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https://github.com/clearml/clearml-agent
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Add CLEARML_EXTRA_PIP_INSTALL_FLAGS / agent.package_manager.extra_pip_install_flags to control additional pip install flags
Fix pip version marking in "installed packages" is now preserved for and reinstalled
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@ -152,6 +152,7 @@ WORKING_STANDALONE_DIR = "code"
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DEFAULT_VCS_CACHE = normalize_path(CONFIG_DIR, "vcs-cache")
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PIP_EXTRA_INDICES = []
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DEFAULT_PIP_DOWNLOAD_CACHE = normalize_path(CONFIG_DIR, "pip-download-cache")
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ENV_PIP_EXTRA_INSTALL_FLAGS = EnvironmentConfig("CLEARML_EXTRA_PIP_INSTALL_FLAGS", type=list)
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ENV_DOCKER_IMAGE = EnvironmentConfig("CLEARML_DOCKER_IMAGE", "TRAINS_DOCKER_IMAGE")
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ENV_WORKER_ID = EnvironmentConfig("CLEARML_WORKER_ID", "TRAINS_WORKER_ID")
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ENV_WORKER_TAGS = EnvironmentConfig("CLEARML_WORKER_TAGS")
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@ -50,7 +50,7 @@ class PackageManager(object):
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pass
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@abc.abstractmethod
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def freeze(self):
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def freeze(self, freeze_full_environment=False):
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pass
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@abc.abstractmethod
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@ -141,8 +141,9 @@ class PackageManager(object):
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@classmethod
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def out_of_scope_install_package(cls, package_name, *args):
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if PackageManager._selected_manager is not None:
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# noinspection PyBroadException
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try:
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result = PackageManager._selected_manager._install(package_name, *args)
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result = PackageManager._selected_manager.install_packages(package_name, *args)
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if result not in (0, None, True):
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return False
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except Exception:
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@ -150,10 +151,11 @@ class PackageManager(object):
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return True
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@classmethod
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def out_of_scope_freeze(cls):
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def out_of_scope_freeze(cls, freeze_full_environment=False):
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if PackageManager._selected_manager is not None:
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# noinspection PyBroadException
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try:
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return PackageManager._selected_manager.freeze()
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return PackageManager._selected_manager.freeze(freeze_full_environment)
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except Exception:
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pass
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return []
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@ -4,7 +4,7 @@ from itertools import chain
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from pathlib import Path
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from typing import Text, Optional
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from clearml_agent.definitions import PIP_EXTRA_INDICES, PROGRAM_NAME
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from clearml_agent.definitions import PIP_EXTRA_INDICES, PROGRAM_NAME, ENV_PIP_EXTRA_INSTALL_FLAGS
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from clearml_agent.helper.package.base import PackageManager
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from clearml_agent.helper.process import Argv, DEVNULL
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from clearml_agent.session import Session
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@ -52,7 +52,7 @@ class SystemPip(PackageManager):
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package,
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'--dest', cache_dir,
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'--no-deps',
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) + self.install_flags()
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) + self.download_flags()
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)
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def load_requirements(self, requirements):
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@ -65,13 +65,14 @@ class SystemPip(PackageManager):
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def uninstall(self, package):
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self.run_with_env(('uninstall', '-y', package))
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def freeze(self):
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def freeze(self, freeze_full_environment=False):
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"""
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pip freeze to all install packages except the running program
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:return: Dict contains pip as key and pip's packages to install
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:rtype: Dict[str: List[str]]
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"""
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packages = self.run_with_env(('freeze',), output=True).splitlines()
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packages = self.run_with_env(
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('freeze',) if not freeze_full_environment else ('freeze', '--all'), output=True).splitlines()
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packages_without_program = [package for package in packages if PROGRAM_NAME not in package]
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return {'pip': packages_without_program}
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@ -87,6 +88,11 @@ class SystemPip(PackageManager):
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# make sure we are not running it with our own PYTHONPATH
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env = dict(**os.environ)
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env.pop('PYTHONPATH', None)
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# Debug print
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if self.session.debug_mode:
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print(command)
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return (command.get_output if output else command.check_call)(stdin=DEVNULL, env=env, **kwargs)
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def _make_command(self, command):
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@ -97,4 +103,17 @@ class SystemPip(PackageManager):
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self.indices_args = tuple(
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chain.from_iterable(('--extra-index-url', x) for x in PIP_EXTRA_INDICES)
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)
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extra_pip_flags = \
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ENV_PIP_EXTRA_INSTALL_FLAGS.get() or \
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self.session.config.get("agent.package_manager.extra_pip_install_flags", None)
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return (self.indices_args + tuple(extra_pip_flags)) if extra_pip_flags else self.indices_args
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def download_flags(self):
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if self.indices_args is None:
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self.indices_args = tuple(
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chain.from_iterable(('--extra-index-url', x) for x in PIP_EXTRA_INDICES)
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)
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return self.indices_args
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@ -147,7 +147,7 @@ class PoetryAPI(object):
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any((self.path / indicator).exists() for indicator in self.INDICATOR_FILES)
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)
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def freeze(self):
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def freeze(self, freeze_full_environment=False):
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lines = self.config.run("show", cwd=str(self.path)).splitlines()
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lines = [[p for p in line.split(' ') if p] for line in lines]
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return {"pip": [parts[0]+'=='+parts[1]+' # '+' '.join(parts[2:]) for parts in lines]}
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@ -7,7 +7,7 @@ from .requirements import SimpleSubstitution
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class PriorityPackageRequirement(SimpleSubstitution):
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name = ("cython", "numpy", "setuptools", )
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name = ("cython", "numpy", "setuptools", "pip", )
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optional_package_names = tuple()
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def __init__(self, *args, **kwargs):
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@ -50,31 +50,39 @@ class PriorityPackageRequirement(SimpleSubstitution):
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"""
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# if we replaced setuptools, it means someone requested it, and since freeze will not contain it,
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# we need to add it manually
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if not self._replaced_packages or "setuptools" not in self._replaced_packages:
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if not self._replaced_packages:
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return list_of_requirements
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try:
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for k, lines in list_of_requirements.items():
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# k is either pip/conda
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if k not in ('pip', 'conda'):
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continue
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for i, line in enumerate(lines):
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if not line or line.lstrip().startswith('#'):
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continue
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parts = [p for p in re.split(r'\s|=|\.|<|>|~|!|@|#', line) if p]
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if not parts:
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continue
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# if we found setuptools, do nothing
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if parts[0] == "setuptools":
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return list_of_requirements
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if "pip" in self._replaced_packages:
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full_freeze = PackageManager.out_of_scope_freeze(freeze_full_environment=True)
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# now let's look for pip
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pips = [line for line in full_freeze.get("pip", []) if line.split("==")[0] == "pip"]
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if pips and "pip" in list_of_requirements:
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list_of_requirements["pip"] = [pips[0]] + list_of_requirements["pip"]
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# if we are here it means we have not found setuptools
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# we should add it:
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if "pip" in list_of_requirements:
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list_of_requirements["pip"] = [self._replaced_packages["setuptools"]] + list_of_requirements["pip"]
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if "setuptools" in self._replaced_packages:
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try:
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for k, lines in list_of_requirements.items():
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# k is either pip/conda
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if k not in ('pip', 'conda'):
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continue
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for i, line in enumerate(lines):
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if not line or line.lstrip().startswith('#'):
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continue
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parts = [p for p in re.split(r'\s|=|\.|<|>|~|!|@|#', line) if p]
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if not parts:
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continue
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# if we found setuptools, do nothing
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if parts[0] == "setuptools":
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return list_of_requirements
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except Exception as ex: # noqa
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return list_of_requirements
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# if we are here it means we have not found setuptools
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# we should add it:
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if "pip" in list_of_requirements:
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list_of_requirements["pip"] = [self._replaced_packages["setuptools"]] + list_of_requirements["pip"]
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except Exception as ex: # noqa
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return list_of_requirements
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return list_of_requirements
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@ -93,6 +93,9 @@ agent {
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# extra_index_url: ["https://allegroai.jfrog.io/clearml/api/pypi/public/simple"]
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extra_index_url: []
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# additional flags to use when calling pip install, example: ["--use-deprecated=legacy-resolver", ]
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# extra_pip_install_flags: []
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# control the pytorch wheel resolving algorithm, options are: "pip", "direct"
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# "pip" (default): would automatically detect the cuda version, and supply pip with the correct
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# extra-index-url, based on pytorch.org tables
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