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#!/usr/bin/env python | ||
# -*- coding: utf-8 -*- | ||
# Copyright 1999-2018 Alibaba Group Holding Ltd. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import os | ||
import sys | ||
import logging | ||
import tempfile | ||
import subprocess | ||
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import numpy as np | ||
from mars.serialize import BytesField, ListField, Int32Field, StringField | ||
from mars.utils import to_binary | ||
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logger = logging.getLogger('mars.worker') | ||
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try: | ||
from mars.remote.run_script import RunScript | ||
except ImportError: | ||
try: | ||
from mars.learn.operands import LearnMergeDictOperand, OutputType | ||
except ImportError: | ||
from mars.operands import MergeDictOperand as LearnMergeDictOperand | ||
from mars.operands import OutputType | ||
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class RunScript(LearnMergeDictOperand): | ||
_op_type_ = 743210 | ||
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_code = BytesField('code') | ||
_mode = StringField('mode') | ||
_command_args = ListField('command_args') | ||
_world_size = Int32Field('world_size') | ||
_rank = Int32Field('rank') | ||
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def __init__(self, code=None, mode=None, command_args=None, world_size=None, rank=None, | ||
merge=None, output_types=None, **kw): | ||
super().__init__(_code=code, _mode=mode, _command_args=command_args, _world_size=world_size, | ||
_rank=rank, _merge=merge, _output_types=output_types, **kw) | ||
if self._output_types is None: | ||
self._output_types = [OutputType.object] | ||
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@property | ||
def code(self): | ||
return self._code | ||
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@property | ||
def mode(self): | ||
return self._mode | ||
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@property | ||
def world_size(self): | ||
return self._world_size | ||
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@property | ||
def rank(self): | ||
return self._rank | ||
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@property | ||
def command_args(self): | ||
return self._command_args or [] | ||
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def __call__(self): | ||
return self.new_tileable(None) | ||
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@classmethod | ||
def tile(cls, op): | ||
out_chunks = [] | ||
for i in range(op.world_size): | ||
chunk_op = op.copy().reset_key() | ||
chunk_op._rank = i | ||
out_chunks.append(chunk_op.new_chunk(None, index=(i,))) | ||
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new_op = op.copy() | ||
return new_op.new_tileables(op.inputs, chunks=out_chunks, | ||
nsplits=(tuple(np.nan for _ in range(len(out_chunks))),)) | ||
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@classmethod | ||
def _execute_with_subprocess(cls, op, env=None): | ||
# write source code into a temp file | ||
fd, filename = tempfile.mkstemp('.py') | ||
with os.fdopen(fd, 'wb') as f: | ||
f.write(op.code) | ||
logger.debug('Write code to temp file.') | ||
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env = env or dict() | ||
envs = os.environ.copy().update(env) | ||
try: | ||
# exec code in a new process | ||
process = subprocess.Popen([sys.executable, filename] + op.command_args, | ||
env=envs) | ||
process.wait() | ||
if process.returncode != 0: | ||
raise RuntimeError('Run script failed') | ||
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finally: | ||
os.remove(filename) | ||
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@classmethod | ||
def _execute_with_exec(cls, op, local=None): | ||
local = local or dict() | ||
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try: | ||
exec(op.code, local) | ||
finally: | ||
sys.stdout.flush() | ||
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@classmethod | ||
def _set_envs(cls, ctx, op): | ||
scheduler_address = ctx._scheduler_address | ||
session_id = ctx._session_id | ||
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# set mars envs | ||
env = os.environ | ||
env['MARS_SCHEDULER_ADDRESS'] = str(scheduler_address) | ||
env['MARS_SESSION_ID'] = str(session_id) | ||
env['RANK'] = str(op.rank) | ||
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@classmethod | ||
def _build_locals(cls, ctx, op): | ||
logger.debug('Start to create mars session.') | ||
sess = ctx.get_current_session().as_default() | ||
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return dict(session=sess) | ||
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@classmethod | ||
def execute(cls, ctx, op): | ||
if op.merge: | ||
return super().execute(ctx, op) | ||
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old_env = os.environ.copy() | ||
cls._set_envs(ctx, op) | ||
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try: | ||
if op.mode == 'spawn': | ||
cls._execute_with_subprocess(op) | ||
elif op.mode == 'exec': | ||
cls._execute_with_exec(op, local=cls._build_locals(ctx, op)) | ||
else: | ||
raise TypeError('Unsupported mode {}'.format(op.mode)) | ||
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if op.rank == 0: | ||
ctx[op.outputs[0].key] = {'status': 'ok'} | ||
else: | ||
ctx[op.outputs[0].key] = {} | ||
finally: | ||
os.environ = old_env | ||
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def _build_locals_in_odps(cls, ctx, op): | ||
from odps import ODPS | ||
o = ODPS.from_environments() | ||
sess = ctx.get_current_session().as_default() | ||
return dict(o=o, session=sess, odps=o) | ||
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RunScript._build_locals = classmethod(_build_locals_in_odps) | ||
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def run_script(script, n_workers=1, mode='exec', command_argv=None, | ||
odps_params=None, session=None, run_kwargs=None): | ||
if hasattr(script, 'read'): | ||
code = script.read() | ||
else: | ||
with open(os.path.abspath(script), 'rb') as f: | ||
code = f.read() | ||
if mode not in ['exec', 'spawn']: | ||
raise TypeError('Unsupported mode {}'.format(mode)) | ||
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op = RunScript(code=to_binary(code), mode=mode, world_size=n_workers, | ||
command_args=command_argv) | ||
op.extra_params['project'] = odps_params['project'] | ||
op.extra_params['endpoint'] = odps_params['endpoint'] | ||
return op().execute(session=session, **(run_kwargs or {})).fetch(session=session) | ||
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