Logging
zenml.logging
special
Logging utilities.
step_logging
ZenML logging handler.
StepLogsStorage
Helper class which buffers and stores logs to a given URI.
Source code in zenml/logging/step_logging.py
class StepLogsStorage:
"""Helper class which buffers and stores logs to a given URI."""
def __init__(
self,
logs_uri: str,
max_messages: int = STEP_LOGS_STORAGE_MAX_MESSAGES,
time_interval: int = STEP_LOGS_STORAGE_INTERVAL_SECONDS,
merge_files_interval: int = STEP_LOGS_STORAGE_MERGE_INTERVAL_SECONDS,
) -> None:
"""Initialization.
Args:
logs_uri: the URI of the log file or folder.
max_messages: the maximum number of messages to save in the buffer.
time_interval: the amount of seconds before the buffer gets saved
automatically.
merge_files_interval: the amount of seconds before the created files
get merged into a single file.
"""
# Parameters
self.logs_uri = logs_uri
self.max_messages = max_messages
self.time_interval = time_interval
self.merge_files_interval = merge_files_interval
# State
self.buffer: List[str] = []
self.disabled_buffer: List[str] = []
self.last_save_time = time.time()
self.disabled = False
self._artifact_store: Optional["BaseArtifactStore"] = None
# Immutable filesystems state
self.last_merge_time = time.time()
@property
def artifact_store(self) -> "BaseArtifactStore":
"""Returns the active artifact store.
Returns:
The active artifact store.
"""
if self._artifact_store is None:
self._artifact_store = Client().active_stack.artifact_store
return self._artifact_store
def write(self, text: str) -> None:
"""Main write method.
Args:
text: the incoming string.
"""
if text == "\n":
return
if not self.disabled:
self.buffer.append(text)
self.save_to_file()
@property
def _is_write_needed(self) -> bool:
"""Checks whether the buffer needs to be written to disk.
Returns:
whether the buffer needs to be written to disk.
"""
return (
len(self.buffer) >= self.max_messages
or time.time() - self.last_save_time >= self.time_interval
)
def _get_timestamped_filename(self, suffix: str = "") -> str:
"""Returns a timestamped filename.
Args:
suffix: optional suffix for the file name
Returns:
The timestamped filename.
"""
return f"{time.time()}{suffix}{LOGS_EXTENSION}"
def save_to_file(self, force: bool = False) -> None:
"""Method to save the buffer to the given URI.
Args:
force: whether to force a save even if the write conditions not met.
"""
if not self.disabled and (self._is_write_needed or force):
# IMPORTANT: keep this as the first code line in this method! The
# code that follows might still emit logging messages, which will
# end up triggering this method again, causing an infinite loop.
self.disabled = True
try:
if self.buffer:
if self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM:
_logs_uri = self._get_timestamped_filename()
with self.artifact_store.open(
os.path.join(
self.logs_uri,
_logs_uri,
),
"w",
) as file:
for message in self.buffer:
timestamp = datetime.datetime.now(
datetime.timezone.utc
).strftime("%Y-%m-%d %H:%M:%S")
file.write(
f"[{timestamp} UTC] {remove_ansi_escape_codes(message)}\n"
)
else:
with self.artifact_store.open(
self.logs_uri, "a"
) as file:
for message in self.buffer:
timestamp = datetime.datetime.now(
datetime.timezone.utc
).strftime("%Y-%m-%d %H:%M:%S")
file.write(
f"[{timestamp} UTC] {remove_ansi_escape_codes(message)}\n"
)
except (OSError, IOError) as e:
# This exception can be raised if there are issues with the
# underlying system calls, such as reaching the maximum number
# of open files, permission issues, file corruption, or other
# I/O errors.
logger.error(f"Error while trying to write logs: {e}")
finally:
self.buffer = []
self.last_save_time = time.time()
self.disabled = False
# merge created files on a given interval (defaults to 10 minutes)
# only runs on Immutable Filesystems
if (
self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM
and time.time() - self.last_merge_time > self.merge_files_interval
):
try:
self.merge_log_files()
except (OSError, IOError) as e:
logger.error(f"Error while trying to roll up logs: {e}")
finally:
self.last_merge_time = time.time()
def merge_log_files(self, merge_all_files: bool = False) -> None:
"""Merges all log files into one in the given URI.
Called on the logging context exit.
Args:
merge_all_files: whether to merge all files or only raw files
"""
if self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM:
merged_file_suffix = "_merged"
files_ = self.artifact_store.listdir(self.logs_uri)
if not merge_all_files:
# already merged files will not be merged again
files_ = [f for f in files_ if merged_file_suffix not in f]
file_name_ = self._get_timestamped_filename(
suffix=merged_file_suffix
)
if len(files_) > 1:
files_.sort()
logger.debug("Log files count: %s", len(files_))
missing_files = set()
# dump all logs to a local file first
with self.artifact_store.open(
os.path.join(self.logs_uri, file_name_), "w"
) as merged_file:
for file in files_:
try:
merged_file.write(
str(
_load_file_from_artifact_store(
os.path.join(self.logs_uri, str(file)),
artifact_store=self.artifact_store,
mode="r",
)
)
)
except DoesNotExistException:
missing_files.add(file)
# clean up left over files
for file in files_:
if file not in missing_files:
self.artifact_store.remove(
os.path.join(self.logs_uri, str(file))
)
artifact_store: BaseArtifactStore
property
readonly
Returns the active artifact store.
Returns:
| Type | Description |
|---|---|
BaseArtifactStore |
The active artifact store. |
__init__(self, logs_uri, max_messages=100, time_interval=15, merge_files_interval=600)
special
Initialization.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
logs_uri |
str |
the URI of the log file or folder. |
required |
max_messages |
int |
the maximum number of messages to save in the buffer. |
100 |
time_interval |
int |
the amount of seconds before the buffer gets saved automatically. |
15 |
merge_files_interval |
int |
the amount of seconds before the created files get merged into a single file. |
600 |
Source code in zenml/logging/step_logging.py
def __init__(
self,
logs_uri: str,
max_messages: int = STEP_LOGS_STORAGE_MAX_MESSAGES,
time_interval: int = STEP_LOGS_STORAGE_INTERVAL_SECONDS,
merge_files_interval: int = STEP_LOGS_STORAGE_MERGE_INTERVAL_SECONDS,
) -> None:
"""Initialization.
Args:
logs_uri: the URI of the log file or folder.
max_messages: the maximum number of messages to save in the buffer.
time_interval: the amount of seconds before the buffer gets saved
automatically.
merge_files_interval: the amount of seconds before the created files
get merged into a single file.
"""
# Parameters
self.logs_uri = logs_uri
self.max_messages = max_messages
self.time_interval = time_interval
self.merge_files_interval = merge_files_interval
# State
self.buffer: List[str] = []
self.disabled_buffer: List[str] = []
self.last_save_time = time.time()
self.disabled = False
self._artifact_store: Optional["BaseArtifactStore"] = None
# Immutable filesystems state
self.last_merge_time = time.time()
merge_log_files(self, merge_all_files=False)
Merges all log files into one in the given URI.
Called on the logging context exit.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
merge_all_files |
bool |
whether to merge all files or only raw files |
False |
Source code in zenml/logging/step_logging.py
def merge_log_files(self, merge_all_files: bool = False) -> None:
"""Merges all log files into one in the given URI.
Called on the logging context exit.
Args:
merge_all_files: whether to merge all files or only raw files
"""
if self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM:
merged_file_suffix = "_merged"
files_ = self.artifact_store.listdir(self.logs_uri)
if not merge_all_files:
# already merged files will not be merged again
files_ = [f for f in files_ if merged_file_suffix not in f]
file_name_ = self._get_timestamped_filename(
suffix=merged_file_suffix
)
if len(files_) > 1:
files_.sort()
logger.debug("Log files count: %s", len(files_))
missing_files = set()
# dump all logs to a local file first
with self.artifact_store.open(
os.path.join(self.logs_uri, file_name_), "w"
) as merged_file:
for file in files_:
try:
merged_file.write(
str(
_load_file_from_artifact_store(
os.path.join(self.logs_uri, str(file)),
artifact_store=self.artifact_store,
mode="r",
)
)
)
except DoesNotExistException:
missing_files.add(file)
# clean up left over files
for file in files_:
if file not in missing_files:
self.artifact_store.remove(
os.path.join(self.logs_uri, str(file))
)
save_to_file(self, force=False)
Method to save the buffer to the given URI.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
force |
bool |
whether to force a save even if the write conditions not met. |
False |
Source code in zenml/logging/step_logging.py
def save_to_file(self, force: bool = False) -> None:
"""Method to save the buffer to the given URI.
Args:
force: whether to force a save even if the write conditions not met.
"""
if not self.disabled and (self._is_write_needed or force):
# IMPORTANT: keep this as the first code line in this method! The
# code that follows might still emit logging messages, which will
# end up triggering this method again, causing an infinite loop.
self.disabled = True
try:
if self.buffer:
if self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM:
_logs_uri = self._get_timestamped_filename()
with self.artifact_store.open(
os.path.join(
self.logs_uri,
_logs_uri,
),
"w",
) as file:
for message in self.buffer:
timestamp = datetime.datetime.now(
datetime.timezone.utc
).strftime("%Y-%m-%d %H:%M:%S")
file.write(
f"[{timestamp} UTC] {remove_ansi_escape_codes(message)}\n"
)
else:
with self.artifact_store.open(
self.logs_uri, "a"
) as file:
for message in self.buffer:
timestamp = datetime.datetime.now(
datetime.timezone.utc
).strftime("%Y-%m-%d %H:%M:%S")
file.write(
f"[{timestamp} UTC] {remove_ansi_escape_codes(message)}\n"
)
except (OSError, IOError) as e:
# This exception can be raised if there are issues with the
# underlying system calls, such as reaching the maximum number
# of open files, permission issues, file corruption, or other
# I/O errors.
logger.error(f"Error while trying to write logs: {e}")
finally:
self.buffer = []
self.last_save_time = time.time()
self.disabled = False
# merge created files on a given interval (defaults to 10 minutes)
# only runs on Immutable Filesystems
if (
self.artifact_store.config.IS_IMMUTABLE_FILESYSTEM
and time.time() - self.last_merge_time > self.merge_files_interval
):
try:
self.merge_log_files()
except (OSError, IOError) as e:
logger.error(f"Error while trying to roll up logs: {e}")
finally:
self.last_merge_time = time.time()
write(self, text)
Main write method.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
text |
str |
the incoming string. |
required |
Source code in zenml/logging/step_logging.py
def write(self, text: str) -> None:
"""Main write method.
Args:
text: the incoming string.
"""
if text == "\n":
return
if not self.disabled:
self.buffer.append(text)
self.save_to_file()
StepLogsStorageContext
Context manager which patches stdout and stderr during step execution.
Source code in zenml/logging/step_logging.py
class StepLogsStorageContext:
"""Context manager which patches stdout and stderr during step execution."""
def __init__(self, logs_uri: str) -> None:
"""Initializes and prepares a storage object.
Args:
logs_uri: the URI of the logs file.
"""
self.storage = StepLogsStorage(logs_uri=logs_uri)
def __enter__(self) -> "StepLogsStorageContext":
"""Enter condition of the context manager.
Wraps the `write` method of both stderr and stdout, so each incoming
message gets stored in the step logs storage.
Returns:
self
"""
self.stdout_write = getattr(sys.stdout, "write")
self.stdout_flush = getattr(sys.stdout, "flush")
self.stderr_write = getattr(sys.stderr, "write")
self.stderr_flush = getattr(sys.stderr, "flush")
setattr(sys.stdout, "write", self._wrap_write(self.stdout_write))
setattr(sys.stdout, "flush", self._wrap_flush(self.stdout_flush))
setattr(sys.stderr, "write", self._wrap_write(self.stdout_write))
setattr(sys.stderr, "flush", self._wrap_flush(self.stdout_flush))
redirected.set(True)
return self
def __exit__(
self,
exc_type: Optional[Type[BaseException]],
exc_val: Optional[BaseException],
exc_tb: Optional[TracebackType],
) -> None:
"""Exit condition of the context manager.
Args:
exc_type: The class of the exception
exc_val: The instance of the exception
exc_tb: The traceback of the exception
Restores the `write` method of both stderr and stdout.
"""
self.storage.save_to_file(force=True)
setattr(sys.stdout, "write", self.stdout_write)
setattr(sys.stdout, "flush", self.stdout_flush)
setattr(sys.stderr, "write", self.stderr_write)
setattr(sys.stderr, "flush", self.stderr_flush)
redirected.set(False)
try:
self.storage.merge_log_files(merge_all_files=True)
except (OSError, IOError) as e:
logger.warning(f"Step logs roll-up failed: {e}")
def _wrap_write(self, method: Callable[..., Any]) -> Callable[..., Any]:
"""Wrapper function that utilizes the storage object to store logs.
Args:
method: the original write method
Returns:
the wrapped write method.
"""
def wrapped_write(*args: Any, **kwargs: Any) -> Any:
output = method(*args, **kwargs)
if args:
self.storage.write(args[0])
return output
return wrapped_write
def _wrap_flush(self, method: Callable[..., Any]) -> Callable[..., Any]:
"""Wrapper function that flushes the buffer of the storage object.
Args:
method: the original flush method
Returns:
the wrapped flush method.
"""
def wrapped_flush(*args: Any, **kwargs: Any) -> Any:
output = method(*args, **kwargs)
self.storage.save_to_file()
return output
return wrapped_flush
__enter__(self)
special
Enter condition of the context manager.
Wraps the write method of both stderr and stdout, so each incoming
message gets stored in the step logs storage.
Returns:
| Type | Description |
|---|---|
StepLogsStorageContext |
self |
Source code in zenml/logging/step_logging.py
def __enter__(self) -> "StepLogsStorageContext":
"""Enter condition of the context manager.
Wraps the `write` method of both stderr and stdout, so each incoming
message gets stored in the step logs storage.
Returns:
self
"""
self.stdout_write = getattr(sys.stdout, "write")
self.stdout_flush = getattr(sys.stdout, "flush")
self.stderr_write = getattr(sys.stderr, "write")
self.stderr_flush = getattr(sys.stderr, "flush")
setattr(sys.stdout, "write", self._wrap_write(self.stdout_write))
setattr(sys.stdout, "flush", self._wrap_flush(self.stdout_flush))
setattr(sys.stderr, "write", self._wrap_write(self.stdout_write))
setattr(sys.stderr, "flush", self._wrap_flush(self.stdout_flush))
redirected.set(True)
return self
__exit__(self, exc_type, exc_val, exc_tb)
special
Exit condition of the context manager.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
exc_type |
Optional[Type[BaseException]] |
The class of the exception |
required |
exc_val |
Optional[BaseException] |
The instance of the exception |
required |
exc_tb |
Optional[traceback] |
The traceback of the exception |
required |
Restores the write method of both stderr and stdout.
Source code in zenml/logging/step_logging.py
def __exit__(
self,
exc_type: Optional[Type[BaseException]],
exc_val: Optional[BaseException],
exc_tb: Optional[TracebackType],
) -> None:
"""Exit condition of the context manager.
Args:
exc_type: The class of the exception
exc_val: The instance of the exception
exc_tb: The traceback of the exception
Restores the `write` method of both stderr and stdout.
"""
self.storage.save_to_file(force=True)
setattr(sys.stdout, "write", self.stdout_write)
setattr(sys.stdout, "flush", self.stdout_flush)
setattr(sys.stderr, "write", self.stderr_write)
setattr(sys.stderr, "flush", self.stderr_flush)
redirected.set(False)
try:
self.storage.merge_log_files(merge_all_files=True)
except (OSError, IOError) as e:
logger.warning(f"Step logs roll-up failed: {e}")
__init__(self, logs_uri)
special
Initializes and prepares a storage object.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
logs_uri |
str |
the URI of the logs file. |
required |
Source code in zenml/logging/step_logging.py
def __init__(self, logs_uri: str) -> None:
"""Initializes and prepares a storage object.
Args:
logs_uri: the URI of the logs file.
"""
self.storage = StepLogsStorage(logs_uri=logs_uri)
fetch_logs(zen_store, artifact_store_id, logs_uri, offset=0, length=16777216)
Fetches the logs from the artifact store.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
zen_store |
BaseZenStore |
The store in which the artifact is stored. |
required |
artifact_store_id |
Union[str, uuid.UUID] |
The ID of the artifact store. |
required |
logs_uri |
str |
The URI of the artifact. |
required |
offset |
int |
The offset from which to start reading. |
0 |
length |
int |
The amount of bytes that should be read. |
16777216 |
Returns:
| Type | Description |
|---|---|
str |
The logs as a string. |
Exceptions:
| Type | Description |
|---|---|
DoesNotExistException |
If the artifact does not exist in the artifact store. |
Source code in zenml/logging/step_logging.py
def fetch_logs(
zen_store: "BaseZenStore",
artifact_store_id: Union[str, UUID],
logs_uri: str,
offset: int = 0,
length: int = 1024 * 1024 * 16, # Default to 16MiB of data
) -> str:
"""Fetches the logs from the artifact store.
Args:
zen_store: The store in which the artifact is stored.
artifact_store_id: The ID of the artifact store.
logs_uri: The URI of the artifact.
offset: The offset from which to start reading.
length: The amount of bytes that should be read.
Returns:
The logs as a string.
Raises:
DoesNotExistException: If the artifact does not exist in the artifact
store.
"""
def _read_file(
uri: str, offset: int = 0, length: Optional[int] = None
) -> str:
return str(
_load_file_from_artifact_store(
uri,
artifact_store=artifact_store,
mode="rb",
offset=offset,
length=length,
).decode()
)
artifact_store = _load_artifact_store(artifact_store_id, zen_store)
try:
if not artifact_store.isdir(logs_uri):
return _read_file(logs_uri, offset, length)
else:
files = artifact_store.listdir(logs_uri)
if len(files) == 1:
return _read_file(
os.path.join(logs_uri, str(files[0])), offset, length
)
else:
is_negative_offset = offset < 0
files.sort(reverse=is_negative_offset)
# search for the first file we need to read
latest_file_id = 0
for i, file in enumerate(files):
file_size: int = artifact_store.size(
os.path.join(logs_uri, str(file))
) # type: ignore[assignment]
if is_negative_offset:
if file_size >= -offset:
latest_file_id = -(i + 1)
break
else:
offset += file_size
else:
if file_size > offset:
latest_file_id = i
break
else:
offset -= file_size
# read the files according to pre-filtering
files.sort()
ret = []
for file in files[latest_file_id:]:
ret.append(
_read_file(
os.path.join(logs_uri, str(file)),
offset,
length,
)
)
offset = 0
length -= len(ret[-1])
if length <= 0:
# stop further reading, if the whole length is already read
break
if not ret:
raise DoesNotExistException(
f"Folder '{logs_uri}' is empty in artifact store "
f"'{artifact_store.name}'."
)
return "".join(ret)
finally:
artifact_store.cleanup()
prepare_logs_uri(artifact_store, step_name, log_key=None)
Generates and prepares a URI for the log file or folder for a step.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
artifact_store |
BaseArtifactStore |
The artifact store on which the artifact will be stored. |
required |
step_name |
str |
Name of the step. |
required |
log_key |
Optional[str] |
The unique identification key of the log file. |
None |
Returns:
| Type | Description |
|---|---|
str |
The URI of the log storage (file or folder). |
Source code in zenml/logging/step_logging.py
def prepare_logs_uri(
artifact_store: "BaseArtifactStore",
step_name: str,
log_key: Optional[str] = None,
) -> str:
"""Generates and prepares a URI for the log file or folder for a step.
Args:
artifact_store: The artifact store on which the artifact will be stored.
step_name: Name of the step.
log_key: The unique identification key of the log file.
Returns:
The URI of the log storage (file or folder).
"""
if log_key is None:
log_key = str(uuid4())
logs_base_uri = os.path.join(
artifact_store.path,
step_name,
"logs",
)
# Create the dir
if not artifact_store.exists(logs_base_uri):
artifact_store.makedirs(logs_base_uri)
# Delete the file if it already exists
if artifact_store.config.IS_IMMUTABLE_FILESYSTEM:
logs_uri_folder = os.path.join(logs_base_uri, log_key)
if artifact_store.exists(logs_uri_folder):
logger.warning(
f"Logs directory {logs_uri_folder} already exists! Removing old log directory..."
)
artifact_store.rmtree(logs_uri_folder)
artifact_store.makedirs(logs_uri_folder)
return logs_uri_folder
else:
logs_uri = os.path.join(logs_base_uri, f"{log_key}{LOGS_EXTENSION}")
if artifact_store.exists(logs_uri):
logger.warning(
f"Logs file {logs_uri} already exists! Removing old log file..."
)
artifact_store.remove(logs_uri)
return logs_uri
remove_ansi_escape_codes(text)
Auxiliary function to remove ANSI escape codes from a given string.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
text |
str |
the input string |
required |
Returns:
| Type | Description |
|---|---|
str |
the version of the input string where the escape codes are removed. |
Source code in zenml/logging/step_logging.py
def remove_ansi_escape_codes(text: str) -> str:
"""Auxiliary function to remove ANSI escape codes from a given string.
Args:
text: the input string
Returns:
the version of the input string where the escape codes are removed.
"""
ansi_escape = re.compile(r"\x1B(?:[@-Z\\-_]|\[[0-?]*[ -/]*[@-~])")
return ansi_escape.sub("", text)