Release - Githubissues

User description

/describe

Type

enhancement, bug_fix

Description

Introduced a new system prompt DEFAULT_SYSTEM_PROMPT_V2 for enhanced logical reasoning tasks.
Updated the AI model to gpt-4-turbo and adjusted the temperature setting for more deterministic outputs.
Added a new endpoint /set_temperature for dynamic temperature adjustments.
Refactored MemoryManager and SystemPromptHandler for improved efficiency and functionality.
Enhanced logging across various backend components to reduce verbosity and improve clarity.

Changes walkthrough

Relevant files

Enhancement

7 files

agent_prompts.py `Introduce New System Prompt and Refine Existing Prompt` backend/agent/agent_prompts.py Introduced a new system prompt `DEFAULT_SYSTEM_PROMPT_V2` with detailed instructions and examples for logical reasoning tasks. Updated the existing `DEFAULT_SYSTEM_PROMPT` to include a more structured and detailed guide for code integration tasks.	+117/-74
coding_agent.py `Update AI Model and Refine Streaming Method` backend/agent/coding_agent.py Updated the GPT model from `gpt-4-0125-preview` to `gpt-4-turbo`. Reduced the temperature setting from 0.75 to 0.2 for more deterministic outputs. Streamlined the `call_model_streaming` method by removing unnecessary print statements and handling different model types more cleanly.	+9/-12
main.py `Add Temperature Setting Endpoint and Enhance Logging` backend/main.py Added new endpoint `/set_temperature` to adjust system temperature settings. Removed unnecessary print statements and replaced them with logging.	+40/-7
memory_manager.py `Refactor MemoryManager for Improved Efficiency` backend/memory/memory_manager.py Major refactor of the `MemoryManager` class, removing unused methods and streamlining the message handling.	+17/-173
system_prompt_handler.py `Refactor SystemPromptHandler for Better Prompt Management` backend/memory/system_prompt_handler.py Refactored `SystemPromptHandler` to manage system prompts more effectively, including CRUD operations and diff generation from the main branch.	+179/-151
working_context.py `Implement WorkingContext for User Profile Management` backend/memory/working_context.py Introduced a new class `WorkingContext` to manage user profiles and relations using RDF and SPARQL.	+142/-0
DirectorySelectOption.js `Add Frontend Support for Temperature Adjustment` frontend/components/DirectorySelectOption.js Added functionality to update temperature settings through a new API endpoint.	+25/-1

Configuration changes

1 files

app_setup.py

Integrate New System Prompt and Adjust Logging Level

backend/app_setup.py

Integrated DEFAULT_SYSTEM_PROMPT_V2 into the app setup.

Changed logging level from INFO to WARNING to reduce log verbosity.

+19/-9

Miscellaneous

1 files

my_codebase.py

Clean-up Database Codebase Access Method

backend/database/my_codebase.py

Minor clean-up in the tree method, removing unnecessary print
statements.

+0/-1

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PR Code Suggestions

Category	Suggestions
Maintainability	Refactor the long string into smaller functions to improve code maintainability. ___ The `DEFAULT_SYSTEM_PROMPT_V2` string is very long and contains multiple responsibilities and information. It would be beneficial to split this into smaller, more manageable components or functions, each handling a specific aspect of the prompt setup. This would improve readability and maintainability. [backend/agent/agent_prompts.py [44-89]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-a2db0403ffba97946298786bd3e5a169208bc14b5fe15771a0d1b5a6856bed25R44-R89) ```diff -DEFAULT_SYSTEM_PROMPT_V2 = """ -## 🤖 Code Assistant 🤖 -... -Let's start coding! 🚀 -""" +def get_intro(): + return """ + ## 🤖 Code Assistant 🤖 + ... + """ +def get_examples(): + return """ + Examples: + ... + """ + +DEFAULT_SYSTEM_PROMPT_V2 = get_intro() + get_examples() + "Let's start coding! 🚀" + ```
Bug	Add explicit handling for when `self.GPT_MODEL` is `None` to avoid unintended behavior. ___ The `call_model_streaming` method has a condition that checks if `self.GPT_MODEL` starts with "gpt" or is `None`, which could lead to unexpected behavior if `self.GPT_MODEL` is `None` because the subsequent code assumes a valid model name. It's better to separate these conditions and handle the `None` case explicitly. [backend/agent/coding_agent.py [311-314]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-3a108924ad95c23ef1f3590e7e22a26b554f6499b73461abf2796a794a7d75ddR311-R314) ```diff -if self.GPT_MODEL.startswith("gpt") or self.GPT_MODEL is None: +if self.GPT_MODEL is None: + raise ValueError("GPT_MODEL is not set") +elif self.GPT_MODEL.startswith("gpt"): print("Calling OpenAI") for chunk in self.client.chat.completions.create(**kwargs): yield chunk ```
Enhancement	Simplify the logging mechanism in `StreamToLogger` to avoid unnecessary state management. ___ The `StreamToLogger` class method `write` uses a flag `_is_logging` to prevent recursive logging. However, this approach can be simplified by directly checking if the message is not empty, which avoids the need for an additional flag and makes the code cleaner. [backend/app_setup.py [68-72]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-08a9fede4f022b5ec42166f359a5df1642cf0018105ebaa995ac11446c1e2725R68-R72) ```diff def write(self, message): - if not self._is_logging: - self._is_logging = True + if message.strip(): self.logger.log(self.log_level, message.rstrip()) - self._is_logging = False ```
	Add error handling to the anthropic model branch to manage exceptions gracefully. ___ The `call_model_streaming` method has a branch for handling an "anthropic" model, but it lacks a clear exception or error handling if the `generate_anthropic_prompt` method fails. It would be beneficial to add error handling to manage exceptions more gracefully. [backend/agent/coding_agent.py [316-319]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-3a108924ad95c23ef1f3590e7e22a26b554f6499b73461abf2796a794a7d75ddR316-R319) ```diff elif self.GPT_MODEL == "anthropic": print("Calling anthropic") try: print(self.generate_anthropic_prompt()) + except Exception as e: + print(f"Error generating anthropic prompt: {e}") ```
	Improve error handling in the database connection function to manage connection failures. ___ The `create_database_connection` function attempts to connect to a SQLite database but does not handle potential exceptions that could arise during connection, such as `sqlite3.OperationalError`. Adding a try-except block would make the function more robust by handling these exceptions. [backend/app_setup.py [88-89]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-08a9fede4f022b5ec42166f359a5df1642cf0018105ebaa995ac11446c1e2725R88-R89) ```diff def create_database_connection() -> sqlite3.Connection: try: return sqlite3.connect("my_database.db") + except sqlite3.OperationalError as e: + print(f"Failed to connect to database: {e}") + return None ```
	Add error handling for database operations to improve application robustness. ___ Add error handling for potential failures when adding messages to the database to ensure the application handles exceptions gracefully. [backend/main.py [160-176]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R160-R176) ```diff -self.cur.execute( - f""" - INSERT INTO {self.memory_table_name} - (interaction_index, role, content, content_tokens, summarized_message, summarized_message_tokens, project_directory, is_function_call, system_prompt) - VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?); - """, - ( - timestamp, - role, - content, - message_tokens, - summary, - summary_tokens, - self.project_directory, - is_function_call, - system_prompt, - ), -) +try: + self.cur.execute( + f""" + INSERT INTO {self.memory_table_name} + (interaction_index, role, content, content_tokens, summarized_message, summarized_message_tokens, project_directory, is_function_call, system_prompt) + VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?); + """, + ( + timestamp, + role, + content, + message_tokens, + summary, + summary_tokens, + self.project_directory, + is_function_call, + system_prompt, + ), + ) +except Exception as e: + logging.error(f"Failed to insert message into database: {str(e)}") ```
	Improve the robustness of string concatenation in system prompt construction. ___ Replace the direct string concatenation with a more robust and error-free method using `str.join()`. This will ensure that the system prompt is constructed correctly even if some parts are missing or `None`. [backend/memory/system_prompt_handler.py [63-70]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR63-R70) ```diff -self.system = ( - self.identity - + "\n\n" - + "The following information is intended to aid in your responses to the User\n\n" - + "The project directory is setup as follows:\n" -) -self.system += self.tree + "\n\n" if self.tree else "" +parts = [ + self.identity, + "\n\nThe following information is intended to aid in your responses to the User\n\n", + "The project directory is setup as follows:\n", + self.tree + "\n\n" if self.tree else "" +] +self.system = "".join(filter(None, parts)) ```
	Replace subprocess with GitPython for executing git commands. ___ Avoid using subprocess to run git commands directly. Instead, use a library like GitPython for better error handling and integration. [backend/memory/system_prompt_handler.py [173-176]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR173-R176) ```diff -command = ["git", "-C", repo_path, "diff", "release..main"] -return subprocess.run( - command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True -) +from git import Repo +repo = Repo(repo_path) +diff = repo.git.diff('release..main') +return diff ```
	Simplify mocking by using `return_value` instead of `side_effect`. ___ Instead of using `side_effect` on `fetchall`, consider using `return_value` if the intention is to return the same result consistently for simpler mocking. [backend/tests/test_memory_manager.py [28]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR28-R28) ```diff -cursor.fetchall.side_effect = [ - [ # Second call to fetchall - ("assistant", "full_assistant_message", "assistant_message", 20), - ("user", "full_user_message", "user_message", 10), +cursor.fetchall.return_value = [ + ("assistant", "full_assistant_message", "assistant_message", 20), + ("user", "full_user_message", "user_message", 10), ```
	Add a test case to verify the correctness of token counting. ___ Consider adding a test case to verify the output of `get_total_tokens_in_message` function to ensure its correctness. [backend/tests/test_memory_manager.py [21]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR21-R21) ```diff tokens = self.memory_manager.get_total_tokens_in_message(message) +self.assertEqual(tokens, expected_tokens_count) # expected_tokens_count needs to be defined based on the expected outcome ```
Best practice	Replace `print` with `logging.info` for consistent logging practices. ___ Replace the use of `print` for logging with the appropriate logging level method to maintain consistency and control over logging output. [backend/main.py [366]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R366-R366) ```diff -print(f"Setting system temperature to: {temperature}") +logging.info(f"Setting system temperature to: {temperature}") ```
	Improve error handling by catching specific exceptions. ___ Handle exceptions more specifically rather than catching all exceptions. This will help in identifying the exact issue and handling it appropriately. [backend/memory/system_prompt_handler.py [160-163]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR160-R163) ```diff +except sqlite3.DatabaseError as db_err: + logger.error(f"Database error occurred: {db_err}") + raise except Exception as e: - logger.error(f"Failed to create table: {e}") - logger.error(f"{e.traceback}") + logger.error(f"An unexpected error occurred: {e}") raise ```
	Improve test assertions for better error reporting. ___ Consider using `assertEqual` instead of `assert` for comparing lists in tests to get more detailed error messages if the test fails. [backend/tests/test_memory_manager.py [37]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR37-R37) ```diff -assert messages[1:] == [ +self.assertEqual(messages[1:], [ { "role": "user", "content": "user_message", ```
	Ensure the variable `messages` is a list before manipulating it. ___ It's recommended to use `assertIsInstance` to check the type of `messages` to ensure it is a list before performing list operations. [backend/tests/test_memory_manager.py [34]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR34-R34) ```diff messages = self.memory_manager.get_messages() +self.assertIsInstance(messages, list) print(messages) ```
Possible issue	Ensure the `system_prompt` parameter is effectively utilized within the method. ___ Ensure that the `system_prompt` parameter is utilized when adding a message, as it is currently not being used in the method call. [backend/main.py [56-60]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R56-R60) ```diff AGENT.memory_manager.add_message( "assistant", accumulated_messages[id], system_prompt=AGENT.memory_manager.prompt_handler.system, ) +# Ensure that the `system_prompt` is being used inside the `add_message` method ```
Possible issue	Add a check to ensure the list has enough elements before accessing by index. ___ To avoid potential issues with index out of range, add a check to ensure `messages` list has the expected number of elements before accessing by index. [backend/tests/test_memory_manager.py [37]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR37-R37) ```diff +self.assertTrue(len(messages) > 1) assert messages[1:] == [ { "role": "user", "content": "user_message", ```
Security	Implement validation and error handling for temperature settings to enhance security. ___ Use a more secure method to handle the temperature setting to prevent potential security risks such as injection or unauthorized access. [backend/main.py [361-369]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R361-R369) ```diff temperature = input.get("temperature") if temperature is not None: - AGENT.temperature = temperature - logging.info(f"Setting system temperature to: {temperature}") - return JSONResponse( - status_code=200, content={"message": "Temperature set successfully"} - ) + try: + # Validate and possibly convert temperature to a safe format + safe_temperature = float(temperature) # Example of type casting for validation + AGENT.temperature = safe_temperature + logging.info(f"Setting system temperature to: {safe_temperature}") + return JSONResponse( + status_code=200, content={"message": "Temperature set successfully"} + ) + except ValueError: + return JSONResponse( + status_code=400, content={"error": "Invalid temperature value"} + ) ```
Security	Enhance security by using parameterized SQL queries. ___ Use parameterized queries to prevent SQL injection vulnerabilities. Replace direct string insertion into SQL queries with placeholders and parameter passing. [backend/memory/system_prompt_handler.py [82-86]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR82-R86) ```diff -self.cur.execute("DELETE FROM system_prompt") +self.cur.execute("DELETE FROM system_prompt WHERE role = ?", ("system",)) self.cur.execute( "INSERT INTO system_prompt (role, content) VALUES (?, ?)", ("system", self.system), ) ```
Performance	Optimize JSON serialization for better performance in streaming contexts. ___ Replace the use of `json.dumps` with a more efficient method or library that can handle streaming JSON data more effectively, especially in high-load environments. [backend/main.py [55]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R55-R55) ```diff -yield json.dumps({"id": id, "content": content}) + "@@" +yield orjson.dumps({"id": id, "content": content}).decode("utf-8") + "@@" ```
Performance	Optimize SQL query and list comprehension for retrieving system prompts. ___ Refactor the method to use list comprehensions for building the list of prompts, which can enhance readability and performance. [backend/memory/system_prompt_handler.py [185-195]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR185-R195) ```diff -self.cur.execute("SELECT * FROM system_prompts") +self.cur.execute("SELECT id, prompt, created_at, updated_at FROM system_prompts") return [ - { - "id": prompt[0], - "name": prompt[0], - "prompt": prompt[1], - "created_at": prompt[2], - "updated_at": prompt[3], - } - for prompt in self.cur.fetchall() + {"id": id, "name": id, "prompt": prompt, "created_at": created_at, "updated_at": updated_at} + for id, prompt, created_at, updated_at in self.cur.fetchall() ] ```

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⏱️ Estimated effort to review [1-5]	3, because the PR includes a significant amount of changes across multiple files, involving both backend and frontend components. The changes include updates to AI models, introduction of new system prompts, and adjustments to logging and temperature settings, which require careful review to ensure they integrate well without introducing bugs or performance issues.
🧪 Relevant tests	No
🔍 Possible issues	Possible Bug: The method `set_files_in_prompt` in `SystemPromptHandler` might not handle the `anth` parameter correctly if it's not explicitly set to `True` or `False`, as the method's behavior significantly changes based on this flag.
🔍 Possible issues	Performance Concern: The new system prompt `DEFAULT_SYSTEM_PROMPT_V2` includes a lot of static text and structured commands which might not be optimized for frequent updates or modifications, potentially leading to maintenance challenges.
🔒 Security concerns	No

relevant file	frontend/components/DirectorySelectOption.js
suggestion	Implement error handling in the UI, such as displaying a notification to the user when the temperature update fails. This improves user experience by providing feedback on the success or failure of their actions. [medium]
relevant line	console.error('Error updating temperature setting:', error);

Category	Suggestions
Maintainability	Refactor the long string into smaller functions to improve code maintainability. ___ The `DEFAULT_SYSTEM_PROMPT_V2` string is very long and contains multiple responsibilities and information. It would be beneficial to split this into smaller, more manageable components or functions, each handling a specific aspect of the prompt setup. This would improve readability and maintainability. [backend/agent/agent_prompts.py [44-89]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-a2db0403ffba97946298786bd3e5a169208bc14b5fe15771a0d1b5a6856bed25R44-R89) ```diff -DEFAULT_SYSTEM_PROMPT_V2 = """ -## 🤖 Code Assistant 🤖 -... -Let's start coding! 🚀 -""" +def get_intro(): + return """ + ## 🤖 Code Assistant 🤖 + ... + """ +def get_examples(): + return """ + Examples: + ... + """ + +DEFAULT_SYSTEM_PROMPT_V2 = get_intro() + get_examples() + "Let's start coding! 🚀" + ```
Bug	Add explicit handling for when `self.GPT_MODEL` is `None` to avoid unintended behavior. ___ The `call_model_streaming` method has a condition that checks if `self.GPT_MODEL` starts with "gpt" or is `None`, which could lead to unexpected behavior if `self.GPT_MODEL` is `None` because the subsequent code assumes a valid model name. It's better to separate these conditions and handle the `None` case explicitly. [backend/agent/coding_agent.py [311-314]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-3a108924ad95c23ef1f3590e7e22a26b554f6499b73461abf2796a794a7d75ddR311-R314) ```diff -if self.GPT_MODEL.startswith("gpt") or self.GPT_MODEL is None: +if self.GPT_MODEL is None: + raise ValueError("GPT_MODEL is not set") +elif self.GPT_MODEL.startswith("gpt"): print("Calling OpenAI") for chunk in self.client.chat.completions.create(**kwargs): yield chunk ```
Enhancement	Simplify the logging mechanism in `StreamToLogger` to avoid unnecessary state management. ___ The `StreamToLogger` class method `write` uses a flag `_is_logging` to prevent recursive logging. However, this approach can be simplified by directly checking if the message is not empty, which avoids the need for an additional flag and makes the code cleaner. [backend/app_setup.py [68-72]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-08a9fede4f022b5ec42166f359a5df1642cf0018105ebaa995ac11446c1e2725R68-R72) ```diff def write(self, message): - if not self._is_logging: - self._is_logging = True + if message.strip(): self.logger.log(self.log_level, message.rstrip()) - self._is_logging = False ```
	Add error handling to the anthropic model branch to manage exceptions gracefully. ___ The `call_model_streaming` method has a branch for handling an "anthropic" model, but it lacks a clear exception or error handling if the `generate_anthropic_prompt` method fails. It would be beneficial to add error handling to manage exceptions more gracefully. [backend/agent/coding_agent.py [316-319]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-3a108924ad95c23ef1f3590e7e22a26b554f6499b73461abf2796a794a7d75ddR316-R319) ```diff elif self.GPT_MODEL == "anthropic": print("Calling anthropic") try: print(self.generate_anthropic_prompt()) + except Exception as e: + print(f"Error generating anthropic prompt: {e}") ```
	Improve error handling in the database connection function to manage connection failures. ___ The `create_database_connection` function attempts to connect to a SQLite database but does not handle potential exceptions that could arise during connection, such as `sqlite3.OperationalError`. Adding a try-except block would make the function more robust by handling these exceptions. [backend/app_setup.py [88-89]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-08a9fede4f022b5ec42166f359a5df1642cf0018105ebaa995ac11446c1e2725R88-R89) ```diff def create_database_connection() -> sqlite3.Connection: try: return sqlite3.connect("my_database.db") + except sqlite3.OperationalError as e: + print(f"Failed to connect to database: {e}") + return None ```
	Add error handling for database operations to improve application robustness. ___ Add error handling for potential failures when adding messages to the database to ensure the application handles exceptions gracefully. [backend/main.py [160-176]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R160-R176) ```diff -self.cur.execute( - f""" - INSERT INTO {self.memory_table_name} - (interaction_index, role, content, content_tokens, summarized_message, summarized_message_tokens, project_directory, is_function_call, system_prompt) - VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?); - """, - ( - timestamp, - role, - content, - message_tokens, - summary, - summary_tokens, - self.project_directory, - is_function_call, - system_prompt, - ), -) +try: + self.cur.execute( + f""" + INSERT INTO {self.memory_table_name} + (interaction_index, role, content, content_tokens, summarized_message, summarized_message_tokens, project_directory, is_function_call, system_prompt) + VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?); + """, + ( + timestamp, + role, + content, + message_tokens, + summary, + summary_tokens, + self.project_directory, + is_function_call, + system_prompt, + ), + ) +except Exception as e: + logging.error(f"Failed to insert message into database: {str(e)}") ```
	Improve the robustness of string concatenation in system prompt construction. ___ Replace the direct string concatenation with a more robust and error-free method using `str.join()`. This will ensure that the system prompt is constructed correctly even if some parts are missing or `None`. [backend/memory/system_prompt_handler.py [63-70]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR63-R70) ```diff -self.system = ( - self.identity - + "\n\n" - + "The following information is intended to aid in your responses to the User\n\n" - + "The project directory is setup as follows:\n" -) -self.system += self.tree + "\n\n" if self.tree else "" +parts = [ + self.identity, + "\n\nThe following information is intended to aid in your responses to the User\n\n", + "The project directory is setup as follows:\n", + self.tree + "\n\n" if self.tree else "" +] +self.system = "".join(filter(None, parts)) ```
	Replace subprocess with GitPython for executing git commands. ___ Avoid using subprocess to run git commands directly. Instead, use a library like GitPython for better error handling and integration. [backend/memory/system_prompt_handler.py [173-176]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR173-R176) ```diff -command = ["git", "-C", repo_path, "diff", "release..main"] -return subprocess.run( - command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True -) +from git import Repo +repo = Repo(repo_path) +diff = repo.git.diff('release..main') +return diff ```
	Simplify mocking by using `return_value` instead of `side_effect`. ___ Instead of using `side_effect` on `fetchall`, consider using `return_value` if the intention is to return the same result consistently for simpler mocking. [backend/tests/test_memory_manager.py [28]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR28-R28) ```diff -cursor.fetchall.side_effect = [ - [ # Second call to fetchall - ("assistant", "full_assistant_message", "assistant_message", 20), - ("user", "full_user_message", "user_message", 10), +cursor.fetchall.return_value = [ + ("assistant", "full_assistant_message", "assistant_message", 20), + ("user", "full_user_message", "user_message", 10), ```
	Add a test case to verify the correctness of token counting. ___ Consider adding a test case to verify the output of `get_total_tokens_in_message` function to ensure its correctness. [backend/tests/test_memory_manager.py [21]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR21-R21) ```diff tokens = self.memory_manager.get_total_tokens_in_message(message) +self.assertEqual(tokens, expected_tokens_count) # expected_tokens_count needs to be defined based on the expected outcome ```
Best practice	Replace `print` with `logging.info` for consistent logging practices. ___ Replace the use of `print` for logging with the appropriate logging level method to maintain consistency and control over logging output. [backend/main.py [366]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R366-R366) ```diff -print(f"Setting system temperature to: {temperature}") +logging.info(f"Setting system temperature to: {temperature}") ```
	Improve error handling by catching specific exceptions. ___ Handle exceptions more specifically rather than catching all exceptions. This will help in identifying the exact issue and handling it appropriately. [backend/memory/system_prompt_handler.py [160-163]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR160-R163) ```diff +except sqlite3.DatabaseError as db_err: + logger.error(f"Database error occurred: {db_err}") + raise except Exception as e: - logger.error(f"Failed to create table: {e}") - logger.error(f"{e.traceback}") + logger.error(f"An unexpected error occurred: {e}") raise ```
	Improve test assertions for better error reporting. ___ Consider using `assertEqual` instead of `assert` for comparing lists in tests to get more detailed error messages if the test fails. [backend/tests/test_memory_manager.py [37]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR37-R37) ```diff -assert messages[1:] == [ +self.assertEqual(messages[1:], [ { "role": "user", "content": "user_message", ```
	Ensure the variable `messages` is a list before manipulating it. ___ It's recommended to use `assertIsInstance` to check the type of `messages` to ensure it is a list before performing list operations. [backend/tests/test_memory_manager.py [34]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR34-R34) ```diff messages = self.memory_manager.get_messages() +self.assertIsInstance(messages, list) print(messages) ```
Possible issue	Ensure the `system_prompt` parameter is effectively utilized within the method. ___ Ensure that the `system_prompt` parameter is utilized when adding a message, as it is currently not being used in the method call. [backend/main.py [56-60]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R56-R60) ```diff AGENT.memory_manager.add_message( "assistant", accumulated_messages[id], system_prompt=AGENT.memory_manager.prompt_handler.system, ) +# Ensure that the `system_prompt` is being used inside the `add_message` method ```
Possible issue	Add a check to ensure the list has enough elements before accessing by index. ___ To avoid potential issues with index out of range, add a check to ensure `messages` list has the expected number of elements before accessing by index. [backend/tests/test_memory_manager.py [37]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-49299b207fb65ca7da2c4ecb6c8c8670ffdaea38cf7e7f09b82ee241e4a072dbR37-R37) ```diff +self.assertTrue(len(messages) > 1) assert messages[1:] == [ { "role": "user", "content": "user_message", ```
Security	Implement validation and error handling for temperature settings to enhance security. ___ Use a more secure method to handle the temperature setting to prevent potential security risks such as injection or unauthorized access. [backend/main.py [361-369]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R361-R369) ```diff temperature = input.get("temperature") if temperature is not None: - AGENT.temperature = temperature - logging.info(f"Setting system temperature to: {temperature}") - return JSONResponse( - status_code=200, content={"message": "Temperature set successfully"} - ) + try: + # Validate and possibly convert temperature to a safe format + safe_temperature = float(temperature) # Example of type casting for validation + AGENT.temperature = safe_temperature + logging.info(f"Setting system temperature to: {safe_temperature}") + return JSONResponse( + status_code=200, content={"message": "Temperature set successfully"} + ) + except ValueError: + return JSONResponse( + status_code=400, content={"error": "Invalid temperature value"} + ) ```
Security	Enhance security by using parameterized SQL queries. ___ Use parameterized queries to prevent SQL injection vulnerabilities. Replace direct string insertion into SQL queries with placeholders and parameter passing. [backend/memory/system_prompt_handler.py [82-86]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR82-R86) ```diff -self.cur.execute("DELETE FROM system_prompt") +self.cur.execute("DELETE FROM system_prompt WHERE role = ?", ("system",)) self.cur.execute( "INSERT INTO system_prompt (role, content) VALUES (?, ?)", ("system", self.system), ) ```
Performance	Optimize JSON serialization for better performance in streaming contexts. ___ Replace the use of `json.dumps` with a more efficient method or library that can handle streaming JSON data more effectively, especially in high-load environments. [backend/main.py [55]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-df5184bf1f67239fcedd4578cd15b7c94f3f765feabd09c5f20b5831bca33903R55-R55) ```diff -yield json.dumps({"id": id, "content": content}) + "@@" +yield orjson.dumps({"id": id, "content": content}).decode("utf-8") + "@@" ```
Performance	Optimize SQL query and list comprehension for retrieving system prompts. ___ Refactor the method to use list comprehensions for building the list of prompts, which can enhance readability and performance. [backend/memory/system_prompt_handler.py [185-195]](https://github.com/blazickjp/GPT-CodeApp/pull/34/files#diff-19926b4d84af3e8cc2821482ce161659fa2329ca092bc3b72f2a9c1802f4068aR185-R195) ```diff -self.cur.execute("SELECT * FROM system_prompts") +self.cur.execute("SELECT id, prompt, created_at, updated_at FROM system_prompts") return [ - { - "id": prompt[0], - "name": prompt[0], - "prompt": prompt[1], - "created_at": prompt[2], - "updated_at": prompt[3], - } - for prompt in self.cur.fetchall() + {"id": id, "name": id, "prompt": prompt, "created_at": created_at, "updated_at": updated_at} + for id, prompt, created_at, updated_at in self.cur.fetchall() ] ```

blazickjp / GPT-CodeApp

Release #34

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relevant file	backend/agent/coding_agent.py
suggestion	Consider adding a check for `self.GPT_MODEL` in the `call_model_streaming` method to ensure it's not `None` before proceeding with operations. This can prevent potential runtime errors if the model is not set. [important]
relevant line	if self.GPT_MODEL.startswith("gpt") or self.GPT_MODEL is None:

relevant file	backend/agent/agent_prompts.py
suggestion	For the new `DEFAULT_SYSTEM_PROMPT_V2`, consider breaking down the static content into smaller, reusable components or templates that can be dynamically assembled. This approach can improve maintainability and flexibility of prompt modifications. [important]
relevant line	DEFAULT_SYSTEM_PROMPT_V2 = """