砖运行时为6.1毫升(不支持)

2019年10月砖公布的这张照片。

砖6.1运行时机器学习为机器学习和数据提供了一个准备好了环境科学的基础上砖运行时的6.1(不支持)。砖运行时毫升含有许多流行的机器学习库,包括TensorFlow PyTorch Keras, XGBoost。它还支持使用Horovod分布深度学习培训。

更多信息,包括指令创建砖集群运行时毫升、明白了砖运行时机器学习

新功能

砖砖的运行时6.1毫升之上6.1运行时。有什么新信息的砖6.1运行时,看到的砖运行时的6.1(不支持)发行说明。

改进

升级机器学习库:

  • TensorFlow: 1.13.1 1.14.0

  • PyTorch: 1.2.0 1.1.0

  • Torchvision: 0.3.0 0.4.0

  • 1.3.0 MLflow: 1.2.0版本

系统环境

砖的系统环境运行时6.1毫升不同于砖运行时的6.1如下:

下面的章节列表库包含在砖运行时的6.1毫升,不同于那些包含在砖6.1运行时。

Python库

砖运行时6.1毫升使用Conda Python包管理,包括许多流行毫升包。以下部分描述了Conda砖运行时环境6.1毫升。

Python对CPU的集群

的名字:databricks-ml渠道:- - - - - -- - - - - -pytorch- - - - - -违约依赖关系:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -_py-xgboost-mutex = 2.0 = cpu_0- - - - - -_tflow_select = tripwire = mkl- - - - - -absl-py = 0.8.0 = py37_0- - - - - -asn1crypto = 0.24.0 = py37_0- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -补丁= 1.0 = py_2- - - - - -bcrypt = 3.1.7 = py37h7b6447c_0- - - - - -布拉斯特区= 1.0 = mkl- - - - - -宝途= 2.49.0 = py37_0- - - - - -boto3 = 1.9.162 = py_0- - - - - -botocore = 1.12.163 = py_0- - - - - -c-ares = 1.15.0 = h7b6447c_1001- - - - - -ca证书= 2019.1.23 = 0- - - - - -certifi = 2019.3.9 = py37_0- - - - - -cffi = 1.12.2 = py37h2e261b9_1- - - - - -chardet = 3.0.4 = py37_1003- - - - - -单击= 7.0 = py37_0- - - - - -cloudpickle = 0.8.0 = py37_0- - - - - -彩色光= 0.4.1 = py37_0- - - - - -configparser = 3.7.4 = py37_0- - - - - -cpuonly = 1.0 = 0- - - - - -密码= 2.6.1 = py37h1ba5d50_0- - - - - -周期计= 0.10.0 = py37_0- - - - - -cython = 0.29.6 = py37he6710b0_0- - - - - -decorator = 4.4.0 = py37_1- - - - - -docutils = 0.14 = py37_0- - - - - -entrypoints = 0.3 = py37_0- - - - - -et_xmlfile = 1.0.1 = py37_0- - - - - -瓶1.0.2 = = py37_1- - - - - -freetype的= 2.9.1 = h8a8886c_1- - - - - -未来= 0.17.1 = py37_0- - - - - -恐吓= 0.3.2 = py_0- - - - - -gitdb2 = 2.0.5 = py37_0- - - - - -gitpython = 2.1.11 = py37_0- - - - - -google-pasta = 0.1.7 = py_0- - - - - -grpcio = 1.16.1 = py37hf8bcb03_1- - - - - -gunicorn = 19.9.0 = py37_0- - - - - -h5py = 2.9.0 = py37h7918eee_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -html5lib = 1.0.1 = py_0- - - - - -icu = 58.2 = h9c2bf20_1- - - - - -idna = 2.8 = py37_0- - - - - -intel-openmp = 2019.3 = 199- - - - - -ipython = 7.4.0 = py37h39e3cac_0- - - - - -ipython_genutils = 0.2.0 = py37_0- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -jdcal = 1.4 = py37_0- - - - - -绝地= 0.13.3 = py37_0- - - - - -jinja2 = 2.10 = py37_0- - - - - -jmespath = 0.9.4 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -keras = 2.2.4 = 0- - - - - -keras-applications = 1.0.8 = py_0- - - - - -keras-base = 2.2.4 = py37_0- - - - - -keras-preprocessing = 1.1.0 = py_1- - - - - -kiwisolver = 1.0.1 = py37hf484d3e_0- - - - - -krb5 = 1.16.1 = h173b8e3_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hd88cf55_4- - - - - -libgcc-ng = 8.2.0 = hdf63c60_1- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.36 = hbc83047_0- - - - - -libpq = 11.2 = h20c2e04_0- - - - - -libprotobuf = 3.9.2 = hd408876_0- - - - - -libsodium = 1.0.16 = h1bed415_0- - - - - -libstdcxx-ng = 8.2.0 = hdf63c60_1- - - - - -libtiff = 4.0.10 = h2733197_2- - - - - -libxgboost = 0.90 = he6710b0_0- - - - - -libxml2 = 2.9.9 = hea5a465_1- - - - - -libxslt = 1.1.33 = h7d1a2b0_0- - - - - -llvmlite = 0.28.0 = py37hd408876_0- - - - - -lxml = 4.3.2 = py37hefd8a0e_0- - - - - -尖吻鲭鲨= 1.0.10 = py_0- - - - - -减价= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h7b6447c_0- - - - - -mkl = 2019.3 = 199- - - - - -mkl_fft = 1.0.10 = py37ha843d7b_0- - - - - -1.0.2 mkl_random = = py37hd81dba3_0- - - - - -ncurses = 6.1 = he6710b0_1- - - - - -networkx = 2.2 = py37_1- - - - - -忍者= 1.9.0 = py37hfd86e86_0- - - - - -鼻子= 1.3.7 = py37_2- - - - - -numba = 0.43.1 = py37h962f231_0- - - - - -numpy = 1.16.2 = py37h7e9f1db_0- - - - - -numpy-base = 1.16.2 = py37hde5b4d6_0- - - - - -olefile = 0.46 = py37_0- - - - - -openpyxl = 2.6.1 = py37_1- - - - - -openssl = 1.1.1b = h7b6447c_1- - - - - -熊猫= 0.24.2 = py37he6710b0_0- - - - - -paramiko = 2.4.2 = py37_0- - - - - -parso = 0.3.4 = py37_0- - - - - -pathlib2 = 2.3.3 = py37_0- - - - - -容易受骗的人= 0.5.1 = py37_0- - - - - -pexpect = 4.6.0 = py37_0- - - - - -pickleshare = 0.7.5 = py37_0- - - - - -枕头= 5.4.1之前= py37h34e0f95_0- - - - - -皮普= 19.0.3 = py37_0- - - - - -厚度= 3.11 = py37_0- - - - - -prompt_toolkit = 2.0.9 = py37_0- - - - - -protobuf = 3.9.2 = py37he6710b0_0- - - - - -psutil = 5.6.1 = py37h7b6447c_0- - - - - -psycopg2 = 2.7.6.1 = py37h1ba5d50_0- - - - - -ptyprocess = 0.6.0 = py37_0- - - - - -py-xgboost = 0.90 = py37he6710b0_0- - - - - -py-xgboost-cpu = 0.90 = py37_0- - - - - -pyasn1 = 0.4.7 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.3.1 = py37_0- - - - - -pymongo = 3.8.0 = py37he6710b0_1- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyopenssl = 19.0.0 = py37_0- - - - - -pyparsing = 2.3.1 = py37_0- - - - - -pysocks = 1.6.8 = py37_0- - - - - -python = 3.7.3 = h0371630_0- - - - - -python-dateutil = 2.8.0 = py37_0- - - - - -python编辑器的1.0.4 = = py_0- - - - - -pytorch = 1.2.0 = py3.7_cpu_0- - - - - -pytz = 2018.9 = py37_0- - - - - -pyyaml = 5.1 = py37h7b6447c_0- - - - - -readline = 7.0 = h7b6447c_5- - - - - -= 2.21.0 = py37_0请求- - - - - -s3transfer = 0.2.1 = py37_0- - - - - -scikit-learn = 0.20.3 = py37hd81dba3_0- - - - - -scipy = 1.2.1 = py37h7c811a0_0- - - - - -setuptools = 40.8.0 = py37_0- - - - - -simplejson = 3.16.0 = py37h14c3975_0- - - - - -singledispatch = 3.4.0.3 = py37_0- - - - - -6 = 1.12.0 = py37_0- - - - - -smmap2 = 2.0.5 = py37_0- - - - - -sqlite = 3.27.2 = h7b6447c_0- - - - - -sqlparse = 0.3.0 = py_0- - - - - -statsmodels = 0.9.0 = py37h035aef0_0- - - - - -汇总= 0.8.3 = py37_0- - - - - -tensorboard = 1.14.0 = py37hf484d3e_0- - - - - -tensorflow = 1.14.0 + db1 = mkl_py37h0f35a5d_0- - - - - -tensorflow-base = 1.14.0 + db1 = mkl_py37h7ce6ba3_0- - - - - -tensorflow-estimator = 1.14.0 + db1 = py_0- - - - - -tensorflow-mkl = 1.14.0 + db1 = h4fcabd2_0- - - - - -termcolor = 1.1.0 = py37_1- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.4.0 = py37_cpu- - - - - -tqdm = 4.31.1 = py37_1- - - - - -traitlets = 4.3.2 = py37_0- - - - - -urllib3 = 1.24.1 = py37_0- - - - - -virtualenv = 16.0.0 = py37_0- - - - - -wcwidth = 0.1.7 = py37_0- - - - - -webencodings = 0.5.1 = py37_1- - - - - -websocket-client = 0.56.0 = py37_0- - - - - -werkzeug = 0.14.1 = py37_0- - - - - -轮= 0.33.1 = py37_0- - - - - -打包= 1.11.1 = py37h7b6447c_0- - - - - -xz = 5.2.4 = h14c3975_4- - - - - -yaml = 0.1.7 = had09818_2- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.3.7 = h0b5b093_0- - - - - -皮普:- - - - - -argparse = = 1.4.0- - - - - -databricks-cli = = 0.9.0- - - - - -码头工人= = 4.1.0- - - - - -fusepy = = 2.0.4- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.18.1- - - - - -hyperopt = = 0.1.2.db8- - - - - -matplotlib = = 3.0.3- - - - - -mleap = = 0.8.1- - - - - -1.3.0 mlflow = =版本- - - - - -nose-exclude = = 0.5.0- - - - - -pyarrow = = 0.13.0- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.9.0- - - - - -tensorboardx = = 1.8 + db1前缀:/砖/ conda / env / databricks-ml

Python在GPU集群

的名字:databricks-ml-gpu渠道:- - - - - -- - - - - -pytorch- - - - - -违约依赖关系:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -_py-xgboost-mutex = 1.0 = gpu_0- - - - - -_tflow_select = 2.1.0 = gpu- - - - - -absl-py = 0.8.0 = py37_0- - - - - -asn1crypto = 0.24.0 = py37_0- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -补丁= 1.0 = py_2- - - - - -bcrypt = 3.1.7 = py37h7b6447c_0- - - - - -布拉斯特区= 1.0 = mkl- - - - - -宝途= 2.49.0 = py37_0- - - - - -boto3 = 1.9.162 = py_0- - - - - -botocore = 1.12.163 = py_0- - - - - -c-ares = 1.15.0 = h7b6447c_1001- - - - - -ca证书= 2019.1.23 = 0- - - - - -certifi = 2019.3.9 = py37_0- - - - - -cffi = 1.12.2 = py37h2e261b9_1- - - - - -chardet = 3.0.4 = py37_1003- - - - - -单击= 7.0 = py37_0- - - - - -cloudpickle = 0.8.0 = py37_0- - - - - -彩色光= 0.4.1 = py37_0- - - - - -configparser = 3.7.4 = py37_0- - - - - -密码= 2.6.1 = py37h1ba5d50_0- - - - - -cudatoolkit = 10.0.130 = 0- - - - - -cudnn = 7.6.0 = cuda10.0_0- - - - - -cupti = 10.0.130 = 0- - - - - -周期计= 0.10.0 = py37_0- - - - - -cython = 0.29.6 = py37he6710b0_0- - - - - -decorator = 4.4.0 = py37_1- - - - - -docutils = 0.14 = py37_0- - - - - -entrypoints = 0.3 = py37_0- - - - - -et_xmlfile = 1.0.1 = py37_0- - - - - -瓶1.0.2 = = py37_1- - - - - -freetype的= 2.9.1 = h8a8886c_1- - - - - -未来= 0.17.1 = py37_0- - - - - -恐吓= 0.3.2 = py_0- - - - - -gitdb2 = 2.0.5 = py37_0- - - - - -gitpython = 2.1.11 = py37_0- - - - - -google-pasta = 0.1.7 = py_0- - - - - -grpcio = 1.16.1 = py37hf8bcb03_1- - - - - -gunicorn = 19.9.0 = py37_0- - - - - -h5py = 2.9.0 = py37h7918eee_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -html5lib = 1.0.1 = py_0- - - - - -icu = 58.2 = h9c2bf20_1- - - - - -idna = 2.8 = py37_0- - - - - -intel-openmp = 2019.3 = 199- - - - - -ipython = 7.4.0 = py37h39e3cac_0- - - - - -ipython_genutils = 0.2.0 = py37_0- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -jdcal = 1.4 = py37_0- - - - - -绝地= 0.13.3 = py37_0- - - - - -jinja2 = 2.10 = py37_0- - - - - -jmespath = 0.9.4 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -keras = 2.2.4 = 0- - - - - -keras-applications = 1.0.8 = py_0- - - - - -keras-base = 2.2.4 = py37_0- - - - - -keras-preprocessing = 1.1.0 = py_1- - - - - -kiwisolver = 1.0.1 = py37hf484d3e_0- - - - - -krb5 = 1.16.1 = h173b8e3_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hd88cf55_4- - - - - -libgcc-ng = 8.2.0 = hdf63c60_1- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.36 = hbc83047_0- - - - - -libpq = 11.2 = h20c2e04_0- - - - - -libprotobuf = 3.9.2 = hd408876_0- - - - - -libsodium = 1.0.16 = h1bed415_0- - - - - -libstdcxx-ng = 8.2.0 = hdf63c60_1- - - - - -libtiff = 4.0.10 = h2733197_2- - - - - -libxgboost = 0.90 = h688424c_0- - - - - -libxml2 = 2.9.9 = hea5a465_1- - - - - -libxslt = 1.1.33 = h7d1a2b0_0- - - - - -llvmlite = 0.28.0 = py37hd408876_0- - - - - -lxml = 4.3.2 = py37hefd8a0e_0- - - - - -尖吻鲭鲨= 1.0.10 = py_0- - - - - -减价= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h7b6447c_0- - - - - -mkl = 2019.3 = 199- - - - - -mkl_fft = 1.0.10 = py37ha843d7b_0- - - - - -1.0.2 mkl_random = = py37hd81dba3_0- - - - - -ncurses = 6.1 = he6710b0_1- - - - - -networkx = 2.2 = py37_1- - - - - -忍者= 1.9.0 = py37hfd86e86_0- - - - - -鼻子= 1.3.7 = py37_2- - - - - -numba = 0.43.1 = py37h962f231_0- - - - - -numpy = 1.16.2 = py37h7e9f1db_0- - - - - -numpy-base = 1.16.2 = py37hde5b4d6_0- - - - - -olefile = 0.46 = py37_0- - - - - -openpyxl = 2.6.1 = py37_1- - - - - -openssl = 1.1.1b = h7b6447c_1- - - - - -熊猫= 0.24.2 = py37he6710b0_0- - - - - -paramiko = 2.4.2 = py37_0- - - - - -parso = 0.3.4 = py37_0- - - - - -pathlib2 = 2.3.3 = py37_0- - - - - -容易受骗的人= 0.5.1 = py37_0- - - - - -pexpect = 4.6.0 = py37_0- - - - - -pickleshare = 0.7.5 = py37_0- - - - - -枕头= 5.4.1之前= py37h34e0f95_0- - - - - -皮普= 19.0.3 = py37_0- - - - - -厚度= 3.11 = py37_0- - - - - -prompt_toolkit = 2.0.9 = py37_0- - - - - -protobuf = 3.9.2 = py37he6710b0_0- - - - - -psutil = 5.6.1 = py37h7b6447c_0- - - - - -psycopg2 = 2.7.6.1 = py37h1ba5d50_0- - - - - -ptyprocess = 0.6.0 = py37_0- - - - - -py-xgboost = 0.90 = py37h688424c_0- - - - - -py-xgboost-gpu = 0.90 = py37h28bbb66_0- - - - - -pyasn1 = 0.4.7 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.3.1 = py37_0- - - - - -pymongo = 3.8.0 = py37he6710b0_1- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyopenssl = 19.0.0 = py37_0- - - - - -pyparsing = 2.3.1 = py37_0- - - - - -pysocks = 1.6.8 = py37_0- - - - - -python = 3.7.3 = h0371630_0- - - - - -python-dateutil = 2.8.0 = py37_0- - - - - -python编辑器的1.0.4 = = py_0- - - - - -pytorch = 1.2.0 = py3.7_cuda10.0.130_cudnn7.6.2_0- - - - - -pytz = 2018.9 = py37_0- - - - - -pyyaml = 5.1 = py37h7b6447c_0- - - - - -readline = 7.0 = h7b6447c_5- - - - - -= 2.21.0 = py37_0请求- - - - - -s3transfer = 0.2.1 = py37_0- - - - - -scikit-learn = 0.20.3 = py37hd81dba3_0- - - - - -scipy = 1.2.1 = py37h7c811a0_0- - - - - -setuptools = 40.8.0 = py37_0- - - - - -simplejson = 3.16.0 = py37h14c3975_0- - - - - -singledispatch = 3.4.0.3 = py37_0- - - - - -6 = 1.12.0 = py37_0- - - - - -smmap2 = 2.0.5 = py37_0- - - - - -sqlite = 3.27.2 = h7b6447c_0- - - - - -sqlparse = 0.3.0 = py_0- - - - - -statsmodels = 0.9.0 = py37h035aef0_0- - - - - -汇总= 0.8.3 = py37_0- - - - - -tensorboard = 1.14.0 = py37hf484d3e_0- - - - - -tensorflow = 1.14.0 + db1 = gpu_py37h517d0a7_0- - - - - -tensorflow-base = 1.14.0 + db1 = gpu_py37he292aa2_0- - - - - -tensorflow-estimator = 1.14.0 + db1 = py_0- - - - - -tensorflow-gpu = 1.14.0 + db1 = h0d30ee6_0- - - - - -termcolor = 1.1.0 = py37_1- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.4.0 = py37_cu100- - - - - -tqdm = 4.31.1 = py37_1- - - - - -traitlets = 4.3.2 = py37_0- - - - - -urllib3 = 1.24.1 = py37_0- - - - - -virtualenv = 16.0.0 = py37_0- - - - - -wcwidth = 0.1.7 = py37_0- - - - - -webencodings = 0.5.1 = py37_1- - - - - -websocket-client = 0.56.0 = py37_0- - - - - -werkzeug = 0.14.1 = py37_0- - - - - -轮= 0.33.1 = py37_0- - - - - -打包= 1.11.1 = py37h7b6447c_0- - - - - -xz = 5.2.4 = h14c3975_4- - - - - -yaml = 0.1.7 = had09818_2- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.3.7 = h0b5b093_0- - - - - -皮普:- - - - - -argparse = = 1.4.0- - - - - -databricks-cli = = 0.9.0- - - - - -码头工人= = 4.1.0- - - - - -fusepy = = 2.0.4- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.18.1- - - - - -hyperopt = = 0.1.2.db8- - - - - -matplotlib = = 3.0.3- - - - - -mleap = = 0.8.1- - - - - -1.3.0 mlflow = =版本- - - - - -nose-exclude = = 0.5.0- - - - - -pyarrow = = 0.13.0- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.9.0- - - - - -tensorboardx = = 1.8 + db1前缀:/砖/ conda / env / databricks-ml-gpu

引发包包含Python模块

火花包

Python模块

版本

graphframes

graphframes

0.7.0-db1-spark2.4

spark-deep-learning

sparkdl

1.5.0-db5-spark2.4

tensorframes

tensorframes

0.8.1-s_2.11

R库

R库的完全相同R图书馆砖6.1运行时

Java和Scala库(Scala 2.11集群)

除了Java和Scala库砖6.1运行时,砖运行时6.1毫升包含以下jar:

组ID

工件ID

版本

com.databricks

spark-deep-learning

1.5.0-db5-spark2.4

com.typesafe.akka

akka-actor_2.11

2.3.11

ml.combust.mleap

mleap-databricks-runtime_2.11

0.14.0

ml.dmlc

xgboost4j

0.90

ml.dmlc

xgboost4j-spark

0.90

org.graphframes

graphframes_2.11

0.7.0-db1-spark2.4

org.mlflow

mlflow-client

1.3.0

org.tensorflow

libtensorflow

1.14.0

org.tensorflow

libtensorflow_jni

1.14.0

org.tensorflow

spark-tensorflow-connector_2.11

1.14.0

org.tensorflow

tensorflow

1.14.0

org.tensorframes

tensorframes

0.8.1-s_2.11