mindroot.lib.buchatlog2 - MindRoot 9.10.0 documentation

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# Source code for mindroot.lib.buchatlog2

    import os
    import json
    from typing import List, Dict
    import sys
    import traceback
    import re
    import time
    from mindroot.lib.utils.debug import debug_box

    class ChatLog:
        def __init__(self, log_id=0, agent=None, context_length: int = 4096, user: str = None):
            self.log_id = log_id
            self.messages = []
            self.agent = agent
            if user is None or user == '' or user == 'None':
                raise ValueError('User must be provided')
            # make sure user is string
            if not isinstance(user, str):
                # does it have a username?
                if hasattr(user, 'username'):
                    user = user.username
                else:
                    # throw an error
                    raise ValueError('ChatLog(): user must be a string or have username field')
            self.user = user
            if agent is None or agent == '':
                raise ValueError('Agent must be provided')
            self.context_length = context_length
            self.log_dir = os.environ.get('CHATLOG_DIR', 'data/chat')
            self.log_dir = os.path.join(self.log_dir, self.user)
            self.log_dir = os.path.join(self.log_dir, self.agent)
            if not os.path.exists(self.log_dir):
                os.makedirs(self.log_dir)
            self.load_log()
        def _get_log_data(self) -> Dict[str, any]:
            return {
                'agent': self.agent,
                'messages': self.messages
            }

        def _calculate_message_length(self, message: Dict[str, str]) -> int:
            return len(json.dumps(message)) // 3

        def add_message(self, message: Dict[str, str]) -> None:
            if len(self.messages)>0 and self.messages[-1]['role'] == message['role']:
                print("found repeat role")
                # check if messasge is str
                # if so, convert to dict with type 'text':
                if type(message['content']) == str:
                    message['content'] = [{'type':'text', 'text': message['content']}]
                elif type(message['content']) == list:
                    for part in message['content']:
                        if part['type'] == 'image':
                            print("found image")
                            self.messages.append(message)
                            self.save_log()
                            return

                try:
                    cmd_list = json.loads(self.messages[-1]['content'][0]['text'])
                    if type(cmd_list) != list:
                        debug_box("1")
                        cmd_list = [cmd_list]
                    new_json = json.loads(message['content'][0]['text'])
                    if type(new_json) != list:
                        debug_box("2")
                        new_json = [new_json]
                    new_cmd_list = cmd_list + new_json
                    debug_box("3")
                    self.messages[-1]['content'] = [{ 'type': 'text', 'text': json.dumps(new_cmd_list) }]
                except Exception as e:
                    # assume previous mesage was not a command, was a string
                    debug_box("4")
                    print("Could not combine commands, probably normal if user message and previous system output, assuming string", e)
                    if type(self.messages[-1]['content']) == str:
                        new_msg_text = self.messages[-1]['content'] + message['content'][0]['text']
                    else:
                        new_msg_text = self.messages[-1]['content'][0]['text'] + message['content'][0]['text']
                    self.messages.append({'role': message['role'], 'content': [{'type': 'text', 'text': new_msg_text}]})
                    #print('could not combine commands. probably normal if user message and previous system output', e)
                    #print(self.messages[-1])
                    #print(message)
                    #raise e
            else:
                if len(self.messages)>0:
                    print('roles do not repeat, last message role is ', self.messages[-1]['role'], 'new message role is ', message['role'])
                debug_box("5")
                self.messages.append(message)
            self.save_log()

        def get_history(self) -> List[Dict[str, str]]:
            return self.messages

        def get_recent(self, max_tokens: int = 4096) -> List[Dict[str, str]]:
            recent_messages = []
            total_length = 0
            #print('returning all messages', self.messages)
            json_messages = json.dumps(self.messages)
            return json.loads(json_messages)

            #for message in self.messages:
            #    message_length = self._calculate_message_length(message)
            #    if total_length + message_length <= max_tokens:
            #        recent_messages.append(message)
            #        total_length += message_length
            #    else:
            #        break
            #
            #return recent_messages

        def save_log(self) -> None:
            log_file = os.path.join(self.log_dir, f'chatlog_{self.log_id}.json')
            with open(log_file, 'w') as f:
                json.dump(self._get_log_data(), f, indent=2)

        def load_log(self, log_id = None) -> None:
            if log_id is None:
                log_id = self.log_id
            self.log_id = log_id
            log_file = os.path.join(self.log_dir, f'chatlog_{log_id}.json')
            if os.path.exists(log_file):
                with open(log_file, 'r') as f:
                    log_data = json.load(f)
                    self.agent = log_data.get('agent')
                    self.messages = log_data.get('messages', [])
                print("Loaded log file at ", log_file)
                print("Message length: ", len(self.messages))
            else:
                print("Could not find log file at ", log_file)
                self.messages = []

        def delete_log(self) -> None:
            log_file = os.path.join(self.log_dir, f'chatlog_{self.log_id}.json')
            if os.path.exists(log_file):
                os.remove(log_file)
                print("Deleted log file at ", log_file)
            else:
                print("Could not find log file at ", log_file)

        def count_tokens(self) -> Dict[str, int]:
            """
            Count tokens in the chat log, providing both sequence totals and cumulative request totals.

            Returns:
                Dict with the following keys:
                - input_tokens_sequence: Total tokens in all user messages
                - output_tokens_sequence: Total tokens in all assistant messages
                - input_tokens_total: Cumulative tokens sent to LLM across all requests
            """
            # Initialize counters
            input_tokens_sequence = 0  # Total tokens in all user messages
            output_tokens_sequence = 0  # Total tokens in all assistant messages
            input_tokens_total = 0  # Cumulative tokens sent to LLM across all requests

            # Process each message
            for i, message in enumerate(self.messages):
                # Calculate tokens in this message (rough approximation)
                message_tokens = len(json.dumps(message)) // 4

                # Add to appropriate sequence counter
                if message['role'] == 'assistant':
                    output_tokens_sequence += message_tokens
                else:  # user or system
                    input_tokens_sequence += message_tokens

                # For each assistant message, calculate the input tokens for that request
                # (which includes all previous messages)
                if message['role'] == 'assistant':
                    request_input_tokens = 0
                    for j in range(i):
                        request_input_tokens += len(json.dumps(self.messages[j])) // 4
                    input_tokens_total += request_input_tokens

            return {
                'input_tokens_sequence': input_tokens_sequence,
                'output_tokens_sequence': output_tokens_sequence,
                'input_tokens_total': input_tokens_total
            }

    def find_chatlog_file(log_id: str) -> str:
        """
        Find a chatlog file by its log_id.

        Args:
            log_id: The log ID to search for

        Returns:
            The full path to the chatlog file if found, None otherwise
        """
        chat_dir = os.environ.get('CHATLOG_DIR', 'data/chat')

        # Use os.walk to search through all subdirectories
        for root, dirs, files in os.walk(chat_dir):
            for file in files:
                if file == f"chatlog_{log_id}.json":
                    return os.path.join(root, file)

        return None

    def extract_delegate_task_log_ids(messages: List[Dict]) -> List[str]:
        """
        Extract log IDs from delegate_task commands in messages.

        Args:
            messages: List of chat messages

        Returns:
            List of log IDs found in delegate_task commands
        """
        log_ids = []

        for message in messages:
            if message['role'] == 'assistant':
                content = message['content']
                # Handle both string and list content formats
                if isinstance(content, str):
                    text = content
                elif isinstance(content, list) and len(content) > 0 and 'text' in content[0]:
                    text = content[0]['text']
                else:
                    continue

                # Try to parse as JSON
                try:
                    commands = json.loads(text)
                    if not isinstance(commands, list):
                        commands = [commands]

                    for cmd in commands:
                        for key, value in cmd.items():
                            if key == 'delegate_task' and 'log_id' in value:
                                log_ids.append(value['log_id'])
                except (json.JSONDecodeError, TypeError, KeyError):
                    # If not JSON, try regex to find log_ids in delegate_task commands
                    matches = re.findall(r'"delegate_task"\s*:\s*{\s*"log_id"\s*:\s*"([^"]+)"', text)
                    log_ids.extend(matches)

        return log_ids

    def get_cache_dir() -> str:
        """
        Get the directory for token count cache files.
        Creates the directory if it doesn't exist.
        """
        cache_dir = os.environ.get('TOKEN_CACHE_DIR', 'data/token_cache')
        if not os.path.exists(cache_dir):
            os.makedirs(cache_dir)
        return cache_dir

    def get_cache_path(log_id: str) -> str:
        """
        Get the path to the cache file for a specific log_id.
        """
        cache_dir = get_cache_dir()
        return os.path.join(cache_dir, f"tokens_{log_id}.json")

    def get_cached_token_counts(log_id: str, log_path: str) -> Dict[str, int]:
        """
        Get cached token counts if available and valid.

        Args:
            log_id: The log ID
            log_path: Path to the actual log file

        Returns:
            Cached token counts if valid, None otherwise
        """
        cache_path = get_cache_path(log_id)

        # If cache doesn't exist, return None
        if not os.path.exists(cache_path):
            return None

        try:
            # Get modification times
            log_mtime = os.path.getmtime(log_path)
            cache_mtime = os.path.getmtime(cache_path)
            current_time = time.time()

            # If log was modified after cache was created, cache is invalid
            if log_mtime > cache_mtime:
                return None

            # Don't recalculate sooner than 3 minutes after last calculation
            if current_time - cache_mtime < 180:  # 3 minutes in seconds
                with open(cache_path, 'r') as f:
                    return json.load(f)

            # For logs that haven't been modified in over an hour, consider them "finished"
            # and use the cache regardless of when it was last calculated
            if current_time - log_mtime > 3600:  # 1 hour in seconds
                with open(cache_path, 'r') as f:
                    return json.load(f)

        except (json.JSONDecodeError, IOError) as e:
            print(f"Error reading token cache: {e}")

        return None

    def save_token_counts_to_cache(log_id: str, token_counts: Dict[str, int]) -> None:
        """
        Save token counts to cache.
        """
        cache_path = get_cache_path(log_id)
        with open(cache_path, 'w') as f:
            json.dump(token_counts, f)

    def count_tokens_for_log_id(log_id: str) -> Dict[str, int]:
        """
        Count tokens for a chat log identified by log_id, including any delegated tasks.

        Args:
            log_id: The log ID to count tokens for

        Returns:
            Dictionary with token counts or None if log not found
        """
        # Find the chatlog file
        chatlog_path = find_chatlog_file(log_id)
        if not chatlog_path:
            return None

        # Check cache first
        cached_counts = get_cached_token_counts(log_id, chatlog_path)
        if cached_counts:
            print(f"Using cached token counts for {log_id}")
            return cached_counts

        print(f"Calculating token counts for {log_id}")

        # Load the chat log
        with open(chatlog_path, 'r') as f:
            log_data = json.load(f)

        # Create a temporary ChatLog instance to count tokens
        temp_log = ChatLog(log_id=log_id, user="system", agent=log_data.get('agent', 'unknown'))
        temp_log.messages = log_data.get('messages', [])

        # Count tokens for this log
        token_counts = temp_log.count_tokens()

        # Find delegated task log IDs
        delegated_log_ids = extract_delegate_task_log_ids(temp_log.messages)

        # Recursively count tokens for delegated tasks
        for delegated_id in delegated_log_ids:
            delegated_counts = count_tokens_for_log_id(delegated_id)
            if delegated_counts:
                token_counts['input_tokens_sequence'] += delegated_counts['input_tokens_sequence']
                token_counts['output_tokens_sequence'] += delegated_counts['output_tokens_sequence']
                token_counts['input_tokens_total'] += delegated_counts['input_tokens_total']

        # Save to cache
        save_token_counts_to_cache(log_id, token_counts)

        return token_counts