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live integration: get rid of dvc from live (iterative#5466)
* live integration: get rid of dvc from live * live: remove from api, add test for html generation during run * stage: run: convert monitors to class context managers * run: make monitors run in single thread * run: move monitor logic out of run
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Original file line number | Diff line number | Diff line change |
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import functools | ||
import logging | ||
import os | ||
import subprocess | ||
import threading | ||
from dataclasses import dataclass | ||
from typing import TYPE_CHECKING, Callable, List | ||
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||
from dvc.repo.live import create_summary | ||
from dvc.stage.decorators import relock_repo | ||
from dvc.stage.exceptions import StageCmdFailedError | ||
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if TYPE_CHECKING: | ||
from dvc.output import BaseOutput | ||
from dvc.stage import Stage | ||
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logger = logging.getLogger(__name__) | ||
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class CheckpointKilledError(StageCmdFailedError): | ||
pass | ||
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class LiveKilledError(StageCmdFailedError): | ||
pass | ||
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@dataclass | ||
class MonitorTask: | ||
stage: "Stage" | ||
execute: Callable | ||
proc: subprocess.Popen | ||
done: threading.Event = threading.Event() | ||
killed: threading.Event = threading.Event() | ||
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||
@property | ||
def name(self) -> str: | ||
raise NotImplementedError | ||
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||
@property | ||
def SIGNAL_FILE(self) -> str: | ||
raise NotImplementedError | ||
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||
@property | ||
def error_cls(self) -> type: | ||
raise NotImplementedError | ||
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||
@property | ||
def signal_path(self) -> str: | ||
return os.path.join(self.stage.repo.tmp_dir, self.SIGNAL_FILE) | ||
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def after_run(self): | ||
pass | ||
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||
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class CheckpointTask(MonitorTask): | ||
name = "checkpoint" | ||
SIGNAL_FILE = "DVC_CHECKPOINT" | ||
error_cls = CheckpointKilledError | ||
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||
def __init__( | ||
self, stage: "Stage", callback_func: Callable, proc: subprocess.Popen | ||
): | ||
super().__init__( | ||
stage, | ||
functools.partial( | ||
CheckpointTask._run_callback, stage, callback_func | ||
), | ||
proc, | ||
) | ||
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||
@staticmethod | ||
@relock_repo | ||
def _run_callback(stage, callback_func): | ||
stage.save(allow_missing=True) | ||
stage.commit(allow_missing=True) | ||
logger.debug("Running checkpoint callback for stage '%s'", stage) | ||
callback_func() | ||
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||
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class LiveTask(MonitorTask): | ||
name = "live" | ||
SIGNAL_FILE = "DVC_LIVE" | ||
error_cls = LiveKilledError | ||
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def __init__( | ||
self, stage: "Stage", out: "BaseOutput", proc: subprocess.Popen | ||
): | ||
super().__init__(stage, functools.partial(create_summary, out), proc) | ||
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||
def after_run(self): | ||
# make sure summary is prepared for all the data | ||
self.execute() | ||
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||
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class Monitor: | ||
AWAIT: float = 1.0 | ||
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def __init__(self, tasks: List[MonitorTask]): | ||
self.done = threading.Event() | ||
self.tasks = tasks | ||
self.monitor_thread = threading.Thread( | ||
target=Monitor._loop, args=(self.tasks, self.done,), | ||
) | ||
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||
def __enter__(self): | ||
self.monitor_thread.start() | ||
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def __exit__(self, exc_type, exc_val, exc_tb): | ||
self.done.set() | ||
self.monitor_thread.join() | ||
for t in self.tasks: | ||
t.after_run() | ||
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||
@staticmethod | ||
def kill(proc): | ||
if os.name == "nt": | ||
return Monitor._kill_nt(proc) | ||
proc.terminate() | ||
proc.wait() | ||
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@staticmethod | ||
def _kill_nt(proc): | ||
# windows stages are spawned with shell=True, proc is the shell process | ||
# and not the actual stage process - we have to kill the entire tree | ||
subprocess.call(["taskkill", "/F", "/T", "/PID", str(proc.pid)]) | ||
|
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@staticmethod | ||
def _loop(tasks: List[MonitorTask], done: threading.Event): | ||
while True: | ||
for task in tasks: | ||
if os.path.exists(task.signal_path): | ||
try: | ||
task.execute() | ||
except Exception: # pylint: disable=broad-except | ||
logger.exception( | ||
"Error running '%s' task, '%s' will be aborted", | ||
task.name, | ||
task.stage, | ||
) | ||
Monitor.kill(task.proc) | ||
task.killed.set() | ||
finally: | ||
logger.debug( | ||
"Removing signal file for '%s' task", task.name | ||
) | ||
os.remove(task.signal_path) | ||
if done.wait(Monitor.AWAIT): | ||
return |
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