RecSys'20 tutorial on feature engineering on a large retail dataset part 3
# Check Python Version
!python --version
# Check Ubuntu Version
!lsb_release -a
# Check CUDA/cuDNN Version
!nvcc -V && which nvcc
# Check GPU
!nvidia-smi
Python 3.7.10 No LSB modules are available. Distributor ID: Ubuntu Description: Ubuntu 18.04.5 LTS Release: 18.04 Codename: bionic nvcc: NVIDIA (R) Cuda compiler driver Copyright (c) 2005-2020 NVIDIA Corporation Built on Wed_Jul_22_19:09:09_PDT_2020 Cuda compilation tools, release 11.0, V11.0.221 Build cuda_11.0_bu.TC445_37.28845127_0 /usr/local/cuda/bin/nvcc Sat Jun 19 10:28:21 2021 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 465.27 Driver Version: 460.32.03 CUDA Version: 11.2 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 | | N/A 45C P8 10W / 70W | 0MiB / 15109MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | No running processes found | +-----------------------------------------------------------------------------+
# This get the RAPIDS-Colab install files and test check your GPU. Run this and the next cell only.
# Please read the output of this cell. If your Colab Instance is not RAPIDS compatible, it will warn you and give you remediation steps.
!git clone https://github.com/rapidsai/rapidsai-csp-utils.git
!python rapidsai-csp-utils/colab/env-check.py
Cloning into 'rapidsai-csp-utils'... remote: Enumerating objects: 272, done. remote: Counting objects: 100% (101/101), done. remote: Compressing objects: 100% (82/82), done. remote: Total 272 (delta 56), reused 38 (delta 19), pack-reused 171 Receiving objects: 100% (272/272), 79.66 KiB | 1.33 MiB/s, done. Resolving deltas: 100% (118/118), done. *********************************************************************** Woo! Your instance has the right kind of GPU, a Tesla T4! ***********************************************************************
# This will update the Colab environment and restart the kernel. Don't run the next cell until you see the session crash.
!bash rapidsai-csp-utils/colab/update_gcc.sh
import os
os._exit(00)
Updating your Colab environment. This will restart your kernel. Don't Panic! Ign:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease Hit:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease Get:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release [697 B] Hit:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release Get:6 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release.gpg [836 B] Hit:8 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease Get:9 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB] Ign:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Packages Get:10 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Packages [599 kB] Hit:11 http://archive.ubuntu.com/ubuntu bionic InRelease Get:12 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB] Hit:13 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease Get:14 http://security.ubuntu.com/ubuntu bionic-security/universe amd64 Packages [1,415 kB] Hit:15 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease Get:16 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB] Hit:17 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease Get:18 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [2,185 kB] Get:19 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [2,619 kB] Get:20 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic InRelease [20.8 kB] Get:21 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic/main amd64 Packages [50.4 kB] Get:22 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,185 kB] Fetched 9,326 kB in 2s (4,126 kB/s) Reading package lists... Done Added repo Ign:1 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease Hit:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease Ign:3 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease Hit:4 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release Hit:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release Hit:6 http://security.ubuntu.com/ubuntu bionic-security InRelease Hit:8 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease Hit:10 http://archive.ubuntu.com/ubuntu bionic InRelease Hit:11 http://archive.ubuntu.com/ubuntu bionic-updates InRelease Hit:12 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease Hit:13 http://archive.ubuntu.com/ubuntu bionic-backports InRelease Hit:14 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease Hit:15 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease Hit:16 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic InRelease Reading package lists... Done Installing libstdc++ Reading package lists... Done Building dependency tree Reading state information... Done Selected version '11.1.0-1ubuntu1~18.04.1' (Toolchain test builds:18.04/bionic [amd64]) for 'libstdc++6' The following additional packages will be installed: gcc-11-base libgcc-s1 The following NEW packages will be installed: gcc-11-base libgcc-s1 The following packages will be upgraded: libstdc++6 1 upgraded, 2 newly installed, 0 to remove and 58 not upgraded. Need to get 641 kB of archives. After this operation, 981 kB of additional disk space will be used. Get:1 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic/main amd64 gcc-11-base amd64 11.1.0-1ubuntu1~18.04.1 [19.0 kB] Get:2 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic/main amd64 libgcc-s1 amd64 11.1.0-1ubuntu1~18.04.1 [41.8 kB] Get:3 http://ppa.launchpad.net/ubuntu-toolchain-r/test/ubuntu bionic/main amd64 libstdc++6 amd64 11.1.0-1ubuntu1~18.04.1 [580 kB] Fetched 641 kB in 2s (332 kB/s) debconf: unable to initialize frontend: Dialog debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 3.) debconf: falling back to frontend: Readline debconf: unable to initialize frontend: Readline debconf: (This frontend requires a controlling tty.) debconf: falling back to frontend: Teletype dpkg-preconfigure: unable to re-open stdin: Selecting previously unselected package gcc-11-base:amd64. (Reading database ... 160772 files and directories currently installed.) Preparing to unpack .../gcc-11-base_11.1.0-1ubuntu1~18.04.1_amd64.deb ... Unpacking gcc-11-base:amd64 (11.1.0-1ubuntu1~18.04.1) ... Setting up gcc-11-base:amd64 (11.1.0-1ubuntu1~18.04.1) ... Selecting previously unselected package libgcc-s1:amd64. (Reading database ... 160777 files and directories currently installed.) Preparing to unpack .../libgcc-s1_11.1.0-1ubuntu1~18.04.1_amd64.deb ... Unpacking libgcc-s1:amd64 (11.1.0-1ubuntu1~18.04.1) ... Replacing files in old package libgcc1:amd64 (1:8.4.0-1ubuntu1~18.04) ... Setting up libgcc-s1:amd64 (11.1.0-1ubuntu1~18.04.1) ... (Reading database ... 160779 files and directories currently installed.) Preparing to unpack .../libstdc++6_11.1.0-1ubuntu1~18.04.1_amd64.deb ... Unpacking libstdc++6:amd64 (11.1.0-1ubuntu1~18.04.1) over (8.4.0-1ubuntu1~18.04) ... Setting up libstdc++6:amd64 (11.1.0-1ubuntu1~18.04.1) ... Processing triggers for libc-bin (2.27-3ubuntu1.2) ... /sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link
# This will install CondaColab. This will restart your kernel one last time. Run this cell by itself and only run the next cell once you see the session crash.
import condacolab
condacolab.install()
⏬ Downloading https://github.com/jaimergp/miniforge/releases/latest/download/Mambaforge-colab-Linux-x86_64.sh... 📦 Installing... 📌 Adjusting configuration... 🩹 Patching environment... ⏲ Done in 0:00:34 🔁 Restarting kernel...
# you can now run the rest of the cells as normal
import condacolab
condacolab.check()
✨🍰✨ Everything looks OK!
# Installing RAPIDS is now 'python rapidsai-csp-utils/colab/install_rapids.py <release> <packages>'
# The <release> options are 'stable' and 'nightly'. Leaving it blank or adding any other words will default to stable.
# The <packages> option are default blank or 'core'. By default, we install RAPIDSAI and BlazingSQL. The 'core' option will install only RAPIDSAI and not include BlazingSQL,
!python rapidsai-csp-utils/colab/install_rapids.py stable
Installing RAPIDS Stable 21.06
Starting the RAPIDS+BlazingSQL install on Colab. This will take about 15 minutes.
Collecting package metadata (current_repodata.json): ...working... done
Solving environment: ...working... failed with initial frozen solve. Retrying with flexible solve.
Solving environment: ...working... failed with repodata from current_repodata.json, will retry with next repodata source.
Collecting package metadata (repodata.json): ...working... done
Solving environment: ...working... done
## Package Plan ##
environment location: /usr/local
added / updated specs:
- cudatoolkit=11.0
- gcsfs
- llvmlite
- openssl
- python=3.7
- rapids-blazing=21.06
The following packages will be downloaded:
package | build
---------------------------|-----------------
abseil-cpp-20210324.1 | h9c3ff4c_0 1015 KB conda-forge
aiohttp-3.7.4.post0 | py37h5e8e339_0 625 KB conda-forge
anyio-3.2.0 | py37h89c1867_0 138 KB conda-forge
appdirs-1.4.4 | pyh9f0ad1d_0 13 KB conda-forge
argon2-cffi-20.1.0 | py37h5e8e339_2 47 KB conda-forge
arrow-cpp-1.0.1 |py37haa335b2_40_cuda 21.1 MB conda-forge
arrow-cpp-proc-3.0.0 | cuda 24 KB conda-forge
async-timeout-3.0.1 | py_1000 11 KB conda-forge
async_generator-1.10 | py_0 18 KB conda-forge
attrs-21.2.0 | pyhd8ed1ab_0 44 KB conda-forge
aws-c-cal-0.5.11 | h95a6274_0 37 KB conda-forge
aws-c-common-0.6.2 | h7f98852_0 168 KB conda-forge
aws-c-event-stream-0.2.7 | h211b232_12 47 KB conda-forge
aws-c-io-0.10.4 | hfb6a706_1 121 KB conda-forge
aws-checksums-0.1.11 | ha31a3da_7 50 KB conda-forge
aws-sdk-cpp-1.8.186 | hb4091e7_3 4.6 MB conda-forge
backcall-0.2.0 | pyh9f0ad1d_0 13 KB conda-forge
backports-1.0 | py_2 4 KB conda-forge
backports.functools_lru_cache-1.6.4| pyhd8ed1ab_0 9 KB conda-forge
blazingsql-21.06.00 |cuda_11.0_py37_g95ff589f8_0 190.2 MB rapidsai
bleach-3.3.0 | pyh44b312d_0 111 KB conda-forge
blinker-1.4 | py_1 13 KB conda-forge
bokeh-2.2.3 | py37h89c1867_0 7.0 MB conda-forge
boost-1.72.0 | py37h48f8a5e_1 339 KB conda-forge
boost-cpp-1.72.0 | h9d3c048_4 16.3 MB conda-forge
brotli-1.0.9 | h9c3ff4c_4 389 KB conda-forge
ca-certificates-2021.5.30 | ha878542_0 136 KB conda-forge
cachetools-4.2.2 | pyhd8ed1ab_0 12 KB conda-forge
cairo-1.16.0 | h6cf1ce9_1008 1.5 MB conda-forge
certifi-2021.5.30 | py37h89c1867_0 141 KB conda-forge
cfitsio-3.470 | hb418390_7 1.3 MB conda-forge
click-7.1.2 | pyh9f0ad1d_0 64 KB conda-forge
click-plugins-1.1.1 | py_0 9 KB conda-forge
cligj-0.7.2 | pyhd8ed1ab_0 10 KB conda-forge
cloudpickle-1.6.0 | py_0 22 KB conda-forge
colorcet-2.0.6 | pyhd8ed1ab_0 1.5 MB conda-forge
conda-4.10.1 | py37h89c1867_0 3.1 MB conda-forge
cudatoolkit-11.0.221 | h6bb024c_0 953.0 MB nvidia
cudf-21.06.01 |cuda_11.0_py37_g101fc0fda4_2 108.4 MB rapidsai
cudf_kafka-21.06.01 |py37_g101fc0fda4_2 1.7 MB rapidsai
cugraph-21.06.00 | py37_gf9ffd2de_0 65.0 MB rapidsai
cuml-21.06.02 |cuda11.0_py37_g7dfbf8d9e_0 78.9 MB rapidsai
cupy-9.0.0 | py37h4fdb0f7_0 50.3 MB conda-forge
curl-7.77.0 | hea6ffbf_0 149 KB conda-forge
cusignal-21.06.00 | py38_ga78207b_0 1.0 MB rapidsai
cuspatial-21.06.00 | py37_g37798cd_0 15.2 MB rapidsai
custreamz-21.06.01 |py37_g101fc0fda4_2 32 KB rapidsai
cuxfilter-21.06.00 | py37_g9459467_0 136 KB rapidsai
cycler-0.10.0 | py_2 9 KB conda-forge
cyrus-sasl-2.1.27 | h230043b_2 224 KB conda-forge
cytoolz-0.11.0 | py37h5e8e339_3 403 KB conda-forge
dask-2021.5.0 | pyhd8ed1ab_0 4 KB conda-forge
dask-core-2021.5.0 | pyhd8ed1ab_0 735 KB conda-forge
dask-cuda-21.06.00 | py37_0 110 KB rapidsai
dask-cudf-21.06.01 |py37_g101fc0fda4_2 103 KB rapidsai
datashader-0.11.1 | pyh9f0ad1d_0 14.0 MB conda-forge
datashape-0.5.4 | py_1 49 KB conda-forge
decorator-4.4.2 | py_0 11 KB conda-forge
defusedxml-0.7.1 | pyhd8ed1ab_0 23 KB conda-forge
distributed-2021.5.0 | py37h89c1867_0 1.1 MB conda-forge
dlpack-0.5 | h9c3ff4c_0 12 KB conda-forge
entrypoints-0.3 | pyhd8ed1ab_1003 8 KB conda-forge
expat-2.4.1 | h9c3ff4c_0 182 KB conda-forge
faiss-proc-1.0.0 | cuda 24 KB rapidsai
fastavro-1.4.1 | py37h5e8e339_0 496 KB conda-forge
fastrlock-0.6 | py37hcd2ae1e_0 31 KB conda-forge
fiona-1.8.20 | py37ha0cc35a_0 1.1 MB conda-forge
fontconfig-2.13.1 | hba837de_1005 357 KB conda-forge
freetype-2.10.4 | h0708190_1 890 KB conda-forge
freexl-1.0.6 | h7f98852_0 48 KB conda-forge
fsspec-2021.6.0 | pyhd8ed1ab_0 79 KB conda-forge
future-0.18.2 | py37h89c1867_3 714 KB conda-forge
gcsfs-2021.6.0 | pyhd8ed1ab_0 23 KB conda-forge
gdal-3.2.2 | py37hb0e9ad2_0 1.5 MB conda-forge
geopandas-0.9.0 | pyhd8ed1ab_1 5 KB conda-forge
geopandas-base-0.9.0 | pyhd8ed1ab_1 950 KB conda-forge
geos-3.9.1 | h9c3ff4c_2 1.1 MB conda-forge
geotiff-1.6.0 | hcf90da6_5 296 KB conda-forge
gettext-0.19.8.1 | h0b5b191_1005 3.6 MB conda-forge
gflags-2.2.2 | he1b5a44_1004 114 KB conda-forge
giflib-5.2.1 | h36c2ea0_2 77 KB conda-forge
glog-0.5.0 | h48cff8f_0 104 KB conda-forge
google-auth-1.30.2 | pyh6c4a22f_0 77 KB conda-forge
google-auth-oauthlib-0.4.4 | pyhd8ed1ab_0 19 KB conda-forge
google-cloud-cpp-1.28.0 | hbd34f9f_0 9.3 MB conda-forge
greenlet-1.1.0 | py37hcd2ae1e_0 83 KB conda-forge
grpc-cpp-1.38.0 | h2519f57_0 3.6 MB conda-forge
hdf4-4.2.15 | h10796ff_3 950 KB conda-forge
hdf5-1.10.6 |nompi_h6a2412b_1114 3.1 MB conda-forge
heapdict-1.0.1 | py_0 7 KB conda-forge
importlib-metadata-4.5.0 | py37h89c1867_0 31 KB conda-forge
ipykernel-5.5.5 | py37h085eea5_0 167 KB conda-forge
ipython-7.24.1 | py37h085eea5_0 1.1 MB conda-forge
ipython_genutils-0.2.0 | py_1 21 KB conda-forge
ipywidgets-7.6.3 | pyhd3deb0d_0 101 KB conda-forge
jedi-0.18.0 | py37h89c1867_2 923 KB conda-forge
jinja2-3.0.1 | pyhd8ed1ab_0 99 KB conda-forge
joblib-1.0.1 | pyhd8ed1ab_0 206 KB conda-forge
jpeg-9d | h36c2ea0_0 264 KB conda-forge
jpype1-1.3.0 | py37h2527ec5_0 482 KB conda-forge
json-c-0.15 | h98cffda_0 274 KB conda-forge
jsonschema-3.2.0 | pyhd8ed1ab_3 45 KB conda-forge
jupyter-server-proxy-3.0.2 | pyhd8ed1ab_0 27 KB conda-forge
jupyter_client-6.1.12 | pyhd8ed1ab_0 79 KB conda-forge
jupyter_core-4.7.1 | py37h89c1867_0 72 KB conda-forge
jupyter_server-1.8.0 | pyhd8ed1ab_0 255 KB conda-forge
jupyterlab_pygments-0.1.2 | pyh9f0ad1d_0 8 KB conda-forge
jupyterlab_widgets-1.0.0 | pyhd8ed1ab_1 130 KB conda-forge
kealib-1.4.14 | hcc255d8_2 186 KB conda-forge
kiwisolver-1.3.1 | py37h2527ec5_1 78 KB conda-forge
krb5-1.19.1 | hcc1bbae_0 1.4 MB conda-forge
lcms2-2.12 | hddcbb42_0 443 KB conda-forge
libblas-3.9.0 | 9_openblas 11 KB conda-forge
libcblas-3.9.0 | 9_openblas 11 KB conda-forge
libcrc32c-1.1.1 | h9c3ff4c_2 20 KB conda-forge
libcudf-21.06.01 |cuda11.0_g101fc0fda4_2 187.7 MB rapidsai
libcudf_kafka-21.06.01 | g101fc0fda4_2 125 KB rapidsai
libcugraph-21.06.00 |cuda11.0_gf9ffd2de_0 213.6 MB rapidsai
libcuml-21.06.02 |cuda11.0_g7dfbf8d9e_0 95.2 MB rapidsai
libcumlprims-21.06.00 |cuda11.0_gfda2e6c_0 1.1 MB nvidia
libcurl-7.77.0 | h2574ce0_0 334 KB conda-forge
libcuspatial-21.06.00 |cuda11.0_g37798cd_0 7.6 MB rapidsai
libdap4-3.20.6 | hd7c4107_2 11.3 MB conda-forge
libevent-2.1.10 | hcdb4288_3 1.1 MB conda-forge
libfaiss-1.7.0 |cuda110h8045045_8_cuda 67.0 MB conda-forge
libgcrypt-1.9.3 | h7f98852_1 677 KB conda-forge
libgdal-3.2.2 | h804b7da_0 13.2 MB conda-forge
libgfortran-ng-9.3.0 | hff62375_19 22 KB conda-forge
libgfortran5-9.3.0 | hff62375_19 2.0 MB conda-forge
libglib-2.68.3 | h3e27bee_0 3.1 MB conda-forge
libgpg-error-1.42 | h9c3ff4c_0 278 KB conda-forge
libgsasl-1.8.0 | 2 125 KB conda-forge
libhwloc-2.3.0 | h5e5b7d1_1 2.7 MB conda-forge
libkml-1.3.0 | hd79254b_1012 640 KB conda-forge
liblapack-3.9.0 | 9_openblas 11 KB conda-forge
libllvm10-10.0.1 | he513fc3_3 26.4 MB conda-forge
libnetcdf-4.7.4 |nompi_h56d31a8_107 1.3 MB conda-forge
libntlm-1.4 | h7f98852_1002 32 KB conda-forge
libopenblas-0.3.15 |pthreads_h8fe5266_1 9.2 MB conda-forge
libpng-1.6.37 | h21135ba_2 306 KB conda-forge
libpq-13.3 | hd57d9b9_0 2.7 MB conda-forge
libprotobuf-3.16.0 | h780b84a_0 2.5 MB conda-forge
librdkafka-1.5.3 | hc49e61c_1 11.2 MB conda-forge
librmm-21.06.00 |cuda11.0_gee432a0_0 57 KB rapidsai
librttopo-1.1.0 | h1185371_6 235 KB conda-forge
libsodium-1.0.18 | h36c2ea0_1 366 KB conda-forge
libspatialindex-1.9.3 | h9c3ff4c_3 4.6 MB conda-forge
libspatialite-5.0.1 | h20cb978_4 4.4 MB conda-forge
libthrift-0.14.1 | he6d91bd_1 4.5 MB conda-forge
libtiff-4.2.0 | hbd63e13_2 639 KB conda-forge
libutf8proc-2.6.1 | h7f98852_0 95 KB conda-forge
libuuid-2.32.1 | h7f98852_1000 28 KB conda-forge
libuv-1.41.0 | h7f98852_0 1.0 MB conda-forge
libwebp-1.2.0 | h3452ae3_0 85 KB conda-forge
libwebp-base-1.2.0 | h7f98852_2 815 KB conda-forge
libxcb-1.13 | h7f98852_1003 395 KB conda-forge
libxgboost-1.4.2dev.rapidsai21.06| cuda11.0_0 115.3 MB rapidsai
libxml2-2.9.12 | h72842e0_0 772 KB conda-forge
llvmlite-0.36.0 | py37h9d7f4d0_0 2.7 MB conda-forge
locket-0.2.0 | py_2 6 KB conda-forge
mapclassify-2.4.2 | pyhd8ed1ab_0 36 KB conda-forge
markdown-3.3.4 | pyhd8ed1ab_0 67 KB conda-forge
markupsafe-2.0.1 | py37h5e8e339_0 22 KB conda-forge
matplotlib-base-3.4.2 | py37hdd32ed1_0 7.2 MB conda-forge
matplotlib-inline-0.1.2 | pyhd8ed1ab_2 11 KB conda-forge
mistune-0.8.4 |py37h5e8e339_1003 54 KB conda-forge
msgpack-python-1.0.2 | py37h2527ec5_1 91 KB conda-forge
multidict-5.1.0 | py37h5e8e339_1 67 KB conda-forge
multipledispatch-0.6.0 | py_0 12 KB conda-forge
munch-2.5.0 | py_0 12 KB conda-forge
nbclient-0.5.3 | pyhd8ed1ab_0 67 KB conda-forge
nbconvert-6.0.7 | py37h89c1867_3 535 KB conda-forge
nbformat-5.1.3 | pyhd8ed1ab_0 47 KB conda-forge
nccl-2.9.9.1 | h96e36e3_0 82.3 MB conda-forge
nest-asyncio-1.5.1 | pyhd8ed1ab_0 9 KB conda-forge
netifaces-0.10.9 |py37h5e8e339_1003 17 KB conda-forge
networkx-2.5.1 | pyhd8ed1ab_0 1.2 MB conda-forge
nlohmann_json-3.9.1 | h9c3ff4c_1 122 KB conda-forge
nodejs-14.15.4 | h92b4a50_1 15.7 MB conda-forge
notebook-6.4.0 | pyha770c72_0 6.1 MB conda-forge
numba-0.53.1 | py37hb11d6e1_1 3.7 MB conda-forge
numpy-1.20.3 | py37h038b26d_1 5.7 MB conda-forge
nvtx-0.2.3 | py37h5e8e339_0 55 KB conda-forge
oauthlib-3.1.1 | pyhd8ed1ab_0 87 KB conda-forge
olefile-0.46 | pyh9f0ad1d_1 32 KB conda-forge
openjdk-8.0.282 | h7f98852_0 99.3 MB conda-forge
openjpeg-2.4.0 | hb52868f_1 444 KB conda-forge
openssl-1.1.1k | h7f98852_0 2.1 MB conda-forge
orc-1.6.7 | h89a63ab_2 751 KB conda-forge
packaging-20.9 | pyh44b312d_0 35 KB conda-forge
pandas-1.2.4 | py37h219a48f_0 11.8 MB conda-forge
pandoc-2.14.0.2 | h7f98852_0 12.0 MB conda-forge
pandocfilters-1.4.2 | py_1 9 KB conda-forge
panel-0.10.3 | pyhd8ed1ab_0 6.1 MB conda-forge
param-1.10.1 | pyhd3deb0d_0 64 KB conda-forge
parquet-cpp-1.5.1 | 2 3 KB conda-forge
parso-0.8.2 | pyhd8ed1ab_0 68 KB conda-forge
partd-1.2.0 | pyhd8ed1ab_0 18 KB conda-forge
pcre-8.45 | h9c3ff4c_0 253 KB conda-forge
pexpect-4.8.0 | pyh9f0ad1d_2 47 KB conda-forge
pickle5-0.0.11 | py37h5e8e339_0 173 KB conda-forge
pickleshare-0.7.5 | py_1003 9 KB conda-forge
pillow-8.2.0 | py37h4600e1f_1 684 KB conda-forge
pixman-0.40.0 | h36c2ea0_0 627 KB conda-forge
poppler-21.03.0 | h93df280_0 15.9 MB conda-forge
poppler-data-0.4.10 | 0 3.8 MB conda-forge
postgresql-13.3 | h2510834_0 5.3 MB conda-forge
proj-8.0.0 | h277dcde_0 3.1 MB conda-forge
prometheus_client-0.11.0 | pyhd8ed1ab_0 46 KB conda-forge
prompt-toolkit-3.0.19 | pyha770c72_0 244 KB conda-forge
protobuf-3.16.0 | py37hcd2ae1e_0 342 KB conda-forge
psutil-5.8.0 | py37h5e8e339_1 342 KB conda-forge
pthread-stubs-0.4 | h36c2ea0_1001 5 KB conda-forge
ptyprocess-0.7.0 | pyhd3deb0d_0 16 KB conda-forge
py-xgboost-1.4.2dev.rapidsai21.06| cuda11.0py37_0 151 KB rapidsai
pyarrow-1.0.1 |py37hb63ea2f_40_cuda 2.4 MB conda-forge
pyasn1-0.4.8 | py_0 53 KB conda-forge
pyasn1-modules-0.2.7 | py_0 60 KB conda-forge
pyct-0.4.6 | py_0 3 KB conda-forge
pyct-core-0.4.6 | py_0 13 KB conda-forge
pydeck-0.5.0 | pyh9f0ad1d_0 3.6 MB conda-forge
pyee-7.0.4 | pyh9f0ad1d_0 14 KB conda-forge
pygments-2.9.0 | pyhd8ed1ab_0 754 KB conda-forge
pyhive-0.6.4 | pyhd8ed1ab_0 39 KB conda-forge
pyjwt-2.1.0 | pyhd8ed1ab_0 17 KB conda-forge
pynvml-11.0.0 | pyhd8ed1ab_0 39 KB conda-forge
pyparsing-2.4.7 | pyh9f0ad1d_0 60 KB conda-forge
pyppeteer-0.2.2 | py_1 104 KB conda-forge
pyproj-3.0.1 | py37h2bb2a07_1 484 KB conda-forge
pyrsistent-0.17.3 | py37h5e8e339_2 89 KB conda-forge
python-confluent-kafka-1.5.0| py37h8f50634_0 122 KB conda-forge
python-dateutil-2.8.1 | py_0 220 KB conda-forge
pytz-2021.1 | pyhd8ed1ab_0 239 KB conda-forge
pyu2f-0.1.5 | pyhd8ed1ab_0 31 KB conda-forge
pyviz_comms-2.0.2 | pyhd8ed1ab_0 25 KB conda-forge
pyyaml-5.4.1 | py37h5e8e339_0 189 KB conda-forge
pyzmq-22.1.0 | py37h336d617_0 500 KB conda-forge
rapids-21.06.00 |cuda11.0_py37_ge3c8282_427 5 KB rapidsai
rapids-blazing-21.06.00 |cuda11.0_py37_ge3c8282_427 5 KB rapidsai
rapids-xgboost-21.06.00 |cuda11.0_py37_ge3c8282_427 4 KB rapidsai
re2-2021.04.01 | h9c3ff4c_0 218 KB conda-forge
readline-8.1 | h46c0cb4_0 295 KB conda-forge
requests-oauthlib-1.3.0 | pyh9f0ad1d_0 21 KB conda-forge
rmm-21.06.00 |cuda_11.0_py37_gee432a0_0 7.0 MB rapidsai
rsa-4.7.2 | pyh44b312d_0 28 KB conda-forge
rtree-0.9.7 | py37h0b55af0_1 45 KB conda-forge
s2n-1.0.10 | h9b69904_0 442 KB conda-forge
sasl-0.3a1 | py37hcd2ae1e_0 74 KB conda-forge
scikit-learn-0.24.2 | py37h18a542f_0 7.5 MB conda-forge
scipy-1.6.3 | py37h29e03ee_0 20.5 MB conda-forge
send2trash-1.5.0 | py_0 12 KB conda-forge
shapely-1.7.1 | py37h2d1e849_5 438 KB conda-forge
simpervisor-0.4 | pyhd8ed1ab_0 9 KB conda-forge
snappy-1.1.8 | he1b5a44_3 32 KB conda-forge
sniffio-1.2.0 | py37h89c1867_1 15 KB conda-forge
sortedcontainers-2.4.0 | pyhd8ed1ab_0 26 KB conda-forge
spdlog-1.8.5 | h4bd325d_0 353 KB conda-forge
sqlalchemy-1.4.18 | py37h5e8e339_0 2.2 MB conda-forge
streamz-0.6.2 | pyh44b312d_0 59 KB conda-forge
tblib-1.7.0 | pyhd8ed1ab_0 15 KB conda-forge
terminado-0.10.1 | py37h89c1867_0 26 KB conda-forge
testpath-0.5.0 | pyhd8ed1ab_0 86 KB conda-forge
threadpoolctl-2.1.0 | pyh5ca1d4c_0 15 KB conda-forge
thrift-0.13.0 | py37hcd2ae1e_2 120 KB conda-forge
thrift_sasl-0.4.2 | py37h8f50634_0 14 KB conda-forge
tiledb-2.2.9 | h91fcb0e_0 4.0 MB conda-forge
toolz-0.11.1 | py_0 46 KB conda-forge
tornado-6.1 | py37h5e8e339_1 646 KB conda-forge
traitlets-5.0.5 | py_0 81 KB conda-forge
treelite-1.3.0 | py37hfdac9b6_0 2.7 MB conda-forge
typing-extensions-3.10.0.0 | hd8ed1ab_0 8 KB conda-forge
typing_extensions-3.10.0.0 | pyha770c72_0 28 KB conda-forge
tzcode-2021a | h7f98852_1 68 KB conda-forge
tzdata-2021a | he74cb21_0 121 KB conda-forge
ucx-1.9.0+gcd9efd3 | cuda11.0_0 8.2 MB rapidsai
ucx-proc-1.0.0 | gpu 9 KB rapidsai
ucx-py-0.20.0 | py37_gcd9efd3_0 294 KB rapidsai
wcwidth-0.2.5 | pyh9f0ad1d_2 33 KB conda-forge
webencodings-0.5.1 | py_1 12 KB conda-forge
websocket-client-0.57.0 | py37h89c1867_4 59 KB conda-forge
websockets-8.1 | py37h5e8e339_3 90 KB conda-forge
widgetsnbextension-3.5.1 | py37h89c1867_4 1.8 MB conda-forge
xarray-0.18.2 | pyhd8ed1ab_0 599 KB conda-forge
xerces-c-3.2.3 | h9d8b166_2 1.8 MB conda-forge
xgboost-1.4.2dev.rapidsai21.06| cuda11.0py37_0 17 KB rapidsai
xorg-kbproto-1.0.7 | h7f98852_1002 27 KB conda-forge
xorg-libice-1.0.10 | h7f98852_0 58 KB conda-forge
xorg-libsm-1.2.3 | hd9c2040_1000 26 KB conda-forge
xorg-libx11-1.7.2 | h7f98852_0 941 KB conda-forge
xorg-libxau-1.0.9 | h7f98852_0 13 KB conda-forge
xorg-libxdmcp-1.1.3 | h7f98852_0 19 KB conda-forge
xorg-libxext-1.3.4 | h7f98852_1 54 KB conda-forge
xorg-libxrender-0.9.10 | h7f98852_1003 32 KB conda-forge
xorg-renderproto-0.11.1 | h7f98852_1002 9 KB conda-forge
xorg-xextproto-7.3.0 | h7f98852_1002 28 KB conda-forge
xorg-xproto-7.0.31 | h7f98852_1007 73 KB conda-forge
yarl-1.6.3 | py37h5e8e339_1 141 KB conda-forge
zeromq-4.3.4 | h9c3ff4c_0 352 KB conda-forge
zict-2.0.0 | py_0 10 KB conda-forge
zipp-3.4.1 | pyhd8ed1ab_0 11 KB conda-forge
------------------------------------------------------------
Total: 2.67 GB
The following NEW packages will be INSTALLED:
abseil-cpp conda-forge/linux-64::abseil-cpp-20210324.1-h9c3ff4c_0
aiohttp conda-forge/linux-64::aiohttp-3.7.4.post0-py37h5e8e339_0
anyio conda-forge/linux-64::anyio-3.2.0-py37h89c1867_0
appdirs conda-forge/noarch::appdirs-1.4.4-pyh9f0ad1d_0
argon2-cffi conda-forge/linux-64::argon2-cffi-20.1.0-py37h5e8e339_2
arrow-cpp conda-forge/linux-64::arrow-cpp-1.0.1-py37haa335b2_40_cuda
arrow-cpp-proc conda-forge/linux-64::arrow-cpp-proc-3.0.0-cuda
async-timeout conda-forge/noarch::async-timeout-3.0.1-py_1000
async_generator conda-forge/noarch::async_generator-1.10-py_0
attrs conda-forge/noarch::attrs-21.2.0-pyhd8ed1ab_0
aws-c-cal conda-forge/linux-64::aws-c-cal-0.5.11-h95a6274_0
aws-c-common conda-forge/linux-64::aws-c-common-0.6.2-h7f98852_0
aws-c-event-stream conda-forge/linux-64::aws-c-event-stream-0.2.7-h211b232_12
aws-c-io conda-forge/linux-64::aws-c-io-0.10.4-hfb6a706_1
aws-checksums conda-forge/linux-64::aws-checksums-0.1.11-ha31a3da_7
aws-sdk-cpp conda-forge/linux-64::aws-sdk-cpp-1.8.186-hb4091e7_3
backcall conda-forge/noarch::backcall-0.2.0-pyh9f0ad1d_0
backports conda-forge/noarch::backports-1.0-py_2
backports.functoo~ conda-forge/noarch::backports.functools_lru_cache-1.6.4-pyhd8ed1ab_0
blazingsql rapidsai/linux-64::blazingsql-21.06.00-cuda_11.0_py37_g95ff589f8_0
bleach conda-forge/noarch::bleach-3.3.0-pyh44b312d_0
blinker conda-forge/noarch::blinker-1.4-py_1
bokeh conda-forge/linux-64::bokeh-2.2.3-py37h89c1867_0
boost conda-forge/linux-64::boost-1.72.0-py37h48f8a5e_1
boost-cpp conda-forge/linux-64::boost-cpp-1.72.0-h9d3c048_4
brotli conda-forge/linux-64::brotli-1.0.9-h9c3ff4c_4
cachetools conda-forge/noarch::cachetools-4.2.2-pyhd8ed1ab_0
cairo conda-forge/linux-64::cairo-1.16.0-h6cf1ce9_1008
cfitsio conda-forge/linux-64::cfitsio-3.470-hb418390_7
click conda-forge/noarch::click-7.1.2-pyh9f0ad1d_0
click-plugins conda-forge/noarch::click-plugins-1.1.1-py_0
cligj conda-forge/noarch::cligj-0.7.2-pyhd8ed1ab_0
cloudpickle conda-forge/noarch::cloudpickle-1.6.0-py_0
colorcet conda-forge/noarch::colorcet-2.0.6-pyhd8ed1ab_0
cudatoolkit nvidia/linux-64::cudatoolkit-11.0.221-h6bb024c_0
cudf rapidsai/linux-64::cudf-21.06.01-cuda_11.0_py37_g101fc0fda4_2
cudf_kafka rapidsai/linux-64::cudf_kafka-21.06.01-py37_g101fc0fda4_2
cugraph rapidsai/linux-64::cugraph-21.06.00-py37_gf9ffd2de_0
cuml rapidsai/linux-64::cuml-21.06.02-cuda11.0_py37_g7dfbf8d9e_0
cupy conda-forge/linux-64::cupy-9.0.0-py37h4fdb0f7_0
curl conda-forge/linux-64::curl-7.77.0-hea6ffbf_0
cusignal rapidsai/noarch::cusignal-21.06.00-py38_ga78207b_0
cuspatial rapidsai/linux-64::cuspatial-21.06.00-py37_g37798cd_0
custreamz rapidsai/linux-64::custreamz-21.06.01-py37_g101fc0fda4_2
cuxfilter rapidsai/linux-64::cuxfilter-21.06.00-py37_g9459467_0
cycler conda-forge/noarch::cycler-0.10.0-py_2
cyrus-sasl conda-forge/linux-64::cyrus-sasl-2.1.27-h230043b_2
cytoolz conda-forge/linux-64::cytoolz-0.11.0-py37h5e8e339_3
dask conda-forge/noarch::dask-2021.5.0-pyhd8ed1ab_0
dask-core conda-forge/noarch::dask-core-2021.5.0-pyhd8ed1ab_0
dask-cuda rapidsai/linux-64::dask-cuda-21.06.00-py37_0
dask-cudf rapidsai/linux-64::dask-cudf-21.06.01-py37_g101fc0fda4_2
datashader conda-forge/noarch::datashader-0.11.1-pyh9f0ad1d_0
datashape conda-forge/noarch::datashape-0.5.4-py_1
decorator conda-forge/noarch::decorator-4.4.2-py_0
defusedxml conda-forge/noarch::defusedxml-0.7.1-pyhd8ed1ab_0
distributed conda-forge/linux-64::distributed-2021.5.0-py37h89c1867_0
dlpack conda-forge/linux-64::dlpack-0.5-h9c3ff4c_0
entrypoints conda-forge/noarch::entrypoints-0.3-pyhd8ed1ab_1003
expat conda-forge/linux-64::expat-2.4.1-h9c3ff4c_0
faiss-proc rapidsai/linux-64::faiss-proc-1.0.0-cuda
fastavro conda-forge/linux-64::fastavro-1.4.1-py37h5e8e339_0
fastrlock conda-forge/linux-64::fastrlock-0.6-py37hcd2ae1e_0
fiona conda-forge/linux-64::fiona-1.8.20-py37ha0cc35a_0
fontconfig conda-forge/linux-64::fontconfig-2.13.1-hba837de_1005
freetype conda-forge/linux-64::freetype-2.10.4-h0708190_1
freexl conda-forge/linux-64::freexl-1.0.6-h7f98852_0
fsspec conda-forge/noarch::fsspec-2021.6.0-pyhd8ed1ab_0
future conda-forge/linux-64::future-0.18.2-py37h89c1867_3
gcsfs conda-forge/noarch::gcsfs-2021.6.0-pyhd8ed1ab_0
gdal conda-forge/linux-64::gdal-3.2.2-py37hb0e9ad2_0
geopandas conda-forge/noarch::geopandas-0.9.0-pyhd8ed1ab_1
geopandas-base conda-forge/noarch::geopandas-base-0.9.0-pyhd8ed1ab_1
geos conda-forge/linux-64::geos-3.9.1-h9c3ff4c_2
geotiff conda-forge/linux-64::geotiff-1.6.0-hcf90da6_5
gettext conda-forge/linux-64::gettext-0.19.8.1-h0b5b191_1005
gflags conda-forge/linux-64::gflags-2.2.2-he1b5a44_1004
giflib conda-forge/linux-64::giflib-5.2.1-h36c2ea0_2
glog conda-forge/linux-64::glog-0.5.0-h48cff8f_0
google-auth conda-forge/noarch::google-auth-1.30.2-pyh6c4a22f_0
google-auth-oauth~ conda-forge/noarch::google-auth-oauthlib-0.4.4-pyhd8ed1ab_0
google-cloud-cpp conda-forge/linux-64::google-cloud-cpp-1.28.0-hbd34f9f_0
greenlet conda-forge/linux-64::greenlet-1.1.0-py37hcd2ae1e_0
grpc-cpp conda-forge/linux-64::grpc-cpp-1.38.0-h2519f57_0
hdf4 conda-forge/linux-64::hdf4-4.2.15-h10796ff_3
hdf5 conda-forge/linux-64::hdf5-1.10.6-nompi_h6a2412b_1114
heapdict conda-forge/noarch::heapdict-1.0.1-py_0
importlib-metadata conda-forge/linux-64::importlib-metadata-4.5.0-py37h89c1867_0
ipykernel conda-forge/linux-64::ipykernel-5.5.5-py37h085eea5_0
ipython conda-forge/linux-64::ipython-7.24.1-py37h085eea5_0
ipython_genutils conda-forge/noarch::ipython_genutils-0.2.0-py_1
ipywidgets conda-forge/noarch::ipywidgets-7.6.3-pyhd3deb0d_0
jedi conda-forge/linux-64::jedi-0.18.0-py37h89c1867_2
jinja2 conda-forge/noarch::jinja2-3.0.1-pyhd8ed1ab_0
joblib conda-forge/noarch::joblib-1.0.1-pyhd8ed1ab_0
jpeg conda-forge/linux-64::jpeg-9d-h36c2ea0_0
jpype1 conda-forge/linux-64::jpype1-1.3.0-py37h2527ec5_0
json-c conda-forge/linux-64::json-c-0.15-h98cffda_0
jsonschema conda-forge/noarch::jsonschema-3.2.0-pyhd8ed1ab_3
jupyter-server-pr~ conda-forge/noarch::jupyter-server-proxy-3.0.2-pyhd8ed1ab_0
jupyter_client conda-forge/noarch::jupyter_client-6.1.12-pyhd8ed1ab_0
jupyter_core conda-forge/linux-64::jupyter_core-4.7.1-py37h89c1867_0
jupyter_server conda-forge/noarch::jupyter_server-1.8.0-pyhd8ed1ab_0
jupyterlab_pygmen~ conda-forge/noarch::jupyterlab_pygments-0.1.2-pyh9f0ad1d_0
jupyterlab_widgets conda-forge/noarch::jupyterlab_widgets-1.0.0-pyhd8ed1ab_1
kealib conda-forge/linux-64::kealib-1.4.14-hcc255d8_2
kiwisolver conda-forge/linux-64::kiwisolver-1.3.1-py37h2527ec5_1
lcms2 conda-forge/linux-64::lcms2-2.12-hddcbb42_0
libblas conda-forge/linux-64::libblas-3.9.0-9_openblas
libcblas conda-forge/linux-64::libcblas-3.9.0-9_openblas
libcrc32c conda-forge/linux-64::libcrc32c-1.1.1-h9c3ff4c_2
libcudf rapidsai/linux-64::libcudf-21.06.01-cuda11.0_g101fc0fda4_2
libcudf_kafka rapidsai/linux-64::libcudf_kafka-21.06.01-g101fc0fda4_2
libcugraph rapidsai/linux-64::libcugraph-21.06.00-cuda11.0_gf9ffd2de_0
libcuml rapidsai/linux-64::libcuml-21.06.02-cuda11.0_g7dfbf8d9e_0
libcumlprims nvidia/linux-64::libcumlprims-21.06.00-cuda11.0_gfda2e6c_0
libcuspatial rapidsai/linux-64::libcuspatial-21.06.00-cuda11.0_g37798cd_0
libdap4 conda-forge/linux-64::libdap4-3.20.6-hd7c4107_2
libevent conda-forge/linux-64::libevent-2.1.10-hcdb4288_3
libfaiss conda-forge/linux-64::libfaiss-1.7.0-cuda110h8045045_8_cuda
libgcrypt conda-forge/linux-64::libgcrypt-1.9.3-h7f98852_1
libgdal conda-forge/linux-64::libgdal-3.2.2-h804b7da_0
libgfortran-ng conda-forge/linux-64::libgfortran-ng-9.3.0-hff62375_19
libgfortran5 conda-forge/linux-64::libgfortran5-9.3.0-hff62375_19
libglib conda-forge/linux-64::libglib-2.68.3-h3e27bee_0
libgpg-error conda-forge/linux-64::libgpg-error-1.42-h9c3ff4c_0
libgsasl conda-forge/linux-64::libgsasl-1.8.0-2
libhwloc conda-forge/linux-64::libhwloc-2.3.0-h5e5b7d1_1
libkml conda-forge/linux-64::libkml-1.3.0-hd79254b_1012
liblapack conda-forge/linux-64::liblapack-3.9.0-9_openblas
libllvm10 conda-forge/linux-64::libllvm10-10.0.1-he513fc3_3
libnetcdf conda-forge/linux-64::libnetcdf-4.7.4-nompi_h56d31a8_107
libntlm conda-forge/linux-64::libntlm-1.4-h7f98852_1002
libopenblas conda-forge/linux-64::libopenblas-0.3.15-pthreads_h8fe5266_1
libpng conda-forge/linux-64::libpng-1.6.37-h21135ba_2
libpq conda-forge/linux-64::libpq-13.3-hd57d9b9_0
libprotobuf conda-forge/linux-64::libprotobuf-3.16.0-h780b84a_0
librdkafka conda-forge/linux-64::librdkafka-1.5.3-hc49e61c_1
librmm rapidsai/linux-64::librmm-21.06.00-cuda11.0_gee432a0_0
librttopo conda-forge/linux-64::librttopo-1.1.0-h1185371_6
libsodium conda-forge/linux-64::libsodium-1.0.18-h36c2ea0_1
libspatialindex conda-forge/linux-64::libspatialindex-1.9.3-h9c3ff4c_3
libspatialite conda-forge/linux-64::libspatialite-5.0.1-h20cb978_4
libthrift conda-forge/linux-64::libthrift-0.14.1-he6d91bd_1
libtiff conda-forge/linux-64::libtiff-4.2.0-hbd63e13_2
libutf8proc conda-forge/linux-64::libutf8proc-2.6.1-h7f98852_0
libuuid conda-forge/linux-64::libuuid-2.32.1-h7f98852_1000
libuv conda-forge/linux-64::libuv-1.41.0-h7f98852_0
libwebp conda-forge/linux-64::libwebp-1.2.0-h3452ae3_0
libwebp-base conda-forge/linux-64::libwebp-base-1.2.0-h7f98852_2
libxcb conda-forge/linux-64::libxcb-1.13-h7f98852_1003
libxgboost rapidsai/linux-64::libxgboost-1.4.2dev.rapidsai21.06-cuda11.0_0
llvmlite conda-forge/linux-64::llvmlite-0.36.0-py37h9d7f4d0_0
locket conda-forge/noarch::locket-0.2.0-py_2
mapclassify conda-forge/noarch::mapclassify-2.4.2-pyhd8ed1ab_0
markdown conda-forge/noarch::markdown-3.3.4-pyhd8ed1ab_0
markupsafe conda-forge/linux-64::markupsafe-2.0.1-py37h5e8e339_0
matplotlib-base conda-forge/linux-64::matplotlib-base-3.4.2-py37hdd32ed1_0
matplotlib-inline conda-forge/noarch::matplotlib-inline-0.1.2-pyhd8ed1ab_2
mistune conda-forge/linux-64::mistune-0.8.4-py37h5e8e339_1003
msgpack-python conda-forge/linux-64::msgpack-python-1.0.2-py37h2527ec5_1
multidict conda-forge/linux-64::multidict-5.1.0-py37h5e8e339_1
multipledispatch conda-forge/noarch::multipledispatch-0.6.0-py_0
munch conda-forge/noarch::munch-2.5.0-py_0
nbclient conda-forge/noarch::nbclient-0.5.3-pyhd8ed1ab_0
nbconvert conda-forge/linux-64::nbconvert-6.0.7-py37h89c1867_3
nbformat conda-forge/noarch::nbformat-5.1.3-pyhd8ed1ab_0
nccl conda-forge/linux-64::nccl-2.9.9.1-h96e36e3_0
nest-asyncio conda-forge/noarch::nest-asyncio-1.5.1-pyhd8ed1ab_0
netifaces conda-forge/linux-64::netifaces-0.10.9-py37h5e8e339_1003
networkx conda-forge/noarch::networkx-2.5.1-pyhd8ed1ab_0
nlohmann_json conda-forge/linux-64::nlohmann_json-3.9.1-h9c3ff4c_1
nodejs conda-forge/linux-64::nodejs-14.15.4-h92b4a50_1
notebook conda-forge/noarch::notebook-6.4.0-pyha770c72_0
numba conda-forge/linux-64::numba-0.53.1-py37hb11d6e1_1
numpy conda-forge/linux-64::numpy-1.20.3-py37h038b26d_1
nvtx conda-forge/linux-64::nvtx-0.2.3-py37h5e8e339_0
oauthlib conda-forge/noarch::oauthlib-3.1.1-pyhd8ed1ab_0
olefile conda-forge/noarch::olefile-0.46-pyh9f0ad1d_1
openjdk conda-forge/linux-64::openjdk-8.0.282-h7f98852_0
openjpeg conda-forge/linux-64::openjpeg-2.4.0-hb52868f_1
orc conda-forge/linux-64::orc-1.6.7-h89a63ab_2
packaging conda-forge/noarch::packaging-20.9-pyh44b312d_0
pandas conda-forge/linux-64::pandas-1.2.4-py37h219a48f_0
pandoc conda-forge/linux-64::pandoc-2.14.0.2-h7f98852_0
pandocfilters conda-forge/noarch::pandocfilters-1.4.2-py_1
panel conda-forge/noarch::panel-0.10.3-pyhd8ed1ab_0
param conda-forge/noarch::param-1.10.1-pyhd3deb0d_0
parquet-cpp conda-forge/noarch::parquet-cpp-1.5.1-2
parso conda-forge/noarch::parso-0.8.2-pyhd8ed1ab_0
partd conda-forge/noarch::partd-1.2.0-pyhd8ed1ab_0
pcre conda-forge/linux-64::pcre-8.45-h9c3ff4c_0
pexpect conda-forge/noarch::pexpect-4.8.0-pyh9f0ad1d_2
pickle5 conda-forge/linux-64::pickle5-0.0.11-py37h5e8e339_0
pickleshare conda-forge/noarch::pickleshare-0.7.5-py_1003
pillow conda-forge/linux-64::pillow-8.2.0-py37h4600e1f_1
pixman conda-forge/linux-64::pixman-0.40.0-h36c2ea0_0
poppler conda-forge/linux-64::poppler-21.03.0-h93df280_0
poppler-data conda-forge/noarch::poppler-data-0.4.10-0
postgresql conda-forge/linux-64::postgresql-13.3-h2510834_0
proj conda-forge/linux-64::proj-8.0.0-h277dcde_0
prometheus_client conda-forge/noarch::prometheus_client-0.11.0-pyhd8ed1ab_0
prompt-toolkit conda-forge/noarch::prompt-toolkit-3.0.19-pyha770c72_0
protobuf conda-forge/linux-64::protobuf-3.16.0-py37hcd2ae1e_0
psutil conda-forge/linux-64::psutil-5.8.0-py37h5e8e339_1
pthread-stubs conda-forge/linux-64::pthread-stubs-0.4-h36c2ea0_1001
ptyprocess conda-forge/noarch::ptyprocess-0.7.0-pyhd3deb0d_0
py-xgboost rapidsai/linux-64::py-xgboost-1.4.2dev.rapidsai21.06-cuda11.0py37_0
pyarrow conda-forge/linux-64::pyarrow-1.0.1-py37hb63ea2f_40_cuda
pyasn1 conda-forge/noarch::pyasn1-0.4.8-py_0
pyasn1-modules conda-forge/noarch::pyasn1-modules-0.2.7-py_0
pyct conda-forge/noarch::pyct-0.4.6-py_0
pyct-core conda-forge/noarch::pyct-core-0.4.6-py_0
pydeck conda-forge/noarch::pydeck-0.5.0-pyh9f0ad1d_0
pyee conda-forge/noarch::pyee-7.0.4-pyh9f0ad1d_0
pygments conda-forge/noarch::pygments-2.9.0-pyhd8ed1ab_0
pyhive conda-forge/noarch::pyhive-0.6.4-pyhd8ed1ab_0
pyjwt conda-forge/noarch::pyjwt-2.1.0-pyhd8ed1ab_0
pynvml conda-forge/noarch::pynvml-11.0.0-pyhd8ed1ab_0
pyparsing conda-forge/noarch::pyparsing-2.4.7-pyh9f0ad1d_0
pyppeteer conda-forge/noarch::pyppeteer-0.2.2-py_1
pyproj conda-forge/linux-64::pyproj-3.0.1-py37h2bb2a07_1
pyrsistent conda-forge/linux-64::pyrsistent-0.17.3-py37h5e8e339_2
python-confluent-~ conda-forge/linux-64::python-confluent-kafka-1.5.0-py37h8f50634_0
python-dateutil conda-forge/noarch::python-dateutil-2.8.1-py_0
pytz conda-forge/noarch::pytz-2021.1-pyhd8ed1ab_0
pyu2f conda-forge/noarch::pyu2f-0.1.5-pyhd8ed1ab_0
pyviz_comms conda-forge/noarch::pyviz_comms-2.0.2-pyhd8ed1ab_0
pyyaml conda-forge/linux-64::pyyaml-5.4.1-py37h5e8e339_0
pyzmq conda-forge/linux-64::pyzmq-22.1.0-py37h336d617_0
rapids rapidsai/linux-64::rapids-21.06.00-cuda11.0_py37_ge3c8282_427
rapids-blazing rapidsai/linux-64::rapids-blazing-21.06.00-cuda11.0_py37_ge3c8282_427
rapids-xgboost rapidsai/linux-64::rapids-xgboost-21.06.00-cuda11.0_py37_ge3c8282_427
re2 conda-forge/linux-64::re2-2021.04.01-h9c3ff4c_0
requests-oauthlib conda-forge/noarch::requests-oauthlib-1.3.0-pyh9f0ad1d_0
rmm rapidsai/linux-64::rmm-21.06.00-cuda_11.0_py37_gee432a0_0
rsa conda-forge/noarch::rsa-4.7.2-pyh44b312d_0
rtree conda-forge/linux-64::rtree-0.9.7-py37h0b55af0_1
s2n conda-forge/linux-64::s2n-1.0.10-h9b69904_0
sasl conda-forge/linux-64::sasl-0.3a1-py37hcd2ae1e_0
scikit-learn conda-forge/linux-64::scikit-learn-0.24.2-py37h18a542f_0
scipy conda-forge/linux-64::scipy-1.6.3-py37h29e03ee_0
send2trash conda-forge/noarch::send2trash-1.5.0-py_0
shapely conda-forge/linux-64::shapely-1.7.1-py37h2d1e849_5
simpervisor conda-forge/noarch::simpervisor-0.4-pyhd8ed1ab_0
snappy conda-forge/linux-64::snappy-1.1.8-he1b5a44_3
sniffio conda-forge/linux-64::sniffio-1.2.0-py37h89c1867_1
sortedcontainers conda-forge/noarch::sortedcontainers-2.4.0-pyhd8ed1ab_0
spdlog conda-forge/linux-64::spdlog-1.8.5-h4bd325d_0
sqlalchemy conda-forge/linux-64::sqlalchemy-1.4.18-py37h5e8e339_0
streamz conda-forge/noarch::streamz-0.6.2-pyh44b312d_0
tblib conda-forge/noarch::tblib-1.7.0-pyhd8ed1ab_0
terminado conda-forge/linux-64::terminado-0.10.1-py37h89c1867_0
testpath conda-forge/noarch::testpath-0.5.0-pyhd8ed1ab_0
threadpoolctl conda-forge/noarch::threadpoolctl-2.1.0-pyh5ca1d4c_0
thrift conda-forge/linux-64::thrift-0.13.0-py37hcd2ae1e_2
thrift_sasl conda-forge/linux-64::thrift_sasl-0.4.2-py37h8f50634_0
tiledb conda-forge/linux-64::tiledb-2.2.9-h91fcb0e_0
toolz conda-forge/noarch::toolz-0.11.1-py_0
tornado conda-forge/linux-64::tornado-6.1-py37h5e8e339_1
traitlets conda-forge/noarch::traitlets-5.0.5-py_0
treelite conda-forge/linux-64::treelite-1.3.0-py37hfdac9b6_0
typing-extensions conda-forge/noarch::typing-extensions-3.10.0.0-hd8ed1ab_0
typing_extensions conda-forge/noarch::typing_extensions-3.10.0.0-pyha770c72_0
tzcode conda-forge/linux-64::tzcode-2021a-h7f98852_1
tzdata conda-forge/noarch::tzdata-2021a-he74cb21_0
ucx rapidsai/linux-64::ucx-1.9.0+gcd9efd3-cuda11.0_0
ucx-proc rapidsai/linux-64::ucx-proc-1.0.0-gpu
ucx-py rapidsai/linux-64::ucx-py-0.20.0-py37_gcd9efd3_0
wcwidth conda-forge/noarch::wcwidth-0.2.5-pyh9f0ad1d_2
webencodings conda-forge/noarch::webencodings-0.5.1-py_1
websocket-client conda-forge/linux-64::websocket-client-0.57.0-py37h89c1867_4
websockets conda-forge/linux-64::websockets-8.1-py37h5e8e339_3
widgetsnbextension conda-forge/linux-64::widgetsnbextension-3.5.1-py37h89c1867_4
xarray conda-forge/noarch::xarray-0.18.2-pyhd8ed1ab_0
xerces-c conda-forge/linux-64::xerces-c-3.2.3-h9d8b166_2
xgboost rapidsai/linux-64::xgboost-1.4.2dev.rapidsai21.06-cuda11.0py37_0
xorg-kbproto conda-forge/linux-64::xorg-kbproto-1.0.7-h7f98852_1002
xorg-libice conda-forge/linux-64::xorg-libice-1.0.10-h7f98852_0
xorg-libsm conda-forge/linux-64::xorg-libsm-1.2.3-hd9c2040_1000
xorg-libx11 conda-forge/linux-64::xorg-libx11-1.7.2-h7f98852_0
xorg-libxau conda-forge/linux-64::xorg-libxau-1.0.9-h7f98852_0
xorg-libxdmcp conda-forge/linux-64::xorg-libxdmcp-1.1.3-h7f98852_0
xorg-libxext conda-forge/linux-64::xorg-libxext-1.3.4-h7f98852_1
xorg-libxrender conda-forge/linux-64::xorg-libxrender-0.9.10-h7f98852_1003
xorg-renderproto conda-forge/linux-64::xorg-renderproto-0.11.1-h7f98852_1002
xorg-xextproto conda-forge/linux-64::xorg-xextproto-7.3.0-h7f98852_1002
xorg-xproto conda-forge/linux-64::xorg-xproto-7.0.31-h7f98852_1007
yarl conda-forge/linux-64::yarl-1.6.3-py37h5e8e339_1
zeromq conda-forge/linux-64::zeromq-4.3.4-h9c3ff4c_0
zict conda-forge/noarch::zict-2.0.0-py_0
zipp conda-forge/noarch::zipp-3.4.1-pyhd8ed1ab_0
The following packages will be UPDATED:
ca-certificates 2020.12.5-ha878542_0 --> 2021.5.30-ha878542_0
certifi 2020.12.5-py37h89c1867_1 --> 2021.5.30-py37h89c1867_0
conda 4.9.2-py37h89c1867_0 --> 4.10.1-py37h89c1867_0
krb5 1.17.2-h926e7f8_0 --> 1.19.1-hcc1bbae_0
libcurl 7.75.0-hc4aaa36_0 --> 7.77.0-h2574ce0_0
libxml2 2.9.10-h72842e0_3 --> 2.9.12-h72842e0_0
openssl 1.1.1j-h7f98852_0 --> 1.1.1k-h7f98852_0
readline 8.0-he28a2e2_2 --> 8.1-h46c0cb4_0
Downloading and Extracting Packages
thrift-0.13.0 | 120 KB | | 0%
thrift-0.13.0 | 120 KB | #3 | 13%
thrift-0.13.0 | 120 KB | ########## | 100%
libcudf_kafka-21.06. | 125 KB | | 0%
libcudf_kafka-21.06. | 125 KB | #2 | 13%
libcudf_kafka-21.06. | 125 KB | ######3 | 64%
libcudf_kafka-21.06. | 125 KB | ########## | 100%
nvtx-0.2.3 | 55 KB | | 0%
nvtx-0.2.3 | 55 KB | ########## | 100%
parquet-cpp-1.5.1 | 3 KB | | 0%
parquet-cpp-1.5.1 | 3 KB | ########## | 100%
boost-1.72.0 | 339 KB | | 0%
boost-1.72.0 | 339 KB | ########## | 100%
boost-1.72.0 | 339 KB | ########## | 100%
fiona-1.8.20 | 1.1 MB | | 0%
fiona-1.8.20 | 1.1 MB | ########## | 100%
fiona-1.8.20 | 1.1 MB | ########## | 100%
cugraph-21.06.00 | 65.0 MB | | 0%
cugraph-21.06.00 | 65.0 MB | | 0%
cugraph-21.06.00 | 65.0 MB | | 1%
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cugraph-21.06.00 | 65.0 MB | 9 | 9%
cugraph-21.06.00 | 65.0 MB | #6 | 16%
cugraph-21.06.00 | 65.0 MB | ##3 | 23%
cugraph-21.06.00 | 65.0 MB | ### | 30%
cugraph-21.06.00 | 65.0 MB | ###6 | 37%
cugraph-21.06.00 | 65.0 MB | ####3 | 44%
cugraph-21.06.00 | 65.0 MB | ##### | 51%
cugraph-21.06.00 | 65.0 MB | #####8 | 58%
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cugraph-21.06.00 | 65.0 MB | #######3 | 73%
cugraph-21.06.00 | 65.0 MB | ######## | 80%
cugraph-21.06.00 | 65.0 MB | ########7 | 88%
cugraph-21.06.00 | 65.0 MB | #########4 | 94%
cugraph-21.06.00 | 65.0 MB | ########## | 100%
libllvm10-10.0.1 | 26.4 MB | | 0%
libllvm10-10.0.1 | 26.4 MB | 3 | 3%
libllvm10-10.0.1 | 26.4 MB | 4 | 4%
libllvm10-10.0.1 | 26.4 MB | ###2 | 32%
libllvm10-10.0.1 | 26.4 MB | #######9 | 79%
libllvm10-10.0.1 | 26.4 MB | ########## | 100%
libllvm10-10.0.1 | 26.4 MB | ########## | 100%
sasl-0.3a1 | 74 KB | | 0%
sasl-0.3a1 | 74 KB | ########## | 100%
dask-2021.5.0 | 4 KB | | 0%
dask-2021.5.0 | 4 KB | ########## | 100%
libxgboost-1.4.2dev. | 115.3 MB | | 0%
libxgboost-1.4.2dev. | 115.3 MB | | 0%
libxgboost-1.4.2dev. | 115.3 MB | | 0%
libxgboost-1.4.2dev. | 115.3 MB | | 0%
libxgboost-1.4.2dev. | 115.3 MB | 1 | 1%
libxgboost-1.4.2dev. | 115.3 MB | 4 | 5%
libxgboost-1.4.2dev. | 115.3 MB | 8 | 9%
libxgboost-1.4.2dev. | 115.3 MB | #2 | 13%
libxgboost-1.4.2dev. | 115.3 MB | #6 | 17%
libxgboost-1.4.2dev. | 115.3 MB | ## | 21%
libxgboost-1.4.2dev. | 115.3 MB | ##4 | 24%
libxgboost-1.4.2dev. | 115.3 MB | ##8 | 28%
libxgboost-1.4.2dev. | 115.3 MB | ###2 | 32%
libxgboost-1.4.2dev. | 115.3 MB | ###6 | 36%
libxgboost-1.4.2dev. | 115.3 MB | #### | 41%
libxgboost-1.4.2dev. | 115.3 MB | ####5 | 45%
libxgboost-1.4.2dev. | 115.3 MB | ####9 | 50%
libxgboost-1.4.2dev. | 115.3 MB | #####4 | 54%
libxgboost-1.4.2dev. | 115.3 MB | #####8 | 59%
libxgboost-1.4.2dev. | 115.3 MB | ######3 | 63%
libxgboost-1.4.2dev. | 115.3 MB | ######7 | 67%
libxgboost-1.4.2dev. | 115.3 MB | #######1 | 72%
libxgboost-1.4.2dev. | 115.3 MB | #######5 | 76%
libxgboost-1.4.2dev. | 115.3 MB | ######## | 80%
libxgboost-1.4.2dev. | 115.3 MB | ########4 | 84%
libxgboost-1.4.2dev. | 115.3 MB | ########8 | 89%
libxgboost-1.4.2dev. | 115.3 MB | #########3 | 93%
libxgboost-1.4.2dev. | 115.3 MB | #########7 | 98%
libxgboost-1.4.2dev. | 115.3 MB | ########## | 100%
fontconfig-2.13.1 | 357 KB | | 0%
fontconfig-2.13.1 | 357 KB | ########## | 100%
fontconfig-2.13.1 | 357 KB | ########## | 100%
geotiff-1.6.0 | 296 KB | | 0%
geotiff-1.6.0 | 296 KB | ########## | 100%
custreamz-21.06.01 | 32 KB | | 0%
custreamz-21.06.01 | 32 KB | ##### | 50%
custreamz-21.06.01 | 32 KB | ########## | 100%
aws-sdk-cpp-1.8.186 | 4.6 MB | | 0%
aws-sdk-cpp-1.8.186 | 4.6 MB | ########## | 100%
aws-sdk-cpp-1.8.186 | 4.6 MB | ########## | 100%
arrow-cpp-proc-3.0.0 | 24 KB | | 0%
arrow-cpp-proc-3.0.0 | 24 KB | ########## | 100%
numba-0.53.1 | 3.7 MB | | 0%
numba-0.53.1 | 3.7 MB | ########## | 100%
numba-0.53.1 | 3.7 MB | ########## | 100%
cligj-0.7.2 | 10 KB | | 0%
cligj-0.7.2 | 10 KB | ########## | 100%
poppler-21.03.0 | 15.9 MB | | 0%
poppler-21.03.0 | 15.9 MB | ####2 | 43%
poppler-21.03.0 | 15.9 MB | ########## | 100%
poppler-21.03.0 | 15.9 MB | ########## | 100%
netifaces-0.10.9 | 17 KB | | 0%
netifaces-0.10.9 | 17 KB | ########## | 100%
geopandas-0.9.0 | 5 KB | | 0%
geopandas-0.9.0 | 5 KB | ########## | 100%
libxml2-2.9.12 | 772 KB | | 0%
libxml2-2.9.12 | 772 KB | ########## | 100%
libxml2-2.9.12 | 772 KB | ########## | 100%
decorator-4.4.2 | 11 KB | | 0%
decorator-4.4.2 | 11 KB | ########## | 100%
libgfortran-ng-9.3.0 | 22 KB | | 0%
libgfortran-ng-9.3.0 | 22 KB | ########## | 100%
krb5-1.19.1 | 1.4 MB | | 0%
krb5-1.19.1 | 1.4 MB | ########## | 100%
krb5-1.19.1 | 1.4 MB | ########## | 100%
sortedcontainers-2.4 | 26 KB | | 0%
sortedcontainers-2.4 | 26 KB | ########## | 100%
pynvml-11.0.0 | 39 KB | | 0%
pynvml-11.0.0 | 39 KB | ########## | 100%
libcudf-21.06.01 | 187.7 MB | | 0%
libcudf-21.06.01 | 187.7 MB | | 0%
libcudf-21.06.01 | 187.7 MB | | 0%
libcudf-21.06.01 | 187.7 MB | | 0%
libcudf-21.06.01 | 187.7 MB | 1 | 1%
libcudf-21.06.01 | 187.7 MB | 3 | 3%
libcudf-21.06.01 | 187.7 MB | 5 | 5%
libcudf-21.06.01 | 187.7 MB | 7 | 7%
libcudf-21.06.01 | 187.7 MB | 9 | 9%
libcudf-21.06.01 | 187.7 MB | #1 | 11%
libcudf-21.06.01 | 187.7 MB | #3 | 14%
libcudf-21.06.01 | 187.7 MB | #6 | 16%
libcudf-21.06.01 | 187.7 MB | #8 | 18%
libcudf-21.06.01 | 187.7 MB | ## | 21%
libcudf-21.06.01 | 187.7 MB | ##3 | 23%
libcudf-21.06.01 | 187.7 MB | ##5 | 26%
libcudf-21.06.01 | 187.7 MB | ##8 | 28%
libcudf-21.06.01 | 187.7 MB | ### | 30%
libcudf-21.06.01 | 187.7 MB | ###2 | 33%
libcudf-21.06.01 | 187.7 MB | ###5 | 36%
libcudf-21.06.01 | 187.7 MB | ###8 | 39%
libcudf-21.06.01 | 187.7 MB | #### | 41%
libcudf-21.06.01 | 187.7 MB | ####3 | 44%
libcudf-21.06.01 | 187.7 MB | ####6 | 47%
libcudf-21.06.01 | 187.7 MB | ####9 | 49%
libcudf-21.06.01 | 187.7 MB | #####1 | 52%
libcudf-21.06.01 | 187.7 MB | #####4 | 55%
libcudf-21.06.01 | 187.7 MB | #####7 | 57%
libcudf-21.06.01 | 187.7 MB | #####9 | 60%
libcudf-21.06.01 | 187.7 MB | ######2 | 63%
libcudf-21.06.01 | 187.7 MB | ######5 | 65%
libcudf-21.06.01 | 187.7 MB | ######7 | 68%
libcudf-21.06.01 | 187.7 MB | ####### | 71%
libcudf-21.06.01 | 187.7 MB | #######2 | 73%
libcudf-21.06.01 | 187.7 MB | #######5 | 75%
libcudf-21.06.01 | 187.7 MB | #######8 | 78%
libcudf-21.06.01 | 187.7 MB | ######## | 81%
libcudf-21.06.01 | 187.7 MB | ########4 | 84%
libcudf-21.06.01 | 187.7 MB | ########6 | 87%
libcudf-21.06.01 | 187.7 MB | ########9 | 89%
libcudf-21.06.01 | 187.7 MB | #########2 | 92%
libcudf-21.06.01 | 187.7 MB | #########5 | 95%
libcudf-21.06.01 | 187.7 MB | #########8 | 98%
libcudf-21.06.01 | 187.7 MB | ########## | 100%
llvmlite-0.36.0 | 2.7 MB | | 0%
llvmlite-0.36.0 | 2.7 MB | ########## | 100%
llvmlite-0.36.0 | 2.7 MB | ########## | 100%
hdf4-4.2.15 | 950 KB | | 0%
hdf4-4.2.15 | 950 KB | ########## | 100%
hdf4-4.2.15 | 950 KB | ########## | 100%
olefile-0.46 | 32 KB | | 0%
olefile-0.46 | 32 KB | ########## | 100%
conda-4.10.1 | 3.1 MB | | 0%
conda-4.10.1 | 3.1 MB | ########## | 100%
conda-4.10.1 | 3.1 MB | ########## | 100%
greenlet-1.1.0 | 83 KB | | 0%
greenlet-1.1.0 | 83 KB | ########## | 100%
zipp-3.4.1 | 11 KB | | 0%
zipp-3.4.1 | 11 KB | ########## | 100%
pyppeteer-0.2.2 | 104 KB | | 0%
pyppeteer-0.2.2 | 104 KB | ########## | 100%
xorg-xproto-7.0.31 | 73 KB | | 0%
xorg-xproto-7.0.31 | 73 KB | ########## | 100%
numpy-1.20.3 | 5.7 MB | | 0%
numpy-1.20.3 | 5.7 MB | ########## | 100%
numpy-1.20.3 | 5.7 MB | ########## | 100%
parso-0.8.2 | 68 KB | | 0%
parso-0.8.2 | 68 KB | ########## | 100%
pyparsing-2.4.7 | 60 KB | | 0%
pyparsing-2.4.7 | 60 KB | ########## | 100%
proj-8.0.0 | 3.1 MB | | 0%
proj-8.0.0 | 3.1 MB | ########## | 100%
proj-8.0.0 | 3.1 MB | ########## | 100%
libthrift-0.14.1 | 4.5 MB | | 0%
libthrift-0.14.1 | 4.5 MB | ########## | 100%
libthrift-0.14.1 | 4.5 MB | ########## | 100%
nodejs-14.15.4 | 15.7 MB | | 0%
nodejs-14.15.4 | 15.7 MB | ###8 | 38%
nodejs-14.15.4 | 15.7 MB | ########## | 100%
nodejs-14.15.4 | 15.7 MB | ########## | 100%
libgsasl-1.8.0 | 125 KB | | 0%
libgsasl-1.8.0 | 125 KB | ########## | 100%
tzdata-2021a | 121 KB | | 0%
tzdata-2021a | 121 KB | ########## | 100%
pyrsistent-0.17.3 | 89 KB | | 0%
pyrsistent-0.17.3 | 89 KB | ########## | 100%
yarl-1.6.3 | 141 KB | | 0%
yarl-1.6.3 | 141 KB | ########## | 100%
pixman-0.40.0 | 627 KB | | 0%
pixman-0.40.0 | 627 KB | ########## | 100%
pixman-0.40.0 | 627 KB | ########## | 100%
param-1.10.1 | 64 KB | | 0%
param-1.10.1 | 64 KB | ########## | 100%
wcwidth-0.2.5 | 33 KB | | 0%
wcwidth-0.2.5 | 33 KB | ########## | 100%
cuxfilter-21.06.00 | 136 KB | | 0%
cuxfilter-21.06.00 | 136 KB | #1 | 12%
cuxfilter-21.06.00 | 136 KB | #####8 | 59%
cuxfilter-21.06.00 | 136 KB | ########## | 100%
re2-2021.04.01 | 218 KB | | 0%
re2-2021.04.01 | 218 KB | ########## | 100%
tblib-1.7.0 | 15 KB | | 0%
tblib-1.7.0 | 15 KB | ########## | 100%
websockets-8.1 | 90 KB | | 0%
websockets-8.1 | 90 KB | ########## | 100%
cudatoolkit-11.0.221 | 953.0 MB | | 0%
cudatoolkit-11.0.221 | 953.0 MB | ########## | 100%
cudatoolkit-11.0.221 | 953.0 MB | ########## | 100%
sniffio-1.2.0 | 15 KB | | 0%
sniffio-1.2.0 | 15 KB | ########## | 100%
backports.functools_ | 9 KB | | 0%
backports.functools_ | 9 KB | ########## | 100%
nbclient-0.5.3 | 67 KB | | 0%
nbclient-0.5.3 | 67 KB | ########## | 100%
async-timeout-3.0.1 | 11 KB | | 0%
async-timeout-3.0.1 | 11 KB | ########## | 100%
prompt-toolkit-3.0.1 | 244 KB | | 0%
prompt-toolkit-3.0.1 | 244 KB | ########## | 100%
grpc-cpp-1.38.0 | 3.6 MB | | 0%
grpc-cpp-1.38.0 | 3.6 MB | ########## | 100%
grpc-cpp-1.38.0 | 3.6 MB | ########## | 100%
fsspec-2021.6.0 | 79 KB | | 0%
fsspec-2021.6.0 | 79 KB | ########## | 100%
pandocfilters-1.4.2 | 9 KB | | 0%
pandocfilters-1.4.2 | 9 KB | ########## | 100%
msgpack-python-1.0.2 | 91 KB | | 0%
msgpack-python-1.0.2 | 91 KB | ########## | 100%
markdown-3.3.4 | 67 KB | | 0%
markdown-3.3.4 | 67 KB | ########## | 100%
cycler-0.10.0 | 9 KB | | 0%
cycler-0.10.0 | 9 KB | ########## | 100%
notebook-6.4.0 | 6.1 MB | | 0%
notebook-6.4.0 | 6.1 MB | ########## | 100%
notebook-6.4.0 | 6.1 MB | ########## | 100%
boost-cpp-1.72.0 | 16.3 MB | | 0%
boost-cpp-1.72.0 | 16.3 MB | ##3 | 23%
boost-cpp-1.72.0 | 16.3 MB | #######1 | 71%
boost-cpp-1.72.0 | 16.3 MB | ########## | 100%
boost-cpp-1.72.0 | 16.3 MB | ########## | 100%
streamz-0.6.2 | 59 KB | | 0%
streamz-0.6.2 | 59 KB | ##6 | 27%
streamz-0.6.2 | 59 KB | ########## | 100%
blazingsql-21.06.00 | 190.2 MB | | 0%
blazingsql-21.06.00 | 190.2 MB | | 0%
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blazingsql-21.06.00 | 190.2 MB | 2 | 2%
blazingsql-21.06.00 | 190.2 MB | 4 | 5%
blazingsql-21.06.00 | 190.2 MB | 7 | 8%
blazingsql-21.06.00 | 190.2 MB | # | 10%
blazingsql-21.06.00 | 190.2 MB | #2 | 13%
blazingsql-21.06.00 | 190.2 MB | #5 | 16%
blazingsql-21.06.00 | 190.2 MB | #8 | 18%
blazingsql-21.06.00 | 190.2 MB | ##1 | 21%
blazingsql-21.06.00 | 190.2 MB | ##4 | 24%
blazingsql-21.06.00 | 190.2 MB | ##7 | 27%
blazingsql-21.06.00 | 190.2 MB | ### | 30%
blazingsql-21.06.00 | 190.2 MB | ###2 | 33%
blazingsql-21.06.00 | 190.2 MB | ###5 | 36%
blazingsql-21.06.00 | 190.2 MB | ###8 | 39%
blazingsql-21.06.00 | 190.2 MB | ####1 | 41%
blazingsql-21.06.00 | 190.2 MB | ####4 | 44%
blazingsql-21.06.00 | 190.2 MB | ####7 | 47%
blazingsql-21.06.00 | 190.2 MB | ##### | 50%
blazingsql-21.06.00 | 190.2 MB | #####2 | 53%
blazingsql-21.06.00 | 190.2 MB | #####5 | 55%
blazingsql-21.06.00 | 190.2 MB | #####7 | 58%
blazingsql-21.06.00 | 190.2 MB | ###### | 60%
blazingsql-21.06.00 | 190.2 MB | ######2 | 63%
blazingsql-21.06.00 | 190.2 MB | ######5 | 65%
blazingsql-21.06.00 | 190.2 MB | ######8 | 68%
blazingsql-21.06.00 | 190.2 MB | ####### | 71%
blazingsql-21.06.00 | 190.2 MB | #######3 | 73%
blazingsql-21.06.00 | 190.2 MB | #######5 | 76%
blazingsql-21.06.00 | 190.2 MB | #######8 | 78%
blazingsql-21.06.00 | 190.2 MB | ######## | 81%
blazingsql-21.06.00 | 190.2 MB | ########3 | 83%
blazingsql-21.06.00 | 190.2 MB | ########6 | 86%
blazingsql-21.06.00 | 190.2 MB | ########8 | 89%
blazingsql-21.06.00 | 190.2 MB | #########1 | 91%
blazingsql-21.06.00 | 190.2 MB | #########3 | 94%
blazingsql-21.06.00 | 190.2 MB | #########6 | 96%
blazingsql-21.06.00 | 190.2 MB | #########8 | 99%
blazingsql-21.06.00 | 190.2 MB | ########## | 100%
argon2-cffi-20.1.0 | 47 KB | | 0%
argon2-cffi-20.1.0 | 47 KB | ########## | 100%
backports-1.0 | 4 KB | | 0%
backports-1.0 | 4 KB | ########## | 100%
cupy-9.0.0 | 50.3 MB | | 0%
cupy-9.0.0 | 50.3 MB | 7 | 7%
cupy-9.0.0 | 50.3 MB | ##7 | 28%
cupy-9.0.0 | 50.3 MB | ####7 | 48%
cupy-9.0.0 | 50.3 MB | ####### | 70%
cupy-9.0.0 | 50.3 MB | ######### | 90%
cupy-9.0.0 | 50.3 MB | ########## | 100%
terminado-0.10.1 | 26 KB | | 0%
terminado-0.10.1 | 26 KB | ########## | 100%
pyct-0.4.6 | 3 KB | | 0%
pyct-0.4.6 | 3 KB | ########## | 100%
prometheus_client-0. | 46 KB | | 0%
prometheus_client-0. | 46 KB | ########## | 100%
libuv-1.41.0 | 1.0 MB | | 0%
libuv-1.41.0 | 1.0 MB | ########## | 100%
libuv-1.41.0 | 1.0 MB | ########## | 100%
pyproj-3.0.1 | 484 KB | | 0%
pyproj-3.0.1 | 484 KB | ########## | 100%
pyproj-3.0.1 | 484 KB | ########## | 100%
freexl-1.0.6 | 48 KB | | 0%
freexl-1.0.6 | 48 KB | ########## | 100%
backcall-0.2.0 | 13 KB | | 0%
backcall-0.2.0 | 13 KB | ########## | 100%
lcms2-2.12 | 443 KB | | 0%
lcms2-2.12 | 443 KB | ########## | 100%
lcms2-2.12 | 443 KB | ########## | 100%
cairo-1.16.0 | 1.5 MB | | 0%
cairo-1.16.0 | 1.5 MB | ########## | 100%
cairo-1.16.0 | 1.5 MB | ########## | 100%
abseil-cpp-20210324. | 1015 KB | | 0%
abseil-cpp-20210324. | 1015 KB | ########## | 100%
abseil-cpp-20210324. | 1015 KB | ########## | 100%
markupsafe-2.0.1 | 22 KB | | 0%
markupsafe-2.0.1 | 22 KB | ########## | 100%
pandoc-2.14.0.2 | 12.0 MB | | 0%
pandoc-2.14.0.2 | 12.0 MB | ###8 | 39%
pandoc-2.14.0.2 | 12.0 MB | ########## | 100%
pandoc-2.14.0.2 | 12.0 MB | ########## | 100%
libglib-2.68.3 | 3.1 MB | | 0%
libglib-2.68.3 | 3.1 MB | ########## | 100%
libglib-2.68.3 | 3.1 MB | ########## | 100%
spdlog-1.8.5 | 353 KB | | 0%
spdlog-1.8.5 | 353 KB | ########## | 100%
anyio-3.2.0 | 138 KB | | 0%
anyio-3.2.0 | 138 KB | ########## | 100%
gcsfs-2021.6.0 | 23 KB | | 0%
gcsfs-2021.6.0 | 23 KB | ########## | 100%
matplotlib-inline-0. | 11 KB | | 0%
matplotlib-inline-0. | 11 KB | ########## | 100%
libspatialindex-1.9. | 4.6 MB | | 0%
libspatialindex-1.9. | 4.6 MB | ########## | 100%
libspatialindex-1.9. | 4.6 MB | ########## | 100%
protobuf-3.16.0 | 342 KB | | 0%
protobuf-3.16.0 | 342 KB | ########## | 100%
protobuf-3.16.0 | 342 KB | ########## | 100%
pyjwt-2.1.0 | 17 KB | | 0%
pyjwt-2.1.0 | 17 KB | ########## | 100%
libntlm-1.4 | 32 KB | | 0%
libntlm-1.4 | 32 KB | ########## | 100%
libxcb-1.13 | 395 KB | | 0%
libxcb-1.13 | 395 KB | ########## | 100%
libxcb-1.13 | 395 KB | ########## | 100%
cuspatial-21.06.00 | 15.2 MB | | 0%
cuspatial-21.06.00 | 15.2 MB | | 0%
cuspatial-21.06.00 | 15.2 MB | | 1%
cuspatial-21.06.00 | 15.2 MB | 2 | 3%
cuspatial-21.06.00 | 15.2 MB | #1 | 11%
cuspatial-21.06.00 | 15.2 MB | ###6 | 37%
cuspatial-21.06.00 | 15.2 MB | #######2 | 73%
cuspatial-21.06.00 | 15.2 MB | ########## | 100%
cuspatial-21.06.00 | 15.2 MB | ########## | 100%
xorg-renderproto-0.1 | 9 KB | | 0%
xorg-renderproto-0.1 | 9 KB | ########## | 100%
heapdict-1.0.1 | 7 KB | | 0%
heapdict-1.0.1 | 7 KB | ########## | 100%
future-0.18.2 | 714 KB | | 0%
future-0.18.2 | 714 KB | ########## | 100%
future-0.18.2 | 714 KB | ########## | 100%
partd-1.2.0 | 18 KB | | 0%
partd-1.2.0 | 18 KB | ########## | 100%
tzcode-2021a | 68 KB | | 0%
tzcode-2021a | 68 KB | ########## | 100%
dask-cudf-21.06.01 | 103 KB | | 0%
dask-cudf-21.06.01 | 103 KB | #5 | 15%
dask-cudf-21.06.01 | 103 KB | ########## | 100%
liblapack-3.9.0 | 11 KB | | 0%
liblapack-3.9.0 | 11 KB | ########## | 100%
kiwisolver-1.3.1 | 78 KB | | 0%
kiwisolver-1.3.1 | 78 KB | ########## | 100%
zeromq-4.3.4 | 352 KB | | 0%
zeromq-4.3.4 | 352 KB | ########## | 100%
pyu2f-0.1.5 | 31 KB | | 0%
pyu2f-0.1.5 | 31 KB | ########## | 100%
python-dateutil-2.8. | 220 KB | | 0%
python-dateutil-2.8. | 220 KB | ########## | 100%
libcrc32c-1.1.1 | 20 KB | | 0%
libcrc32c-1.1.1 | 20 KB | ########## | 100%
pygments-2.9.0 | 754 KB | | 0%
pygments-2.9.0 | 754 KB | ########## | 100%
pygments-2.9.0 | 754 KB | ########## | 100%
datashader-0.11.1 | 14.0 MB | | 0%
datashader-0.11.1 | 14.0 MB | ###9 | 40%
datashader-0.11.1 | 14.0 MB | ########## | 100%
datashader-0.11.1 | 14.0 MB | ########## | 100%
pyasn1-modules-0.2.7 | 60 KB | | 0%
pyasn1-modules-0.2.7 | 60 KB | ########## | 100%
jsonschema-3.2.0 | 45 KB | | 0%
jsonschema-3.2.0 | 45 KB | ########## | 100%
multipledispatch-0.6 | 12 KB | | 0%
multipledispatch-0.6 | 12 KB | ########## | 100%
libprotobuf-3.16.0 | 2.5 MB | | 0%
libprotobuf-3.16.0 | 2.5 MB | ########## | 100%
libprotobuf-3.16.0 | 2.5 MB | ########## | 100%
toolz-0.11.1 | 46 KB | | 0%
toolz-0.11.1 | 46 KB | ########## | 100%
zict-2.0.0 | 10 KB | | 0%
zict-2.0.0 | 10 KB | ########## | 100%
ipykernel-5.5.5 | 167 KB | | 0%
ipykernel-5.5.5 | 167 KB | ########## | 100%
faiss-proc-1.0.0 | 24 KB | | 0%
faiss-proc-1.0.0 | 24 KB | ######7 | 68%
faiss-proc-1.0.0 | 24 KB | ########## | 100%
libgpg-error-1.42 | 278 KB | | 0%
libgpg-error-1.42 | 278 KB | ########## | 100%
kealib-1.4.14 | 186 KB | | 0%
kealib-1.4.14 | 186 KB | ########## | 100%
libtiff-4.2.0 | 639 KB | | 0%
libtiff-4.2.0 | 639 KB | ########## | 100%
libtiff-4.2.0 | 639 KB | ########## | 100%
distributed-2021.5.0 | 1.1 MB | | 0%
distributed-2021.5.0 | 1.1 MB | ########## | 100%
distributed-2021.5.0 | 1.1 MB | ########## | 100%
aws-checksums-0.1.11 | 50 KB | | 0%
aws-checksums-0.1.11 | 50 KB | ########## | 100%
librttopo-1.1.0 | 235 KB | | 0%
librttopo-1.1.0 | 235 KB | ########## | 100%
pcre-8.45 | 253 KB | | 0%
pcre-8.45 | 253 KB | ########## | 100%
fastavro-1.4.1 | 496 KB | | 0%
fastavro-1.4.1 | 496 KB | ########## | 100%
fastavro-1.4.1 | 496 KB | ########## | 100%
pyzmq-22.1.0 | 500 KB | | 0%
pyzmq-22.1.0 | 500 KB | ########## | 100%
pyzmq-22.1.0 | 500 KB | ########## | 100%
aiohttp-3.7.4.post0 | 625 KB | | 0%
aiohttp-3.7.4.post0 | 625 KB | ########## | 100%
aiohttp-3.7.4.post0 | 625 KB | ########## | 100%
brotli-1.0.9 | 389 KB | | 0%
brotli-1.0.9 | 389 KB | ########## | 100%
dask-cuda-21.06.00 | 110 KB | | 0%
dask-cuda-21.06.00 | 110 KB | #4 | 15%
dask-cuda-21.06.00 | 110 KB | ########## | 100%
rapids-blazing-21.06 | 5 KB | | 0%
rapids-blazing-21.06 | 5 KB | ########## | 100%
rapids-blazing-21.06 | 5 KB | ########## | 100%
arrow-cpp-1.0.1 | 21.1 MB | | 0%
arrow-cpp-1.0.1 | 21.1 MB | ##3 | 23%
arrow-cpp-1.0.1 | 21.1 MB | #######3 | 74%
arrow-cpp-1.0.1 | 21.1 MB | ########## | 100%
arrow-cpp-1.0.1 | 21.1 MB | ########## | 100%
widgetsnbextension-3 | 1.8 MB | | 0%
widgetsnbextension-3 | 1.8 MB | ########## | 100%
widgetsnbextension-3 | 1.8 MB | ########## | 100%
hdf5-1.10.6 | 3.1 MB | | 0%
hdf5-1.10.6 | 3.1 MB | ######9 | 70%
hdf5-1.10.6 | 3.1 MB | ########## | 100%
hdf5-1.10.6 | 3.1 MB | ########## | 100%
rmm-21.06.00 | 7.0 MB | | 0%
rmm-21.06.00 | 7.0 MB | | 0%
rmm-21.06.00 | 7.0 MB | #######4 | 74%
rmm-21.06.00 | 7.0 MB | ########## | 100%
rmm-21.06.00 | 7.0 MB | ########## | 100%
rapids-21.06.00 | 5 KB | | 0%
rapids-21.06.00 | 5 KB | ########## | 100%
rapids-21.06.00 | 5 KB | ########## | 100%
mapclassify-2.4.2 | 36 KB | | 0%
mapclassify-2.4.2 | 36 KB | ########## | 100%
cudf-21.06.01 | 108.4 MB | | 0%
cudf-21.06.01 | 108.4 MB | | 0%
cudf-21.06.01 | 108.4 MB | 4 | 5%
cudf-21.06.01 | 108.4 MB | 9 | 9%
cudf-21.06.01 | 108.4 MB | #4 | 14%
cudf-21.06.01 | 108.4 MB | #9 | 19%
cudf-21.06.01 | 108.4 MB | ##4 | 25%
cudf-21.06.01 | 108.4 MB | ### | 30%
cudf-21.06.01 | 108.4 MB | ###5 | 35%
cudf-21.06.01 | 108.4 MB | #### | 41%
cudf-21.06.01 | 108.4 MB | ####5 | 46%
cudf-21.06.01 | 108.4 MB | #####1 | 51%
cudf-21.06.01 | 108.4 MB | #####5 | 55%
cudf-21.06.01 | 108.4 MB | #####9 | 59%
cudf-21.06.01 | 108.4 MB | ######3 | 63%
cudf-21.06.01 | 108.4 MB | ######8 | 68%
cudf-21.06.01 | 108.4 MB | #######3 | 73%
cudf-21.06.01 | 108.4 MB | #######8 | 78%
cudf-21.06.01 | 108.4 MB | ########3 | 84%
cudf-21.06.01 | 108.4 MB | ########8 | 89%
cudf-21.06.01 | 108.4 MB | #########3 | 94%
cudf-21.06.01 | 108.4 MB | #########9 | 99%
cudf-21.06.01 | 108.4 MB | ########## | 100%
xgboost-1.4.2dev.rap | 17 KB | | 0%
xgboost-1.4.2dev.rap | 17 KB | #########5 | 96%
xgboost-1.4.2dev.rap | 17 KB | ########## | 100%
pexpect-4.8.0 | 47 KB | | 0%
pexpect-4.8.0 | 47 KB | ########## | 100%
gdal-3.2.2 | 1.5 MB | | 0%
gdal-3.2.2 | 1.5 MB | ########## | 100%
gdal-3.2.2 | 1.5 MB | ########## | 100%
jedi-0.18.0 | 923 KB | | 0%
jedi-0.18.0 | 923 KB | ########## | 100%
jedi-0.18.0 | 923 KB | ########## | 100%
glog-0.5.0 | 104 KB | | 0%
glog-0.5.0 | 104 KB | ########## | 100%
webencodings-0.5.1 | 12 KB | | 0%
webencodings-0.5.1 | 12 KB | ########## | 100%
libnetcdf-4.7.4 | 1.3 MB | | 0%
libnetcdf-4.7.4 | 1.3 MB | ########## | 100%
libnetcdf-4.7.4 | 1.3 MB | ########## | 100%
panel-0.10.3 | 6.1 MB | | 0%
panel-0.10.3 | 6.1 MB | #######9 | 80%
panel-0.10.3 | 6.1 MB | ########## | 100%
google-cloud-cpp-1.2 | 9.3 MB | | 0%
google-cloud-cpp-1.2 | 9.3 MB | #######1 | 71%
google-cloud-cpp-1.2 | 9.3 MB | ########## | 100%
google-cloud-cpp-1.2 | 9.3 MB | ########## | 100%
networkx-2.5.1 | 1.2 MB | | 0%
networkx-2.5.1 | 1.2 MB | ########## | 100%
networkx-2.5.1 | 1.2 MB | ########## | 100%
psutil-5.8.0 | 342 KB | | 0%
psutil-5.8.0 | 342 KB | ########## | 100%
psutil-5.8.0 | 342 KB | ########## | 100%
ucx-1.9.0+gcd9efd3 | 8.2 MB | | 0%
ucx-1.9.0+gcd9efd3 | 8.2 MB | | 0%
ucx-1.9.0+gcd9efd3 | 8.2 MB | | 1%
ucx-1.9.0+gcd9efd3 | 8.2 MB | 3 | 4%
ucx-1.9.0+gcd9efd3 | 8.2 MB | #6 | 16%
ucx-1.9.0+gcd9efd3 | 8.2 MB | #####2 | 52%
ucx-1.9.0+gcd9efd3 | 8.2 MB | #########9 | 100%
ucx-1.9.0+gcd9efd3 | 8.2 MB | ########## | 100%
libcurl-7.77.0 | 334 KB | | 0%
libcurl-7.77.0 | 334 KB | ########## | 100%
libhwloc-2.3.0 | 2.7 MB | | 0%
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xarray-0.18.2 | 599 KB | ########## | 100%
xarray-0.18.2 | 599 KB | ########## | 100%
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google-auth-1.30.2 | 77 KB | ########## | 100%
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libcugraph-21.06.00 | 213.6 MB | ########1 | 82%
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bleach-3.3.0 | 111 KB | ########## | 100%
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nbformat-5.1.3 | 47 KB | | 0%
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postgresql-13.3 | 5.3 MB | ########## | 100%
postgresql-13.3 | 5.3 MB | ########## | 100%
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scikit-learn-0.24.2 | 7.5 MB | ########## | 100%
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certifi-2021.5.30 | 141 KB | | 0%
certifi-2021.5.30 | 141 KB | ########## | 100%
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colorcet-2.0.6 | 1.5 MB | ########## | 100%
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cudf_kafka-21.06.01 | 1.7 MB | ########## | 100%
cudf_kafka-21.06.01 | 1.7 MB | ########## | 100%
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gflags-2.2.2 | 114 KB | ########## | 100%
importlib-metadata-4 | 31 KB | | 0%
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nlohmann_json-3.9.1 | 122 KB | | 0%
nlohmann_json-3.9.1 | 122 KB | ########## | 100%
cloudpickle-1.6.0 | 22 KB | | 0%
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click-plugins-1.1.1 | 9 KB | ########## | 100%
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aws-c-common-0.6.2 | 168 KB | ########## | 100%
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openssl-1.1.1k | 2.1 MB | ########## | 100%
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libpq-13.3 | 2.7 MB | ########## | 100%
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click-7.1.2 | 64 KB | ########## | 100%
thrift_sasl-0.4.2 | 14 KB | | 0%
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libblas-3.9.0 | 11 KB | | 0%
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librdkafka-1.5.3 | 11.2 MB | ########## | 100%
librdkafka-1.5.3 | 11.2 MB | ########## | 100%
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libgcrypt-1.9.3 | 677 KB | | 0%
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libgcrypt-1.9.3 | 677 KB | ########## | 100%
geos-3.9.1 | 1.1 MB | | 0%
geos-3.9.1 | 1.1 MB | ########## | 100%
geos-3.9.1 | 1.1 MB | ########## | 100%
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cytoolz-0.11.0 | 403 KB | ########## | 100%
cytoolz-0.11.0 | 403 KB | ########## | 100%
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poppler-data-0.4.10 | 3.8 MB | ########## | 100%
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pyarrow-1.0.1 | 2.4 MB | | 0%
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pyarrow-1.0.1 | 2.4 MB | ########## | 100%
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threadpoolctl-2.1.0 | 15 KB | ########## | 100%
fastrlock-0.6 | 31 KB | | 0%
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attrs-21.2.0 | 44 KB | | 0%
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libfaiss-1.7.0 | 67.0 MB | | 0%
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libfaiss-1.7.0 | 67.0 MB | ###7 | 37%
libfaiss-1.7.0 | 67.0 MB | #####4 | 55%
libfaiss-1.7.0 | 67.0 MB | #######2 | 73%
libfaiss-1.7.0 | 67.0 MB | ########6 | 86%
libfaiss-1.7.0 | 67.0 MB | ########## | 100%
libfaiss-1.7.0 | 67.0 MB | ########## | 100%
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librmm-21.06.00 | 57 KB | ########## | 100%
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pickle5-0.0.11 | 173 KB | | 0%
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pyasn1-0.4.8 | 53 KB | | 0%
pyasn1-0.4.8 | 53 KB | ########## | 100%
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pandas-1.2.4 | 11.8 MB | ########## | 100%
pandas-1.2.4 | 11.8 MB | ########## | 100%
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libcuml-21.06.02 | 95.2 MB | | 0%
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libcuml-21.06.02 | 95.2 MB | #2 | 12%
libcuml-21.06.02 | 95.2 MB | #7 | 17%
libcuml-21.06.02 | 95.2 MB | ##1 | 22%
libcuml-21.06.02 | 95.2 MB | ##7 | 27%
libcuml-21.06.02 | 95.2 MB | ###2 | 32%
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libcuml-21.06.02 | 95.2 MB | ####3 | 43%
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libcuml-21.06.02 | 95.2 MB | ########2 | 82%
libcuml-21.06.02 | 95.2 MB | ########8 | 88%
libcuml-21.06.02 | 95.2 MB | #########4 | 94%
libcuml-21.06.02 | 95.2 MB | ########## | 100%
libcuml-21.06.02 | 95.2 MB | ########## | 100%
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libcumlprims-21.06.0 | 1.1 MB | ########## | 100%
ucx-py-0.20.0 | 294 KB | | 0%
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ucx-py-0.20.0 | 294 KB | ###2 | 33%
ucx-py-0.20.0 | 294 KB | ########## | 100%
ucx-py-0.20.0 | 294 KB | ########## | 100%
matplotlib-base-3.4. | 7.2 MB | | 0%
matplotlib-base-3.4. | 7.2 MB | ######6 | 66%
matplotlib-base-3.4. | 7.2 MB | ########## | 100%
matplotlib-base-3.4. | 7.2 MB | ########## | 100%
nest-asyncio-1.5.1 | 9 KB | | 0%
nest-asyncio-1.5.1 | 9 KB | ########## | 100%
jupyterlab_widgets-1 | 130 KB | | 0%
jupyterlab_widgets-1 | 130 KB | ########## | 100%
rapids-xgboost-21.06 | 4 KB | | 0%
rapids-xgboost-21.06 | 4 KB | ########## | 100%
rapids-xgboost-21.06 | 4 KB | ########## | 100%
gettext-0.19.8.1 | 3.6 MB | | 0%
gettext-0.19.8.1 | 3.6 MB | #####1 | 51%
gettext-0.19.8.1 | 3.6 MB | ########## | 100%
gettext-0.19.8.1 | 3.6 MB | ########## | 100%
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xorg-libice-1.0.10 | 58 KB | ########## | 100%
ipython_genutils-0.2 | 21 KB | | 0%
ipython_genutils-0.2 | 21 KB | ########## | 100%
libpng-1.6.37 | 306 KB | | 0%
libpng-1.6.37 | 306 KB | ########## | 100%
xorg-libsm-1.2.3 | 26 KB | | 0%
xorg-libsm-1.2.3 | 26 KB | ########## | 100%
orc-1.6.7 | 751 KB | | 0%
orc-1.6.7 | 751 KB | ########## | 100%
orc-1.6.7 | 751 KB | ########## | 100%
cyrus-sasl-2.1.27 | 224 KB | | 0%
cyrus-sasl-2.1.27 | 224 KB | ########## | 100%
mistune-0.8.4 | 54 KB | | 0%
mistune-0.8.4 | 54 KB | ########## | 100%
multidict-5.1.0 | 67 KB | | 0%
multidict-5.1.0 | 67 KB | ########## | 100%
sqlalchemy-1.4.18 | 2.2 MB | | 0%
sqlalchemy-1.4.18 | 2.2 MB | ########## | 100%
sqlalchemy-1.4.18 | 2.2 MB | ########## | 100%
ca-certificates-2021 | 136 KB | | 0%
ca-certificates-2021 | 136 KB | ########## | 100%
openjpeg-2.4.0 | 444 KB | | 0%
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openjpeg-2.4.0 | 444 KB | ########## | 100%
ptyprocess-0.7.0 | 16 KB | | 0%
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packaging-20.9 | 35 KB | | 0%
packaging-20.9 | 35 KB | ########## | 100%
cachetools-4.2.2 | 12 KB | | 0%
cachetools-4.2.2 | 12 KB | ########## | 100%
pyviz_comms-2.0.2 | 25 KB | | 0%
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pydeck-0.5.0 | 3.6 MB | | 0%
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pydeck-0.5.0 | 3.6 MB | ########## | 100%
locket-0.2.0 | 6 KB | | 0%
locket-0.2.0 | 6 KB | ########## | 100%
libgdal-3.2.2 | 13.2 MB | | 0%
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libgdal-3.2.2 | 13.2 MB | ###### | 61%
libgdal-3.2.2 | 13.2 MB | #########6 | 97%
libgdal-3.2.2 | 13.2 MB | ########## | 100%
dask-core-2021.5.0 | 735 KB | | 0%
dask-core-2021.5.0 | 735 KB | ########## | 100%
dask-core-2021.5.0 | 735 KB | ########## | 100%
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typing_extensions-3. | 28 KB | ########## | 100%
tornado-6.1 | 646 KB | | 0%
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tornado-6.1 | 646 KB | ########## | 100%
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pthread-stubs-0.4 | 5 KB | | 0%
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snappy-1.1.8 | 32 KB | | 0%
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entrypoints-0.3 | 8 KB | | 0%
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traitlets-5.0.5 | 81 KB | | 0%
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treelite-1.3.0 | 2.7 MB | ########## | 100%
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aws-c-event-stream-0 | 47 KB | ########## | 100%
jpeg-9d | 264 KB | | 0%
jpeg-9d | 264 KB | ########## | 100%
async_generator-1.10 | 18 KB | | 0%
async_generator-1.10 | 18 KB | ########## | 100%
bokeh-2.2.3 | 7.0 MB | | 0%
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bokeh-2.2.3 | 7.0 MB | ########## | 100%
bokeh-2.2.3 | 7.0 MB | ########## | 100%
jupyter_client-6.1.1 | 79 KB | | 0%
jupyter_client-6.1.1 | 79 KB | ########## | 100%
xorg-xextproto-7.3.0 | 28 KB | | 0%
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pyyaml-5.4.1 | 189 KB | | 0%
pyyaml-5.4.1 | 189 KB | ########## | 100%
libcuspatial-21.06.0 | 7.6 MB | | 0%
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libcuspatial-21.06.0 | 7.6 MB | ######4 | 64%
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pickleshare-0.7.5 | 9 KB | | 0%
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pytz-2021.1 | 239 KB | | 0%
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libsodium-1.0.18 | 366 KB | | 0%
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s2n-1.0.10 | 442 KB | ########## | 100%
oauthlib-3.1.1 | 87 KB | | 0%
oauthlib-3.1.1 | 87 KB | ########## | 100%
typing-extensions-3. | 8 KB | | 0%
typing-extensions-3. | 8 KB | ########## | 100%
defusedxml-0.7.1 | 23 KB | | 0%
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cuml-21.06.02 | 78.9 MB | | 0%
cuml-21.06.02 | 78.9 MB | | 0%
cuml-21.06.02 | 78.9 MB | 6 | 7%
cuml-21.06.02 | 78.9 MB | #3 | 13%
cuml-21.06.02 | 78.9 MB | #9 | 19%
cuml-21.06.02 | 78.9 MB | ##6 | 26%
cuml-21.06.02 | 78.9 MB | ###1 | 31%
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Preparing transaction: ...working... done
Verifying transaction: ...working... done
Executing transaction: ...working... By downloading and using the CUDA Toolkit conda packages, you accept the terms and conditions of the CUDA End User License Agreement (EULA): https://docs.nvidia.com/cuda/eula/index.html
Enabling notebook extension jupyter-js-widgets/extension...
Paths used for configuration of notebook:
/usr/local/etc/jupyter/nbconfig/notebook.d/plotlywidget.json
/usr/local/etc/jupyter/nbconfig/notebook.d/pydeck.json
/usr/local/etc/jupyter/nbconfig/notebook.d/widgetsnbextension.json
/usr/local/etc/jupyter/nbconfig/notebook.json
Paths used for configuration of notebook:
/usr/local/etc/jupyter/nbconfig/notebook.d/plotlywidget.json
/usr/local/etc/jupyter/nbconfig/notebook.d/pydeck.json
/usr/local/etc/jupyter/nbconfig/notebook.d/widgetsnbextension.json
- Validating: OK
Paths used for configuration of notebook:
/usr/local/etc/jupyter/nbconfig/notebook.d/plotlywidget.json
/usr/local/etc/jupyter/nbconfig/notebook.d/pydeck.json
/usr/local/etc/jupyter/nbconfig/notebook.d/widgetsnbextension.json
/usr/local/etc/jupyter/nbconfig/notebook.json
done
RAPIDS conda installation complete. Updating Colab's libraries...
Copying /usr/local/lib/libcudf.so to /usr/lib/libcudf.so
Copying /usr/local/lib/libnccl.so to /usr/lib/libnccl.so
Copying /usr/local/lib/libcuml.so to /usr/lib/libcuml.so
Copying /usr/local/lib/libcugraph.so to /usr/lib/libcugraph.so
Copying /usr/local/lib/libxgboost.so to /usr/lib/libxgboost.so
Copying /usr/local/lib/libcuspatial.so to /usr/lib/libcuspatial.so
Copying /usr/local/lib/libgeos.so to /usr/lib/libgeos.so
It is possible with Cudf. Giving memory error with Pandas.
# import IPython
# import pandas as pd
# import cudf
# import numpy as np
# import cupy
# import matplotlib.pyplot as plt
# !cp /content/drive/MyDrive/Recommendation/data_silver_l2.zip /content
# !unzip /content/data_silver_l2.zip
# df_train = cudf.read_parquet('/content/train.parquet')
# df_valid = cudf.read_parquet('/content/valid.parquet')
# df_test = cudf.read_parquet('/content/test.parquet')
# df_train.isna().sum()
# _temp = df_train['category_code'].str.split(".", n=3, expand=True).fillna('NA')
# _temp.columns = ['cat_{}'.format(x) for x in _temp.columns]
# df_train.drop('category_code', axis=1, inplace=True)
# df_train = df_train.join(_temp)
# _temp = df_valid['category_code'].str.split(".", n=3, expand=True).fillna('NA')
# _temp.columns = ['cat_{}'.format(x) for x in _temp.columns]
# df_valid.drop('category_code', axis=1, inplace=True)
# df_valid = df_valid.join(_temp)
# _temp = df_test['category_code'].str.split(".", n=3, expand=True).fillna('NA')
# _temp.columns = ['cat_{}'.format(x) for x in _temp.columns]
# df_test.drop('category_code', axis=1, inplace=True)
# df_test = df_test.join(_temp)
# !mkdir -p /content/data/silver_l3
# df_train.to_parquet('/content/data/silver_l3/train.parquet', index=False)
# df_valid.to_parquet('/content/data/silver_l3/valid.parquet', index=False)
# df_test.to_parquet('/content/data/silver_l3/test.parquet', index=False)
# !cd /content/data/silver_l3 && zip /content/data_silver_l3.zip ./*.parquet
# !cp /content/data_silver_l3.zip /content/drive/MyDrive/Recommendation
With the rapid growth in scale of industry datasets, deep learning (DL) recommender models have started to gain advantages over traditional methods by capitalizing on large amounts of training data.
The current challenges for training large-scale recommenders include:
NVTabular is a library for fast tabular data tranformation and loading, manipulating terabyte-scale datasets quickly. It provides best practices for feature engineering and preprocessing and a high-level abstraction to simplify code accelerating computation on the GPU using the RAPIDS cuDF library.
NVTabular has 4 main components:
!pip install nvtabular
Collecting nvtabular Downloading nvtabular-0.5.3.tar.gz (191 kB) |████████████████████████████████| 191 kB 7.5 MB/s Installing build dependencies ... done Getting requirements to build wheel ... done Preparing wheel metadata ... done Building wheels for collected packages: nvtabular Building wheel for nvtabular (PEP 517) ... done Created wheel for nvtabular: filename=nvtabular-0.5.3-py3-none-any.whl size=231724 sha256=787778b5f104a27a6a51a7573ef7c03c40b7127b7a93df87eebe59495d2283c9 Stored in directory: /root/.cache/pip/wheels/d0/d5/d3/177c1a93a7f274135cf9b1bce626c7a73b7c6f131d5bd9dbe3 Successfully built nvtabular Installing collected packages: nvtabular Successfully installed nvtabular-0.5.3
import glob
import nvtabular as nvt
from nvtabular import ops
!cp /content/drive/MyDrive/Recommendation/data_silver_l3.zip /content
!unzip /content/data_silver_l3.zip
train_paths = glob.glob('/content/train.parquet')
valid_paths = glob.glob('/content/valid.parquet')
train_dataset = nvt.Dataset(train_paths, engine='parquet', part_mem_fraction=0.15)
valid_dataset = nvt.Dataset(valid_paths, engine='parquet', part_mem_fraction=0.15)
train_dataset.head()
event_time | event_type | product_id | brand | price | user_id | user_session | target | timestamp | ts_hour | ts_minute | ts_weekday | ts_day | ts_month | ts_year | cat_0 | cat_1 | cat_2 | cat_3 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 2020-01-23 10:22:27 UTC | cart | 1005101 | xiaomi | 419.31 | 602604607 | ec725848-03db-4a0d-94b2-d0121f79dbb5 | 0 | 2020-01-23 10:22:27 | 10 | 22 | 3 | 23 | 1 | 2020 | construction | tools | light | NA |
1 | 2020-01-23 10:22:27 UTC | cart | 17300751 | versace | 81.57 | 543745697 | 860e30ab-c461-40ef-aa17-1f74acc94f21 | 0 | 2020-01-23 10:22:27 | 10 | 22 | 3 | 23 | 1 | 2020 | apparel | shoes | sandals | NA |
2 | 2020-01-23 10:22:37 UTC | cart | 4802273 | samsung | 6.67 | 512756088 | 0b8d5157-50ee-46ae-9772-e599004d1cbc | 0 | 2020-01-23 10:22:37 | 10 | 22 | 3 | 23 | 1 | 2020 | sport | bicycle | NA | NA |
3 | 2020-01-23 10:22:38 UTC | cart | 2900561 | midea | 48.86 | 571387327 | 2366dffb-a199-4aa1-b6a3-12fe807ea80d | 0 | 2020-01-23 10:22:38 | 10 | 22 | 3 | 23 | 1 | 2020 | furniture | bedroom | blanket | NA |
4 | 2020-01-23 10:22:40 UTC | cart | 17501003 | enough | 6.69 | 590902280 | 38efa242-cba4-45ac-8d28-a96d964d0e57 | 0 | 2020-01-23 10:22:40 | 10 | 22 | 3 | 23 | 1 | 2020 | apparel | costume | NA | NA |
nvt.Workflow()
proc = nvt.Workflow(
cat_features=['product_id', 'brand', 'user_id',
'user_session', 'cat_0', 'cat_1', 'cat_2', 'cat_3',
'ts_hour', 'ts_minute', 'ts_weekday', 'ts_day', 'ts_month', 'ts_year'],
cont_features=['price', 'timestamp'],
label_name=['target']
)
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-19-0c4482f1e1cb> in <module>() 4 'ts_hour', 'ts_minute', 'ts_weekday', 'ts_day', 'ts_month', 'ts_year'], 5 cont_features=['price', 'timestamp'], ----> 6 label_name=['target'] 7 ) TypeError: __init__() got an unexpected keyword argument 'cat_features'
proc.add_feature([
ops.LambdaOp(
op_name = 'user_id',
f = lambda col, gdf: col.astype(str) + '_' + gdf['user_id'].astype(str),
columns = ['product_id', 'brand', 'ts_hour', 'ts_minute'],
replace=False
),
ops.LambdaOp(
op_name = 'user_id_brand',
f = lambda col, gdf: col.astype(str) + '_' + gdf['user_id'].astype(str) + '_' + gdf['brand'].astype(str),
columns = ['ts_hour', 'ts_weekday', 'cat_0', 'cat_1', 'cat_2'],
replace=False
),
ops.Categorify(
freq_threshold=15,
columns = [x + '_user_id' for x in ['product_id', 'brand', 'ts_hour', 'ts_minute']] + [x + '_user_id_brand' for x in ['ts_hour', 'ts_weekday', 'cat_0', 'cat_1', 'cat_2']] + ['product_id', 'brand', 'user_id', 'user_session', 'cat_0', 'cat_1', 'cat_2', 'cat_3', 'ts_hour', 'ts_minute', 'ts_weekday', 'ts_day', 'ts_month', 'ts_year']
),
ops.LambdaOp(
op_name = 'product_id',
f = lambda col, gdf: col.astype(str) + '_' + gdf['product_id'].astype(str),
columns = ['brand', 'user_id', 'cat_0'],
replace=False
),
ops.JoinGroupby(
cont_names=[]
),
ops.TargetEncoding(
cat_groups = ['brand', 'user_id', 'product_id', 'cat_2', ['ts_weekday','ts_day']],
cont_target= 'target',
kfold=5,
fold_seed=42,
p_smooth=20,
)
])