import os
import subprocess
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
from sklearn import show_versions
plt.rcParams['figure.dpi'] = 100

RESULTS_FILE_PATH = "benchmarks/results/results.csv"
df = pd.read_csv(RESULTS_FILE_PATH)

commit = str(subprocess.check_output(['git', 'rev-parse', 'HEAD'])).replace("b'", "").replace("\\n'", "")[:10]

cols = ["n_samples_train", "n_samples_test", "n_features", "n_neighbors"]
df[cols] = df[cols].astype(np.uint32)

df_grouped = df.groupby(["n_samples_train", "n_samples_test", "n_features", "n_neighbors"])

y_labels = {
    "time_elapsed": "Time elapsed (in s)",
    "throughput": "Thoughput (in GB/s)"
}

for vals, df in df_grouped:
    fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 10))
    axes = axes.flatten()
    for col, ax in zip(["time_elapsed", "throughput"], axes):
        _ = sns.barplot(x="chunk_info", y=col, hue="implementation", data=df, ax=ax)
        _ = ax.set_ylabel(y_labels[col])
        _ = ax.set_xlabel("Chunk size (number of vectors), Number of X_train chunks")
        _ = ax.tick_params(labelrotation=45)
    title = f"NearestNeighbors@{commit} - Euclidean Distance, dtype=np.float64, "
    title += f"{df.trial.max() + 1} trials, OMP_NUM_THREADS={os.getenv('OMP_NUM_THREADS')}, OPENBLAS_NUM_THREADS={os.getenv('OPENBLAS_NUM_THREADS')}, MKL_NUM_THREADS={os.getenv('MKL_NUM_THREADS')}\n"
    title += "n_samples_train=%s - n_samples_test=%s - n_features=%s - n_neighbors=%s" % vals
    _ = fig.suptitle(title, fontsize=16)

Machine specifications

! cat /proc/version

Linux version 5.4.0-1047-azure (buildd@lcy01-amd64-021) (gcc version 9.3.0 (Ubuntu 9.3.0-17ubuntu1~20.04)) #49-Ubuntu SMP Thu Apr 22 14:30:37 UTC 2021

! lscpu

Architecture:                    x86_64
CPU op-mode(s):                  32-bit, 64-bit
Byte Order:                      Little Endian
Address sizes:                   46 bits physical, 48 bits virtual
CPU(s):                          2
On-line CPU(s) list:             0,1
Thread(s) per core:              1
Core(s) per socket:              2
Socket(s):                       1
NUMA node(s):                    1
Vendor ID:                       GenuineIntel
CPU family:                      6
Model:                           85
Model name:                      Intel(R) Xeon(R) Platinum 8171M CPU @ 2.60GHz
Stepping:                        4
CPU MHz:                         2095.077
BogoMIPS:                        4190.15
Hypervisor vendor:               Microsoft
Virtualization type:             full
L1d cache:                       64 KiB
L1i cache:                       64 KiB
L2 cache:                        2 MiB
L3 cache:                        35.8 MiB
NUMA node0 CPU(s):               0,1
Vulnerability Itlb multihit:     KVM: Vulnerable
Vulnerability L1tf:              Mitigation; PTE Inversion
Vulnerability Mds:               Mitigation; Clear CPU buffers; SMT Host state u
                                 nknown
Vulnerability Meltdown:          Mitigation; PTI
Vulnerability Spec store bypass: Vulnerable
Vulnerability Spectre v1:        Mitigation; usercopy/swapgs barriers and __user
                                  pointer sanitization
Vulnerability Spectre v2:        Mitigation; Full generic retpoline, STIBP disab
                                 led, RSB filling
Vulnerability Srbds:             Not affected
Vulnerability Tsx async abort:   Mitigation; Clear CPU buffers; SMT Host state u
                                 nknown
Flags:                           fpu vme de pse tsc msr pae mce cx8 apic sep mtr
                                 r pge mca cmov pat pse36 clflush mmx fxsr sse s
                                 se2 ss ht syscall nx pdpe1gb rdtscp lm constant
                                 _tsc rep_good nopl xtopology cpuid pni pclmulqd
                                 q ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcn
                                 t aes xsave avx f16c rdrand hypervisor lahf_lm 
                                 abm 3dnowprefetch invpcid_single pti fsgsbase b
                                 mi1 hle avx2 smep bmi2 erms invpcid rtm mpx avx
                                 512f avx512dq rdseed adx smap clflushopt avx512
                                 cd avx512bw avx512vl xsaveopt xsavec xsaves md_
                                 clear

! gcc -v

Reading specs from /usr/share/miniconda/envs/pdist_aggregation/bin/../lib/gcc/x86_64-conda-linux-gnu/9.3.0/specs
COLLECT_GCC=gcc
COLLECT_LTO_WRAPPER=/usr/share/miniconda/envs/pdist_aggregation/bin/../libexec/gcc/x86_64-conda-linux-gnu/9.3.0/lto-wrapper
Target: x86_64-conda-linux-gnu
Configured with: /home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/.build/x86_64-conda-linux-gnu/src/gcc/configure --build=x86_64-build_pc-linux-gnu --host=x86_64-build_pc-linux-gnu --target=x86_64-conda-linux-gnu --prefix=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/gcc_built --with-sysroot=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/gcc_built/x86_64-conda-linux-gnu/sysroot --enable-languages=c,c++,fortran,objc,obj-c++ --with-pkgversion='crosstool-NG 1.24.0.133_b0863d8_dirty' --enable-__cxa_atexit --disable-libmudflap --enable-libgomp --disable-libssp --enable-libquadmath --enable-libquadmath-support --enable-libsanitizer --enable-libmpx --with-gmp=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/.build/x86_64-conda-linux-gnu/buildtools --with-mpfr=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/.build/x86_64-conda-linux-gnu/buildtools --with-mpc=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/.build/x86_64-conda-linux-gnu/buildtools --with-isl=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/.build/x86_64-conda-linux-gnu/buildtools --enable-lto --enable-threads=posix --enable-target-optspace --enable-plugin --enable-gold --disable-nls --disable-multilib --with-local-prefix=/home/conda/feedstock_root/build_artifacts/ctng-compilers_1618239181388/work/gcc_built/x86_64-conda-linux-gnu/sysroot --enable-long-long --enable-default-pie
Thread model: posix
gcc version 9.3.0 (crosstool-NG 1.24.0.133_b0863d8_dirty) 

! env

DEPLOYMENT_BASEPATH=/opt/runner
CONDA_PROMPT_MODIFIER=
DOTNET_NOLOGO=1
USER=runner
CXXFLAGS=-fvisibility-inlines-hidden -std=c++17 -fmessage-length=0 -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
CI=true
MPLBACKEND=module://ipykernel.pylab.backend_inline
GCC_RANLIB=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ranlib
GITHUB_ENV=/home/runner/work/_temp/_runner_file_commands/set_env_dc2f5b6c-21de-4c72-b2dd-f8419874a533
PIPX_HOME=/opt/pipx
OBJCOPY=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-objcopy
JAVA_HOME_8_X64=/usr/lib/jvm/adoptopenjdk-8-hotspot-amd64
DEBUG_CXXFLAGS=-fvisibility-inlines-hidden -std=c++17 -fmessage-length=0 -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-all -fno-plt -Og -g -Wall -Wextra -fvar-tracking-assignments -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
SIZE=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-size
SHLVL=1
HOME=/home/runner
CONDA_PKGS_DIR=/home/runner/conda_pkgs_dir
CC_FOR_BUILD=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-cc
CONDA_SHLVL=2
RUNNER_TEMP=/home/runner/work/_temp
GITHUB_EVENT_PATH=/home/runner/work/_temp/_github_workflow/event.json
JAVA_HOME_11_X64=/usr/lib/jvm/adoptopenjdk-11-hotspot-amd64
PIPX_BIN_DIR=/opt/pipx_bin
F90=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gfortran
GRAALVM_11_ROOT=/usr/local/graalvm/graalvm-ce-java11-21.1.0
GITHUB_REPOSITORY_OWNER=scikit-learn-inria-fondation
GRADLE_HOME=/usr/share/gradle-7.0.2
HOMEBREW_PREFIX="/home/linuxbrew/.linuxbrew"
ANDROID_NDK_LATEST_HOME=/usr/local/lib/android/sdk/ndk/22.1.7171670
LDFLAGS=-Wl,-O2 -Wl,--sort-common -Wl,--as-needed -Wl,-z,relro -Wl,-z,now -Wl,--disable-new-dtags -Wl,--gc-sections -Wl,-rpath,/usr/share/miniconda/envs/pdist_aggregation/lib -Wl,-rpath-link,/usr/share/miniconda/envs/pdist_aggregation/lib -L/usr/share/miniconda/envs/pdist_aggregation/lib
FC=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gfortran
GITHUB_RETENTION_DAYS=90
PAGER=cat
STRINGS=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-strings
POWERSHELL_DISTRIBUTION_CHANNEL=GitHub-Actions-ubuntu20
AZURE_EXTENSION_DIR=/opt/az/azcliextensions
GITHUB_HEAD_REF=double_prange
_CE_M=
CPP=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-cpp
GITHUB_GRAPHQL_URL=https://api.github.com/graphql
NVM_DIR=/home/runner/.nvm
F77=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gfortran
F95=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-f95
DOTNET_SKIP_FIRST_TIME_EXPERIENCE=1
ELFEDIT=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-elfedit
ImageVersion=20210517.1
STRIP=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-strip
RUNNER_OS=Linux
GITHUB_API_URL=https://api.github.com
GCC=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc
SWIFT_PATH=/usr/share/swift/usr/bin
GOROOT_1_14_X64=/opt/hostedtoolcache/go/1.14.15/x64
RUNNER_USER=runner
CHROMEWEBDRIVER=/usr/local/share/chrome_driver
JOURNAL_STREAM=9:19998
GITHUB_WORKFLOW=Run benchmarks
_=/usr/share/miniconda/envs/pdist_aggregation/bin/jupyter
READELF=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-readelf
AR=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ar
GOROOT_1_15_X64=/opt/hostedtoolcache/go/1.15.12/x64
GITHUB_RUN_ID=878939532
GXX=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-g++
AS=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-as
GOROOT_1_16_X64=/opt/hostedtoolcache/go/1.16.4/x64
TERM=xterm-color
BOOTSTRAP_HASKELL_NONINTERACTIVE=1
_CE_CONDA=
GITHUB_BASE_REF=main
ImageOS=ubuntu20
CXXFILT=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-c++filt
PERFLOG_LOCATION_SETTING=RUNNER_PERFLOG
GITHUB_ACTION_REPOSITORY=
BUILD=x86_64-conda-linux-gnu
PATH=/usr/share/miniconda/envs/pdist_aggregation/bin:/usr/share/miniconda/condabin:/usr/share/miniconda/condabin:/home/linuxbrew/.linuxbrew/bin:/home/linuxbrew/.linuxbrew/sbin:/home/runner/.local/bin:/opt/pipx_bin:/usr/share/rust/.cargo/bin:/home/runner/.config/composer/vendor/bin:/usr/local/.ghcup/bin:/home/runner/.dotnet/tools:/snap/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin:/home/runner/.dotnet/tools
ANT_HOME=/usr/share/ant
DOTNET_MULTILEVEL_LOOKUP=0
RUNNER_TRACKING_ID=github_fb4688b9-c7c4-4351-99c8-7abdf9c798dd
INVOCATION_ID=7788e393ab8d417fa1d091c686c5b5e7
HOMEBREW_CELLAR="/home/linuxbrew/.linuxbrew/Cellar"
RUNNER_TOOL_CACHE=/opt/hostedtoolcache
build_alias=x86_64-conda-linux-gnu
GITHUB_ACTION=run4
GITHUB_RUN_NUMBER=12
CFLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
AGENT_TOOLSDIRECTORY=/opt/hostedtoolcache
GCC_AR=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ar
KMP_DUPLICATE_LIB_OK=True
KMP_INIT_AT_FORK=FALSE
LANG=C.UTF-8
DEBUG_CFLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-all -fno-plt -Og -g -Wall -Wextra -fvar-tracking-assignments -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
VCPKG_INSTALLATION_ROOT=/usr/local/share/vcpkg
CONDA_PREFIX_1=/usr/share/miniconda
CONDA=/usr/share/miniconda
_CONDA_PYTHON_SYSCONFIGDATA_NAME=_sysconfigdata_x86_64_conda_cos6_linux_gnu
XDG_CONFIG_HOME=/home/runner/.config
GITHUB_REPOSITORY=scikit-learn-inria-fondation/pdist_aggregation
GSETTINGS_SCHEMA_DIR=/usr/share/miniconda/envs/pdist_aggregation/share/glib-2.0/schemas
CPPFLAGS=-DNDEBUG -D_FORTIFY_SOURCE=2 -O2 -isystem /usr/share/miniconda/envs/pdist_aggregation/include
CONDA_PYTHON_EXE=/usr/share/miniconda/bin/python
ANDROID_NDK_ROOT=/usr/local/lib/android/sdk/ndk-bundle
GITHUB_ACTION_REF=
DEBIAN_FRONTEND=noninteractive
DEBUG_FFLAGS=-fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include -fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-all -fno-plt -Og -g -Wall -Wextra -fcheck=all -fbacktrace -fimplicit-none -fvar-tracking-assignments -ffunction-sections -pipe
CMAKE_ARGS=-DCMAKE_AR=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ar -DCMAKE_CXX_COMPILER_AR=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ar -DCMAKE_C_COMPILER_AR=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ar -DCMAKE_RANLIB=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ranlib -DCMAKE_CXX_COMPILER_RANLIB=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ranlib -DCMAKE_C_COMPILER_RANLIB=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-ranlib -DCMAKE_LINKER=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ld -DCMAKE_STRIP=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-strip
GITHUB_ACTIONS=true
HOST=x86_64-conda-linux-gnu
CXX=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-c++
DEBUG_CPPFLAGS=-D_DEBUG -D_FORTIFY_SOURCE=2 -Og -isystem /usr/share/miniconda/envs/pdist_aggregation/include
GITHUB_WORKSPACE=/home/runner/work/pdist_aggregation/pdist_aggregation
ACCEPT_EULA=Y
DEBUG_FORTRANFLAGS=-fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include -fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-all -fno-plt -Og -g -Wall -Wextra -fcheck=all -fbacktrace -fimplicit-none -fvar-tracking-assignments -ffunction-sections -pipe
GITHUB_JOB=build
CONDA_DEFAULT_ENV=pdist_aggregation
RUNNER_PERFLOG=/home/runner/perflog
GITHUB_SHA=198d9f00f6f43d8481e1d58e1c0001969f11e594
GITHUB_REF=main
GITHUB_ACTOR=jjerphan
ADDR2LINE=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-addr2line
GCC_NM=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gcc-nm
ANDROID_SDK_ROOT=/usr/local/lib/android/sdk
GFORTRAN=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gfortran
CONDA_BUILD_SYSROOT=/usr/share/miniconda/envs/pdist_aggregation/x86_64-conda-linux-gnu/sysroot
LEIN_HOME=/usr/local/lib/lein
GIT_PAGER=cat
GITHUB_PATH=/home/runner/work/_temp/_runner_file_commands/add_path_dc2f5b6c-21de-4c72-b2dd-f8419874a533
JAVA_HOME=/usr/lib/jvm/adoptopenjdk-11-hotspot-amd64
PWD=/home/runner/work/pdist_aggregation/pdist_aggregation
LD_GOLD=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ld.gold
RUNNER_WORKSPACE=/home/runner/work/pdist_aggregation
CLICOLOR=1
CONDA_EXE=/usr/share/miniconda/bin/conda
FFLAGS=-fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
HOMEBREW_CLEANUP_PERIODIC_FULL_DAYS=3650
LD=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ld
GITHUB_EVENT_NAME=pull_request
HOMEBREW_NO_AUTO_UPDATE=1
ANDROID_HOME=/usr/local/lib/android/sdk
GITHUB_SERVER_URL=https://github.com
GECKOWEBDRIVER=/usr/local/share/gecko_driver
XDG_DATA_DIRS=/usr/local/share:/usr/share:/var/lib/snapd/desktop
LEIN_JAR=/usr/local/lib/lein/self-installs/leiningen-2.9.6-standalone.jar
JPY_PARENT_PID=13770
HOMEBREW_REPOSITORY="/home/linuxbrew/.linuxbrew/Homebrew"
GPROF=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-gprof
CONDA_PREFIX=/usr/share/miniconda/envs/pdist_aggregation
GSETTINGS_SCHEMA_DIR_CONDA_BACKUP=
host_alias=x86_64-conda-linux-gnu
FORTRANFLAGS=-fopenmp -march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -fno-plt -O2 -ffunction-sections -pipe -isystem /usr/share/miniconda/envs/pdist_aggregation/include
CHROME_BIN=/usr/bin/google-chrome
CC=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-cc
RANLIB=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-ranlib
SELENIUM_JAR_PATH=/usr/share/java/selenium-server-standalone.jar
CXX_FOR_BUILD=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-c++
CMAKE_PREFIX_PATH=/usr/share/miniconda/envs/pdist_aggregation:/usr/share/miniconda/envs/pdist_aggregation/x86_64-conda-linux-gnu/sysroot/usr
ANDROID_NDK_HOME=/usr/local/lib/android/sdk/ndk-bundle
NM=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-nm
OBJDUMP=/usr/share/miniconda/envs/pdist_aggregation/bin/x86_64-conda-linux-gnu-objdump

Environment specifications

show_versions()

System:
    python: 3.9.4 | packaged by conda-forge | (default, May 10 2021, 22:13:33)  [GCC 9.3.0]
executable: /usr/share/miniconda/envs/pdist_aggregation/bin/python
   machine: Linux-5.4.0-1047-azure-x86_64-with-glibc2.31

Python dependencies:
          pip: 21.1.2
   setuptools: 49.6.0.post20210108
      sklearn: 1.0.dev0
        numpy: 1.20.3
        scipy: 1.6.3
       Cython: 3.0a7
       pandas: 1.2.4
   matplotlib: 3.4.2
       joblib: 1.0.1
threadpoolctl: 2.1.0

Built with OpenMP: True

! conda list

# packages in environment at /usr/share/miniconda/envs/pdist_aggregation:
#
# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                 conda_forge    conda-forge
_openmp_mutex             4.5                       1_gnu    conda-forge
alsa-lib                  1.2.3                h516909a_0    conda-forge
appdirs                   1.4.4              pyh9f0ad1d_0    conda-forge
argon2-cffi               20.1.0           py39h3811e60_2    conda-forge
async_generator           1.10                       py_0    conda-forge
attrs                     21.2.0             pyhd8ed1ab_0    conda-forge
backcall                  0.2.0              pyh9f0ad1d_0    conda-forge
backports                 1.0                        py_2    conda-forge
backports.functools_lru_cache 1.6.4              pyhd8ed1ab_0    conda-forge
binutils                  2.35.1               hdd6e379_2    conda-forge
binutils_impl_linux-64    2.35.1               h193b22a_2    conda-forge
binutils_linux-64         2.35                h67ddf6f_30    conda-forge
bleach                    3.3.0              pyh44b312d_0    conda-forge
c-compiler                1.1.3                h7f98852_0    conda-forge
ca-certificates           2020.12.5            ha878542_0    conda-forge
certifi                   2020.12.5        py39hf3d152e_1    conda-forge
cffi                      1.14.5           py39he32792d_0    conda-forge
cfgv                      3.2.0                      py_0    conda-forge
compilers                 1.1.3                ha770c72_0    conda-forge
cxx-compiler              1.1.3                h4bd325d_0    conda-forge
cycler                    0.10.0                     py_2    conda-forge
cython                    3.0a7                     dev_0    <develop>
daal4py                   2021.2.2         py39h11504ed_1    conda-forge
dal                       2021.2.2           ha770c72_389    conda-forge
dbus                      1.13.6               h48d8840_2    conda-forge
decorator                 5.0.9              pyhd8ed1ab_0    conda-forge
defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge
distlib                   0.3.1              pyh9f0ad1d_0    conda-forge
editdistance-s            1.0.0            py39h1a9c180_1    conda-forge
entrypoints               0.3             pyhd8ed1ab_1003    conda-forge
expat                     2.4.1                h9c3ff4c_0    conda-forge
filelock                  3.0.12             pyh9f0ad1d_0    conda-forge
fontconfig                2.13.1            hba837de_1005    conda-forge
fortran-compiler          1.1.3                h1990efc_0    conda-forge
freetype                  2.10.4               h0708190_1    conda-forge
gcc_impl_linux-64         9.3.0               h70c0ae5_19    conda-forge
gcc_linux-64              9.3.0               hf25ea35_30    conda-forge
gettext                   0.19.8.1          h0b5b191_1005    conda-forge
gfortran_impl_linux-64    9.3.0               hc4a2995_19    conda-forge
gfortran_linux-64         9.3.0               hdc58fab_30    conda-forge
glib                      2.68.2               h9c3ff4c_0    conda-forge
glib-tools                2.68.2               h9c3ff4c_0    conda-forge
gst-plugins-base          1.18.4               hf529b03_2    conda-forge
gstreamer                 1.18.4               h76c114f_2    conda-forge
gxx_impl_linux-64         9.3.0               hd87eabc_19    conda-forge
gxx_linux-64              9.3.0               h3fbe746_30    conda-forge
icu                       68.1                 h58526e2_0    conda-forge
identify                  2.2.6              pyhd8ed1ab_0    conda-forge
importlib-metadata        4.0.1            py39hf3d152e_0    conda-forge
iniconfig                 1.1.1              pyh9f0ad1d_0    conda-forge
ipykernel                 5.5.5            py39hef51801_0    conda-forge
ipython                   7.23.1           py39hef51801_0    conda-forge
ipython_genutils          0.2.0                      py_1    conda-forge
ipywidgets                7.6.3              pyhd3deb0d_0    conda-forge
jedi                      0.18.0           py39hf3d152e_2    conda-forge
jinja2                    3.0.1              pyhd8ed1ab_0    conda-forge
joblib                    1.0.1              pyhd8ed1ab_0    conda-forge
jpeg                      9d                   h36c2ea0_0    conda-forge
jsonschema                3.2.0              pyhd8ed1ab_3    conda-forge
jupyter                   1.0.0            py39hf3d152e_6    conda-forge
jupyter_client            6.1.12             pyhd8ed1ab_0    conda-forge
jupyter_console           6.4.0              pyhd8ed1ab_0    conda-forge
jupyter_core              4.7.1            py39hf3d152e_0    conda-forge
jupyterlab_pygments       0.1.2              pyh9f0ad1d_0    conda-forge
jupyterlab_widgets        1.0.0              pyhd8ed1ab_1    conda-forge
kernel-headers_linux-64   2.6.32              h77966d4_13    conda-forge
kiwisolver                1.3.1            py39h1a9c180_1    conda-forge
krb5                      1.19.1               hcc1bbae_0    conda-forge
lcms2                     2.12                 hddcbb42_0    conda-forge
ld_impl_linux-64          2.35.1               hea4e1c9_2    conda-forge
libblas                   3.9.0                9_openblas    conda-forge
libcblas                  3.9.0                9_openblas    conda-forge
libclang                  11.1.0          default_ha53f305_1    conda-forge
libedit                   3.1.20191231         he28a2e2_2    conda-forge
libevent                  2.1.10               hcdb4288_3    conda-forge
libffi                    3.3                  h58526e2_2    conda-forge
libgcc-devel_linux-64     9.3.0               h7864c58_19    conda-forge
libgcc-ng                 9.3.0               h2828fa1_19    conda-forge
libgfortran-ng            9.3.0               hff62375_19    conda-forge
libgfortran5              9.3.0               hff62375_19    conda-forge
libglib                   2.68.2               h3e27bee_0    conda-forge
libgomp                   9.3.0               h2828fa1_19    conda-forge
libiconv                  1.16                 h516909a_0    conda-forge
liblapack                 3.9.0                9_openblas    conda-forge
libllvm11                 11.1.0               hf817b99_2    conda-forge
libogg                    1.3.4                h7f98852_1    conda-forge
libopenblas               0.3.15          pthreads_h8fe5266_1    conda-forge
libopus                   1.3.1                h7f98852_1    conda-forge
libpng                    1.6.37               h21135ba_2    conda-forge
libpq                     13.3                 hd57d9b9_0    conda-forge
libsodium                 1.0.18               h36c2ea0_1    conda-forge
libstdcxx-devel_linux-64  9.3.0               hb016644_19    conda-forge
libstdcxx-ng              9.3.0               h6de172a_19    conda-forge
libtiff                   4.2.0                hbd63e13_2    conda-forge
libuuid                   2.32.1            h7f98852_1000    conda-forge
libvorbis                 1.3.7                h9c3ff4c_0    conda-forge
libwebp-base              1.2.0                h7f98852_2    conda-forge
libxcb                    1.13              h7f98852_1003    conda-forge
libxkbcommon              1.0.3                he3ba5ed_0    conda-forge
libxml2                   2.9.12               h72842e0_0    conda-forge
lz4-c                     1.9.3                h9c3ff4c_0    conda-forge
markupsafe                2.0.1            py39h3811e60_0    conda-forge
matplotlib                3.4.2            py39hf3d152e_0    conda-forge
matplotlib-base           3.4.2            py39h2fa2bec_0    conda-forge
matplotlib-inline         0.1.2              pyhd8ed1ab_2    conda-forge
mistune                   0.8.4           py39h3811e60_1003    conda-forge
more-itertools            8.8.0              pyhd8ed1ab_0    conda-forge
mpi                       1.0                       mpich    conda-forge
mpich                     3.4.1              h846660c_104    conda-forge
mysql-common              8.0.23               ha770c72_2    conda-forge
mysql-libs                8.0.23               h935591d_2    conda-forge
nbclient                  0.5.3              pyhd8ed1ab_0    conda-forge
nbconvert                 6.0.7            py39hf3d152e_3    conda-forge
nbformat                  5.1.3              pyhd8ed1ab_0    conda-forge
ncurses                   6.2                  h58526e2_4    conda-forge
nest-asyncio              1.5.1              pyhd8ed1ab_0    conda-forge
nodeenv                   1.6.0              pyhd8ed1ab_0    conda-forge
notebook                  6.4.0              pyha770c72_0    conda-forge
nspr                      4.30                 h9c3ff4c_0    conda-forge
nss                       3.65                 hb5efdd6_0    conda-forge
numpy                     1.20.3           py39hdbf815f_1    conda-forge
olefile                   0.46               pyh9f0ad1d_1    conda-forge
openjpeg                  2.4.0                hb52868f_1    conda-forge
openssl                   1.1.1k               h7f98852_0    conda-forge
packaging                 20.9               pyh44b312d_0    conda-forge
pandas                    1.2.4            py39hde0f152_0    conda-forge
pandoc                    2.13                 h7f98852_0    conda-forge
pandocfilters             1.4.2                      py_1    conda-forge
parso                     0.8.2              pyhd8ed1ab_0    conda-forge
patsy                     0.5.1                      py_0    conda-forge
pcre                      8.44                 he1b5a44_0    conda-forge
pdist-aggregation         0.1                       dev_0    <develop>
pexpect                   4.8.0              pyh9f0ad1d_2    conda-forge
pickleshare               0.7.5                   py_1003    conda-forge
pillow                    8.2.0            py39hf95b381_1    conda-forge
pip                       21.1.2             pyhd8ed1ab_0    conda-forge
pluggy                    0.13.1           py39hf3d152e_4    conda-forge
pre-commit                2.12.1           py39hf3d152e_0    conda-forge
prometheus_client         0.10.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.18             pyha770c72_0    conda-forge
prompt_toolkit            3.0.18               hd8ed1ab_0    conda-forge
pthread-stubs             0.4               h36c2ea0_1001    conda-forge
ptyprocess                0.7.0              pyhd3deb0d_0    conda-forge
py                        1.10.0             pyhd3deb0d_0    conda-forge
pyaml                     20.4.0             pyh9f0ad1d_0    conda-forge
pycparser                 2.20               pyh9f0ad1d_2    conda-forge
pygments                  2.9.0              pyhd8ed1ab_0    conda-forge
pyparsing                 2.4.7              pyh9f0ad1d_0    conda-forge
pyqt                      5.12.3           py39hf3d152e_7    conda-forge
pyqt-impl                 5.12.3           py39h0fcd23e_7    conda-forge
pyqt5-sip                 4.19.18          py39he80948d_7    conda-forge
pyqtchart                 5.12             py39h0fcd23e_7    conda-forge
pyqtwebengine             5.12.1           py39h0fcd23e_7    conda-forge
pyrsistent                0.17.3           py39h3811e60_2    conda-forge
pytest                    6.2.4            py39hf3d152e_0    conda-forge
python                    3.9.4           hffdb5ce_0_cpython    conda-forge
python-dateutil           2.8.1                      py_0    conda-forge
python_abi                3.9                      1_cp39    conda-forge
pytz                      2021.1             pyhd8ed1ab_0    conda-forge
pyyaml                    5.4.1            py39h3811e60_0    conda-forge
pyzmq                     22.0.3           py39h37b5a0c_1    conda-forge
qt                        5.12.9               hda022c4_4    conda-forge
qtconsole                 5.1.0              pyhd8ed1ab_0    conda-forge
qtpy                      1.9.0                      py_0    conda-forge
readline                  8.1                  h46c0cb4_0    conda-forge
scikit-learn              1.0.dev0                 pypi_0    pypi
scikit-learn-intelex      2021.2.2         py39hf3d152e_1    conda-forge
scipy                     1.6.3            py39hee8e79c_0    conda-forge
seaborn                   0.11.1               hd8ed1ab_1    conda-forge
seaborn-base              0.11.1             pyhd8ed1ab_1    conda-forge
send2trash                1.5.0                      py_0    conda-forge
setuptools                49.6.0           py39hf3d152e_3    conda-forge
six                       1.16.0             pyh6c4a22f_0    conda-forge
sqlite                    3.35.5               h74cdb3f_0    conda-forge
statsmodels               0.12.2           py39hce5d2b2_0    conda-forge
sysroot_linux-64          2.12                h77966d4_13    conda-forge
tbb                       2021.2.0             h4bd325d_0    conda-forge
terminado                 0.10.0           py39hf3d152e_0    conda-forge
testpath                  0.5.0              pyhd8ed1ab_0    conda-forge
threadpoolctl             2.1.0              pyh5ca1d4c_0    conda-forge
tk                        8.6.10               h21135ba_1    conda-forge
toml                      0.10.2             pyhd8ed1ab_0    conda-forge
tornado                   6.1              py39h3811e60_1    conda-forge
traitlets                 5.0.5                      py_0    conda-forge
tzdata                    2021a                he74cb21_0    conda-forge
virtualenv                20.4.7           py39hf3d152e_0    conda-forge
wcwidth                   0.2.5              pyh9f0ad1d_2    conda-forge
webencodings              0.5.1                      py_1    conda-forge
wheel                     0.36.2             pyhd3deb0d_0    conda-forge
widgetsnbextension        3.5.1            py39hf3d152e_4    conda-forge
xorg-libxau               1.0.9                h7f98852_0    conda-forge
xorg-libxdmcp             1.1.3                h7f98852_0    conda-forge
xz                        5.2.5                h516909a_1    conda-forge
yaml                      0.2.5                h516909a_0    conda-forge
zeromq                    4.3.4                h9c3ff4c_0    conda-forge
zipp                      3.4.1              pyhd8ed1ab_0    conda-forge
zlib                      1.2.11            h516909a_1010    conda-forge
zstd                      1.4.9                ha95c52a_0    conda-forge

---

! date

Wed May 26 18:44:37 UTC 2021