envs.py 6.7 KB
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# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
#
# 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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from contextlib import closing
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import yaml
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import copy
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import os
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import socket
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import sys
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import traceback
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import yaml

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global_envs = {}
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def flatten_environs(envs, separator="."):
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    flatten_dict = {}
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    assert isinstance(envs, dict)

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    def fatten_env_namespace(namespace_nests, local_envs):
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        if not isinstance(local_envs, dict):
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            global_k = separator.join(namespace_nests)
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            flatten_dict[global_k] = str(local_envs)
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        else:
            for k, v in local_envs.items():
                if isinstance(v, dict):
                    nests = copy.deepcopy(namespace_nests)
                    nests.append(k)
                    fatten_env_namespace(nests, v)
                else:
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                    global_k = separator.join(namespace_nests + [k])
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                    flatten_dict[global_k] = str(v)
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    for k, v in envs.items():
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        fatten_env_namespace([k], v)
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    return flatten_dict
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def set_runtime_environs(environs):
    for k, v in environs.items():
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        os.environ[k] = str(v)
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def get_runtime_environ(key):
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    return os.getenv(key, None)

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def get_trainer():
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    train_mode = get_runtime_environ("train.trainer.trainer")
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    return train_mode


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def get_fleet_mode():
    fleet_mode = get_runtime_environ("fleet_mode")
    return fleet_mode


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def set_global_envs(envs):
    assert isinstance(envs, dict)
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    def fatten_env_namespace(namespace_nests, local_envs):
        for k, v in local_envs.items():
            if isinstance(v, dict):
                nests = copy.deepcopy(namespace_nests)
                nests.append(k)
                fatten_env_namespace(nests, v)
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            elif (k == "dataset" or k == "phase" or
                  k == "runner") and isinstance(v, list):
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                for i in v:
                    if i.get("name") is None:
                        raise ValueError("name must be in dataset list ", v)
                    nests = copy.deepcopy(namespace_nests)
                    nests.append(k)
                    nests.append(i["name"])
                    fatten_env_namespace(nests, i)
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            else:
                global_k = ".".join(namespace_nests + [k])
                global_envs[global_k] = v
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    fatten_env_namespace([], envs)
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def get_global_env(env_name, default_value=None, namespace=None):
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    """
    get os environment value
    """
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    _env_name = env_name if namespace is None else ".".join(
        [namespace, env_name])
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    return global_envs.get(_env_name, default_value)


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def get_global_envs():
    return global_envs


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def path_adapter(path):
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    if path.startswith("paddlerec."):
        package = get_runtime_environ("PACKAGE_BASE")
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        l_p = path.split("paddlerec.")[1].replace(".", "/")
        return os.path.join(package, l_p)
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    else:
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        return path
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def windows_path_converter(path):
    if get_platform() == "WINDOWS":
        return path.replace("/", "\\")
    else:
        return path.replace("\\", "/")


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def update_workspace():
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    workspace = global_envs.get("workspace")
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    if not workspace:
        return
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    workspace = path_adapter(workspace)
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    for name, value in global_envs.items():
        if isinstance(value, str):
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            value = value.replace("{workspace}", workspace)
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            value = windows_path_converter(value)
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            global_envs[name] = value

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def pretty_print_envs(envs, header=None):
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    spacing = 5
    max_k = 45
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    max_v = 50
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    for k, v in envs.items():
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        max_k = max(max_k, len(k))

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    h_format = "{{:^{}s}}{}{{:<{}s}}\n".format(max_k, " " * spacing, max_v)
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    l_format = "{{:<{}s}}{{}}{{:<{}s}}\n".format(max_k, max_v)
    length = max_k + max_v + spacing

    border = "".join(["="] * length)
    line = "".join(["-"] * length)

    draws = ""
    draws += border + "\n"
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    if header:
        draws += h_format.format(header[0], header[1])
    else:
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        draws += h_format.format("paddlerec Global Envs", "Value")
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    draws += line + "\n"

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    for k, v in envs.items():
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        if isinstance(v, str) and len(v) >= max_v:
            str_v = "... " + v[-46:]
        else:
            str_v = v

        draws += l_format.format(k, " " * spacing, str(str_v))
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    draws += border

    _str = "\n{}\n".format(draws)
    return _str
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def lazy_instance_by_package(package, class_name):
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    try:
        model_package = __import__(package,
                                   globals(), locals(), package.split("."))
        instance = getattr(model_package, class_name)
        return instance
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    except Exception as err:
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        traceback.print_exc()
        print('Catch Exception:%s' % str(err))
        return None
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def lazy_instance_by_fliename(abs, class_name):
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    try:
        dirname = os.path.dirname(abs)
        sys.path.append(dirname)
        package = os.path.splitext(os.path.basename(abs))[0]

        model_package = __import__(package,
                                   globals(), locals(), package.split("."))
        instance = getattr(model_package, class_name)
        return instance
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    except Exception as err:
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        traceback.print_exc()
        print('Catch Exception:%s' % str(err))
        return None
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def get_platform():
    import platform
    plats = platform.platform()
    if 'Linux' in plats:
        return "LINUX"
    if 'Darwin' in plats:
        return "DARWIN"
    if 'Windows' in plats:
        return "WINDOWS"
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def find_free_port():
    def __free_port():
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        with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as s:
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            s.bind(('', 0))
            return s.getsockname()[1]
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    new_port = __free_port()
    return new_port
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def load_yaml(config):
    vs = [int(i) for i in yaml.__version__.split(".")]
    if vs[0] < 5:
        use_full_loader = False
    elif vs[0] > 5:
        use_full_loader = True
    else:
        if vs[1] >= 1:
            use_full_loader = True
        else:
            use_full_loader = False

    if os.path.isfile(config):
        with open(config, 'r') as rb:
            if use_full_loader:
                _config = yaml.load(rb.read(), Loader=yaml.FullLoader)
            else:
                _config = yaml.load(rb.read())
            return _config
    else:
        raise ValueError("config {} can not be supported".format(config))