砖7.6运行时机器学习(不支持)

砖在2021年2月发布了这张照片。

砖7.6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7.6(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, 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

寻求帮助从砖迁移运行时6。x,看到砖运行时7。x迁移指南

新功能和重大变化

砖砖的运行时7.6毫升之上7.6运行时。有什么新信息的砖7.6运行时,包括Apache火花MLlib和SparkR,看到砖运行时的7.6(不支持)发行说明。

的用法

  • Tensoflow 1。x将在即将到来的主要版本不支持砖的运行时

  • 弃用和以下CUDA包将被删除在即将到来的砖的主要发布运行时:

    • cuda-command-line-tools

    • cuda-compiler

    • cuda-cudart-dev

    • cuda-cufft

    • cuda-cufft-dev

    • cuda-cuobjdump

    • cuda-cupti

    • cuda-curand

    • cuda-curand-dev

    • cuda-cusolver

    • cuda-cusolver-dev

    • cuda-cusparse

    • cuda-cusparse-dev

    • cuda-documentation

    • cuda-driver-dev

    • cuda-gdb

    • cuda-gpu-library-advisor

    • cuda-libraries-dev

    • cuda-license

    • cuda-memcheck

    • cuda-minimal-build

    • cuda-misc-headers

    • cuda-npp

    • cuda-npp-dev

    • cuda-nsight

    • cuda-nvcc

    • cuda-nvdisasm

    • cuda-nvgraph

    • cuda-nvgraph-dev

    • cuda-nvjpeg

    • cuda-nvjpeg-dev

    • cuda-nvml-dev

    • cuda-nvprune

    • cuda-nvrtc-dev

    • cuda-nvvp

    • cuda-samples

    • cuda-sanitizer-api

    • cuda

    • cuda-tools

    • cuda-visual-tools

    • freeglut3

    • libcublas-dev

    • libcudnn7-dev

    • libdrm-dev

    • libegl1

    • libegm-mesa0

    • libgbl1-mesa-dev

    • libgbm1

    • libgles1

    • libgles2

    • libglu1-mesa

    • libglu1-mesa-dev

    • libnccl-dev

    • libnvinfer-dev

    • libnvinfer-plugin-dev

    • libopengl0

    • libwayland-server0

    • libx11-xcb-dev

    • libxcb-dri2-0-dev

    • libxcb-dri3-dev

    • libxcb-glx0-dev

    • libxcb-present-dev

    • libxcb-randr0

    • libxcb-randr0-dev

    • libxcb-render0-dev

    • libxcb-shape0-dev

    • libxcb-sync-dev

    • libxcb-xfixes0

    • libxcb-xfixes0-dev

    • libxdamage-dev

    • libxext-dev

    • libxfixes-dev

    • libxi-dev

    • libxmu-dev

    • libxmu-headers

    • libxshmfence-dev

    • libxxf86vm-dev

    • mesa-common-dev

    • nsight-compute

    • nsight-systems

    • x11proto-damage-dev

    • x11proto-fixes-dev

    • x11proto-input-dev

    • x11proto-xext-dev

    • x11proto-xf86vidmode-dev

重大变化砖Python运行时毫升的环境

看到砖运行时的7.6(不支持)对砖Python运行时环境的重大变化。安装Python包的完整列表和他们的版本,看Python库

Python包升级

  • databricks-cli 0.14.0 - > 0.14.1

  • 考拉1.4.0 - > 1.5.0

  • lightgbm tripwire - > 3.1.1

  • mlflow 1.12.1 - > 1.13.1

  • 情节4.12.0 - > 4.14.1

  • pytorch 1.7.0 - > 1.7.1上

  • torchvision 0.8.1 - > 0.8.2

  • xgboost 1.2.1 - > 1.3.1

改进

PySpark集成XGBoost(公共预览版)

XGBoost集成与PySpark已得到改进。这个包sparkdl2.1.0-db5包括两个新的PySpark ML估计,XgboostRegressorXgboostClassifier,让用户培训XGBoost PySpark毫升管道模型。

在这个版本之前,XGBoost并不与PySpark集成。用户必须使用xgboost4j-spark在Scala中管道或打破PySpark毫升、收集火花DataFrame司机作为大熊猫DataFrame,并使用Python包xgboost。看到sparkdl API文档使用XGBoost砖为更多的细节。

系统环境

砖的系统环境运行时7.6毫升不同于砖运行时的7.6如下:

  • DBUtils运行时毫升不包含:砖库工具(dbutils.library)。您可以使用%皮普% conda而不是命令。看到Notebook-scoped Python库

  • GPU集群,砖包括以下运行时毫升NVIDIA GPU的库:

    • CUDA 10.1更新2

    • cuDNN 7.6.5

    • NCCL 2.7.3

    • TensorRT 6.0.1中

下面的章节列表库包含在砖运行时的7.6毫升,不同于那些包含在砖7.6运行时。

Python库

砖运行时7.6毫升使用Conda Python包管理,包括许多流行毫升包。

除了包中指定Conda环境在下面几节中,砖运行时7.6毫升也安装以下软件包:

  • hyperopt 0.2.5.db1

  • sparkdl 2.1.0-db5

Python库对CPU集群

的名字:databricks-ml渠道:- - - - - -pytorch- - - - - -违约依赖关系:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.9.0 = py37_0- - - - - -= py37_1 1.3.0 asn1crypto =版本- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -补丁= 1.0 = pyhd3eb1b0_2- - - - - -bcrypt = 3.2.0 = py37h7b6447c_0- - - - - -布拉斯特区= 1.0 = mkl- - - - - -信号灯= 1.4 = py37_0- - - - - -boto3 = 1.12.0 = py_0- - - - - -botocore = 1.15.0 = py_0- - - - - -c-ares = 1.17.1 = h27cfd23_0- - - - - -ca证书= 2021.1.19 = h06a4308_12021年5月26日#(更新h06a4308_0维护更新)- - - - - -cachetools = 4.2.0 = pyhd3eb1b0_0- - - - - -certifi = 2020.12.5 = py37h06a4308_0- - - - - -cffi = 1.14.0 = py37he30daa8_12021年5月26日#(更新py37h2e261b9_0维护更新)- - - - - -chardet = 3.0.4 = py37h06a4308_1003- - - - - -单击= 7.0 = py37_0- - - - - -cloudpickle = 1.4.1 = py_0- - - - - -configparser = 3.7.4 = py37_0- - - - - -cpuonly = 1.0 = 0- - - - - -密码= 2.8 = py37h1ba5d50_0- - - - - -周期计= 0.10.0 = py37_0- - - - - -cython = 0.29.15 = py37he6710b0_0- - - - - -4.4.1装饰= = py_0- - - - - -莳萝= 0.3.1.1 = py37_1- - - - - -docutils = 0.15.2 = py37_0- - - - - -entrypoints = 0.3 = py37_0- - - - - -瓶= 1.1.1 = py_1- - - - - -freetype的= 2.9.1 = h8a8886c_1- - - - - -未来= 0.18.2 = py37_1- - - - - -恐吓= 0.3.3 = py_0- - - - - -gitdb =你= py_0- - - - - -gitpython = 3.1.0 = py_0- - - - - -google-auth = 1.11.2 = py_0- - - - - -google-auth-oauthlib = 0.4.1 = py_2- - - - - -google-pasta = 0.2.0 = py_0- - - - - -grpcio = 1.27.2 = py37hf8bcb03_0- - - - - -gunicorn = 20.0.4 = py37_0- - - - - -h5py = 2.10.0 = py37h7918eee_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -icu = 58.2 = he6710b0_3- - - - - -idna = 2.8 = py37_0- - - - - -intel-openmp = 2020.0 = 166- - - - - -ipykernel = 5.1.4 = py37h39e3cac_0- - - - - -ipython = 7.12.0 = py37h5ca1d4c_0- - - - - -ipython_genutils = 0.2.0 = pyhd3eb1b0_1- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -绝地= 0.17.2 = py37h06a4308_1- - - - - -jinja2 = 2.11.1 = py_0- - - - - -jmespath = 0.10.0 = py_0- - - - - -joblib = 0.14.1 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -jupyter_client = 5.3.4 = py37_0- - - - - -jupyter_core = 4.6.1 = py37_0- - - - - -kiwisolver = 1.1.0 = py37he6710b0_0- - - - - -krb5 = 1.17.1 = h173b8e3_02021年5月26日#(更新1.16.4维护更新)- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.3 = he6710b0_2#(2021年5月26日,从3.2.1版本更新维护更新)- - - - - -libgcc-ng = 9.1.0 = hdf63c60_0- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.37 = hbc83047_0- - - - - -libpq = 12.2 = h20c2e04_0#(2021年5月26日从11.2更新维护更新)- - - - - -libprotobuf = 3.11.4 = hd408876_0- - - - - -libsodium = 1.0.16 = h1bed415_0- - - - - -libstdcxx-ng = 9.1.0 = hdf63c60_0- - - - - -libtiff = 4.1.0 = h2733197_0- - - - - -libuv = 1.40.0 = h7b6447c_0- - - - - -lightgbm = 3.1.1 = py37h2531618_0- - - - - -lz4-c = 1.8.1.2 = h14c3975_0- - - - - -尖吻鲭鲨= 1.1.2 = py_0- - - - - -减价= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h14c3975_1- - - - - -matplotlib-base = 3.1.3 = py37hef1b27d_0- - - - - -mkl = 2020.0 = 166- - - - - -mkl-service = tripwire = py37he8ac12f_0- - - - - -mkl_fft = 1.0.15 = py37ha843d7b_0- - - - - -mkl_random = 1.1.0 = py37hd6b4f25_0- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -networkx = 2.4 = py_1- - - - - -忍者= 1.10.2 = py37hff7bd54_0- - - - - -nltk = 3.4.5 = py37_0- - - - - -numpy = 1.18.1 = py37h4f9e942_0- - - - - -numpy-base = 1.18.1 = py37hde5b4d6_1- - - - - -oauthlib = 3.1.0 = py_0- - - - - -olefile = 0.46 = py37_0- - - - - -openssl = 1.1.1k = h27cfd23_02021年5月26日#(更新1.1.1i维护更新)- - - - - -包装= 20.1 = py_0- - - - - -熊猫= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受骗的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = pyhd3eb1b0_3- - - - - -pickleshare = 0.7.5 = pyhd3eb1b0_1003- - - - - -枕头= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情节= 4.14.1 = pyhd3eb1b0_0- - - - - -prompt_toolkit = 3.0.3 = py_0- - - - - -protobuf = 3.11.4 = py37he6710b0_0- - - - - -psutil = 5.6.7 = py37h7b6447c_0- - - - - -psycopg2 = 2.8.6 = py37h3c74f83_12021年5月26日#(更新2.8.4维护更新)- - - - - -ptyprocess = 0.6.0 = pyhd3eb1b0_2- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.8 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.5.2 = py_0- - - - - -pyjwt = 2.0.1 = py37h06a4308_0- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyodbc = 4.0.30 = py37he6710b0_0- - - - - -pyopenssl = 19.1.0 = pyhd3eb1b0_1- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_1- - - - - -python = 3.7.10 = hdb3f193_0#(2021年5月26日,从第3.7.6更新维护更新)- - - - - -python-dateutil = 2.8.1发布= py_0- - - - - -python编辑器的1.0.4 = = py_0- - - - - -pytorch = 1.7.1上= py3.7_cpu_0- - - - - -pytz = 2019.3 = py_0- - - - - -pyzmq = 18.1.1 = py37he6710b0_0- - - - - -readline = 8.1 = h27cfd23_0#(2021年5月26日从7.0更新维护更新)- - - - - -= 2.22.0 = py37_1请求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重试= 1.3.3 = py37_2- - - - - -rsa = 4.0 = py_0- - - - - -s3transfer = 0.3.4 = pyhd3eb1b0_0- - - - - -scikit-learn = 0.22.1 = py37hd81dba3_0- - - - - -scipy = 1.4.1 = py37h0b6359f_0- - - - - -setuptools = 45.2.0 = py37_0- - - - - -simplejson = 3.17.0 = py37h7b6447c_0- - - - - -6 = 1.14.0 = py37h06a4308_0- - - - - -smmap = 3.0.4 = py_0- - - - - -sqlite = 3.35.4 = hdfb4753_02021年5月26日#(更新3.31.1维护更新)- - - - - -sqlparse = 0.4.1 = py_0- - - - - -statsmodels = 0.11.0 = py37h7b6447c_0它- - - - - -汇总= 0.8.3 = py37_0- - - - - -tk = 8.6.10 = hbc83047_02021年5月26日#(更新8.6.8维护更新)- - - - - -torchvision = 0.8.2 = py37_cpu- - - - - -龙卷风= 6.0.3 = py37h7b6447c_3- - - - - -tqdm = 4.42.1 = py_0- - - - - -traitlets = 4.3.3 = py37_0- - - - - -typing_extensions = 3.7.4.3 = py_0- - - - - -unixodbc = 2.3.7 = h14c3975_0- - - - - -urllib3 = 1.25.8 = py37_0- - - - - -wcwidth = 0.1.8 = py_0- - - - - -websocket-client = 0.56.0 = py37_0- - - - - -werkzeug = 1.0.0 = py_0- - - - - -轮= 0.34.2 = py37_0- - - - - -打包= 1.11.2 = py37h7b6447c_0- - - - - -xz = 5.2.5 = h7b6447c_02021年5月26日#(更新5.2.4维护更新)- - - - - -zeromq = 4.3.1 = he6710b0_3- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.3.7 = h0b5b093_0- - - - - -皮普:- - - - - -astunparse = = 1.6.3- - - - - -azure-core = = 1.10.0- - - - - -azure-storage-blob = = 12.7.0- - - - - -databricks-cli = = 0.14.1- - - - - -diskcache = = 5.1.0- - - - - -4.4.1码头工人= =- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.20.3- - - - - -joblibspark = = 0.3.0- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.5.0- - - - - -mleap = = 0.16.1- - - - - -mlflow = = 1.13.1- - - - - -msr = = 0.6.19- - - - - -opt-einsum = = 3.3.0- - - - - -petastorm = = 0.9.7- - - - - -pyarrow = = 1.0.1- - - - - -pyyaml = = 5.4- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tensorboard = = tripwire- - - - - -tensorboard-plugin-wit = = 1.8.0- - - - - -tensorflow-cpu = = 2.3.1- - - - - -tensorflow-estimator = = tripwire- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.3.1前缀:/砖/ conda / env / databricks-ml

Python库在GPU集群

的名字:databricks-ml-gpu渠道:- - - - - -pytorch- - - - - -违约依赖关系:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.9.0 = py37_0- - - - - -= py37_1 1.3.0 asn1crypto =版本- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -补丁= 1.0 = pyhd3eb1b0_2- - - - - -bcrypt = 3.2.0 = py37h7b6447c_0- - - - - -布拉斯特区= 1.0 = mkl- - - - - -信号灯= 1.4 = py37_0- - - - - -boto3 = 1.12.0 = py_0- - - - - -botocore = 1.15.0 = py_0- - - - - -c-ares = 1.17.1 = h27cfd23_0- - - - - -ca证书= 2021.1.19 = h06a4308_12021年5月26日#(更新h06a4308_0维护更新)- - - - - -cachetools = 4.2.0 = pyhd3eb1b0_0- - - - - -certifi = 2020.12.5 = py37h06a4308_0- - - - - -cffi = 1.14.0 = py37he30daa8_12021年5月26日#(更新py37h2e261b9_0维护更新)- - - - - -chardet = 3.0.4 = py37h06a4308_1003- - - - - -单击= 7.0 = py37_0- - - - - -cloudpickle = 1.4.1 = py_0- - - - - -configparser = 3.7.4 = py37_0- - - - - -密码= 2.8 = py37h1ba5d50_0- - - - - -cudatoolkit = 10.1.243 = h6bb024c_0- - - - - -周期计= 0.10.0 = py37_0- - - - - -cython = 0.29.15 = py37he6710b0_0- - - - - -4.4.1装饰= = py_0- - - - - -莳萝= 0.3.1.1 = py37_1- - - - - -docutils = 0.15.2 = py37_0- - - - - -entrypoints = 0.3 = py37_0- - - - - -瓶= 1.1.1 = py_1- - - - - -freetype的= 2.9.1 = h8a8886c_1- - - - - -未来= 0.18.2 = py37_1- - - - - -恐吓= 0.3.3 = py_0- - - - - -gitdb =你= py_0- - - - - -gitpython = 3.1.0 = py_0- - - - - -google-auth = 1.11.2 = py_0- - - - - -google-auth-oauthlib = 0.4.1 = py_2- - - - - -google-pasta = 0.2.0 = py_0- - - - - -grpcio = 1.27.2 = py37hf8bcb03_0- - - - - -gunicorn = 20.0.4 = py37_0- - - - - -h5py = 2.10.0 = py37h7918eee_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -icu = 58.2 = he6710b0_3- - - - - -idna = 2.8 = py37_0- - - - - -intel-openmp = 2020.0 = 166- - - - - -ipykernel = 5.1.4 = py37h39e3cac_0- - - - - -ipython = 7.12.0 = py37h5ca1d4c_0- - - - - -ipython_genutils = 0.2.0 = pyhd3eb1b0_1- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -绝地= 0.17.2 = py37h06a4308_1- - - - - -jinja2 = 2.11.1 = py_0- - - - - -jmespath = 0.10.0 = py_0- - - - - -joblib = 0.14.1 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -jupyter_client = 5.3.4 = py37_0- - - - - -jupyter_core = 4.6.1 = py37_0- - - - - -kiwisolver = 1.1.0 = py37he6710b0_0- - - - - -krb5 = 1.17.1 = h173b8e3_02021年5月26日#(更新1.16.4维护更新)- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.3 = he6710b0_2#(2021年5月26日,从3.2.1版本更新维护更新)- - - - - -libgcc-ng = 9.1.0 = hdf63c60_0- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.37 = hbc83047_0- - - - - -libpq = 12.2 = h20c2e04_0#(2021年5月26日从11.2更新维护更新)- - - - - -libprotobuf = 3.11.4 = hd408876_0- - - - - -libsodium = 1.0.16 = h1bed415_0- - - - - -libstdcxx-ng = 9.1.0 = hdf63c60_0- - - - - -libtiff = 4.1.0 = h2733197_0- - - - - -libuv = 1.40.0 = h7b6447c_0- - - - - -lightgbm = 3.1.1 = py37h2531618_0- - - - - -lz4-c = 1.8.1.2 = h14c3975_0- - - - - -尖吻鲭鲨= 1.1.2 = py_0- - - - - -减价= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h14c3975_1- - - - - -matplotlib-base = 3.1.3 = py37hef1b27d_0- - - - - -mkl = 2020.0 = 166- - - - - -mkl-service = tripwire = py37he8ac12f_0- - - - - -mkl_fft = 1.0.15 = py37ha843d7b_0- - - - - -mkl_random = 1.1.0 = py37hd6b4f25_0- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -networkx = 2.4 = py_1- - - - - -忍者= 1.10.2 = py37hff7bd54_0- - - - - -nltk = 3.4.5 = py37_0- - - - - -numpy = 1.18.1 = py37h4f9e942_0- - - - - -numpy-base = 1.18.1 = py37hde5b4d6_1- - - - - -oauthlib = 3.1.0 = py_0- - - - - -olefile = 0.46 = py37_0- - - - - -openssl = 1.1.1k = h27cfd23_02021年5月26日#(更新1.1.1i维护更新)- - - - - -包装= 20.1 = py_0- - - - - -熊猫= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受骗的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = pyhd3eb1b0_3- - - - - -pickleshare = 0.7.5 = pyhd3eb1b0_1003- - - - - -枕头= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情节= 4.14.1 = pyhd3eb1b0_0- - - - - -prompt_toolkit = 3.0.3 = py_0- - - - - -protobuf = 3.11.4 = py37he6710b0_0- - - - - -psutil = 5.6.7 = py37h7b6447c_0- - - - - -psycopg2 = 2.8.6 = py37h3c74f83_12021年5月26日#(更新2.8.4维护更新)- - - - - -ptyprocess = 0.6.0 = pyhd3eb1b0_2- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.8 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.5.2 = py_0- - - - - -pyjwt = 2.0.1 = py37h06a4308_0- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyodbc = 4.0.30 = py37he6710b0_0- - - - - -pyopenssl = 19.1.0 = pyhd3eb1b0_1- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_1- - - - - -python = 3.7.10 = hdb3f193_0#(2021年5月26日,从第3.7.6更新维护更新)- - - - - -python-dateutil = 2.8.1发布= py_0- - - - - -python编辑器的1.0.4 = = py_0- - - - - -pytorch = 1.7.1上= py3.7_cuda10.1.243_cudnn7.6.3_0- - - - - -pytz = 2019.3 = py_0- - - - - -pyzmq = 18.1.1 = py37he6710b0_0- - - - - -readline = 8.1 = h27cfd23_0#(2021年5月26日从7.0更新维护更新)- - - - - -= 2.22.0 = py37_1请求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重试= 1.3.3 = py37_2- - - - - -rsa = 4.0 = py_0- - - - - -s3transfer = 0.3.4 = pyhd3eb1b0_0- - - - - -scikit-learn = 0.22.1 = py37hd81dba3_0- - - - - -scipy = 1.4.1 = py37h0b6359f_0- - - - - -setuptools = 45.2.0 = py37_0- - - - - -simplejson = 3.17.0 = py37h7b6447c_0- - - - - -6 = 1.14.0 = py37h06a4308_0- - - - - -smmap = 3.0.4 = py_0- - - - - -sqlite = 3.35.4 = hdfb4753_02021年5月26日#(更新3.31.1维护更新)- - - - - -sqlparse = 0.4.1 = py_0- - - - - -statsmodels = 0.11.0 = py37h7b6447c_0它- - - - - -汇总= 0.8.3 = py37_0- - - - - -tk = 8.6.10 = hbc83047_02021年5月26日#(更新8.6.8维护更新)- - - - - -torchvision = 0.8.2 = py37_cu101- - - - - -龙卷风= 6.0.3 = py37h7b6447c_3- - - - - -tqdm = 4.42.1 = py_0- - - - - -traitlets = 4.3.3 = py37_0- - - - - -typing_extensions = 3.7.4.3 = py_0- - - - - -unixodbc = 2.3.7 = h14c3975_0- - - - - -urllib3 = 1.25.8 = py37_0- - - - - -wcwidth = 0.1.8 = py_0- - - - - -websocket-client = 0.56.0 = py37_0- - - - - -werkzeug = 1.0.0 = py_0- - - - - -轮= 0.34.2 = py37_0- - - - - -打包= 1.11.2 = py37h7b6447c_0- - - - - -xz = 5.2.5 = h7b6447c_02021年5月26日#(更新5.2.4维护更新)- - - - - -zeromq = 4.3.1 = he6710b0_3- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.3.7 = h0b5b093_0- - - - - -皮普:- - - - - -astunparse = = 1.6.3- - - - - -azure-core = = 1.10.0- - - - - -azure-storage-blob = = 12.7.0- - - - - -databricks-cli = = 0.14.1- - - - - -diskcache = = 5.1.0- - - - - -4.4.1码头工人= =- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.20.3- - - - - -joblibspark = = 0.3.0- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.5.0- - - - - -mleap = = 0.16.1- - - - - -mlflow = = 1.13.1- - - - - -msr = = 0.6.19- - - - - -opt-einsum = = 3.3.0- - - - - -petastorm = = 0.9.7- - - - - -pyarrow = = 1.0.1- - - - - -pyyaml = = 5.4- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tensorboard = = tripwire- - - - - -tensorboard-plugin-wit = = 1.8.0- - - - - -tensorflow = = 2.3.1- - - - - -tensorflow-estimator = = tripwire- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.3.1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

0.8.1-db1-spark3.0

R库

R库的完全相同R库在砖7.6运行时。

Java和Scala库(Scala 2.12集群)

除了Java和Scala库砖7.6运行时,砖运行时7.6毫升包含以下jar:

CPU集群

组ID

工件ID

版本

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.combust.mleap

mleap-databricks-runtime_2.12

0.17.3-4882dc3

ml.dmlc

xgboost4j-spark_2.12

1.2.0

ml.dmlc

xgboost4j_2.12

1.2.0

org.mlflow

mlflow-client

1.13.1

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0

GPU集群

组ID

工件ID

版本

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.combust.mleap

mleap-databricks-runtime_2.12

0.17.3-4882dc3

ml.dmlc

xgboost4j-spark-gpu_2.12

1.2.0

ml.dmlc

xgboost4j-gpu_2.12

1.2.0

org.mlflow

mlflow-client

1.13.1

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0