"""
Based on rllab's logger.

https://github.com/rll/rllab
"""
from enum import Enum
from contextlib import contextmanager
import numpy as np
import os
import os.path as osp
import sys
import datetime
import dateutil.tz
import csv
import json
import pickle
import errno
from collections import OrderedDict
from numbers import Number
import os

from lib.diffusion.tabulate import tabulate
import dateutil.tz
import os.path as osp

def dict_to_safe_json(d):
    """
    Convert each value in the dictionary into a JSON'able primitive.
    :param d:
    :return:
    """
    new_d = {}
    for key, item in d.items():
        if safe_json(item):
            new_d[key] = item
        else:
            if isinstance(item, dict):
                new_d[key] = dict_to_safe_json(item)
            else:
                new_d[key] = str(item)
    return new_d


def safe_json(data):
    if data is None:
        return True
    elif isinstance(data, (bool, int, float)):
        return True
    elif isinstance(data, (tuple, list)):
        return all(safe_json(x) for x in data)
    elif isinstance(data, dict):
        return all(isinstance(k, str) and safe_json(v) for k, v in data.items())
    return False

def create_exp_name(exp_prefix, exp_id=0, seed=0):
    """
    Create a semi-unique experiment name that has a timestamp
    :param exp_prefix:
    :param exp_id:
    :return:
    """
    now = datetime.datetime.now(dateutil.tz.tzlocal())
    timestamp = now.strftime('%Y_%m_%d_%H_%M_%S')
    return "%s_%s_%04d--s-%d" % (exp_prefix, timestamp, exp_id, seed)

def create_log_dir(
        exp_prefix,
        exp_id=0,
        seed=0,
        base_log_dir=None,
        include_exp_prefix_sub_dir=True,
):
    """
    Creates and returns a unique log directory.
    :param exp_prefix: All experiments with this prefix will have log
    directories be under this directory.
    :param exp_id: The number of the specific experiment run within this
    experiment.
    :param base_log_dir: The directory where all log should be saved.
    :return:
    """
    exp_name = create_exp_name(exp_prefix, exp_id=exp_id,
                               seed=seed)
    if base_log_dir is None:
        base_log_dir = './data'
    if include_exp_prefix_sub_dir:
        log_dir = osp.join(base_log_dir, exp_prefix.replace("_", "-"), exp_name)
    else:
        log_dir = osp.join(base_log_dir, exp_name)
    if osp.exists(log_dir):
        print("WARNING: Log directory already exists {}".format(log_dir), flush=True)
    os.makedirs(log_dir, exist_ok=True)
    return log_dir


def setup_logger(
        exp_prefix="default",
        variant=None,
        text_log_file="debug.log",
        variant_log_file="variant.json",
        tabular_log_file="progress.csv",
        snapshot_mode="last",
        snapshot_gap=1,
        log_tabular_only=False,
        log_dir=None,
        git_infos=None,
        script_name=None,
        **create_log_dir_kwargs
):
    """
    Set up logger to have some reasonable default settings.
    Will save log output to
        based_log_dir/exp_prefix/exp_name.
    exp_name will be auto-generated to be unique.
    If log_dir is specified, then that directory is used as the output dir.
    :param exp_prefix: The sub-directory for this specific experiment.
    :param variant:
    :param text_log_file:
    :param variant_log_file:
    :param tabular_log_file:
    :param snapshot_mode:
    :param log_tabular_only:
    :param snapshot_gap:
    :param log_dir:
    :param git_infos:
    :param script_name: If set, save the script name to this.
    :return:
    """
    first_time = log_dir is None
    if first_time:
        log_dir = create_log_dir(exp_prefix, **create_log_dir_kwargs)

    if variant is not None:
        logger.log("Variant:")
        logger.log(json.dumps(dict_to_safe_json(variant), indent=2))
        variant_log_path = osp.join(log_dir, variant_log_file)
        logger.log_variant(variant_log_path, variant)

    tabular_log_path = osp.join(log_dir, tabular_log_file)
    text_log_path = osp.join(log_dir, text_log_file)

    logger.add_text_output(text_log_path)
    if first_time:
        logger.add_tabular_output(tabular_log_path)
    else:
        logger._add_output(tabular_log_path, logger._tabular_outputs,
                           logger._tabular_fds, mode='a')
        for tabular_fd in logger._tabular_fds:
            logger._tabular_header_written.add(tabular_fd)
    logger.set_snapshot_dir(log_dir)
    logger.set_snapshot_mode(snapshot_mode)
    logger.set_snapshot_gap(snapshot_gap)
    logger.set_log_tabular_only(log_tabular_only)
    exp_name = log_dir.split("/")[-1]
    logger.push_prefix("[%s] " % exp_name)

    if script_name is not None:
        with open(osp.join(log_dir, "script_name.txt"), "w") as f:
            f.write(script_name)
    return log_dir


def create_stats_ordered_dict(
        name,
        data,
        stat_prefix=None,
        always_show_all_stats=True,
        exclude_max_min=False,
):
    if stat_prefix is not None:
        name = "{}{}".format(stat_prefix, name)
    if isinstance(data, Number):
        return OrderedDict({name: data})

    if len(data) == 0:
        return OrderedDict()

    if isinstance(data, tuple):
        ordered_dict = OrderedDict()
        for number, d in enumerate(data):
            sub_dict = create_stats_ordered_dict(
                "{0}_{1}".format(name, number),
                d,
            )
            ordered_dict.update(sub_dict)
        return ordered_dict

    if isinstance(data, list):
        try:
            iter(data[0])
        except TypeError:
            pass
        else:
            data = np.concatenate(data)

    if (isinstance(data, np.ndarray) and data.size == 1
            and not always_show_all_stats):
        return OrderedDict({name: float(data)})

    stats = OrderedDict([
        (name + ' Mean', np.mean(data)),
        (name + ' Std', np.std(data)),
    ])
    if not exclude_max_min:
        stats[name + ' Max'] = np.max(data)
        stats[name + ' Min'] = np.min(data)
    return stats


class TerminalTablePrinter(object):
    def __init__(self):
        self.headers = None
        self.tabulars = []

    def print_tabular(self, new_tabular):
        if self.headers is None:
            self.headers = [x[0] for x in new_tabular]
        else:
            assert len(self.headers) == len(new_tabular)
        self.tabulars.append([x[1] for x in new_tabular])
        self.refresh()

    def refresh(self):
        import os
        rows, columns = os.popen('stty size', 'r').read().split()
        tabulars = self.tabulars[-(int(rows) - 3):]
        sys.stdout.write("\x1b[2J\x1b[H")
        sys.stdout.write(tabulate(tabulars, self.headers))
        sys.stdout.write("\n")


class MyEncoder(json.JSONEncoder):
    def default(self, o):
        if isinstance(o, type):
            return {'$class': o.__module__ + "." + o.__name__}
        elif isinstance(o, Enum):
            return {
                '$enum': o.__module__ + "." + o.__class__.__name__ + '.' + o.name
            }
        elif callable(o):
            return {
                '$function': o.__module__ + "." + o.__name__
            }
        return json.JSONEncoder.default(self, o)


def mkdir_p(path):
    try:
        os.makedirs(path)
    except OSError as exc:  # Python >2.5
        if exc.errno == errno.EEXIST and os.path.isdir(path):
            pass
        else:
            raise


class Logger(object):
    def __init__(self):
        self._prefixes = []
        self._prefix_str = ''

        self._tabular_prefixes = []
        self._tabular_prefix_str = ''

        self._tabular = []

        self._text_outputs = []
        self._tabular_outputs = []

        self._text_fds = {}
        self._tabular_fds = {}
        self._tabular_header_written = set()

        self._snapshot_dir = None
        self._snapshot_mode = 'all'
        self._snapshot_gap = 1

        self._log_tabular_only = False
        self._header_printed = False
        self.table_printer = TerminalTablePrinter()

    def reset(self):
        self.__init__()

    def _add_output(self, file_name, arr, fds, mode='a'):
        if file_name not in arr:
            mkdir_p(os.path.dirname(file_name))
            arr.append(file_name)
            fds[file_name] = open(file_name, mode)

    def _remove_output(self, file_name, arr, fds):
        if file_name in arr:
            fds[file_name].close()
            del fds[file_name]
            arr.remove(file_name)

    def push_prefix(self, prefix):
        self._prefixes.append(prefix)
        self._prefix_str = ''.join(self._prefixes)

    def add_text_output(self, file_name):
        self._add_output(file_name, self._text_outputs, self._text_fds,
                         mode='a')

    def remove_text_output(self, file_name):
        self._remove_output(file_name, self._text_outputs, self._text_fds)

    def add_tabular_output(self, file_name, relative_to_snapshot_dir=False):
        if relative_to_snapshot_dir:
            file_name = osp.join(self._snapshot_dir, file_name)
        self._add_output(file_name, self._tabular_outputs, self._tabular_fds,
                         mode='w')

    def remove_tabular_output(self, file_name, relative_to_snapshot_dir=False):
        if relative_to_snapshot_dir:
            file_name = osp.join(self._snapshot_dir, file_name)
        if self._tabular_fds[file_name] in self._tabular_header_written:
            self._tabular_header_written.remove(self._tabular_fds[file_name])
        self._remove_output(file_name, self._tabular_outputs, self._tabular_fds)

    def set_snapshot_dir(self, dir_name):
        self._snapshot_dir = dir_name

    def get_snapshot_dir(self, ):
        return self._snapshot_dir

    def get_snapshot_mode(self, ):
        return self._snapshot_mode

    def set_snapshot_mode(self, mode):
        self._snapshot_mode = mode

    def get_snapshot_gap(self, ):
        return self._snapshot_gap

    def set_snapshot_gap(self, gap):
        self._snapshot_gap = gap

    def set_log_tabular_only(self, log_tabular_only):
        self._log_tabular_only = log_tabular_only

    def get_log_tabular_only(self, ):
        return self._log_tabular_only

    def log(self, s, with_prefix=True, with_timestamp=True):
        out = s
        if with_prefix:
            out = self._prefix_str + out
        if with_timestamp:
            now = datetime.datetime.now(dateutil.tz.tzlocal())
            timestamp = now.strftime('%y-%m-%d.%H:%M') # :%S
            out = "%s|%s" % (timestamp, out)
        if not self._log_tabular_only:
            # Also log to stdout
            print(out, flush=True)
            for fd in list(self._text_fds.values()):
                fd.write(out + '\n')
                fd.flush()
            sys.stdout.flush()

    def record_tabular(self, key, val):
        self._tabular.append((self._tabular_prefix_str + str(key), str(val)))

    def record_dict(self, d, prefix=None):
        if prefix is not None:
            self.push_tabular_prefix(prefix)
        for k, v in d.items():
            self.record_tabular(k, v)
        if prefix is not None:
            self.pop_tabular_prefix()

    def push_tabular_prefix(self, key):
        self._tabular_prefixes.append(key)
        self._tabular_prefix_str = ''.join(self._tabular_prefixes)

    def pop_tabular_prefix(self, ):
        del self._tabular_prefixes[-1]
        self._tabular_prefix_str = ''.join(self._tabular_prefixes)

    def save_extra_data(self, data, file_name='extra_data.pkl', mode='joblib'):
        """
        Data saved here will always override the last entry

        :param data: Something pickle'able.
        """
        file_name = osp.join(self._snapshot_dir, file_name)
        if mode == 'joblib':
            import joblib
            joblib.dump(data, file_name, compress=3)
        elif mode == 'pickle':
            pickle.dump(data, open(file_name, "wb"))
        else:
            raise ValueError("Invalid mode: {}".format(mode))
        return file_name

    def get_table_dict(self, ):
        return dict(self._tabular)

    def get_table_key_set(self, ):
        return set(key for key, value in self._tabular)

    @contextmanager
    def prefix(self, key):
        self.push_prefix(key)
        try:
            yield
        finally:
            self.pop_prefix()

    @contextmanager
    def tabular_prefix(self, key):
        self.push_tabular_prefix(key)
        yield
        self.pop_tabular_prefix()

    def log_variant(self, log_file, variant_data):
        mkdir_p(os.path.dirname(log_file))
        with open(log_file, "w") as f:
            json.dump(variant_data, f, indent=2, sort_keys=True, cls=MyEncoder)

    def record_tabular_misc_stat(self, key, values, placement='back'):
        if placement == 'front':
            prefix = ""
            suffix = key
        else:
            prefix = key
            suffix = ""
        if len(values) > 0:
            self.record_tabular(prefix + "Average" + suffix, np.average(values))
            self.record_tabular(prefix + "Std" + suffix, np.std(values))
            self.record_tabular(prefix + "Median" + suffix, np.median(values))
            self.record_tabular(prefix + "Min" + suffix, np.min(values))
            self.record_tabular(prefix + "Max" + suffix, np.max(values))
        else:
            self.record_tabular(prefix + "Average" + suffix, np.nan)
            self.record_tabular(prefix + "Std" + suffix, np.nan)
            self.record_tabular(prefix + "Median" + suffix, np.nan)
            self.record_tabular(prefix + "Min" + suffix, np.nan)
            self.record_tabular(prefix + "Max" + suffix, np.nan)

    def dump_tabular(self, *args, **kwargs):
        wh = kwargs.pop("write_header", None)
        if len(self._tabular) > 0:
            if self._log_tabular_only:
                self.table_printer.print_tabular(self._tabular)
            else:
                for line in tabulate(self._tabular).split('\n'):
                    self.log(line, *args, **kwargs)
            tabular_dict = dict(self._tabular)
            # Also write to the csv files
            # This assumes that the keys in each iteration won't change!
            for tabular_fd in list(self._tabular_fds.values()):
                writer = csv.DictWriter(tabular_fd,
                                        fieldnames=list(tabular_dict.keys()))
                if wh or (
                        wh is None and tabular_fd not in self._tabular_header_written):
                    writer.writeheader()
                    self._tabular_header_written.add(tabular_fd)
                writer.writerow(tabular_dict)
                tabular_fd.flush()
            del self._tabular[:]

    def pop_prefix(self, ):
        del self._prefixes[-1]
        self._prefix_str = ''.join(self._prefixes)

    def save_itr_params(self, itr, params):
        if self._snapshot_dir:
            if self._snapshot_mode == 'all':
                file_name = osp.join(self._snapshot_dir, 'itr_%d.pkl' % itr)
                pickle.dump(params, open(file_name, "wb"))
            elif self._snapshot_mode == 'last':
                # override previous params
                file_name = osp.join(self._snapshot_dir, 'params.pkl')
                pickle.dump(params, open(file_name, "wb"))
            elif self._snapshot_mode == "gap":
                if itr % self._snapshot_gap == 0:
                    file_name = osp.join(self._snapshot_dir, 'itr_%d.pkl' % itr)
                    pickle.dump(params, open(file_name, "wb"))
            elif self._snapshot_mode == "gap_and_last":
                if itr % self._snapshot_gap == 0:
                    file_name = osp.join(self._snapshot_dir, 'itr_%d.pkl' % itr)
                    pickle.dump(params, open(file_name, "wb"))
                file_name = osp.join(self._snapshot_dir, 'params.pkl')
                pickle.dump(params, open(file_name, "wb"))
            elif self._snapshot_mode == 'none':
                pass
            else:
                raise NotImplementedError


logger = Logger()

