免费GPU——Google Colab提供的Tesla K80

Google Colab简介

Google Colaboratory是谷歌开放的一款研究工具,主要用于机器学习的开发和研究。这款工具现在可以免费使用,但是不是永久免费暂时还不确定。Google Colab最大的好处是给广大的AI开发者提供了免费的GPU使用!GPU型号是Tesla K80!你可以在上面轻松地跑例如:Keras、Tensorflow、Pytorch等框架。

免费GPU——Google Colab提供的Tesla K80_第1张图片

(1)12G显存,够用了!

(2)系统版本:

免费GPU——Google Colab提供的Tesla K80_第2张图片

(3)系统的内核

(4)已经安装的软件,及版本,其中pytorch、keras、tf 等框架都有

Package                  Version              
------------------------ ---------------------
absl-py                  0.7.1                
alabaster                0.7.12               
albumentations           0.1.12               
altair                   3.2.0                
astor                    0.8.0                
astropy                  3.0.5                
atari-py                 0.1.15               
atomicwrites             1.3.0                
attrs                    19.1.0               
audioread                2.1.8                
autograd                 1.3                  
Babel                    2.7.0                
backcall                 0.1.0                
backports.tempfile       1.0                  
backports.weakref        1.0.post1            
beautifulsoup4           4.6.3                
bleach                   3.1.0                
blis                     0.2.4                
bokeh                    1.0.4                
boto                     2.49.0               
boto3                    1.9.216              
botocore                 1.12.216             
Bottleneck               1.2.1                
branca                   0.3.1                
bs4                      0.0.1                
bz2file                  0.98                 
cachetools               3.1.1                
certifi                  2019.6.16            
cffi                     1.12.3               
chainer                  5.4.0                
chardet                  3.0.4                
Click                    7.0                  
cloudpickle              0.6.1                
cmake                    3.12.0               
colorlover               0.3.0                
community                1.0.0b1              
contextlib2              0.5.5                
convertdate              2.1.3                
coverage                 3.7.1                
coveralls                0.5                  
crcmod                   1.7                  
cufflinks                0.14.6               
cupy-cuda100             5.4.0                
cvxopt                   1.2.3                
cvxpy                    1.0.25               
cycler                   0.10.0               
cymem                    2.0.2                
Cython                   0.29.13              
daft                     0.0.4                
dask                     1.1.5                
dataclasses              0.6                  
datascience              0.10.6               
decorator                4.4.0                
defusedxml               0.6.0                
descartes                1.1.0                
dill                     0.3.0                
distributed              1.25.3               
Django                   2.2.4                
dlib                     19.16.0              
dm-sonnet                1.34                 
docopt                   0.6.2                
docutils                 0.15.2               
dopamine-rl              1.0.5                
easydict                 1.9                  
ecos                     2.0.7.post1          
editdistance             0.5.3                
en-core-web-sm           2.1.0                
entrypoints              0.3                  
ephem                    3.7.7.0              
et-xmlfile               1.0.1                
fa2                      0.3.5                
fancyimpute              0.4.3                
fastai                   1.0.57               
fastcache                1.1.0                
fastdtw                  0.3.2                
fastprogress             0.1.21               
fastrlock                0.4                  
fbprophet                0.5                  
feather-format           0.4.0                
featuretools             0.4.1                
filelock                 3.0.12               
fix-yahoo-finance        0.0.22               
Flask                    1.1.1                
folium                   0.8.3                
fsspec                   0.4.1                
future                   0.16.0               
gast                     0.2.2                
GDAL                     2.2.2                
gdown                    3.6.4                
gensim                   3.6.0                
geographiclib            1.49                 
geopy                    1.17.0               
gevent                   1.4.0                
gin-config               0.2.0                
glob2                    0.7                  
google                   2.0.2                
google-api-core          1.14.2               
google-api-python-client 1.7.11               
google-auth              1.4.2                
google-auth-httplib2     0.0.3                
google-auth-oauthlib     0.4.0                
google-cloud-bigquery    1.14.0               
google-cloud-core        1.0.3                
google-cloud-datastore   1.8.0                
google-cloud-language    1.2.0                
google-cloud-storage     1.16.1               
google-cloud-translate   1.5.0                
google-colab             1.0.0                
google-pasta             0.1.7                
google-resumable-media   0.3.3                
googleapis-common-protos 1.6.0                
googledrivedownloader    0.4                  
graph-nets               1.0.4                
graphviz                 0.10.1               
greenlet                 0.4.15               
grpcio                   1.15.0               
gspread                  3.0.1                
gspread-dataframe        3.0.3                
gunicorn                 19.9.0               
gym                      0.10.11              
h5py                     2.8.0                
HeapDict                 1.0.0                
holidays                 0.9.11               
html5lib                 1.0.1                
httpimport               0.5.16               
httplib2                 0.11.3               
humanize                 0.5.1                
hyperopt                 0.1.2                
ideep4py                 2.0.0.post3          
idna                     2.8                  
image                    1.5.27               
imageio                  2.4.1                
imagesize                1.1.0                
imbalanced-learn         0.4.3                
imblearn                 0.0                  
imgaug                   0.2.9                
importlib-metadata       0.19                 
imutils                  0.5.3                
inflect                  2.1.0                
intel-openmp             2019.0               
intervaltree             2.1.0                
ipykernel                4.6.1                
ipython                  5.5.0                
ipython-genutils         0.2.0                
ipython-sql              0.3.9                
ipywidgets               7.5.1                
itsdangerous             1.1.0                
jax                      0.1.43               
jaxlib                   0.1.26               
jdcal                    1.4.1                
jedi                     0.15.1               
jieba                    0.39                 
Jinja2                   2.10.1               
jmespath                 0.9.4                
joblib                   0.13.2               
jpeg4py                  0.1.4                
jsonschema               2.6.0                
jupyter                  1.0.0                
jupyter-client           5.3.1                
jupyter-console          5.2.0                
jupyter-core             4.5.0                
kaggle                   1.5.5                
kapre                    0.1.3.1              
Keras                    2.2.5                
Keras-Applications       1.0.8                
Keras-Preprocessing      1.1.0                
keras-vis                0.4.1                
kiwisolver               1.1.0                
knnimpute                0.1.0                
librosa                  0.6.3                
lightgbm                 2.2.3                
llvmlite                 0.29.0               
lmdb                     0.97                 
lucid                    0.3.8                
lunardate                0.2.0                
lxml                     4.2.6                
magenta                  0.3.19               
Markdown                 3.1.1                
MarkupSafe               1.1.1                
matplotlib               3.0.3                
matplotlib-venn          0.11.5               
mesh-tensorflow          0.0.5                
mido                     1.2.6                
mir-eval                 0.5                  
missingno                0.4.2                
mistune                  0.8.4                
mizani                   0.5.4                
mkl                      2019.0               
mlxtend                  0.14.0               
more-itertools           7.2.0                
moviepy                  0.2.3.5              
mpi4py                   3.0.2                
mpmath                   1.1.0                
msgpack                  0.5.6                
multiprocess             0.70.8               
multitasking             0.0.9                
murmurhash               1.0.2                
music21                  5.5.0                
natsort                  5.5.0                
nbconvert                5.6.0                
nbformat                 4.4.0                
networkx                 2.3                  
nibabel                  2.3.3                
nltk                     3.2.5                
nose                     1.3.7                
notebook                 5.2.2                
np-utils                 0.5.11.1             
numba                    0.40.1               
numexpr                  2.7.0                
numpy                    1.16.4               
nvidia-ml-py3            7.352.0              
oauth2client             4.1.3                
oauthlib                 3.1.0                
okgrade                  0.4.3                
olefile                  0.46                 
opencv-contrib-python    3.4.3.18             
opencv-python            3.4.5.20             
openpyxl                 2.5.9                
opt-einsum               3.0.1                
osqp                     0.5.0                
packaging                19.1                 
palettable               3.2.0                
pandas                   0.24.2               
pandas-datareader        0.7.4                
pandas-gbq               0.4.1                
pandas-profiling         1.4.1                
pandocfilters            1.4.2                
parso                    0.5.1                
pathlib                  1.0.1                
patsy                    0.5.1                
pexpect                  4.7.0                
pickleshare              0.7.5                
Pillow                   4.3.0                
pip                      19.2.3               
pip-tools                3.9.0                
plac                     0.9.6                
plotly                   3.6.1                
plotnine                 0.5.1                
pluggy                   0.7.1                
portpicker               1.2.0                
prefetch-generator       1.0.1                
preshed                  2.0.1                
pretty-midi              0.2.8                
prettytable              0.7.2                
progressbar2             3.38.0               
prometheus-client        0.7.1                
promise                  2.2.1                
prompt-toolkit           1.0.16               
protobuf                 3.7.1                
psutil                   5.4.8                
psycopg2                 2.7.6.1              
ptyprocess               0.6.0                
py                       1.8.0                
pyarrow                  0.14.1               
pyasn1                   0.4.6                
pyasn1-modules           0.2.6                
pycocotools              2.0.0                
pycparser                2.19                 
pydot                    1.3.0                
pydot-ng                 2.0.0                
pydotplus                2.0.2                
pyemd                    0.5.1                
pyglet                   1.4.2                
Pygments                 2.1.3                
pygobject                3.26.1               
pymc3                    3.7                  
pymongo                  3.9.0                
pymystem3                0.2.0                
PyOpenGL                 3.1.0                
pyparsing                2.4.2                
pyrsistent               0.15.4               
pysndfile                1.3.7                
PySocks                  1.7.0                
pystan                   2.19.0.0             
pytest                   3.6.4                
python-apt               1.6.4                
python-chess             0.23.11              
python-dateutil          2.5.3                
python-louvain           0.13                 
python-rtmidi            1.3.0                
python-slugify           3.0.3                
python-utils             2.3.0                
pytz                     2018.9               
PyWavelets               1.0.3                
PyYAML                   3.13                 
pyzmq                    17.0.0               
qtconsole                4.5.4                
requests                 2.21.0               
requests-oauthlib        1.2.0                
resampy                  0.2.2                
retrying                 1.3.3                
rpy2                     2.9.5                
rsa                      4.0                  
s3fs                     0.3.3                
s3transfer               0.2.1                
scikit-image             0.15.0               
scikit-learn             0.21.3               
scipy                    1.3.1                
screen-resolution-extra  0.0.0                
scs                      2.1.1.post2          
seaborn                  0.9.0                
semantic-version         2.6.0                
Send2Trash               1.5.0                
setuptools               41.2.0               
setuptools-git           1.2                  
Shapely                  1.6.4.post2          
simplegeneric            0.8.1                
six                      1.12.0               
sklearn                  0.0                  
sklearn-pandas           1.8.0                
smart-open               1.8.4                
snowballstemmer          1.9.0                
sortedcontainers         2.1.0                
spacy                    2.1.8                
Sphinx                   1.8.5                
sphinxcontrib-websupport 1.1.2                
SQLAlchemy               1.3.7                
sqlparse                 0.3.0                
srsly                    0.1.0                
stable-baselines         2.2.1                
statsmodels              0.10.1               
sympy                    1.1.1                
tables                   3.4.4                
tabulate                 0.8.3                
tblib                    1.4.0                
tensor2tensor            1.11.0               
tensorboard              1.14.0               
tensorboardcolab         0.0.22               
tensorflow               1.14.0               
tensorflow-estimator     1.14.0               
tensorflow-hub           0.5.0                
tensorflow-metadata      0.14.0               
tensorflow-probability   0.7.0                
termcolor                1.1.0                
terminado                0.8.2                
testpath                 0.4.2                
text-unidecode           1.2                  
textblob                 0.15.3               
textgenrnn               1.4.1                
tfds-nightly             1.2.0.dev201908260105
tflearn                  0.3.2                
Theano                   1.0.4                
thinc                    7.0.8                
toolz                    0.10.0               
torch                    1.1.0                
torchsummary             1.5.1                
torchtext                0.3.1                
torchvision              0.3.0                
tornado                  4.5.3                
tqdm                     4.28.1               
traitlets                4.3.2                
tweepy                   3.6.0                
typing                   3.7.4.1              
tzlocal                  1.5.1                
umap-learn               0.3.10               
uritemplate              3.0.0                
urllib3                  1.24.3               
vega-datasets            0.7.0                
wasabi                   0.2.2                
wcwidth                  0.1.7                
webencodings             0.5.1                
Werkzeug                 0.15.5               
wheel                    0.33.6               
widgetsnbextension       3.5.1                
wordcloud                1.5.0                
wrapt                    1.11.2               
xarray                   0.11.3               
xgboost                  0.90                 
xkit                     0.0.0                
xlrd                     1.1.0                
xlwt                     1.3.0                
yellowbrick              0.9.1                
zict                     1.0.0                
zipp                     0.6.0                
zmq                      0.0.0                

使用方法见最下的几个链接,第二个英文版教程原版更清晰,几个地方需要注意:

(1)直接关联Colab应用,其实应该是先安装Colab应用,安装链接:https://gsuite.google.com/marketplace/category/works-with-drive

在下面找 Colaboratory

免费GPU——Google Colab提供的Tesla K80_第3张图片

(2)。。。

转自:https://www.jianshu.com/p/000d2a9d36a0

https://medium.com/deep-learning-turkey/google-colab-free-gpu-tutorial-e113627b9f5d

https://research.google.com/colaboratory/faq.html

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