configuration_videochat2.py

from __future__ import annotations

import argparse
import ast
import json
import os
import os.path as osp
import re
import shutil
import sys
import tempfile
from copy import deepcopy
from importlib import import_module

import yaml


__all__ = ["Config", "pretty_text"]


BASE_KEY = "_base_"
# BASE_CONFIG = {"OUTPUT_DIR": "./workspace", "SESSION": "base", "LOG_FILE": "log.txt"}
BASE_CONFIG = {}

cfg = None

class EasyDict(dict):
    """
    Get attributes

    >>> d = EasyDict({'foo':3})
    >>> d['foo']
    3
    >>> d.foo
    3
    >>> d.bar
    Traceback (most recent call last):
    ...
    AttributeError: 'EasyDict' object has no attribute 'bar'

    Works recursively

    >>> d = EasyDict({'foo':3, 'bar':{'x':1, 'y':2}})
    >>> isinstance(d.bar, dict)
    True
    >>> d.bar.x
    1

    Bullet-proof

    >>> EasyDict({})
    {}
    >>> EasyDict(d={})
    {}
    >>> EasyDict(None)
    {}
    >>> d = {'a': 1}
    >>> EasyDict(**d)
    {'a': 1}

    Set attributes

    >>> d = EasyDict()
    >>> d.foo = 3
    >>> d.foo
    3
    >>> d.bar = {'prop': 'value'}
    >>> d.bar.prop
    'value'
    >>> d
    {'foo': 3, 'bar': {'prop': 'value'}}
    >>> d.bar.prop = 'newer'
    >>> d.bar.prop
    'newer'


    Values extraction

    >>> d = EasyDict({'foo':0, 'bar':[{'x':1, 'y':2}, {'x':3, 'y':4}]})
    >>> isinstance(d.bar, list)
    True
    >>> from operator import attrgetter
    >>> map(attrgetter('x'), d.bar)
    [1, 3]
    >>> map(attrgetter('y'), d.bar)
    [2, 4]
    >>> d = EasyDict()
    >>> d.keys()
    []
    >>> d = EasyDict(foo=3, bar=dict(x=1, y=2))
    >>> d.foo
    3
    >>> d.bar.x
    1

    Still like a dict though

    >>> o = EasyDict({'clean':True})
    >>> o.items()
    [('clean', True)]

    And like a class

    >>> class Flower(EasyDict):
    ...     power = 1
    ...
    >>> f = Flower()
    >>> f.power
    1
    >>> f = Flower({'height': 12})
    >>> f.height
    12
    >>> f['power']
    1
    >>> sorted(f.keys())
    ['height', 'power']

    update and pop items
    >>> d = EasyDict(a=1, b='2')
    >>> e = EasyDict(c=3.0, a=9.0)
    >>> d.update(e)
    >>> d.c
    3.0
    >>> d['c']
    3.0
    >>> d.get('c')
    3.0
    >>> d.update(a=4, b=4)
    >>> d.b
    4
    >>> d.pop('a')
    4
    >>> d.a
    Traceback (most recent call last):
    ...
    AttributeError: 'EasyDict' object has no attribute 'a'
    """

    def __init__(self, d=None, **kwargs):
        if d is None:
            d = {}
        if kwargs:
            d.update(**kwargs)
        for k, v in d.items():
            setattr(self, k, v)
        # Class attributes
        for k in self.__class__.__dict__.keys():
            if not (k.startswith("__") and k.endswith("__")) and not k in ("update", "pop"):
                setattr(self, k, getattr(self, k))

    def __setattr__(self, name, value):
        if isinstance(value, (list, tuple)):
            value = [self.__class__(x) if isinstance(x, dict) else x for x in value]
        elif isinstance(value, dict) and not isinstance(value, self.__class__):
            value = self.__class__(value)
        super(EasyDict, self).__setattr__(name, value)
        super(EasyDict, self).__setitem__(name, value)

    __setitem__ = __setattr__

    def update(self, e=None, **f):
        d = e or dict()
        d.update(f)
        for k in d:
            setattr(self, k, d[k])

    def pop(self, k, d=None):
        if hasattr(self, k):
            delattr(self, k)
        return super(EasyDict, self).pop(k, d)

from transformers import PretrainedConfig
class Config(PretrainedConfig):
    _auto_class = "AutoConfig"
    """config"""
    def __init__(self, **kwargs):
        super().__init__(**kwargs)
        self.cfg=EasyDict(kwargs)

    @classmethod
    def pretty_text(cls, cfg: dict, indent=2) -> str:
        """format dict to a string

        Args:
            cfg (EasyDict): the params.

        Returns: The string to display.

        """
        msg = "{\n"
        for i, (k, v) in enumerate(cfg.items()):
            if isinstance(v, dict):
                v = cls.pretty_text(v, indent + 4)
            spaces = " " * indent
            msg += spaces + "{}: {}".format(k, v)
            if i == len(cfg) - 1:
                msg += " }"
            else:
                msg += "\n"
        return msg

    @classmethod
    def dump(cls, cfg, savepath=None):
        """dump cfg to `json` file.

        Args:
            cfg (dict): The dict to dump.
            savepath (str): The filepath to save the dumped dict.

        Returns: TODO

        """
        if savepath is None:
            savepath = osp.join(cfg.WORKSPACE, "config.json")
        json.dump(cfg, open(savepath, "w"), indent=2)

    @classmethod
    def get_config(cls, default_config: dict = None, config_file: str=''):
        """get a `Config` instance.

        Args:
            default_config (dict): The default config. `default_config` will be overrided
                by config file `--cfg`, `--cfg` will be overrided by commandline args.

        Returns: an EasyDict.
        """
        global cfg
        if cfg is not None:
            return cfg

        # define arg parser.
        parser = argparse.ArgumentParser()
        # parser.add_argument("--cfg", help="load configs from yaml file", default="", type=str)
        parser.add_argument(
            "--config_file", default='your config file', help="the configuration file to load. support: .yaml, .json, .py"
        )
        parser.add_argument(
            "--opts",
            default=None,
            nargs="*",
            help="overrided configs. List. Format: 'key1 name1 key2 name2'",
        )
        # args = parser.parse_args()
        args = parser.parse_known_args()[0] # for jupyterrrrrrrrrrrrrrrrrrrrrrrrr
        args.config_file="/mnt/petrelfs/shiyansong/WEIGHT/UMT/l16_25m.py"
        
        if config_file:
            args.config_file=config_file

        cfg = EasyDict(BASE_CONFIG)
        # if default_config: # new------------------------------------
        #     cfg = merge_a_into_b(default_config, cfg)
        if osp.isfile(args.config_file):
            cfg_from_file = cls.from_file(args.config_file)
            cfg = merge_a_into_b(cfg_from_file, cfg)
        if args.opts:
            cfg = cls.merge_list(cfg, args.opts)
        cfg = eval_dict_leaf(cfg)

        # update some keys to make them show at the last
        for k in BASE_CONFIG:
            cfg[k] = cfg.pop(k)
        return cfg

    @classmethod
    def from_file(cls, filepath: str) -> EasyDict:
        """Build config from file. Supported filetypes: `.py`,`.yaml`,`.json`.

        Args:
            filepath (str): The config file path.

        Returns: TODO

        """
        filepath = osp.abspath(osp.expanduser(filepath))
        if not osp.isfile(filepath):
            raise IOError(f"File does not exist: {filepath}")
        if filepath.endswith(".py"):
            sys.path.insert(0, osp.dirname(filepath))
            mod = import_module(osp.splitext(osp.basename(filepath))[0])
            cfg_dict = {
                name: value
                for name, value in mod.__dict__.items()
                if not name.startswith("__")
            }

            # I've no idea what the fuck is this, fuck it!!!
            # with tempfile.TemporaryDirectory() as temp_config_dir:
            #     print(temp_config_dir, filepath)

            #     print(f"Copying {osp.dirname(filepath)} to {osp.join(temp_config_dir, 'tmp_config')}")
            #     shutil.copytree(osp.dirname(filepath), osp.join(temp_config_dir, "tmp_config"))
            #     sys.path.insert(0, temp_config_dir)
            #     mod = import_module("tmp_config." + osp.splitext(osp.basename(filepath))[0])
            #     # mod = import_module(temp_module_name)
            #     sys.path.pop(0)
            #     cfg_dict = {
            #         name: value
            #         for name, value in mod.__dict__.items()
            #         if not name.startswith("__")
            #     }
            #     print("Removing")
            #     for k in list(sys.modules.keys()):
            #         if "tmp_config" in k:
            #             del sys.modules[k]
        elif filepath.endswith((".yml", ".yaml")):
            cfg_dict = yaml.load(open(filepath, "r"), Loader=yaml.Loader)
        elif filepath.endswith(".json"):
            cfg_dict = json.load(open(filepath, "r"))
        else:
            raise IOError("Only py/yml/yaml/json type are supported now!")

        cfg_text = filepath + "\n"
        with open(filepath, "r") as f:
            cfg_text += f.read()

        if BASE_KEY in cfg_dict:  # load configs in `BASE_KEY`
            cfg_dir = osp.dirname(filepath)
            base_filename = cfg_dict.pop(BASE_KEY)
            base_filename = (
                base_filename if isinstance(base_filename, list) else [base_filename]
            )

            cfg_dict_list = list()
            for f in base_filename:
                _cfg_dict = Config.from_file(osp.join(cfg_dir, f))
                cfg_dict_list.append(_cfg_dict)

            base_cfg_dict = dict()
            for c in cfg_dict_list:
                if len(base_cfg_dict.keys() & c.keys()) > 0:
                    raise KeyError("Duplicate key is not allowed among bases")
                base_cfg_dict.update(c)

            cfg_dict = merge_a_into_b(cfg_dict, base_cfg_dict)

        return EasyDict(cfg_dict)

    @classmethod
    def merge_list(cls, cfg, opts: list):
        """merge commandline opts.

        Args:
            cfg: (dict): The config to be merged.
            opts (list): The list to merge. Format: [key1, name1, key2, name2,...].
                The keys can be nested. For example, ["a.b", v] will be considered
                as `dict(a=dict(b=v))`.

        Returns: dict.

        """
        assert len(opts) % 2 == 0, f"length of opts must be even. Got: {opts}"
        for i in range(0, len(opts), 2):
            full_k, v = opts[i], opts[i + 1]
            keys = full_k.split(".")
            sub_d = cfg
            for i, k in enumerate(keys):
                if not hasattr(sub_d, k):
                    raise ValueError(f"The key {k} not exist in the config. Full key:{full_k}")
                if i != len(keys) - 1:
                    sub_d = sub_d[k]
                else:
                    sub_d[k] = v
        return cfg


def merge_a_into_b(a, b, inplace=False):
    """The values in a will override values in b.

    Args:
        a (dict): source dict.
        b (dict): target dict.

    Returns: dict. recursively merge dict a into dict b.

    """
    if not inplace:
        b = deepcopy(b)
    for key in a:
        if key in b:
            if isinstance(a[key], dict) and isinstance(b[key], dict):
                b[key] = merge_a_into_b(a[key], b[key], inplace=True)
            else:
                b[key] = a[key]
        else:
            b[key] = a[key]
    return b


def eval_dict_leaf(d, orig_dict=None):
    """eval values of dict leaf.

    Args:
        d (dict): The dict to eval.

    Returns: dict.

    """
    if orig_dict is None:
        orig_dict = d
    for k, v in d.items():
        if not isinstance(v, dict):
            d[k] = eval_string(v, orig_dict)
        else:
            eval_dict_leaf(v, orig_dict)
    return d


def eval_string(string, d):
    """automatically evaluate string to corresponding types.

    For example:
        not a string  -> return the original input
        '0'  -> 0
        '0.2' -> 0.2
        '[0, 1, 2]' -> [0,1,2]
        'eval(1+2)' -> 3
        'eval(range(5))' -> [0,1,2,3,4]
        '${a}' -> d.a



    Args:
        string (str): The value to evaluate.
        d (dict): The

    Returns: the corresponding type

    """
    if not isinstance(string, str):
        return string
    # if len(string) > 1 and string[0] == "[" and string[-1] == "]":
    #     return eval(string)
    if string[0:5] == "eval(":
        return eval(string[5:-1])

    s0 = string
    s1 = re.sub(r"\${(.*)}", r"d.\1", s0)
    if s1 != s0:
        while s1 != s0:
            s0 = s1
            s1 = re.sub(r"\${(.*)}", r"d.\1", s0)
        return eval(s1)

    try:
        v = ast.literal_eval(string)
    except:
        v = string
    return v

if __name__=="__main__":
    d=EasyDict({"1":2,"2":3})
    cfg=Config({"1":2,"2":3})