磚運行時為7.1毫升(不支持)

磚在2020年7月發布了這張照片。

磚7.1運行時機器學習為機器學習和數據提供了一個準備好了環境科學的基礎上磚運行時的7.1(不支持)。磚運行時毫升含有許多流行的機器學習庫,包括TensorFlow PyTorch, XGBoost。它還支持使用Horovod分布深度學習培訓。

更多信息,包括指令創建磚集群運行時毫升、明白了磚運行時機器學習

新功能和重大變化

磚磚的運行時7.1毫升之上7.1運行時。有什麼新信息的磚7.1運行時,包括Apache火花MLlib和SparkR,看到磚運行時的7.1(不支持)發行說明。

重大變化磚Python運行時毫升的環境

本節描述的重大變化磚安裝運行時毫升Python環境相比磚運行時7.0毫升(不支持)。您還應該檢查磚Python運行時環境的重大變化磚運行時的7.1(不支持)。安裝Python包的完整列表和他們的版本,看Python庫

pip和conda魔法命令現在默認啟用(公共預覽版)

在磚運行時毫升6.4及以上,%皮普% conda神奇的命令可以通過集群配製設置。這些命令現在默認啟用。有關更多信息,請參見Notebook-scoped Python庫

Python包升級

  • 枕頭7.0.0 - > 7.1.0

  • - > 1.5.1 pytorch 1.5.0

  • torchvision 0.6.0 - > 0.6.1

  • horovod 0.19.1 - > 0.19.5

  • mlflow 1.8.0 - > 1.9.1

Python包添加

  • spark-tensorflow-distributor: 0.1.0

改變毫升火花包、Java和Scala庫

以下包升級:

  • mlflow-client: 1.9.1

係統環境

磚的係統環境運行時7.1毫升不同於磚運行時的7.1如下:

下麵的章節列表庫包含在磚運行時的7.1毫升,不同於那些包含在磚7.1運行時。

Python庫

磚運行時7.1毫升使用Conda Python包管理,包括許多流行毫升包。以下部分描述了Conda磚運行時環境7.1毫升。

Python對CPU的集群

的名字:databricks-ml渠道:- - - - - -pytorch- - - - - -違約依賴關係:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.9.0 = py37_0- - - - - -= py37_0 1.3.0 asn1crypto =版本- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -補丁= 1.0 = py_2- - - - - -bcrypt = 3.1.7 = py37h7b6447c_1- - - - - -布拉斯特區= 1.0 = mkl- - - - - -信號燈= 1.4 = py37_0- - - - - -boto3 = 1.12.0 = py_0- - - - - -botocore = 1.15.0 = py_0- - - - - -c-ares = 1.15.0 = h7b6447c_1001- - - - - -ca證書= 2020.6.24 = 0- - - - - -cachetools = 4.1.0 = py_1- - - - - -certifi = 2020.6.20 = py37_0- - - - - -cffi = 1.14.0 = py37h2e261b9_0- - - - - -chardet = 3.0.4 = py37_1003- - - - - -單擊= 7.0 = py37_0- - - - - -= py_0 1.3.0 cloudpickle =版本- - - - - -configparser = 3.7.4 = py37_0- - - - - -cpuonly = 1.0 = 0- - - - - -密碼= 2.8 = py37h1ba5d50_0- - - - - -周期計= 0.10.0 = py37_0- - - - - -cython = 0.29.15 = py37he6710b0_0- - - - - -4.4.1裝飾= = py_0- - - - - -蒔蘿= 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- - - - - -未來= 0.18.2 = py37_1- - - - - -恐嚇= 0.3.3 = py_0- - - - - -gitdb =你= py_0- - - - - -gitdb2 = 4.0.2 = py_0- - - - - -gitpython = 3.0.5 = 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 = py37_0- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -絕地= 0.14.1 = py37_0- - - - - -jinja2 = 2.11.1 = py_0- - - - - -jmespath = 0.9.4 = 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 = 1.16.4 = h173b8e3_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hd88cf55_4- - - - - -libgcc-ng = 9.1.0 = hdf63c60_0- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.37 = hbc83047_0- - - - - -libpq = 11.2 = h20c2e04_0- - - - - -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- - - - - -lightgbm = tripwire = py37he6710b0_0- - - - - -lz4-c = 1.8.1.2 = h14c3975_0- - - - - -尖吻鯖鯊= 1.1.2 = py_0- - - - - -減價= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h7b6447c_0- - - - - -matplotlib-base = 3.1.3 = py37hef1b27d_0- - - - - -mkl = 2020.0 = 166- - - - - -mkl-service = tripwire = py37he904b0f_0- - - - - -mkl_fft = 1.0.15 = py37ha843d7b_0- - - - - -mkl_random = 1.1.0 = py37hd6b4f25_0- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -networkx = 2.4 = py_0- - - - - -忍者= 1.9.0 = py37hfd86e86_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 = 1.1.1g = h7b6447c_0- - - - - -包裝= 20.1 = py_0- - - - - -熊貓= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.5.2 = py_0- - - - - -容易受騙的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = py37_0- - - - - -pickleshare = 0.7.5 = py37_0- - - - - -枕頭= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情節= 4.8.1 = py_0- - - - - -prompt_toolkit = 3.0.3 = py_0- - - - - -protobuf = 3.11.4 = py37he6710b0_0- - - - - -psutil = 5.6.7 = py37h7b6447c_0- - - - - -psycopg2 = 2.8.4 = py37h1ba5d50_0- - - - - -ptyprocess = 0.6.0 = py37_0- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.7 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.5.2 = py_0- - - - - -pyjwt = 1.7.1上= py37_0- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyodbc = 4.0.30 = py37he6710b0_0- - - - - -pyopenssl = 19.1.0 = py37_0- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_0- - - - - -python =第3.7.6 = h0371630_2- - - - - -python-dateutil = 2.8.1發布= py_0- - - - - -python編輯器的1.0.4 = = py_0- - - - - -pytorch = 1.5.1 = py3.7_cpu_0- - - - - -pytz = 2019.3 = py_0- - - - - -pyzmq = 18.1.1 = py37he6710b0_0- - - - - -readline = 7.0 = h7b6447c_5- - - - - -= 2.22.0 = py37_1請求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重試= 1.3.3 = py37_2- - - - - -rsa = 4.0 = py_0- - - - - -s3transfer = 0.3.3 = py37_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 = py37_0- - - - - -smmap = 3.0.2 = py_0- - - - - -sqlite = 3.31.1 = h62c20be_1- - - - - -sqlparse = 0.3.0 = py_0- - - - - -statsmodels = 0.11.0 = py37h7b6447c_0它- - - - - -彙總= 0.8.3 = py37_0- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.6.1 = py37_cpu- - - - - -龍卷風= 6.0.3 = py37h7b6447c_3- - - - - -tqdm = 4.42.1 = py_0- - - - - -traitlets = 4.3.3 = py37_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- - - - - -輪= 0.34.2 = py37_0- - - - - -打包= 1.11.2 = py37h7b6447c_0- - - - - -xz = 5.2.4 = h14c3975_4- - - - - -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 = = 1.6.0- - - - - -azure-storage-blob = = 12.3.2- - - - - -databricks-cli = = 0.11.0- - - - - -diskcache = = 4.1.0- - - - - -碼頭工人= = 4.2.2- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.19.5- - - - - -hyperopt = = 0.2.4.db2- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.0.1- - - - - -mleap = = 0.16.0- - - - - -mlflow = = 1.9.1- - - - - -msr = = 0.6.17- - - - - -opt-einsum = = 3.2.1之上- - - - - -petastorm = = 0.9.2- - - - - -pyarrow = = 0.15.1- - - - - -pyyaml = = 5.3.1- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -sparkdl = = 2.1.0-db1- - - - - -2.2.2 tensorboard = =- - - - - -tensorboard-plugin-wit = = 1.7.0- - - - - -tensorflow-cpu = = 2.2.0- - - - - -tensorflow-estimator = = 2.2.0- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.1.1前綴:/磚/ conda / env / databricks-ml

Python在GPU集群

的名字:databricks-ml-gpu渠道:- - - - - -pytorch- - - - - -違約依賴關係:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.9.0 = py37_0- - - - - -= py37_0 1.3.0 asn1crypto =版本- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -補丁= 1.0 = py_2- - - - - -bcrypt = 3.1.7 = py37h7b6447c_1- - - - - -布拉斯特區= 1.0 = mkl- - - - - -信號燈= 1.4 = py37_0- - - - - -boto3 = 1.12.0 = py_0- - - - - -botocore = 1.15.0 = py_0- - - - - -c-ares = 1.15.0 = h7b6447c_1001- - - - - -ca證書= 2020.6.24 = 0- - - - - -cachetools = 4.1.0 = py_1- - - - - -certifi = 2020.6.20 = py37_0- - - - - -cffi = 1.14.0 = py37h2e261b9_0- - - - - -chardet = 3.0.4 = py37_1003- - - - - -單擊= 7.0 = py37_0- - - - - -= py_0 1.3.0 cloudpickle =版本- - - - - -configparser = 3.7.4 = py37_0- - - - - -密碼= 2.8 = py37h1ba5d50_0- - - - - -cudatoolkit = 10.1.243 = h6bb024c_0- - - - - -周期計= 0.10.0 = py37_0- - - - - -cython = 0.29.15 = py37he6710b0_0- - - - - -4.4.1裝飾= = py_0- - - - - -蒔蘿= 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- - - - - -未來= 0.18.2 = py37_1- - - - - -恐嚇= 0.3.3 = py_0- - - - - -gitdb =你= py_0- - - - - -gitdb2 = 4.0.2 = py_0- - - - - -gitpython = 3.0.5 = 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 = py37_0- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -絕地= 0.14.1 = py37_0- - - - - -jinja2 = 2.11.1 = py_0- - - - - -jmespath = 0.9.4 = 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 = 1.16.4 = h173b8e3_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hd88cf55_4- - - - - -libgcc-ng = 9.1.0 = hdf63c60_0- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libpng = 1.6.37 = hbc83047_0- - - - - -libpq = 11.2 = h20c2e04_0- - - - - -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- - - - - -lightgbm = tripwire = py37he6710b0_0- - - - - -lz4-c = 1.8.1.2 = h14c3975_0- - - - - -尖吻鯖鯊= 1.1.2 = py_0- - - - - -減價= 3.1.1 = py37_0- - - - - -markupsafe = 1.1.1 = py37h7b6447c_0- - - - - -matplotlib-base = 3.1.3 = py37hef1b27d_0- - - - - -mkl = 2020.0 = 166- - - - - -mkl-service = tripwire = py37he904b0f_0- - - - - -mkl_fft = 1.0.15 = py37ha843d7b_0- - - - - -mkl_random = 1.1.0 = py37hd6b4f25_0- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -networkx = 2.4 = py_0- - - - - -忍者= 1.9.0 = py37hfd86e86_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 = 1.1.1g = h7b6447c_0- - - - - -包裝= 20.1 = py_0- - - - - -熊貓= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.5.2 = py_0- - - - - -容易受騙的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = py37_0- - - - - -pickleshare = 0.7.5 = py37_0- - - - - -枕頭= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情節= 4.8.1 = py_0- - - - - -prompt_toolkit = 3.0.3 = py_0- - - - - -protobuf = 3.11.4 = py37he6710b0_0- - - - - -psutil = 5.6.7 = py37h7b6447c_0- - - - - -psycopg2 = 2.8.4 = py37h1ba5d50_0- - - - - -ptyprocess = 0.6.0 = py37_0- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.7 = py_0- - - - - -pycparser = 2.19 = py37_0- - - - - -pygments = 2.5.2 = py_0- - - - - -pyjwt = 1.7.1上= py37_0- - - - - -= py37h7b6447c_0 1.3.0 pynacl =版本- - - - - -pyodbc = 4.0.30 = py37he6710b0_0- - - - - -pyopenssl = 19.1.0 = py37_0- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_0- - - - - -python =第3.7.6 = h0371630_2- - - - - -python-dateutil = 2.8.1發布= py_0- - - - - -python編輯器的1.0.4 = = py_0- - - - - -pytorch = 1.5.1 = py3.7_cuda10.1.243_cudnn7.6.3_0- - - - - -pytz = 2019.3 = py_0- - - - - -pyzmq = 18.1.1 = py37he6710b0_0- - - - - -readline = 7.0 = h7b6447c_5- - - - - -= 2.22.0 = py37_1請求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重試= 1.3.3 = py37_2- - - - - -rsa = 4.0 = py_0- - - - - -s3transfer = 0.3.3 = py37_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 = py37_0- - - - - -smmap = 3.0.2 = py_0- - - - - -sqlite = 3.31.1 = h62c20be_1- - - - - -sqlparse = 0.3.0 = py_0- - - - - -statsmodels = 0.11.0 = py37h7b6447c_0它- - - - - -彙總= 0.8.3 = py37_0- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.6.1 = py37_cu101- - - - - -龍卷風= 6.0.3 = py37h7b6447c_3- - - - - -tqdm = 4.42.1 = py_0- - - - - -traitlets = 4.3.3 = py37_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- - - - - -輪= 0.34.2 = py37_0- - - - - -打包= 1.11.2 = py37h7b6447c_0- - - - - -xz = 5.2.4 = h14c3975_4- - - - - -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 = = 1.6.0- - - - - -azure-storage-blob = = 12.3.2- - - - - -databricks-cli = = 0.11.0- - - - - -diskcache = = 4.1.0- - - - - -碼頭工人= = 4.2.2- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.19.5- - - - - -hyperopt = = 0.2.4.db1- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.0.1- - - - - -mleap = = 0.16.0- - - - - -mlflow = = 1.9.1- - - - - -msr = = 0.6.17- - - - - -opt-einsum = = 3.2.1之上- - - - - -petastorm = = 0.9.2- - - - - -pyarrow = = 0.15.1- - - - - -pyyaml = = 5.3.1- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -sparkdl = = 2.1.0-db1- - - - - -2.2.2 tensorboard = =- - - - - -tensorboard-plugin-wit = = 1.7.0- - - - - -tensorflow = = 2.2.0- - - - - -tensorflow-estimator = = 2.2.0- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.1.1前綴:/磚/ conda / env / databricks-ml-gpu

引發包包含Python模塊

火花包

Python模塊

版本

graphframes

graphframes

0.8.0-db2-spark3.0

R庫

R庫的完全相同R庫在磚7.1運行時。

Java和Scala庫(Scala 2.12集群)

除了Java和Scala庫磚7.1運行時,磚運行時7.1毫升包含以下jar:

組ID

工件ID

版本

com.typesafe.akka

akka-actor_2.12

2.5.23

ml.combust.mleap

mleap-databricks-runtime_2.12

0.17.1-4882dc3

ml.dmlc

xgboost4j-spark_2.12

1.0.0

ml.dmlc

xgboost4j_2.12

1.0.0

org.mlflow

mlflow-client

1.9.1

org.scala-lang.modules

scala-java8-compat_2.12

0.8.0

org.tensorflow

spark-tensorflow-connector_2.12

1.15.0