mirror of
https://github.com/microsoft/qlib.git
synced 2026-07-05 12:00:58 +08:00
refactor qlib conf&init. Fix test bug
This commit is contained in:
254
qlib/__init__.py
254
qlib/__init__.py
@@ -10,6 +10,7 @@ import logging
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import re
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import subprocess
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import platform
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import yaml
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from pathlib import Path
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from .utils import can_use_cache
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@@ -17,15 +18,13 @@ from .utils import can_use_cache
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# init qlib
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def init(default_conf="client", **kwargs):
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from .config import (
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C,
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_default_client_config,
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_default_server_config,
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_default_region_config,
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REG_CN,
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)
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from .config import C, REG_CN, REG_US, QlibConfig
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from .data.data import register_all_wrappers
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from .log import get_module_logger, set_log_with_config
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from .data.cache import H
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C.reset()
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H.clear()
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_logging_config = C.logging_config
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if "logging_config" in kwargs:
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@@ -37,36 +36,28 @@ def init(default_conf="client", **kwargs):
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LOG = get_module_logger("Initialization", level=logging.INFO)
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LOG.info(f"default_conf: {default_conf}.")
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if default_conf == "server":
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base_config = copy.deepcopy(_default_server_config)
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elif default_conf == "client":
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base_config = copy.deepcopy(_default_client_config)
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else:
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raise ValueError("Unknown system type")
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if base_config:
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base_config.update(_default_region_config[kwargs.get("region", REG_CN)])
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for k, v in base_config.items():
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C[k] = v
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C.set_mode(default_conf)
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for k, v in kwargs.items():
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C[k] = v
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if k not in C:
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LOG.warning("Unrecognized config %s" % k)
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if default_conf == "client":
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C["mount_path"] = str(Path(C["mount_path"]).expanduser().resolve())
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if not (C["expression_cache"] is None and C["dataset_cache"] is None):
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# check redis
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if not can_use_cache():
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LOG.warning(
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f"redis connection failed(host={C['redis_host']} port={C['redis_port']}), cache will not be used!"
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)
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C["expression_cache"] = None
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C["dataset_cache"] = None
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C.set_region(kwargs.get('region', REG_CN))
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C.resolve_path()
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if not (C["expression_cache"] is None and C["dataset_cache"] is None):
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# check redis
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if not can_use_cache():
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LOG.warning(
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f"redis connection failed(host={C['redis_host']} port={C['redis_port']}), cache will not be used!"
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)
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C["expression_cache"] = None
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C["dataset_cache"] = None
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# check path if server/local
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if re.match("^[^/ ]+:.+", C["provider_uri"]) is None:
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C["provider_uri"] = str(Path(C["provider_uri"]).expanduser().resolve())
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if C.get_uri_type() == QlibConfig.LOCAL_URI:
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if not os.path.exists(C["provider_uri"]):
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if C["auto_mount"]:
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LOG.error(
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@@ -76,120 +67,125 @@ def init(default_conf="client", **kwargs):
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)
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else:
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LOG.warning("auto_path is False, please make sure {} is mounted".format(C["mount_path"]))
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elif C.get_uri_type() == QlibConfig.NFS_URI:
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_mount_nfs_uri(C)
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else:
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mount_command = "sudo mount.nfs %s %s" % (C["provider_uri"], C["mount_path"])
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# If the provider uri looks like this 172.23.233.89//data/csdesign'
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# It will be a nfs path. The client provider will be used
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if not C["auto_mount"]:
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if not os.path.exists(C["mount_path"]):
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raise FileNotFoundError(
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"Invalid mount path: {}! Please mount manually: {} or Set init parameter `auto_mount=True`".format(
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C["mount_path"], mount_command
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)
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)
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else:
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# Judging system type
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sys_type = platform.system()
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if "win" in sys_type.lower():
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# system: window
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exec_result = os.popen("mount -o anon %s %s" % (C["provider_uri"], C["mount_path"] + ":"))
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result = exec_result.read()
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if "85" in result:
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LOG.warning("already mounted or window mount path already exists")
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elif "53" in result:
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raise OSError("not find network path")
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elif "error" in result or "错误" in result:
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raise OSError("Invalid mount path")
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elif C["provider_uri"] in result:
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LOG.info("window success mount..")
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else:
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raise OSError(f"unknown error: {result}")
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# config mount path
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C["mount_path"] = C["mount_path"] + ":\\"
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else:
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# system: linux/Unix/Mac
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# check mount
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_remote_uri = C["provider_uri"]
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_remote_uri = _remote_uri[:-1] if _remote_uri.endswith("/") else _remote_uri
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_mount_path = C["mount_path"]
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_mount_path = _mount_path[:-1] if _mount_path.endswith("/") else _mount_path
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_check_level_num = 2
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_is_mount = False
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while _check_level_num:
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with subprocess.Popen(
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'mount | grep "{}"'.format(_remote_uri),
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shell=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.STDOUT,
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) as shell_r:
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_command_log = shell_r.stdout.readlines()
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if len(_command_log) > 0:
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for _c in _command_log:
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_temp_mount = _c.decode("utf-8").split(" ")[2]
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_temp_mount = _temp_mount[:-1] if _temp_mount.endswith("/") else _temp_mount
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if _temp_mount == _mount_path:
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_is_mount = True
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break
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if _is_mount:
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break
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_remote_uri = "/".join(_remote_uri.split("/")[:-1])
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_mount_path = "/".join(_mount_path.split("/")[:-1])
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_check_level_num -= 1
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if not _is_mount:
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try:
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os.makedirs(C["mount_path"], exist_ok=True)
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except Exception:
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raise OSError(
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"Failed to create directory {}, please create {} manually!".format(
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C["mount_path"], C["mount_path"]
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)
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)
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# check nfs-common
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command_res = os.popen("dpkg -l | grep nfs-common")
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command_res = command_res.readlines()
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if not command_res:
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raise OSError(
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"nfs-common is not found, please install it by execute: sudo apt install nfs-common"
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)
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# manually mount
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command_status = os.system(mount_command)
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if command_status == 256:
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raise OSError(
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"mount {} on {} error! Needs SUDO! Please mount manually: {}".format(
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C["provider_uri"], C["mount_path"], mount_command
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)
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)
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elif command_status == 32512:
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# LOG.error("Command error")
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raise OSError("mount {} on {} error! Command error".format(C["provider_uri"], C["mount_path"]))
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elif command_status == 0:
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LOG.info("Mount finished")
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else:
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LOG.warning("{} on {} is already mounted".format(_remote_uri, _mount_path))
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raise NotImplementedError(f"This type of URI is not supported")
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LOG.info("qlib successfully initialized based on %s settings." % default_conf)
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register_all_wrappers()
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try:
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if C["auto_mount"]:
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LOG.info(f"provider_uri={C['provider_uri']}")
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else:
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LOG.info(f"mount_path={C['mount_path']}")
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except KeyError:
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LOG.info(f"provider_uri={C['provider_uri']}")
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LOG.info(f"data_path={C.get_data_path()}")
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if "flask_server" in C:
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LOG.info(f"flask_server={C['flask_server']}, flask_port={C['flask_port']}")
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def _mount_nfs_uri(C):
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from .log import get_module_logger
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LOG = get_module_logger("mount nfs", level=logging.INFO)
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# FIXME: the C["provider_uri"] is modified in this function
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# If it is not modified, we can pass only provider_uri or mount_path instead of C
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mount_command = "sudo mount.nfs %s %s" % (C["provider_uri"], C["mount_path"])
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# If the provider uri looks like this 172.23.233.89//data/csdesign'
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# It will be a nfs path. The client provider will be used
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if not C["auto_mount"]:
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if not os.path.exists(C["mount_path"]):
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raise FileNotFoundError(
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"Invalid mount path: {}! Please mount manually: {} or Set init parameter `auto_mount=True`".format(
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C["mount_path"], mount_command
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)
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)
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else:
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# Judging system type
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sys_type = platform.system()
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if "win" in sys_type.lower():
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# system: window
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exec_result = os.popen("mount -o anon %s %s" % (C["provider_uri"], C["mount_path"] + ":"))
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result = exec_result.read()
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if "85" in result:
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LOG.warning("already mounted or window mount path already exists")
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elif "53" in result:
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raise OSError("not find network path")
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elif "error" in result or "错误" in result:
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raise OSError("Invalid mount path")
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elif C["provider_uri"] in result:
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LOG.info("window success mount..")
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else:
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raise OSError(f"unknown error: {result}")
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# config mount path
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C["mount_path"] = C["mount_path"] + ":\\"
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else:
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# system: linux/Unix/Mac
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# check mount
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_remote_uri = C["provider_uri"]
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_remote_uri = _remote_uri[:-1] if _remote_uri.endswith("/") else _remote_uri
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_mount_path = C["mount_path"]
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_mount_path = _mount_path[:-1] if _mount_path.endswith("/") else _mount_path
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_check_level_num = 2
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_is_mount = False
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while _check_level_num:
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with subprocess.Popen(
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'mount | grep "{}"'.format(_remote_uri),
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shell=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.STDOUT,
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) as shell_r:
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_command_log = shell_r.stdout.readlines()
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if len(_command_log) > 0:
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for _c in _command_log:
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_temp_mount = _c.decode("utf-8").split(" ")[2]
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_temp_mount = _temp_mount[:-1] if _temp_mount.endswith("/") else _temp_mount
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if _temp_mount == _mount_path:
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_is_mount = True
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break
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if _is_mount:
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break
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_remote_uri = "/".join(_remote_uri.split("/")[:-1])
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_mount_path = "/".join(_mount_path.split("/")[:-1])
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_check_level_num -= 1
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if not _is_mount:
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try:
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os.makedirs(C["mount_path"], exist_ok=True)
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except Exception:
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raise OSError(
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"Failed to create directory {}, please create {} manually!".format(
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C["mount_path"], C["mount_path"]
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)
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)
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# check nfs-common
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command_res = os.popen("dpkg -l | grep nfs-common")
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command_res = command_res.readlines()
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if not command_res:
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raise OSError(
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"nfs-common is not found, please install it by execute: sudo apt install nfs-common"
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)
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# manually mount
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command_status = os.system(mount_command)
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if command_status == 256:
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raise OSError(
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"mount {} on {} error! Needs SUDO! Please mount manually: {}".format(
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C["provider_uri"], C["mount_path"], mount_command
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)
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)
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elif command_status == 32512:
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# LOG.error("Command error")
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raise OSError("mount {} on {} error! Command error".format(C["provider_uri"], C["mount_path"]))
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elif command_status == 0:
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LOG.info("Mount finished")
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else:
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LOG.warning("{} on {} is already mounted".format(_remote_uri, _mount_path))
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def init_from_yaml_conf(conf_path):
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"""init_from_yaml_conf
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:param conf_path: A path to the qlib config in yml format
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"""
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import yaml
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with open(conf_path) as f:
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config = yaml.load(f, Loader=yaml.FullLoader)
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201
qlib/config.py
201
qlib/config.py
@@ -1,5 +1,62 @@
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# Copyright (c) Microsoft Corporation.
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# Licensed under the MIT License.
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"""
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About the configs
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=================
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The config will based on _default_config.
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Two modes are supported
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- client
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- server
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"""
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import copy
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from pathlib import Path
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import re
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class Config:
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def __init__(self, default_conf):
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self.__dict__["_default_config"] = default_conf # avoiding conflictions with __getattr__
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self.reset()
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def __getitem__(self, key):
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return self.__dict__["_config"][key]
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def __getattr__(self, attr):
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try:
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return self.__dict__["_config"][attr]
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except KeyError:
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return AttributeError(f"No such {attr} in self._config")
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def __setitem__(self, key, value):
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self.__dict__["_config"][key] = value
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def __setattr__(self, attr, value):
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self.__dict__["_config"][attr] = value
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def __contains__(self, item):
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return item in self.__dict__["_config"]
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def __getstate__(self):
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return self.__dict__
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def __setstate__(self, state):
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self.__dict__.update(state)
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def __str__(self):
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return str(self.__dict__["_config"])
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def __repr__(self):
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return str(self.__dict__["_config"])
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def reset(self):
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self.__dict__["_config"] = copy.deepcopy(self._default_config)
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def update(self, *args, **kwargs):
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self.__dict__["_config"].update(*args, **kwargs)
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# REGION CONST
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@@ -70,50 +127,52 @@ _default_config = {
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},
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}
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_default_server_config = {
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# data provider config
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"calendar_provider": "LocalCalendarProvider",
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"instrument_provider": "LocalInstrumentProvider",
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"feature_provider": "LocalFeatureProvider",
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"expression_provider": "LocalExpressionProvider",
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"dataset_provider": "LocalDatasetProvider",
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"provider": "LocalProvider",
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# config it in qlib.init()
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"provider_uri": "",
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# redis
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"redis_host": "127.0.0.1",
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"redis_port": 6379,
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"redis_task_db": 1,
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"kernels": 64,
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# cache
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"expression_cache": "DiskExpressionCache",
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"dataset_cache": "DiskDatasetCache",
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}
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MODE_CONF = {
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'server': {
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# data provider config
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"calendar_provider": "LocalCalendarProvider",
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"instrument_provider": "LocalInstrumentProvider",
|
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"feature_provider": "LocalFeatureProvider",
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"expression_provider": "LocalExpressionProvider",
|
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"dataset_provider": "LocalDatasetProvider",
|
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"provider": "LocalProvider",
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# config it in qlib.init()
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"provider_uri": "",
|
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# redis
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"redis_host": "127.0.0.1",
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"redis_port": 6379,
|
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"redis_task_db": 1,
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"kernels": 64,
|
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# cache
|
||||
"expression_cache": "DiskExpressionCache",
|
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"dataset_cache": "DiskDatasetCache",
|
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},
|
||||
|
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_default_client_config = {
|
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# data provider config
|
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"calendar_provider": "LocalCalendarProvider",
|
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"instrument_provider": "LocalInstrumentProvider",
|
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"feature_provider": "LocalFeatureProvider",
|
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"expression_provider": "LocalExpressionProvider",
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"dataset_provider": "LocalDatasetProvider",
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"provider": "LocalProvider",
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# config it in user's own code
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"provider_uri": "~/.qlib/qlib_data/cn_data",
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# cache
|
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# Using parameter 'remote' to announce the client is using server_cache, and the writing access will be disabled.
|
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"expression_cache": "DiskExpressionCache",
|
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"dataset_cache": "DiskDatasetCache",
|
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"calendar_cache": None,
|
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# client config
|
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"kernels": 16,
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"mount_path": "~/.qlib/qlib_data/cn_data",
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"auto_mount": False, # The nfs is already mounted on our server[auto_mount: False].
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# The nfs should be auto-mounted by qlib on other
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# serversS(such as PAI) [auto_mount:True]
|
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"timeout": 100,
|
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"logging_level": "INFO",
|
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"region": REG_CN,
|
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'client': {
|
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# data provider config
|
||||
"calendar_provider": "LocalCalendarProvider",
|
||||
"instrument_provider": "LocalInstrumentProvider",
|
||||
"feature_provider": "LocalFeatureProvider",
|
||||
"expression_provider": "LocalExpressionProvider",
|
||||
"dataset_provider": "LocalDatasetProvider",
|
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"provider": "LocalProvider",
|
||||
# config it in user's own code
|
||||
"provider_uri": "~/.qlib/qlib_data/cn_data",
|
||||
# cache
|
||||
# Using parameter 'remote' to announce the client is using server_cache, and the writing access will be disabled.
|
||||
"expression_cache": "DiskExpressionCache",
|
||||
"dataset_cache": "DiskDatasetCache",
|
||||
"calendar_cache": None,
|
||||
# client config
|
||||
"kernels": 16,
|
||||
"mount_path": None,
|
||||
"auto_mount": False, # The nfs is already mounted on our server[auto_mount: False].
|
||||
# The nfs should be auto-mounted by qlib on other
|
||||
# serversS(such as PAI) [auto_mount:True]
|
||||
"timeout": 100,
|
||||
"logging_level": "INFO",
|
||||
"region": REG_CN,
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
@@ -131,37 +190,43 @@ _default_region_config = {
|
||||
}
|
||||
|
||||
|
||||
class Config:
|
||||
def __getitem__(self, key):
|
||||
return _default_config[key]
|
||||
class QlibConfig(Config):
|
||||
# URI_TYPE
|
||||
LOCAL_URI = 'local'
|
||||
NFS_URI = 'nfs'
|
||||
|
||||
def __getattr__(self, attr):
|
||||
try:
|
||||
return _default_config[attr]
|
||||
except KeyError:
|
||||
return AttributeError(f"No such {attr} in _default_config")
|
||||
def set_mode(self, mode):
|
||||
# raise KeyError
|
||||
self.update(MODE_CONF[mode])
|
||||
# TODO: update region based on kwargs
|
||||
|
||||
def __setitem__(self, key, value):
|
||||
_default_config[key] = value
|
||||
def set_region(self, region):
|
||||
# raise KeyError
|
||||
self.update(_default_region_config[region])
|
||||
|
||||
def __setattr__(self, attr, value):
|
||||
_default_config[attr] = value
|
||||
def resolve_path(self):
|
||||
# resolve path
|
||||
if self["mount_path"] is not None:
|
||||
self["mount_path"]= str(Path(self["mount_path"]).expanduser().resolve())
|
||||
|
||||
def __contains__(self, item):
|
||||
return item in _default_config
|
||||
if self.get_uri_type() == QlibConfig.LOCAL_URI:
|
||||
self["provider_uri"] = str(Path(self["provider_uri"]).expanduser().resolve())
|
||||
|
||||
def __getstate__(self):
|
||||
return _default_config
|
||||
def get_uri_type(self):
|
||||
rm = re.match("^[^/ ]+:.+", self["provider_uri"])
|
||||
if rm is None:
|
||||
return QlibConfig.LOCAL_URI
|
||||
else:
|
||||
return QlibConfig.NFS_URI
|
||||
|
||||
def __setstate__(self, state):
|
||||
_default_config.update(state)
|
||||
|
||||
def __str__(self):
|
||||
return str(_default_config)
|
||||
|
||||
def __repr__(self):
|
||||
return str(_default_config)
|
||||
def get_data_path(self):
|
||||
if self.get_uri_type() == QlibConfig.LOCAL_URI:
|
||||
return self['provider_uri']
|
||||
elif self.get_uri_type() == QlibConfig.NFS_URI:
|
||||
return self['mount_path']
|
||||
else:
|
||||
raise NotImplementedError(f"This type of uri is not supported")
|
||||
|
||||
|
||||
# global config
|
||||
C = Config()
|
||||
C = QlibConfig(_default_config)
|
||||
|
||||
@@ -33,7 +33,7 @@ def get_benchmark_weight(
|
||||
|
||||
"""
|
||||
if not path:
|
||||
path = Path(C.mount_path).expanduser() / "raw" / "AIndexMembers" / "weights.csv"
|
||||
path = Path(C.get_data_path()).expanduser() / "raw" / "AIndexMembers" / "weights.csv"
|
||||
# TODO: the storage of weights should be implemented in a more elegent way
|
||||
# TODO: The benchmark is not consistant with the filename in instruments.
|
||||
bench_weight_df = pd.read_csv(path, usecols=["code", "date", "index", "weight"])
|
||||
|
||||
@@ -388,10 +388,7 @@ class DiskExpressionCache(ExpressionCache):
|
||||
self.r = get_redis_connection()
|
||||
# remote==True means client is using this module, writing behaviour will not be allowed.
|
||||
self.remote = kwargs.get("remote", False)
|
||||
if self.remote:
|
||||
self.expr_cache_path = os.path.join(C.mount_path, C.features_cache_dir_name)
|
||||
else:
|
||||
self.expr_cache_path = os.path.join(C.provider_uri, C.features_cache_dir_name)
|
||||
self.expr_cache_path = os.path.join(C.get_data_path(), C.features_cache_dir_name)
|
||||
os.makedirs(self.expr_cache_path, exist_ok=True)
|
||||
|
||||
def _uri(self, instrument, field, start_time, end_time, freq):
|
||||
@@ -562,10 +559,7 @@ class DiskDatasetCache(DatasetCache):
|
||||
super(DiskDatasetCache, self).__init__(provider)
|
||||
self.r = get_redis_connection()
|
||||
self.remote = kwargs.get("remote", False)
|
||||
if self.remote:
|
||||
self.dtst_cache_path = os.path.join(C.mount_path, C.dataset_cache_dir_name)
|
||||
else:
|
||||
self.dtst_cache_path = os.path.join(C.provider_uri, C.dataset_cache_dir_name)
|
||||
self.dtst_cache_path = os.path.join(C.get_data_path(), C.dataset_cache_dir_name)
|
||||
os.makedirs(self.dtst_cache_path, exist_ok=True)
|
||||
|
||||
@staticmethod
|
||||
@@ -1003,7 +997,7 @@ class DatasetURICache(DatasetCache):
|
||||
# use ClientDatasetProvider
|
||||
feature_uri = self._uri(instruments, fields, None, None, freq, disk_cache=disk_cache)
|
||||
value, expire = MemCacheExpire.get_cache(H["f"], feature_uri)
|
||||
mnt_feature_uri = os.path.join(C.mount_path, C.dataset_cache_dir_name, feature_uri)
|
||||
mnt_feature_uri = os.path.join(C.get_data_path(), C.dataset_cache_dir_name, feature_uri)
|
||||
if value is None or expire or not os.path.exists(mnt_feature_uri):
|
||||
df, uri = self.provider.dataset(
|
||||
instruments, fields, start_time, end_time, freq, disk_cache, return_uri=True
|
||||
@@ -1014,7 +1008,7 @@ class DatasetURICache(DatasetCache):
|
||||
# HZ['f'][uri] = df.copy()
|
||||
get_module_logger("cache").debug(f"get feature from {C.dataset_provider}")
|
||||
else:
|
||||
mnt_feature_uri = os.path.join(C.mount_path, C.dataset_cache_dir_name, feature_uri)
|
||||
mnt_feature_uri = os.path.join(C.get_data_path(), C.dataset_cache_dir_name, feature_uri)
|
||||
df = DiskDatasetCache.read_data_from_cache(mnt_feature_uri, start_time, end_time, fields)
|
||||
get_module_logger("cache").debug("get feature from uri cache")
|
||||
|
||||
|
||||
@@ -502,10 +502,7 @@ class LocalCalendarProvider(CalendarProvider):
|
||||
@property
|
||||
def _uri_cal(self):
|
||||
"""Calendar file uri."""
|
||||
if self.remote:
|
||||
return os.path.join(C.mount_path, "calendars", "{}.txt")
|
||||
else:
|
||||
return os.path.join(C.provider_uri, "calendars", "{}.txt")
|
||||
return os.path.join(C.get_data_path(), "calendars", "{}.txt")
|
||||
|
||||
def _load_calendar(self, freq, future):
|
||||
"""Load original calendar timestamp from file.
|
||||
@@ -568,7 +565,7 @@ class LocalInstrumentProvider(InstrumentProvider):
|
||||
@property
|
||||
def _uri_inst(self):
|
||||
"""Instrument file uri."""
|
||||
return os.path.join(C.provider_uri, "instruments", "{}.txt")
|
||||
return os.path.join(C.get_data_path(), "instruments", "{}.txt")
|
||||
|
||||
def _load_instruments(self, market):
|
||||
fname = self._uri_inst.format(market)
|
||||
@@ -637,10 +634,7 @@ class LocalFeatureProvider(FeatureProvider):
|
||||
@property
|
||||
def _uri_data(self):
|
||||
"""Static feature file uri."""
|
||||
if self.remote:
|
||||
return os.path.join(C.mount_path, "features", "{}", "{}.{}.bin")
|
||||
else:
|
||||
return os.path.join(C.provider_uri, "features", "{}", "{}.{}.bin")
|
||||
return os.path.join(C.get_data_path(), "features", "{}", "{}.{}.bin")
|
||||
|
||||
def feature(self, instrument, field, start_index, end_index, freq):
|
||||
# validate
|
||||
@@ -914,7 +908,7 @@ class ClientDatasetProvider(DatasetProvider):
|
||||
get_module_logger("data").debug("get result")
|
||||
try:
|
||||
# pre-mound nfs, used for demo
|
||||
mnt_feature_uri = os.path.join(C.mount_path, C.dataset_cache_dir_name, feature_uri)
|
||||
mnt_feature_uri = os.path.join(C.get_data_path(), C.dataset_cache_dir_name, feature_uri)
|
||||
df = DiskDatasetCache.read_data_from_cache(mnt_feature_uri, start_time, end_time, fields)
|
||||
get_module_logger("data").debug("finish slicing data")
|
||||
if return_uri:
|
||||
|
||||
Reference in New Issue
Block a user