511 |
+
'temperature': float(os.getenv('MODEL_TEMPERATURE', 0.7)),
|
1512 |
+
'max_tokens': int(os.getenv('MAX_TOKENS', 2000))
|
1513 |
+
},
|
1514 |
+
'performance': {
|
1515 |
+
'cache_enabled': bool(os.getenv('ENABLE_CACHE', True)),
|
1516 |
+
'max_concurrent_tasks': int(os.getenv('MAX_CONCURRENT_TASKS', 3)),
|
1517 |
+
'timeout': int(os.getenv('OPERATION_TIMEOUT', 300))
|
1518 |
+
},
|
1519 |
+
'security': {
|
1520 |
+
'enable_vulnerability_scan': bool(os.getenv('ENABLE_VULNERABILITY_SCAN', True)),
|
1521 |
+
'max_file_size_mb': int(os.getenv('MAX_FILE_SIZE_MB', 10))
|
1522 |
+
}
|
1523 |
+
}
|
1524 |
+
|
1525 |
+
def _initialize_pipeline(self) -> DevelopmentPipeline:
|
1526 |
+
"""Initialize the development pipeline"""
|
1527 |
+
try:
|
1528 |
+
workspace_path = Path(self.config['workspace_dir'])
|
1529 |
+
workspace_path.mkdir(parents=True, exist_ok=True)
|
1530 |
+
|
1531 |
+
return DevelopmentPipeline(
|
1532 |
+
workspace_manager=self._setup_workspace_manager(),
|
1533 |
+
tool_manager=self._setup_tool_manager()
|
|
|
|
|
|
|
|
|
1534 |
)
|
1535 |
+
except Exception as e:
|
1536 |
+
logger.error(f"Failed to initialize pipeline: {str(e)}")
|
1537 |
+
raise
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1538 |
|
1539 |
+
def _initialize_refinement_loop(self) -> RefinementLoop:
|
1540 |
+
"""Initialize the refinement loop"""
|
1541 |
+
try:
|
1542 |
+
return RefinementLoop(
|
1543 |
+
pipeline=self.pipeline,
|
1544 |
+
max_iterations=self.config['max_iterations']
|
1545 |
+
)
|
1546 |
+
except Exception as e:
|
1547 |
+
logger.error(f"Failed to initialize refinement loop: {str(e)}")
|
1548 |
+
raise
|
1549 |
|
1550 |
+
def _setup_workspace_manager(self):
|
1551 |
+
"""Setup workspace manager with configuration"""
|
1552 |
+
from workspace_manager import WorkspaceManager
|
1553 |
+
|
1554 |
+
return WorkspaceManager(
|
1555 |
+
base_path=self.config['workspace_dir'],
|
1556 |
+
max_file_size=self.config['security']['max_file_size_mb'] * 1024 * 1024
|
1557 |
+
)
|
1558 |
|
1559 |
+
def _setup_tool_manager(self):
|
1560 |
+
"""Setup tool manager with configuration"""
|
1561 |
+
from tool_manager import ToolManager
|
1562 |
+
|
1563 |
+
return ToolManager(
|
1564 |
+
model_config=self.config['model_config'],
|
1565 |
+
max_concurrent=self.config['performance']['max_concurrent_tasks'],
|
1566 |
+
timeout=self.config['performance']['timeout']
|
1567 |
)
|
1568 |
|
1569 |
+
async def _setup_async_components(self):
|
1570 |
+
"""Setup async components and background tasks"""
|
1571 |
+
try:
|
1572 |
+
# Initialize cache if enabled
|
1573 |
+
if self.config['performance']['cache_enabled']:
|
1574 |
+
await self._initialize_cache()
|
1575 |
|
1576 |
+
# Setup background tasks
|
1577 |
+
asyncio.create_task(self._monitor_system_health())
|
1578 |
+
asyncio.create_task(self._cleanup_old_workspaces())
|
1579 |
+
|
1580 |
+
except Exception as e:
|
1581 |
+
logger.error(f"Failed to setup async components: {str(e)}")
|
1582 |
+
raise
|
|
|
|
|
|
|
1583 |
|
1584 |
+
async def _initialize_cache(self):
|
1585 |
+
"""Initialize caching system"""
|
1586 |
+
try:
|
1587 |
+
from caching import CacheManager
|
1588 |
+
|
1589 |
+
cache_manager = CacheManager()
|
1590 |
+
await cache_manager.initialize()
|
1591 |
+
return cache_manager
|
1592 |
+
except Exception as e:
|
1593 |
+
logger.warning(f"Cache initialization failed: {str(e)}")
|
1594 |
+
return None
|
1595 |
+
|
1596 |
+
async def _monitor_system_health(self):
|
1597 |
+
"""Monitor system health in background"""
|
1598 |
+
while True:
|
1599 |
+
try:
|
1600 |
+
# Check system resources
|
1601 |
+
memory_usage = self._check_memory_usage()
|
1602 |
+
cpu_usage = self._check_cpu_usage()
|
1603 |
+
disk_usage = self._check_disk_usage()
|
1604 |
+
|
1605 |
+
# Log metrics
|
1606 |
+
logger.info(
|
1607 |
+
f"System Health - Memory: {memory_usage}%, "
|
1608 |
+
f"CPU: {cpu_usage}%, "
|
1609 |
+
f"Disk: {disk_usage}%"
|
1610 |
+
)
|
1611 |
+
|
1612 |
+
# Alert if thresholds exceeded
|
1613 |
+
self._check_resource_thresholds(memory_usage, cpu_usage, disk_usage)
|
1614 |
+
|
1615 |
+
await asyncio.sleep(300) # Check every 5 minutes
|
1616 |
+
|
1617 |
+
except Exception as e:
|
1618 |
+
logger.error(f"Health monitoring error: {str(e)}")
|
1619 |
+
await asyncio.sleep(60) # Retry after 1 minute
|
1620 |
+
|
1621 |
+
async def _cleanup_old_workspaces(self):
|
1622 |
+
"""Cleanup old workspace directories"""
|
1623 |
+
while True:
|
1624 |
+
try:
|
1625 |
+
workspace_path = Path(self.config['workspace_dir'])
|
1626 |
+
current_time = datetime.now()
|
1627 |
+
|
1628 |
+
for item in workspace_path.glob("*"):
|
1629 |
+
if item.is_dir():
|
1630 |
+
# Check if directory is older than 7 days
|
1631 |
+
age = current_time - datetime.fromtimestamp(item.stat().st_mtime)
|
1632 |
+
if age.days > 7:
|
1633 |
+
logger.info(f"Cleaning up old workspace: {item}")
|
1634 |
+
self._safe_remove_directory(item)
|
1635 |
+
|
1636 |
+
await asyncio.sleep(86400) # Run daily
|
1637 |
+
|
1638 |
+
except Exception as e:
|
1639 |
+
logger.error(f"Workspace cleanup error: {str(e)}")
|
1640 |
+
await asyncio.sleep(3600) # Retry after 1 hour
|
1641 |
+
|
1642 |
+
def run(self):
|
1643 |
+
"""Main application entry point"""
|
1644 |
+
try:
|
1645 |
+
logger.info(f"Starting {self.config['app_name']} v{self.config['version']}")
|
1646 |
+
|
1647 |
+
# Setup async components
|
1648 |
+
asyncio.run(self._setup_async_components())
|
1649 |
+
|
1650 |
+
# Launch Streamlit interface
|
1651 |
+
self.interface.render_main_interface()
|
1652 |
+
|
1653 |
+
except Exception as e:
|
1654 |
+
logger.error(f"Application error: {str(e)}")
|
1655 |
+
st.error("An error occurred while starting the application. Please check the logs.")
|
1656 |
+
raise
|
1657 |
|
1658 |
+
def main():
|
1659 |
+
"""Application entry point"""
|
1660 |
+
try:
|
1661 |
+
# Enable wide mode
|
1662 |
+
st.set_page_config(
|
1663 |
+
page_title="Code Refinement System",
|
1664 |
+
page_icon="🔄",
|
1665 |
+
layout="wide",
|
1666 |
+
initial_sidebar_state="expanded"
|
1667 |
+
)
|
1668 |
+
|
1669 |
+
# Initialize and run application
|
1670 |
+
app = CodeRefinementApp()
|
1671 |
+
app.run()
|
1672 |
+
|
1673 |
+
except Exception as e:
|
1674 |
+
st.error(f"Failed to start application: {str(e)}")
|
1675 |
+
logger.critical(f"Application failed to start: {str(e)}", exc_info=True)
|
1676 |
+
sys.exit(1)
|
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|
1677 |
|
1678 |
if __name__ == "__main__":
|
1679 |
main()
|