磚運行時為8.4毫升(不支持)
磚在2021年7月發布了這張照片。
磚8.4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8.4(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、明白了介紹磚運行時機器學習。
請注意
這些版本注釋可能包括引用功能不可用這個版本的穀歌雲。
新特性和改進
磚磚的運行時8.4毫升之上8.4運行時。有什麼新信息的磚8.4運行時,包括Apache火花MLlib和SparkR,看到磚運行時的8.4(不支持)發行說明。
FeatureStoreClient v0.3.2
允許特性和功能表名,與SQL關鍵字衝突。
驗證DataFrames提供PySpark DataFrames (
pyspark.sql.dataframe.DataFrame
)。
AutoML v1.1.0
AutoML的更新版本附帶磚運行時8.4毫升的包括一些bug修複和穩定的改進。
AutoML分類現在還背負著試驗LGBMClassifier
AutoML回歸現在還背負著試驗LGBMRegressor
重大變化磚Python運行時毫升的環境
看到磚運行時的8.4(不支持)對磚Python運行時環境的重大變化。安裝Python包的完整列表和他們的版本,看Python庫。
的用法
以下更改棄用和將被刪除在磚運行時9.0:
在HorovodRunner,設置
np = 0
,在那裏np
是並行處理的數量用於Horovod工作。英特爾數學內核庫(英特爾MKL),以及下遊口味的包依賴於它。
的
azure-core
python庫為核心Azure和模塊異常的
azure-storage-blob
python庫客戶機與Azure存儲Blob服務進行交互的
msr
python庫的奧特大搖大擺的一代的
碼頭工人
python庫碼頭工人引擎API的
querystring-parser
python庫解析查詢在python / Django的
intel-openmp
python庫創建多線程的軟件
係統環境
磚的係統環境運行時8.4毫升不同於磚運行時的8.4如下:
DBUtils運行時毫升不包括:磚庫工具(dbutils.library)。使用
%皮普
和% conda
而不是命令。看到Notebook-scoped Python庫。GPU集群,磚包括以下運行時毫升NVIDIA GPU的庫:
CUDA 11.0
cuDNN 8.0.4.30
NCCL 2.7.8
TensorRT 7.1.3
庫
下麵的章節列表庫包含在磚運行時的8.4毫升,不同於那些包含在磚8.4運行時。
Python庫
磚運行時8.4毫升使用Conda Python包管理,包括許多流行毫升包。
除了包中指定Conda環境在下麵幾節中,磚運行時8.4毫升的還包括以下方案:
hyperopt 0.2.5.db2
sparkdl 2.1.0.db4
feature_store 0.3.2
automl 1.1.0
Python庫對CPU集群
的名字:databricks-ml渠道:- - - - - -pytorch- - - - - -違約依賴關係:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.11.0 = pyhd3eb1b0_1它- - - - - -aiohttp = 3.7.4 = py38h27cfd23_1- - - - - -asn1crypto = 1.4.0 = py_0- - - - - -阿斯特= 0.8.1 = py38h06a4308_0- - - - - -async-timeout = 3.0.1 = py38h06a4308_0- - - - - -attrs = 20.3.0 = pyhd3eb1b0_0- - - - - -backcall = 0.2.0 = pyhd3eb1b0_0- - - - - -bcrypt = 3.2.0 = py38h7b6447c_0- - - - - -布拉斯特區= 1.0 = mkl- - - - - -信號燈= 1.4 = py38h06a4308_0- - - - - -boto3 = 1.16.7 = pyhd3eb1b0_0- - - - - -botocore = 1.19.7 = pyhd3eb1b0_0- - - - - -brotlipy = 0.7.0 = py38h27cfd23_1003- - - - - -bzip2 = 1.0.8 = h7b6447c_0- - - - - -ca證書= 2021.5.25 = h06a4308_1- - - - - -cachetools = 4.2.2 = pyhd3eb1b0_0- - - - - -certifi = 2021.5.30 = py38h06a4308_0- - - - - -cffi = 1.14.3 = py38h261ae71_2- - - - - -chardet = 3.0.4 = py38h06a4308_1003- - - - - -單擊= 7.1.2 = pyhd3eb1b0_0- - - - - -cloudpickle = 1.6.0 = py_0- - - - - -configparser = 5.0.1 = py_0- - - - - -cpuonly = 1.0 = 0- - - - - -密碼= 3.1.1 = py38h1ba5d50_0- - - - - -周期計= 0.10.0 = py38_0- - - - - -cython = 0.29.21 = py38h2531618_0- - - - - -decorator = 10/24/11 = pyhd3eb1b0_0- - - - - -蒔蘿= 0.3.2 = py_0- - - - - -docutils = 0.15.2 = py38h06a4308_1- - - - - -entrypoints = 0.3 = py38_0- - - - - -ffmpeg = 4.2.2 = h20bf706_0- - - - - -瓶= 1.1.2 = pyhd3eb1b0_0- - - - - -freetype的= 2.10.4 = h5ab3b9f_0- - - - - -fsspec = 0.8.3 = py_0- - - - - -未來= 0.18.2 = py38_1- - - - - -恐嚇= 0.4.0 = py_0- - - - - -gitdb = 4.0.7 = pyhd3eb1b0_0- - - - - -gitpython = 3.1.12 = pyhd3eb1b0_1- - - - - -6.1.2 gmp = = h6c8ec71_1- - - - - -gnutls = 3.6.15 = he1e5248_0- - - - - -google-auth = 1.22.1 = py_0- - - - - -google-auth-oauthlib = 0.4.2 = pyhd3eb1b0_2- - - - - -google-pasta = 0.2.0 = py_0- - - - - -gunicorn = 20.0.4 = py38h06a4308_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -icu = 58.2 = he6710b0_3- - - - - -idna = 2.10 = pyhd3eb1b0_0- - - - - -importlib-metadata = 2.0.0 = py_1- - - - - -intel-openmp = 2019.4 = 243- - - - - -ipykernel = 5.3.4 = py38h5ca1d4c_0- - - - - -ipython = 7.19.0 = py38hb070fc8_1- - - - - -ipython_genutils = 0.2.0 = pyhd3eb1b0_1- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = pyhd3eb1b0_0- - - - - -絕地= 0.17.2 = py38h06a4308_1- - - - - -jinja2 = 2.11.2 = pyhd3eb1b0_0- - - - - -jmespath = 0.10.0 = py_0- - - - - -joblib = 0.17.0 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -jupyter_client = 6.1.7 = py_0- - - - - -jupyter_core = 4.6.3 = py38_0- - - - - -= py38h2531618_0 1.3.0 kiwisolver =版本- - - - - -krb5 = 1.17.1 = h173b8e3_0- - - - - -蹩腳的= 3.100 = h7b6447c_0- - - - - -lcms2 = 2.11 = h396b838_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20191231 = h14c3975_1- - - - - -libffi = 3.3 = he6710b0_2- - - - - -libgcc-ng = 9.1.0 = hdf63c60_0- - - - - -libgfortran-ng = 7.3.0 = hdf63c60_0- - - - - -libidn2 = 2.3.1 = h27cfd23_0- - - - - -libopus = 1.3.1 = h7b6447c_0- - - - - -libpng = 1.6.37 = hbc83047_0- - - - - -libpq = 12.2 = h20c2e04_0- - - - - -libprotobuf = 3.13.0.1 = hd408876_0- - - - - -libsodium = 1.0.18 = h7b6447c_0- - - - - -libstdcxx-ng = 9.1.0 = hdf63c60_0- - - - - -libtasn1 = 4.16.0 = h27cfd23_0- - - - - -libtiff = 4.1.0 = h2733197_1- - - - - -libunistring 0.9.10 = = h27cfd23_0- - - - - -libuv = 1.40.0 = h7b6447c_0- - - - - -libvpx = 1.7.0 = h439df22_0- - - - - -lightgbm = 3.1.1 = py38h2531618_0- - - - - -lz4-c = 1.9.2 = heb0550a_3- - - - - -尖吻鯖鯊= 1.1.3 = py_0- - - - - -減價= 3.3.3 = py38h06a4308_0- - - - - -markupsafe = 1.1.1 = py38h7b6447c_0- - - - - -matplotlib-base = 3.2.2 = py38hef1b27d_0- - - - - -mkl = 2019.4 = 243- - - - - -mkl-service = tripwire = py38he904b0f_0- - - - - -mkl_fft = 1.2.0 = py38h23d657b_0- - - - - -mkl_random = 1.1.0 = py38h962f231_0- - - - - -more-itertools = 8.6.0 = pyhd3eb1b0_0- - - - - -multidict = 5.1.0 = py38h27cfd23_2- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -蕁麻= 3.7.3 = hbbd107a_1- - - - - -networkx = 2.5.1 = pyhd3eb1b0_0- - - - - -忍者= 1.10.2 = hff7bd54_1- - - - - -nltk = 3.5 = py_0- - - - - -numpy = 1.19.2 = py38h54aff64_0- - - - - -numpy-base = 1.19.2 = py38hfa32c7d_0- - - - - -oauthlib = 3.1.0 = py_0- - - - - -olefile = 0.46 = py_0- - - - - -openh264 = 2.1.0 = hd408876_0- - - - - -openssl = 1.1.1k = h27cfd23_0- - - - - -包裝= 20.4 = py_0- - - - - -熊貓= 1.1.5 = py38ha9443f7_0- - - - - -paramiko = 2.7.2 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受騙的人= 0.5.1 = py38_0- - - - - -pexpect = 4.8.0 = pyhd3eb1b0_3- - - - - -pickleshare = 0.7.5 = pyhd3eb1b0_1003- - - - - -枕頭= 8.0.1 = py38he98fc37_0- - - - - -皮普= 20.2.4 = py38h06a4308_0- - - - - -情節= 4.14.3 = pyhd3eb1b0_0- - - - - -prompt-toolkit = 3.0.8 = py_0- - - - - -prompt_toolkit = 3.0.8 = 0- - - - - -protobuf = 3.13.0.1 = py38he6710b0_1- - - - - -psutil = 5.7.2 = py38h7b6447c_0- - - - - -psycopg2 = 2.8.5 = py38h3c74f83_1- - - - - -ptyprocess = 0.6.0 = pyhd3eb1b0_2- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.8 = py_0- - - - - -pycparser = 2.20 = py_2- - - - - -pygments = 2.7.2 = pyhd3eb1b0_0- - - - - -pyjwt = 1.7.1上= py38_0- - - - - -pynacl = 1.4.0 = py38h7b6447c_1- - - - - -pyodbc = 4.0.30 = py38he6710b0_0- - - - - -pyopenssl = 19.1.0 = pyhd3eb1b0_1- - - - - -pyparsing = 2.4.7 = pyhd3eb1b0_0- - - - - -pysocks = 1.7.1上= py38h06a4308_0- - - - - -python = 3.8.8 = hdb3f193_4- - - - - -python-dateutil = 2.8.1發布= pyhd3eb1b0_0- - - - - -python編輯器的1.0.4 = = py_0- - - - - -pytorch = 1.9.0 = py3.8_cpu_0- - - - - -pytz = 2020.5 = pyhd3eb1b0_0- - - - - -pyzmq = 19.0.2 = py38he6710b0_1- - - - - -readline = 8.0 = h7b6447c_0- - - - - -regex = 2020.10.15 = py38h7b6447c_0- - - - - -= 2.24.0 = py_0請求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重試= 1.3.3 = py_2- - - - - -rsa = 4.7.2 = pyhd3eb1b0_1- - - - - -s3transfer = 0.3.6 = pyhd3eb1b0_0- - - - - -scikit-learn = 0.23.2 = py38h0573a6f_0- - - - - -scipy = 1.5.2 = py38h0b6359f_0- - - - - -setuptools = 50.3.1 = py38h06a4308_1- - - - - -simplejson = 3.17.2 = py38h27cfd23_2- - - - - -6 = 1.15.0 = py38h06a4308_0- - - - - -smmap = 3.0.5 = pyhd3eb1b0_0- - - - - -sqlite = 3.33.0 = h62c20be_0- - - - - -sqlparse = 0.4.1 = py_0- - - - - -statsmodels = 0.12.0 = py38h7b6447c_0- - - - - -彙總= 0.8.7 = py38h06a4308_0- - - - - -threadpoolctl = 2.1.0 = pyh5ca1d4c_0- - - - - -tk = 8.6.10 = hbc83047_0- - - - - -torchvision = 0.10.0 = py38_cpu- - - - - -龍卷風= 6.0.4 = py38h7b6447c_1- - - - - -tqdm = 4.50.2 = py_0- - - - - -traitlets = 5.0.5 = pyhd3eb1b0_0- - - - - -typing-extensions = 3.7.4.3 = hd3eb1b0_0- - - - - -typing_extensions = 3.7.4.3 = pyh06a4308_0- - - - - -unixodbc = 2.3.9 = h7b6447c_0- - - - - -urllib3 = 1.25.11 = py_0- - - - - -wcwidth = 0.2.5 = py_0- - - - - -websocket-client = 0.57.0 = py38_2- - - - - -werkzeug = 1.0.1 = pyhd3eb1b0_0- - - - - -輪= 0.35.1 = pyhd3eb1b0_0- - - - - -打包= 1.12.1 = py38h7b6447c_1- - - - - -157.20191217 = h7b6447c_0 x264 = 1 !- - - - - -xz = 5.2.5 = h7b6447c_0- - - - - -yarl = 1.6.3 = py38h27cfd23_0- - - - - -zeromq = 4.3.3 = he6710b0_3- - - - - -氧化鋅碘仿糊= 3.4.0 = pyhd3eb1b0_0- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.4.5 = h9ceee32_0- - - - - -皮普:- - - - - -argon2-cffi = = 20.1.0- - - - - -astunparse = = 1.6.3- - - - - -async-generator = = 1.10- - - - - -azure-core = = 1.11.0- - - - - -azure-storage-blob = = 12.7.1- - - - - -漂白劑= = 3.3.0- - - - - -瓶頸= = 1.3.2- - - - - -2.3.2 convertdate = =- - - - - -databricks-cli = = 0.14.3- - - - - -defusedxml = =是0.7.1- - - - - -diskcache = = 5.2.1- - - - - -碼頭工人= = 4.4.4- - - - - -facets-overview = = 1.0.0- - - - - -flatbuffers = = 1.12- - - - - -grpcio = = 1.34.1- - - - - -h5py = = 3.1.0- - - - - -hijri-converter = = 2.1.3- - - - - -假期= = 0.10.5.2- - - - - -horovod = = 0.22.1- - - - - -htmlmin = = 0.1.12- - - - - -imagehash = = 4.2.0- - - - - -ipywidgets = = 7.6.3- - - - - -joblibspark = = 0.3.0- - - - - -jsonschema = = 3.2.0- - - - - -jupyterlab-pygments = = 0.1.2- - - - - -jupyterlab-widgets = = 1.0.0- - - - - -keras-nightly = = 2.5.0.dev2021032900- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.8.1- - - - - -korean-lunar-calendar = = 0.2.1- - - - - -llvmlite = = 0.36.0- - - - - -missingno = = 0.4.2- - - - - -使走調= = 0.8.4- - - - - -mleap = = 0.17.0- - - - - -mlflow-skinny = = 1.18.0- - - - - -msr = = 0.6.21- - - - - -多重方法= = 1.4- - - - - -nbclient = = 0.5.3- - - - - -nbconvert = = 6.1.0- - - - - -nbformat = = 5.1.3- - - - - -nest-asyncio = = 1.5.1- - - - - -筆記本電腦= = 6.4.0- - - - - -numba = = 0.53.1- - - - - -opt-einsum = = 3.3.0- - - - - -pandas-profiling = = 3.0.0- - - - - -pandocfilters = = 3- - - - - -petastorm = = 0.11.1- - - - - -phik = = 0.11.2- - - - - -prometheus-client = = 0.11.0- - - - - -pyarrow = = 1.0.1- - - - - -pydantic = = 1.8.2- - - - - -pymeeus = = 0.5.11- - - - - -pyrsistent = = 0.18.0- - - - - -pywavelets = = 1.1.1- - - - - -pyyaml = = 5.4.1之前- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -send2trash = = 1.7.1上- - - - - -世鵬科技電子= = 0.39.0- - - - - -切片機= = 0.0.7- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tangled-up-in-unicode = = 0.1.0- - - - - -tensorboard = = 2.5.0- - - - - -tensorboard-data-server = = 0.6.1- - - - - -tensorboard-plugin-wit = = 1.8.0- - - - - -tensorflow-cpu = = 2.5.0- - - - - -tensorflow-estimator = = 2.5.0- - - - - -termcolor = = 1.1.0- - - - - -terminado = = 0.10.1- - - - - -testpath = = 0.5.0- - - - - -= =是0.7.1願景- - - - - -webencodings = = 0.5.1- - - - - -widgetsnbextension = = 3.5.1- - - - - -xgboost = = 1.4.2前綴:/磚/ conda / env / databricks-ml
Python庫在GPU集群
的名字:databricks-ml-gpu渠道:- - - - - -違約依賴關係:- - - - - -_libgcc_mutex = 0.1 =主要- - - - - -absl-py = 0.11.0 = pyhd3eb1b0_1它- - - - - -aiohttp = 3.7.4 = py38h27cfd23_1- - - - - -asn1crypto = 1.4.0 = py_0- - - - - -阿斯特= 0.8.1 = py38h06a4308_0- - - - - -async-timeout = 3.0.1 = py38h06a4308_0- - - - - -attrs = 20.3.0 = pyhd3eb1b0_0- - - - - -backcall = 0.2.0 = pyhd3eb1b0_0- - - - - -bcrypt = 3.2.0 = py38h7b6447c_0- - - - - -布拉斯特區= 1.0 = mkl- - - - - -信號燈= 1.4 = py38h06a4308_0- - - - - -boto3 = 1.16.7 = pyhd3eb1b0_0- - - - - -botocore = 1.19.7 = pyhd3eb1b0_0- - - - - -brotlipy = 0.7.0 = py38h27cfd23_1003- - - - - -ca證書= 2021.5.25 = h06a4308_1- - - - - -cachetools = 4.2.2 = pyhd3eb1b0_0- - - - - -certifi = 2021.5.30 = py38h06a4308_0- - - - - -cffi = 1.14.3 = py38h261ae71_2- - - - - -chardet = 3.0.4 = py38h06a4308_1003- - - - - -單擊= 7.1.2 = pyhd3eb1b0_0- - - - - -cloudpickle = 1.6.0 = py_0- - - - - -configparser = 5.0.1 = py_0- - - - - -密碼= 3.1.1 = py38h1ba5d50_0- - - - - -周期計= 0.10.0 = py38_0- - - - - -cython = 0.29.21 = py38h2531618_0- - - - - -decorator = 10/24/11 = pyhd3eb1b0_0- - - - - -蒔蘿= 0.3.2 = py_0- - - - - -docutils = 0.15.2 = py38h06a4308_1- - - - - -entrypoints = 0.3 = py38_0- - - - - -瓶= 1.1.2 = pyhd3eb1b0_0- - - - - -freetype的= 2.10.4 = h5ab3b9f_0- - - - - -fsspec = 0.8.3 = py_0- - - - - -未來= 0.18.2 = py38_1- - - - - -恐嚇= 0.4.0 = py_0- - - - - -gitdb = 4.0.7 = pyhd3eb1b0_0- - - - - -gitpython = 3.1.12 = pyhd3eb1b0_1- - - - - -google-auth = 1.22.1 = py_0- - - - - -google-auth-oauthlib = 0.4.2 = pyhd3eb1b0_2- - - - - -google-pasta = 0.2.0 = py_0- - - - - -gunicorn = 20.0.4 = py38h06a4308_0- - - - - -hdf5 = 1.10.4 = hb1b8bf9_0- - - - - -icu = 58.2 = he6710b0_3- - - - - -idna = 2.10 = pyhd3eb1b0_0- - - - - -importlib-metadata = 2.0.0 = py_1- - - - - -intel-openmp = 2019.4 = 243- - - - - -ipykernel = 5.3.4 = py38h5ca1d4c_0- - - - - -ipython = 7.19.0 = py38hb070fc8_1- - - - - -ipython_genutils = 0.2.0 = pyhd3eb1b0_1- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = pyhd3eb1b0_0- - - - - -絕地= 0.17.2 = py38h06a4308_1- - - - - -jinja2 = 2.11.2 = pyhd3eb1b0_0- - - - - -jmespath = 0.10.0 = py_0- - - - - -joblib = 0.17.0 = py_0- - - - - -jpeg = 9 b = h024ee3a_2- - - - - -jupyter_client = 6.1.7 = py_0- - - - - -jupyter_core = 4.6.3 = py38_0- - - - - -= py38h2531618_0 1.3.0 kiwisolver =版本- - - - - -krb5 = 1.17.1 = h173b8e3_0- - - - - -lcms2 = 2.11 = h396b838_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20191231 = h14c3975_1- - - - - -libffi = 3.3 = he6710b0_2- - - - - -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- - - - - -libprotobuf = 3.13.0.1 = hd408876_0- - - - - -libsodium = 1.0.18 = h7b6447c_0- - - - - -libstdcxx-ng = 9.1.0 = hdf63c60_0- - - - - -libtiff = 4.1.0 = h2733197_1- - - - - -lightgbm = 3.1.1 = py38h2531618_0- - - - - -lz4-c = 1.9.2 = heb0550a_3- - - - - -尖吻鯖鯊= 1.1.3 = py_0- - - - - -減價= 3.3.3 = py38h06a4308_0- - - - - -markupsafe = 1.1.1 = py38h7b6447c_0- - - - - -matplotlib-base = 3.2.2 = py38hef1b27d_0- - - - - -mkl = 2019.4 = 243- - - - - -mkl-service = tripwire = py38he904b0f_0- - - - - -mkl_fft = 1.2.0 = py38h23d657b_0- - - - - -mkl_random = 1.1.0 = py38h962f231_0- - - - - -more-itertools = 8.6.0 = pyhd3eb1b0_0- - - - - -multidict = 5.1.0 = py38h27cfd23_2- - - - - -ncurses = 6.2 = he6710b0_1- - - - - -networkx = 2.5.1 = pyhd3eb1b0_0- - - - - -nltk = 3.5 = py_0- - - - - -numpy = 1.19.2 = py38h54aff64_0- - - - - -numpy-base = 1.19.2 = py38hfa32c7d_0- - - - - -oauthlib = 3.1.0 = py_0- - - - - -olefile = 0.46 = py_0- - - - - -openssl = 1.1.1k = h27cfd23_0- - - - - -包裝= 20.4 = py_0- - - - - -熊貓= 1.1.5 = py38ha9443f7_0- - - - - -paramiko = 2.7.2 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受騙的人= 0.5.1 = py38_0- - - - - -pexpect = 4.8.0 = pyhd3eb1b0_3- - - - - -pickleshare = 0.7.5 = pyhd3eb1b0_1003- - - - - -枕頭= 8.0.1 = py38he98fc37_0- - - - - -皮普= 20.2.4 = py38h06a4308_0- - - - - -情節= 4.14.3 = pyhd3eb1b0_0- - - - - -prompt-toolkit = 3.0.8 = py_0- - - - - -prompt_toolkit = 3.0.8 = 0- - - - - -protobuf = 3.13.0.1 = py38he6710b0_1- - - - - -psutil = 5.7.2 = py38h7b6447c_0- - - - - -psycopg2 = 2.8.5 = py38h3c74f83_1- - - - - -ptyprocess = 0.6.0 = pyhd3eb1b0_2- - - - - -pyasn1 = 0.4.8 = py_0- - - - - -pyasn1-modules = 0.2.8 = py_0- - - - - -pycparser = 2.20 = py_2- - - - - -pygments = 2.7.2 = pyhd3eb1b0_0- - - - - -pyjwt = 1.7.1上= py38_0- - - - - -pynacl = 1.4.0 = py38h7b6447c_1- - - - - -pyodbc = 4.0.30 = py38he6710b0_0- - - - - -pyopenssl = 19.1.0 = pyhd3eb1b0_1- - - - - -pyparsing = 2.4.7 = pyhd3eb1b0_0- - - - - -pysocks = 1.7.1上= py38h06a4308_0- - - - - -python = 3.8.8 = hdb3f193_4- - - - - -python-dateutil = 2.8.1發布= pyhd3eb1b0_0- - - - - -python編輯器的1.0.4 = = py_0- - - - - -pytz = 2020.5 = pyhd3eb1b0_0- - - - - -pyzmq = 19.0.2 = py38he6710b0_1- - - - - -readline = 8.0 = h7b6447c_0- - - - - -regex = 2020.10.15 = py38h7b6447c_0- - - - - -= 2.24.0 = py_0請求- - - - - -= py_0 1.3.0 requests-oauthlib =版本- - - - - -重試= 1.3.3 = py_2- - - - - -rsa = 4.7.2 = pyhd3eb1b0_1- - - - - -s3transfer = 0.3.6 = pyhd3eb1b0_0- - - - - -scikit-learn = 0.23.2 = py38h0573a6f_0- - - - - -scipy = 1.5.2 = py38h0b6359f_0- - - - - -setuptools = 50.3.1 = py38h06a4308_1- - - - - -simplejson = 3.17.2 = py38h27cfd23_2- - - - - -6 = 1.15.0 = py38h06a4308_0- - - - - -smmap = 3.0.5 = pyhd3eb1b0_0- - - - - -sqlite = 3.33.0 = h62c20be_0- - - - - -sqlparse = 0.4.1 = py_0- - - - - -statsmodels = 0.12.0 = py38h7b6447c_0- - - - - -彙總= 0.8.7 = py38h06a4308_0- - - - - -threadpoolctl = 2.1.0 = pyh5ca1d4c_0- - - - - -tk = 8.6.10 = hbc83047_0- - - - - -龍卷風= 6.0.4 = py38h7b6447c_1- - - - - -tqdm = 4.50.2 = py_0- - - - - -traitlets = 5.0.5 = pyhd3eb1b0_0- - - - - -typing-extensions = 3.7.4.3 = hd3eb1b0_0- - - - - -typing_extensions = 3.7.4.3 = pyh06a4308_0- - - - - -unixodbc = 2.3.9 = h7b6447c_0- - - - - -urllib3 = 1.25.11 = py_0- - - - - -wcwidth = 0.2.5 = py_0- - - - - -websocket-client = 0.57.0 = py38_2- - - - - -werkzeug = 1.0.1 = pyhd3eb1b0_0- - - - - -輪= 0.35.1 = pyhd3eb1b0_0- - - - - -打包= 1.12.1 = py38h7b6447c_1- - - - - -xz = 5.2.5 = h7b6447c_0- - - - - -yarl = 1.6.3 = py38h27cfd23_0- - - - - -zeromq = 4.3.3 = he6710b0_3- - - - - -氧化鋅碘仿糊= 3.4.0 = pyhd3eb1b0_0- - - - - -zlib = 1.2.11 = h7b6447c_3- - - - - -zstd = 1.4.5 = h9ceee32_0- - - - - -皮普:- - - - - -argon2-cffi = = 20.1.0- - - - - -astunparse = = 1.6.3- - - - - -async-generator = = 1.10- - - - - -azure-core = = 1.11.0- - - - - -azure-storage-blob = = 12.7.1- - - - - -漂白劑= = 3.3.0- - - - - -瓶頸= = 1.3.2- - - - - -2.3.2 convertdate = =- - - - - -databricks-cli = = 0.14.3- - - - - -defusedxml = =是0.7.1- - - - - -diskcache = = 5.2.1- - - - - -碼頭工人= = 4.4.4- - - - - -facets-overview = = 1.0.0- - - - - -flatbuffers = = 1.12- - - - - -grpcio = = 1.34.1- - - - - -h5py = = 3.1.0- - - - - -hijri-converter = = 2.1.3- - - - - -假期= = 0.10.5.2- - - - - -horovod = = 0.22.1- - - - - -htmlmin = = 0.1.12- - - - - -imagehash = = 4.2.0- - - - - -ipywidgets = = 7.6.3- - - - - -joblibspark = = 0.3.0- - - - - -jsonschema = = 3.2.0- - - - - -jupyterlab-pygments = = 0.1.2- - - - - -jupyterlab-widgets = = 1.0.0- - - - - -keras-nightly = = 2.5.0.dev2021032900- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉= = 1.8.1- - - - - -korean-lunar-calendar = = 0.2.1- - - - - -llvmlite = = 0.36.0- - - - - -missingno = = 0.4.2- - - - - -使走調= = 0.8.4- - - - - -mleap = = 0.17.0- - - - - -mlflow-skinny = = 1.18.0- - - - - -msr = = 0.6.21- - - - - -多重方法= = 1.4- - - - - -nbclient = = 0.5.3- - - - - -nbconvert = = 6.1.0- - - - - -nbformat = = 5.1.3- - - - - -nest-asyncio = = 1.5.1- - - - - -筆記本電腦= = 6.4.0- - - - - -numba = = 0.53.1- - - - - -opt-einsum = = 3.3.0- - - - - -pandas-profiling = = 3.0.0- - - - - -pandocfilters = = 3- - - - - -petastorm = = 0.11.1- - - - - -phik = = 0.11.2- - - - - -pyarrow = = 1.0.1- - - - - -pydantic = = 1.8.2- - - - - -pymeeus = = 0.5.11- - - - - -pyrsistent = = 0.17.3- - - - - -pywavelets = = 1.1.1- - - - - -pyyaml = = 5.4.1之前- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -send2trash = = 1.7.1上- - - - - -世鵬科技電子= = 0.39.0- - - - - -切片機= = 0.0.7- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tangled-up-in-unicode = = 0.1.0- - - - - -tensorboard = = 2.5.0- - - - - -tensorboard-data-server = = 0.6.1- - - - - -tensorboard-plugin-wit = = 1.8.0- - - - - -tensorflow = = 2.5.0- - - - - -tensorflow-estimator = = 2.5.0- - - - - -termcolor = = 1.1.0- - - - - -terminado = = 0.10.1- - - - - -testpath = = 0.5.0- - - - - -火炬= = 1.9.0- - - - - -torchvision = = 0.10.0- - - - - -= =是0.7.1願景- - - - - -webencodings = = 0.5.1- - - - - -widgetsnbextension = = 3.5.1- - - - - -xgboost = = 1.4.2前綴:/磚/ conda / env / databricks-ml-gpu
Java和Scala庫(Scala 2.12集群)
除了Java和Scala庫磚8.4運行時,磚運行時8.4毫升包含以下jar:
CPU集群
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 |
0.17.3-4882dc3 |
ml.dmlc |
xgboost4j-spark_2.12 |
1.4.1 |
ml.dmlc |
xgboost4j_2.12 |
1.4.1 |
org.mlflow |
mlflow-client |
1.18.0 |
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
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 |
0.17.3-4882dc3 |
ml.dmlc |
xgboost4j-spark-gpu_2.12 |
1.4.1 |
ml.dmlc |
xgboost4j-gpu_2.12 |
1.4.1 |
org.mlflow |
mlflow-client |
1.18.0 |
org.scala-lang.modules |
scala-java8-compat_2.12 |
0.8.0 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |