Delete dlhammer

dlhammer/.gitignore

@@ -1,3 +0,0 @@
-*.log
-.vim-arsync
-__pycache__/

dlhammer/LICENSE

@@ -1,201 +0,0 @@
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dlhammer/README.md

@@ -1,2 +0,0 @@
-# dl-hammer
-tools for deep learning coding.

dlhammer/dlhammer/.ipynb_checkpoints/argparser-checkpoint.py

@@ -1,110 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import argparse
-import datetime
-from functools import partial
-import yaml
-from easydict import EasyDict
-
-# from .utils import get_vacant_gpu
-from .logger import bootstrap_logger, logger
-from .utils.system import get_available_gpuids
-from .utils.misc import merge_dict, merge_opts, to_string, eval_dict_leaf
-
-CONFIG = EasyDict()
-
-BASE_CONFIG = {
-    'OUTPUT_DIR': './workspace',
-    'SESSION': 'base',
-    'NUM_GPUS': 1,
-    'LOG_NAME': 'log.txt'
-}
-
-
-def bootstrap_args(default_params=None):
-    """get the params from yaml file and args. The args will override arguemnts in the yaml file.
-    Returns: EasyDict instance.
-
-    """
-    parser = define_default_arg_parser()
-    cfg = update_config(parser, default_params)
-    create_workspace(cfg)    #create workspace
-
-    CONFIG.update(cfg)
-    bootstrap_logger(get_logfile(CONFIG))    # setup logger
-    setup_gpu(CONFIG.NUM_GPUS)    #setup gpu
-
-    return cfg
-
-
-def setup_gpu(ngpu):
-    gpuids = get_available_gpuids()
-    # os.environ['CUDA_VISIBLE_DEVICES'] = ','.join([str(i) for i in gpuids[:ngpu]])
-
-
-def get_logfile(config):
-    return os.path.join(config.WORKSPACE, config.LOG_NAME)
-
-
-def define_default_arg_parser():
-    """Define a default arg_parser.
-
-    Returns: 
-        A argparse.ArgumentParser. More arguments can be added.
-
-    """
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--cfg', help='load configs from yaml file', default='', type=str)
-    parser.add_argument('opts',
-                        default=None,
-                        nargs='*',
-                        help='modify config options using the command-line')
-
-    return parser
-
-
-def update_config(arg_parser, default_config=None):
-    """ update argparser to args.
-
-    Args:
-        arg_parser: argparse.ArgumentParser.
-    """
-
-    parsed, unknown = arg_parser.parse_known_args()
-    if default_config and parsed.cfg == "" and "cfg" in default_config:
-        parsed.cfg = default_config["cfg"]
-
-    config = EasyDict(BASE_CONFIG.copy())
-    config['cfg'] = parsed.cfg
-    # update default config
-    if default_config is not None:
-        config.update(default_config)
-
-    # merge config from yaml
-    if os.path.isfile(config.cfg):
-        with open(config.cfg, 'r') as f:
-            yml_config = yaml.full_load(f)
-        config = merge_dict(config, yml_config)
-
-    # merge opts
-    config = merge_opts(config, parsed.opts)
-
-    # eval values
-    config = eval_dict_leaf(config)
-
-    return config
-
-
-def create_workspace(cfg):
-    cfg_name, ext = os.path.splitext(os.path.basename(cfg.cfg))
-    workspace = os.path.join(cfg.OUTPUT_DIR, cfg_name, cfg.SESSION)
-    os.makedirs(workspace, exist_ok=True)
-    cfg.WORKSPACE = workspace

dlhammer/dlhammer/.ipynb_checkpoints/bootstrap-checkpoint.py

@@ -1,33 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import sys
-import logging
-
-from .logger import bootstrap_logger, logger
-from .argparser import bootstrap_args, CONFIG
-from .utils.misc import to_string
-
-__all__ = ['bootstrap', 'logger', 'CONFIG']
-
-
-def bootstrap(default_cfg=None, print_cfg=True):
-    """TODO: Docstring for bootstrap.
-
-    Kwargs:
-        use_argparser (TODO): TODO
-        use_logger (TODO): TODO
-
-    Returns: TODO
-
-    """
-    config = bootstrap_args(default_cfg)
-    if print_cfg:
-        logger.info(to_string(config))
-    return config

dlhammer/dlhammer/__init__.py

@@ -1 +0,0 @@
-from .bootstrap import *

dlhammer/dlhammer/argparser.py

@@ -1,109 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import argparse
-import datetime
-from functools import partial
-import yaml
-from easydict import EasyDict
-
-# from .utils import get_vacant_gpu
-from .logger import bootstrap_logger, logger
-from .utils.system import get_available_gpuids
-from .utils.misc import merge_dict, merge_opts, to_string, eval_dict_leaf
-
-CONFIG = EasyDict()
-
-BASE_CONFIG = {
-    'OUTPUT_DIR': './workspace',
-    'NUM_GPUS': 1,
-    'LOG_NAME': 'log.txt'
-}
-
-
-def bootstrap_args(default_params=None):
-    """get the params from yaml file and args. The args will override arguemnts in the yaml file.
-    Returns: EasyDict instance.
-
-    """
-    parser = define_default_arg_parser()
-    cfg = update_config(parser, default_params)
-    create_workspace(cfg)    #create workspace
-
-    CONFIG.update(cfg)
-    bootstrap_logger(get_logfile(CONFIG))    # setup logger
-    setup_gpu(CONFIG.NUM_GPUS)    #setup gpu
-
-    return cfg
-
-
-def setup_gpu(ngpu):
-    gpuids = get_available_gpuids()
-    # os.environ['CUDA_VISIBLE_DEVICES'] = ','.join([str(i) for i in gpuids[:ngpu]])
-
-
-def get_logfile(config):
-    return os.path.join(config.WORKSPACE, config.LOG_NAME)
-
-
-def define_default_arg_parser():
-    """Define a default arg_parser.
-
-    Returns: 
-        A argparse.ArgumentParser. More arguments can be added.
-
-    """
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--cfg', help='load configs from yaml file', default='', type=str)
-    parser.add_argument('opts',
-                        default=None,
-                        nargs='*',
-                        help='modify config options using the command-line')
-
-    return parser
-
-
-def update_config(arg_parser, default_config=None):
-    """ update argparser to args.
-
-    Args:
-        arg_parser: argparse.ArgumentParser.
-    """
-
-    parsed, unknown = arg_parser.parse_known_args()
-    if default_config and parsed.cfg == "" and "cfg" in default_config:
-        parsed.cfg = default_config["cfg"]
-
-    config = EasyDict(BASE_CONFIG.copy())
-    config['cfg'] = parsed.cfg
-    # update default config
-    if default_config is not None:
-        config.update(default_config)
-
-    # merge config from yaml
-    if os.path.isfile(config.cfg):
-        with open(config.cfg, 'r') as f:
-            yml_config = yaml.full_load(f)
-        config = merge_dict(config, yml_config)
-
-    # merge opts
-    config = merge_opts(config, parsed.opts)
-
-    # eval values
-    config = eval_dict_leaf(config)
-
-    return config
-
-
-def create_workspace(cfg):
-    cfg_name, ext = os.path.splitext(os.path.basename(cfg.cfg))
-    workspace = os.path.join(cfg.OUTPUT_DIR)
-    os.makedirs(workspace, exist_ok=True)
-    cfg.WORKSPACE = workspace

dlhammer/dlhammer/bootstrap.py

@@ -1,33 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import sys
-import logging
-
-from .logger import bootstrap_logger, logger
-from .argparser import bootstrap_args, CONFIG
-from .utils.misc import to_string
-
-__all__ = ['bootstrap', 'logger', 'CONFIG']
-
-
-def bootstrap(default_cfg=None, print_cfg=True):
-    """TODO: Docstring for bootstrap.
-
-    Kwargs:
-        use_argparser (TODO): TODO
-        use_logger (TODO): TODO
-
-    Returns: TODO
-
-    """
-    config = bootstrap_args(default_cfg)
-    if print_cfg:
-        logger.info(to_string(config))
-    return config

dlhammer/dlhammer/logger.py

@@ -1,66 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import sys
-import logging
-
-logger = logging.getLogger('DLHammer')
-
-
-def bootstrap_logger(logfile=None, fmt=None):
-    """TODO: Docstring for bootstrap_logger.
-
-    Args:
-        logfile (str): file path logging to.
-
-    Kwargs:
-        fmt (TODO): TODO
-
-    Returns: TODO
-
-    """
-    if fmt is None:
-        # fmt = '%(asctime)s - %(levelname)-5s - [%(filename)s:%(lineno)d] %(message)s'
-        fmt = '%(message)s'
-    logging.basicConfig(level=logging.DEBUG, format=fmt)
-
-    #log to file
-    if logfile is not None:
-        formatter = logging.Formatter(fmt)
-        fh = logging.FileHandler(logfile)
-        fh.setLevel(logging.DEBUG)
-        fh.setFormatter(formatter)
-        logger.addHandler(fh)
-
-    # sys.stdout = LoggerWriter(sys.stdout, logger.info)
-    # sys.stderr = LoggerWriter(sys.stderr, logger.error)
-    return
-
-
-class LoggerWriter(object):
-
-    def __init__(self, stream, logfct):
-        self.terminal = stream
-        self.logfct = logfct
-        self.buf = []
-
-    def write(self, msg):
-        if msg.endswith('\n'):
-            self.buf.append(msg.rstrip('\n'))
-
-            message = ''.join(self.buf)
-            self.logfct(message)
-
-            self.buf = []
-        else:
-            self.buf.append(msg)
-
-    def flush(self):
-        pass

dlhammer/dlhammer/test/config.yml

@@ -1,32 +0,0 @@
-a_int: 12
-a_float: 1e-2
-a_list: [0,1,2]
-eval_list: eval(list(range(10)))
-DATA:
-  PATH_TO_DATA_DIR: /home/ubuntu/data/kinetics/Mini-Kinetics-200
-  PATH_PREFIX: /home/ubuntu/data/kinetics/k400_ver3
-  NUM_FRAMES: 16
-  SAMPLING_RATE: 8
-  TARGET_FPS: 25
-  TRAIN_JITTER_SCALES: [256, 320]
-  TRAIN_CROP_SIZE: 224
-  TEST_CROP_SIZE: 224
-  INPUT_CHANNEL_NUM: [3]
-SOLVER:
-  BACKBONE:
-    OPTIMIZER: sgd
-    MOMENTUM: 0.9
-    BASE_LR: 1e-3
-    SCHEDULER:
-      NAME: warmup_multistep
-      MILESTONES: [13, 24]
-      WARMUP_EPOCHS: 0.5
-      GAMMA: 0.1
-  TEMPORAL_MODEL:
-    OPTIMIZER: sgd
-    MOMENTUM: 0.9
-    BASE_LR: 1e-3
-    SCHEDULER:
-      NAME: multistep
-      MILESTONES: [13, 24]
-      GAMMA: 0.1

dlhammer/dlhammer/test/test_args.py

@@ -1,20 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import sys
-
-CURRENT_FILE_DIRECTORY = os.path.abspath(os.path.dirname(__file__))
-sys.path.append(os.path.join(CURRENT_FILE_DIRECTORY, '../..'))
-sys.path.append(os.path.join(CURRENT_FILE_DIRECTORY, '.'))
-
-from dlhammer import bootstrap, CONFIG
-from dlhammer import logger
-
-config = bootstrap(print_cfg=True)

dlhammer/dlhammer/test/test_logger.py

@@ -1,22 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import sys
-
-CURRENT_FILE_DIRECTORY = os.path.abspath(os.path.dirname(__file__))
-sys.path.append(os.path.join(CURRENT_FILE_DIRECTORY, '../..'))
-sys.path.append(os.path.join(CURRENT_FILE_DIRECTORY, '.'))
-
-from dlhammer import bootstrap, logger
-bootstrap()
-
-logger.info('dummy output')
-
-raise Exception('dummy error')

dlhammer/dlhammer/utils/misc.py

@@ -1,125 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import ast
-
-
-def merge_dict(a, b, path=None):
-    """merge b into a. The values in b will override values in a.
-
-    Args:
-        a (dict): dict to merge to.
-        b (dict): dict to merge from.
-
-    Returns: dict1 with values merged from b.
-
-    """
-    if path is None: path = []
-    for key in b:
-        if key in a:
-            if isinstance(a[key], dict) and isinstance(b[key], dict):
-                merge_dict(a[key], b[key], path + [str(key)])
-            else:
-                a[key] = b[key]
-        else:
-            a[key] = b[key]
-    return a
-
-
-def merge_opts(d, opts):
-    """merge opts
-    Args:
-        d (dict): The dict.
-        opts (list): The opts to merge. format: [key1, name1, key2, name2,...]
-    Returns: d. the input dict `d` with merged opts.
-
-    """
-    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 = d
-        for i, k in enumerate(keys):
-            if not hasattr(sub_d, k):
-                raise ValueError(f'The key {k} not exist in the dict. Full key:{full_k}')
-            if i != len(keys) - 1:
-                sub_d = sub_d[k]
-            else:
-                sub_d[k] = v
-    return d
-
-
-def to_string(params, indent=2):
-    """format params to a string
-
-    Args:
-        params (EasyDict): the params. 
-
-    Returns: The string to display.
-
-    """
-    msg = '{\n'
-    for i, (k, v) in enumerate(params.items()):
-        if isinstance(v, dict):
-            v = to_string(v, indent + 4)
-        spaces = ' ' * indent
-        msg += spaces + '{}: {}'.format(k, v)
-        if i == len(params) - 1:
-            msg += ' }'
-        else:
-            msg += '\n'
-    return msg
-
-
-def eval_dict_leaf(d):
-    """eval values of dict leaf.
-
-    Args:
-        d (dict): The dict to eval.
-
-    Returns: dict.
-
-    """
-    for k, v in d.items():
-        if not isinstance(v, dict):
-            d[k] = eval_string(v)
-        else:
-            eval_dict_leaf(v)
-    return d
-
-
-def eval_string(string):
-    """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]
-
-
-    Args:
-        value : string.
-
-    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])
-    try:
-        v = ast.literal_eval(string)
-    except:
-        v = string
-    return v

dlhammer/dlhammer/utils/system.py

@@ -1,25 +0,0 @@
-# -*- coding: utf-8 -*-
-#================================================================
-#   Don't go gently into that good night.
-#
-#   author: klaus
-#   description:
-#
-#================================================================
-
-import os
-import sys
-import subprocess
-import numpy as np
-
-
-def get_available_gpuids():
-    """
-    Returns: the gpu ids sorted in descending order w.r.t occupied memory.
-    """
-    com = "nvidia-smi|sed -n '/%/p'|sed 's/|/\\n/g'|sed -n '/MiB/p'|sed 's/ //g'|sed 's/MiB/\\n/'|sed '/\\//d'"
-    gpum = subprocess.check_output(com, shell=True)
-    gpum = gpum.decode('utf-8').split('\n')
-    gpum = gpum[:-1]
-    sorted_gpuid = np.argsort(gpum)
-    return sorted_gpuid