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import logging | |
from datetime import datetime | |
import re | |
from collections import deque | |
import streamlit as st | |
# some discussions with code snippets from: | |
# https://discuss.streamlit.io/t/capture-and-display-logger-in-ui/69136 | |
# configure log parsing (seems to need some tweaking) | |
_log_n_re = r'\[(\d+)\]' | |
_log_date_re = r'(\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3})' | |
_log_mod_re = r'(\w+(?:\.\w+)*|__\w+__|<\w+>)' | |
_log_func_re = r'(\w+|<\w+>)' | |
_log_level_re = r'(\w+)' | |
_log_msg_re = '(.*)' | |
_sep = r' - ' | |
log_pattern = re.compile(_log_n_re + _log_date_re + _sep + _log_mod_re + _sep + | |
_log_func_re + _sep + _log_level_re + _sep + _log_msg_re) | |
class StreamlitLogHandler(logging.Handler): | |
""" | |
Custom Streamlit log handler to display logs in a Streamlit container | |
A custom logging handler for Streamlit applications that displays log | |
messages in a Streamlit container. | |
Attributes: | |
container (streamlit.DeltaGenerator): The Streamlit container where log messages will be displayed. | |
debug (bool): A flag to indicate whether to display debug messages. | |
ansi_escape (re.Pattern): A compiled regular expression to remove ANSI escape sequences from log messages. | |
log_area (streamlit.DeltaGenerator): An empty Streamlit container for log output. | |
buffer (collections.deque): A deque buffer to store log messages with a maximum length. | |
_n (int): A counter to keep track of the number of log messages seen. | |
Methods: | |
__init__(container, maxlen=15, debug=False): | |
Initializes the StreamlitLogHandler with a Streamlit container, buffer length, and debug flag. | |
n_elems(verb=False): | |
Returns a string with the total number of elements seen and the number of elements in the buffer. | |
If verb is True, returns a verbose string; otherwise, returns a concise string. | |
emit(record): | |
Processes a log record, formats it, appends it to the buffer, and displays it in the Streamlit container. | |
Strips ANSI escape sequences from the log message if present. | |
clear_logs(): | |
Clears the log messages from the Streamlit container and the buffer. | |
""" | |
# Initialize a custom log handler with a Streamlit container for displaying logs | |
def __init__(self, container, maxlen:int=15, debug:bool=False): | |
#TODO: find the type for streamlit generic containers | |
super().__init__() | |
# Store the Streamlit container for log output | |
self.container = container | |
self.debug = debug | |
self.ansi_escape = re.compile(r'\x1B(?:[@-Z\\-_]|\[[0-?]*[ -/]*[@-~])') # Regex to remove ANSI codes | |
self.log_area = self.container.empty() # Prepare an empty conatiner for log output | |
self.buffer = deque(maxlen=maxlen) | |
self._n = 0 | |
def n_elems(self, verb:bool=False) -> str: | |
""" | |
Return a string with the number of elements seen and the number of elements in the buffer. | |
Args: | |
verb (bool): If True, returns a verbose string. Defaults to False. | |
Returns: | |
str: A string representing the total number of elements seen and the number of elements in the buffer. | |
""" | |
''' return a string with num elements seen and num elements in buffer ''' | |
if verb: | |
return f"total: {self._n}|| in buffer:{len(self.buffer)}" | |
return f"{self._n}||{len(self.buffer)}" | |
def emit(self, record): | |
self._n += 1 | |
msg = f"[{self._n}]" + self.format(record) | |
self.buffer.append(msg) | |
clean_msg = self.ansi_escape.sub('', msg) # Strip ANSI codes | |
if self.debug: | |
self.log_area.markdown(clean_msg) | |
def clear_logs(self) -> None: | |
""" | |
Clears the log area and buffer. | |
This method empties the log area to remove any previous logs and clears the buffer to reset the log storage. | |
""" | |
self.log_area.empty() # Clear previous logs | |
self.buffer.clear() | |
# Set up logging to capture all info level logs from the root logger | |
def setup_logging(level:int=logging.INFO, buffer_len:int=15) -> StreamlitLogHandler: | |
""" | |
Set up logging for the application using Streamlit's container for log display. | |
Args: | |
level (int): The logging level (e.g., logging.INFO, logging.DEBUG). Default is logging.INFO. | |
buffer_len (int): The maximum number of log messages to display in the Streamlit container. Default is 15. | |
Returns: | |
StreamlitLogHandler: The handler that has been added to the root logger. | |
""" | |
root_logger = logging.getLogger() # Get the root logger | |
log_container = st.container() # Create a container within which we display logs | |
handler = StreamlitLogHandler(log_container, maxlen=buffer_len) | |
handler.setLevel(level) | |
formatter = logging.Formatter('%(asctime)s - %(name)s - %(funcName)s - %(levelname)s - %(message)s') | |
handler.setFormatter(formatter) | |
root_logger.addHandler(handler) | |
#if 'handler' not in st.session_state: | |
# st.session_state['handler'] = handler | |
return handler | |
def parse_log_buffer(log_contents: deque) -> list: | |
""" | |
Convert log buffer to a list of dictionaries. | |
Args: | |
log_contents (deque): A deque containing log lines as strings. | |
Returns: | |
list: A list of dictionaries, each representing a parsed log entry with the following keys: | |
- 'timestamp' (datetime): The timestamp of the log entry. | |
- 'n' (str): The log entry number. | |
- 'level' (str): The log level (e.g., INFO, ERROR). | |
- 'module' (str): The name of the module. | |
- 'func' (str): The name of the function. | |
- 'message' (str): The log message. | |
""" | |
j = 0 | |
records = [] | |
for line in log_contents: | |
if line: # Skip empty lines | |
j+=1 | |
try: | |
# regex to parsse log lines, with an example line: | |
# '[1]2024-11-09 11:19:06,688 - task - run - INFO - π Running task ' | |
match = log_pattern.match(line) | |
if match: | |
n, timestamp_str, name, func_name, level, message = match.groups() | |
# Convert timestamp string to datetime | |
timestamp = datetime.strptime(timestamp_str, '%Y-%m-%d %H:%M:%S,%f') | |
records.append({ | |
'timestamp': timestamp, | |
'n': n, | |
'level': level, | |
'module': name, | |
'func': func_name, | |
'message': message | |
}) | |
except Exception as e: | |
print(f"Failed to parse line: {line}") | |
print(f"Error: {e}") | |
continue | |
return records | |
def demo_log_callback() -> None: | |
'''function to demo adding log entries''' | |
logger = logging.getLogger(__name__) | |
logger.setLevel(logging.DEBUG) | |
logger.debug("debug message") | |
logger.info("info message") | |
logger.warning("warning message") | |
logger.error("error message") | |
logger.critical("critical message") | |
if __name__ == "__main__": | |
# create a logging handler for streamlit + regular python logging module | |
handler = setup_logging() | |
# get buffered log data and parse, ready for display as dataframe | |
records = parse_log_buffer(handler.buffer) | |
c1, c2 = st.columns([1, 3]) | |
with c1: | |
button = st.button("do something", on_click=demo_log_callback) | |
with c2: | |
st.info(f"Length of records: {len(records)}") | |
#tab = st.table(records) | |
tab = st.dataframe(records[::-1], use_container_width=True) # scrollable, selectable. | |