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import dataclasses | |
import importlib | |
# begin serialization lib | |
import io | |
import json | |
import lzma | |
import pickle | |
from base64 import b64decode, b64encode | |
from types import FunctionType |
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def monkey_patch_pandas(): | |
import pandas as pd | |
import functools | |
@functools.wraps(pd.Series.str.contains) | |
def _grep(self, *args, **kwargs): | |
if not hasattr(self, '_greppable'): | |
self._greppable = pd.Series(self.to_csv().split('\n')[1:-1]) | |
i = self._greppable.str.contains(*args, **kwargs) | |
return self.iloc[i.values] | |
pd.DataFrame.grep = _grep |
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import functools | |
import numpy as np | |
import pandas as pd | |
import tensorflow as tf | |
import tensorflow.keras as keras | |
from pylab import * | |
ion() |
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import functools | |
import numpy as np | |
import pandas as pd | |
import tensorflow as tf | |
import tensorflow.keras as keras | |
from pylab import * | |
ion() |
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import numpy as np | |
import pandas as pd | |
import ray | |
import ray.tune | |
import ray.tune.track | |
import tensorflow as tf | |
import tensorflow.keras | |
def ray_init(load_code_from_local=False): | |
if not ray.is_initialized(): |
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''' | |
Non-parametric computation of entropy and mutual-information | |
Adapted by G Varoquaux for code created by R Brette, itself | |
from several papers (see in the code). | |
These computations rely on nearest-neighbor statistics | |
''' | |
import numpy as np |
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""" | |
$ uname -a | |
Linux ip-??? ???-aws #53-Ubuntu SMP Wed Sep 18 13:35:53 UTC 2019 x86_64 x86_64 x86_64 GNU/Linux | |
$ python --version | |
Python 3.7.3 | |
$ pip list | |
Package Version Location | |
--------------- --------- ----------------------------- | |
certifi 2019.9.11 | |
memory-profiler 0.55.0 |
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seed = 10 | |
import random | |
random.seed(seed) | |
import numpy as np | |
np.random.seed(seed) | |
import tensorflow as tf | |
tf.reset_default_graph() | |
tf.random.set_random_seed(seed) | |
import tensorflow.keras.backend as K |
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#!/usr/bin/env python | |
import tornado.ioloop | |
import tornado.web | |
import threading | |
import time | |
LISTEN_PORT = 8000 | |
class FancyStaticFileHandler(tornado.web.StaticFileHandler): |
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https://pypi.python.org/packages/source/a/appnope/appnope-0.1.0.tar.gz | |
https://pypi.python.org/packages/source/d/decorator/decorator-4.0.4.tar.gz | |
https://pypi.python.org/packages/source/f/filename_to_pypi.py/filename_to_pypi.py | |
https://pypi.python.org/packages/source/g/gnureadline/gnureadline-6.3.3.tar.gz | |
https://pypi.python.org/packages/source/i/ipython/ipython-4.0.0.tar.gz | |
https://pypi.python.org/packages/source/i/ipython_genutils/ipython_genutils-0.1.0.tar.gz | |
https://pypi.python.org/packages/source/p/path.py/path.py-8.1.2.tar.gz | |
https://pypi.python.org/packages/source/p/pexpect/pexpect-4.0.1.tar.gz | |
https://pypi.python.org/packages/source/p/pickleshare/pickleshare-0.5.tar.gz | |
https://pypi.python.org/packages/source/p/ptyprocess/ptyprocess-0.5.tar.gz |
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