磚運行時為7.4毫升(不支持)
磚在2020年11月發布了這張照片。
磚7.4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7.4(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。
新功能和重大變化
磚磚的運行時7.4毫升之上7.4運行時。有什麼新信息的磚7.4運行時,包括Apache火花MLlib和SparkR,看到磚運行時的7.4(不支持)發行說明。
重大變化磚運行時毫升Scala的環境
XGBoost 1.2.0升級。這個版本允許XGBoost使用gpu火花集群提高訓練速度。有幾個其他的變化,包括一些突發的變化。有關更多信息,審查XGBoost 1.2.0發布說明。
具體來說,對CPU的集群,xgboost4j_2.12和xgboost4j-spark_2.12是1.2.0從1.0.0升級。在GPU集群,這些包被,1.2.0版本xgboost4j-gpu_2.12和xgboost4j-spark-gpu_2.12安裝。
GraphFrames 0.8.1-db1-spark3.0從0.8.0-db2-spark3.0升級。
重大變化磚Python運行時毫升的環境
看到磚運行時的7.4(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。
改進
酸洗問題引起PyTorch失敗被固定在磚7.4運行時。詳情,請參閱磚7.4運行時發布說明。
Horovod 0.20.3支持使用
horovod.spark包磚。看到horovod.spark:distributed deep learning with Horovod。
係統環境
磚的係統環境運行時7.4毫升不同於磚運行時的7.4如下:
開放的MPI是你從4.0.4升級
DBUtils運行時毫升不包含:磚庫工具(dbutils.library)。您可以使用
%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 10.1更新2
cuDNN 7.6.5
NCCL 2.7.3
TensorRT 6.0.1中
庫
下麵的章節列表庫包含在磚運行時的7.4毫升,不同於那些包含在磚7.4運行時。
Python庫
磚運行時7.4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7.4毫升也安裝以下軟件包:
hyperopt 0.2.4.db2
sparkdl 2.1.0-db2
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 = 0.9.0 = py37_0- - - - - -= py37_1 1.3.0 asn1crypto =版本- - - - - -阿斯特= 0.8.0 = py37_0- - - - - -backcall = 0.1.0 = py37_0- - - - - -補丁= 1.0 = py_2- - - - - -bcrypt = 3.2.0 = py37h7b6447c_0- - - - - -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 = 1.16.1 = h7b6447c_0- - - - - -ca證書= 2020.7.22 = 0- - - - - -cachetools =以下4.4.1 = py_0- - - - - -certifi = 2020.6.20 = py37_0- - - - - -cffi = 1.14.0 = py37h2e261b9_0- - - - - -chardet = 3.0.4 = py37_1003- - - - - -單擊= 7.0 = py37_0- - - - - -cloudpickle = 1.4.1 = py_0- - - - - -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- - - - - -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 = py37_0- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -絕地= 0.17.2 = py37_0- - - - - -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 = 1.16.4 = h173b8e3_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hf484d3e_1007- - - - - -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 = py37h14c3975_1- - - - - -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_1- - - - - -忍者= 1.10.1 = 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 = 1.1.1h = h7b6447c_0- - - - - -包裝= 20.1 = py_0- - - - - -熊貓= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受騙的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = py37_1- - - - - -pickleshare = 0.7.5 = py37_1001- - - - - -枕頭= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情節= 4.10.0 = 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 = 0.2.8 = 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 = py_1- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_1- - - - - -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 = 1.6.0 = 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_1- - - - - -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 = 3.0.4 = 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- - - - - -韌性= 6.2.0 = py37_0- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.7.0 = 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 = = 1.8.2- - - - - -azure-storage-blob = = 12.5.0- - - - - -databricks-cli = = 0.13.0- - - - - -diskcache = = 5.0.3- - - - - -碼頭工人= = 4.3.1- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.20.3- - - - - -joblibspark = = 0.2.0- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉1.3.0 = =版本- - - - - -mleap = = 0.16.1- - - - - -mlflow = = 1.11.0- - - - - -msr = = 0.6.19- - - - - -opt-einsum = = 3.3.0- - - - - -petastorm = = 0.9.6- - - - - -pyarrow = = 1.0.1- - - - - -pyyaml = = 5.3.1- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tensorboard = = tripwire- - - - - -tensorboard-plugin-wit = = 1.7.0- - - - - -tensorflow-cpu = = 2.3.1- - - - - -tensorflow-estimator = = tripwire- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.2.0前綴:/磚/ conda / env / databricks-ml
Python庫在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_1 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 = 3.2.0 = py37h7b6447c_0- - - - - -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 = 1.16.1 = h7b6447c_0- - - - - -ca證書= 2020.7.22 = 0- - - - - -cachetools =以下4.4.1 = py_0- - - - - -certifi = 2020.6.20 = py37_0- - - - - -cffi = 1.14.0 = py37h2e261b9_0- - - - - -chardet = 3.0.4 = py37_1003- - - - - -單擊= 7.0 = py37_0- - - - - -cloudpickle = 1.4.1 = py_0- - - - - -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- - - - - -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 = py37_0- - - - - -isodate = 0.6.0 = py_1- - - - - -itsdangerous = 1.1.0 = py37_0- - - - - -絕地= 0.17.2 = py37_0- - - - - -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 = 1.16.4 = h173b8e3_0- - - - - -ld_impl_linux - 64 = 2.33.1 = h53a641e_7- - - - - -libedit = 3.1.20181209 = hc058e9b_0- - - - - -libffi = 3.2.1 = hf484d3e_1007- - - - - -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 = py37h14c3975_1- - - - - -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_1- - - - - -忍者= 1.10.1 = 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 = 1.1.1h = h7b6447c_0- - - - - -包裝= 20.1 = py_0- - - - - -熊貓= 1.0.1 = py37h0573a6f_0- - - - - -paramiko = 2.7.1 = py_0- - - - - -parso = 0.7.0 = py_0- - - - - -容易受騙的人= 0.5.1 = py37_0- - - - - -pexpect = 4.8.0 = py37_1- - - - - -pickleshare = 0.7.5 = py37_1001- - - - - -枕頭= 7.0.0 = py37hb39fc2d_0- - - - - -皮普= 20.0.2 = py37_3- - - - - -情節= 4.10.0 = 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 = 0.2.8 = 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 = py_1- - - - - -pyparsing = 2.4.6 = py_0- - - - - -pysocks = 1.7.1上= py37_1- - - - - -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 = 1.6.0 = 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_1- - - - - -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 = 3.0.4 = 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- - - - - -韌性= 6.2.0 = py37_0- - - - - -tk = 8.6.8 = hbc83047_0- - - - - -torchvision = 0.7.0 = 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 = = 1.8.2- - - - - -azure-storage-blob = = 12.5.0- - - - - -databricks-cli = = 0.13.0- - - - - -diskcache = = 5.0.3- - - - - -碼頭工人= = 4.3.1- - - - - -大猩猩= = 0.3.0- - - - - -horovod = = 0.20.3- - - - - -joblibspark = = 0.2.0- - - - - -keras-preprocessing = = 1.1.2- - - - - -考拉1.3.0 = =版本- - - - - -mleap = = 0.16.1- - - - - -mlflow = = 1.11.0- - - - - -msr = = 0.6.19- - - - - -opt-einsum = = 3.3.0- - - - - -petastorm = = 0.9.6- - - - - -pyarrow = = 1.0.1- - - - - -pyyaml = = 5.3.1- - - - - -querystring-parser = = 4- - - - - -seaborn = = 0.10.0- - - - - -spark-tensorflow-distributor = = 0.1.0- - - - - -tensorboard = = tripwire- - - - - -tensorboard-plugin-wit = = 1.7.0- - - - - -tensorflow = = 2.3.1- - - - - -tensorflow-estimator = = tripwire- - - - - -termcolor = = 1.1.0- - - - - -xgboost = = 1.2.0前綴:/磚/ conda / env / databricks-ml-gpu
Java和Scala庫(Scala 2.12集群)
除了Java和Scala庫磚7.4運行時,磚運行時7.4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 |
1.2.0 |
ml.dmlc |
xgboost4j_2.12 |
1.2.0 |
org.mlflow |
mlflow-client |
1.11.0 |
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 |
1.2.0 |
ml.dmlc |
xgboost4j-gpu_2.12 |
1.2.0 |
org.mlflow |
mlflow-client |
1.11.0 |
org.scala-lang.modules |
scala-java8-compat_2.12 |
0.8.0 |
org.tensorflow |
spark-tensorflow-connector_2.12 |
1.15.0 |