| CARVIEW |
Ubuntu?ł?GPU?f?B?[?v???[?j???O???̍\?z?yUbuntu 18.04 LTS?Ή??z?F?@?B?w?K???f?B?[?v???[?j???O???\?z?????i1/3 ?y?[?W?j
GPU?????p????TensorFlow?^PyTorch?^Chainer?Ȃǂɂ??f?B?[?v???[?j???O?????H???邽?߂̊???Ubuntu??ɍ\?z????ۂ̑I???|?C???g?Ǝ菇?????????B
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0. ?f?B?[?v???[?j???O??OS???̑I???w?j
?@TensorFlow??PyTorch?AChainer?Ȃǂ̃??C?u???????g?????f?B?[?v???[?j???O?iDeep Learning?j?^?@?B?w?K?iMachine Learning?j???n?߂悤?Ǝv?????Ȃ?A?{???̏??S?ҁ^?w?K?҂ł????Google Colaboratory?̊??p???????߂???i???Q?l?u?f?B?[?v???[?j???O???n?߂邽?߂́A??Ɗ??̓????Ǝg???????w?j?FGoogle Colaboratory?????v?j?B???????u?{?i?I?Ɏ??H???悤?v?Ƃ????̂ł???A?܂???GPU?t????PC????ɓ???Ă??????\?z???n?߂邾?낤?B???????N???E?h???𗘗p??????@???g???邪?A?f?B?[?v???[?j???O?̎??s????Ɏ??Ԃ????????ĉۋ????c???ł??܂??s????????̂ŁA?܂??͎茳??PC???g???????Ƃ????????????̂ł͂Ȃ????낤???B
?@?茳??PC???g???Ƃ??āA?f?B?[?v???[?j???O???p??OS?Ƃ??ẮA???C?u?????̑Ή??ɂ???邪??{?I??Windows?^macOS?iMac?j?^Linux?????p?ł???B?u?f?B?[?v???[?j???O??{?C?Ŏn?߂悤?v?Ǝv??????AGPU?͕K???g???????BCPU?????ėpGPU?i??GPGPU?j?ɂ??v?Z?????̕????????Ȃ̂ŁA?f?B?[?v???[?j???O?̏????X?s?[?h???傫??????Ă??邩?炾?B?ƂȂ?ƁAMac?ł͂Ȃ?PC???̕????}?V?????\?????₷???̂ŁALinux??Windows?ɍi???邾?낤?B
?@Linux??Windows???ɂ??Ă̓??[?U?[?̍D?݂ɂ???邪?A???Ƃ??Ƃ̃??C?u??????Linux??Ubuntu?t?@?[?X?g?ŊJ??????Ă?????̂??????AWindows?⑼??Linux?f?B?X?g???r???[?V?????ł???CentOS?Ȃǂ????ALinux?f?B?X?g???r???[?V??????Ubuntu?͑I?????₷???B
?@?܂??A?uGPU???L????Docker?????\?z???????v?Ƃ????j?[?Y?????邾?낤?B???̏ꍇ?A?قƂ?ǂ̃??C?u??????NVIDIA?i?G?k?r?f?B?A?j????GPU???̂??Ή????Ă??邽?߁A?ʏ??Docker?ł͂Ȃ?nvidia-docker???g???K?v??????B???????A????nvidia-docker??Linux OS?iUbuntu?Ȃǁj?ɂ????Ή????Ă??Ȃ????Ƃɒ??ӂ??K?v???i??GPU???g?킸?ACPU?݂̂𗘗p????Docker???ł???ALinux?ȊO??Windows?^macOS???Œʏ??Docker???g?p????悢?j?B
?@????āA???܂??܂Ȏ?@???????f?B?[?v???[?j???O???K???????H???Ă??????ƍl???Ă???l?̏ꍇ?́AUbuntu??I??????̂??œK???B
?@?ȏ???܂Ƃ߂?PC??OS?̑I???w?j???????ƁA?ȉ??̂悤?ɂȂ?B
- Linux?iUbuntu?j?F ?ŗǂ̑I?????BGPU?t????PC?ŁA?{?i?I?Ƀf?B?[?v???[?j???O???w?ю??H???????l?͓??ɁB?{?e?̑Ώۃv???b?g?t?H?[??
- Windows?F ????g????PC??g?????ꂽ?????g???????l?ɂƂ??čŗǁBGPU???g???ATensorFlow??PyTorch?Ȃǂ??g????iChainer???g???邪?????ɂ̓T?|?[?g????Ă??Ȃ??j?BVisual Studio?ŊJ?????????l?ɂ͐l?C??????
- macOS?iMac?j?F CPU???g???Ď茳??Mac?Ńf?B?[?v???[?j???O???????????l?ɂƂ??Ă͗ǂ??BMac Pro??NVIDIA GPU?𓋍ڂ??邱?Ƃ??l?????邪?A????Ȃ?Ubuntu?̕????????????̂ŁAUbuntu?ɂ????????悢???낤
- Linux?iCentOS?^Red Hat Enterprise Linux?j?F ?茳?ɂ???g?????ꂽLinux???Ńf?[?^?T?C?G???X?????H???????l?ɂ͗ǂ??B?????????C?u??????Ubuntu?ɑΉ????Ă?????̂??????A?ϋɓI?ɂ?????I?ԗ??R?͂Ȃ??Ǝv????
?@?Ƃ????????Ƃō???́A?I???v???~?X??Ubuntu?Ƀf?B?[?v???[?j???O?????\?z??????@???Љ??B?????n?߂悤?B
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?@ ??0. ?f?B?[?v???[?j???O??OS???̑I???w?j
?@ ?@?E?y???Ӂz?Ή????Ă???Ubuntu?o?[?W?????ɂ???
?@ ??1. PC??OS???̏???
?@ ?@??1.1. Ubuntu?ƃf?X?N?g?b?v??
?@ ?@?@??1.1.1. Ubuntu ?ŐVLTS?o?[?W????
?@ ?@?@??1.1.2. ?f?X?N?g?b?v??
?@ ?@?@??1.1.3. Ubuntu?̓??{?ꉻ
?@ ?@??1.2. ?????[?g?ڑ??p?T?[?o
?@ ?@?@??1.2.1. SSH?T?[?o
?@ ?@?@??1.2.2. ?????[?g?f?X?N?g?b?v?ڑ??T?[?o
?@ ?@?@??1.2.3. ?????[?g?f?X?N?g?b?v?ڑ??N???C?A???g
?@ ??2. NVIDIA GPU???̏???
?@ ?@??2.1. NVIDIA?h???C?o??CUDA Toolkit?̃o?[?W?????v???̊m?F
?@ ?@??2.2. NVIDIA?h???C?o?i??CUDA?h???C?o?j
?@ ?@??2.3. NVIDIA GPU?̏?Ԋm?F
?@ ?@??2.4. nvidia-docker?iOS????ւ??j?m?I?v?V?????n
?@ ?@?@??2.4.1. nvidia-docker???g???ꍇ?̃V?X?e???\??
?@ ?@?@??2.4.2. Docker
?@ ?@?@??2.4.3. nvidia-docker
?@ ?@?@??2.4.4. Docker?R???e?i??ł?GPU??Ԃ̊m?F
?@ ?@?@??2.4.5. GPU?t??Docker?R???e?i?̎??s
?@ ?@??2.5. CUDA Toolkit?i?J?????j
?@ ?@??2.6. cuDNN?i?f?B?[?v???[?j???O?p???C?u?????j
?@ ?@??2.7. CUPTI?iCUDA Profiling Tools Interface?j
?@ ??3. ?f?B?[?v???[?j???O?J?????̏???
?@ ?@??3.1. Python???z???̎g???????w?j
?@ ?@??3.2. Anaconda?^Miniconda
?@ ?@??3.3. PyCharm
?@ ?@??3.4. Visual Studio Code
?y???Ӂz?Ή????Ă???Ubuntu?o?[?W?????ɂ???
?@?{?e?́AUbuntu 18.04 LTS?ɑΉ????Ă???B?O?o?[?W??????16.04 LTS?𗘗p????ꍇ?́A??????̋L?????Q?Ƃ??ꂽ???B???C?u?????uChainer?v???g???ꍇ?A???M???_?i2019?N8?????_?j?ł?18.04???????ɂ??Ή????Ă??炸?A16.04 LTS?i64-bit?j?Ή??ƂȂ??Ă????̂Œ??ӂ??Ăق????B
1. PC??OS???̏???
?@?܂??́AGPU?t????PC*1????肵?悤?B
*1?@???Ȃ݂ɕM?҂̏ꍇ?́A?uNVIDIA GeForce GTX 1060?v?Ƃ??????荠???i??GPU????????Q?[?~???OPC???T?C?R???ōw?????Ė{?e?̎菇?Ŋ??\?z??????A?{?e?????M?̂??߂ɁAAzure Virtual Machines?iVM?j?̓????{???[?W??????GPU???g????NV6?C???X?^???X?i?????M???_??1???Ԃ???143.696?~?ۋ??j???g?p???Ă??̍\?z???@???Č??????B???̂??߁A?{?e?Ŏ??M??GPU?́uNVIDIA Tesla M60?v?ƂȂ??Ă???B
1.1. Ubuntu?ƃf?X?N?g?b?v??
?@???ɁAUbuntu?֘A?̏??????s?????B???ł?Ubuntu???C???X?g?[???ς݂̕??́A????1.2?߂܂ŃW?????v???Ă??\??Ȃ????A?{?e?̑O??????Ƃ??āu?ǂ̂悤?ȍ\???ɂȂ??Ă???̂??v?̎Q?l?ɂ??邽?߂ɁA?y???????ǂ݂??Ăق????B
1.1.1. Ubuntu ?ŐVLTS?o?[?W????
?@?`???ł̐????̒ʂ?A?{?e?ł?Ubuntu???g?p????B?Ώۂ?Ubuntu?̃o?[?W?????́A???M???_?ōŐVLTS*2??Ubuntu 18.04 LTS?iBionic?j*3?ł???B
*2?@?uLTS?v?Ƃ́uLong Term Support?i?????T?|?[?g?j?v?̂??Ƃł???BLTS?ȊO?̃o?[?W?????Ƃ??ẮA?i???M???_?ŁjUbuntu 19.04?Ȃǂ??????[?X????Ă???B???????A????LTS?ȊO?̍ŐV?o?[?W?????́A?e???C?u???????????ɃT?|?[?g???Ă??Ȃ??\?????????̂ŁA?̗p????ۂɂ͒??ӂ??Ăق????BUbuntu??OS?́A??{?I?ɍŐV??LTS?o?[?W??????I??????̂??????߂??i?????Ȃ݂ɁA????LTS??Ubuntu 20.04 LTS?ƂȂ??Ă???A2020?N4???Ƀ????[?X?\?肾?j?B??????LTS?o?[?W?????????[?X????́ANVIDIA?̃h???C?o??CUDA Toolkit?i?ڍ?q?j???܂??Ή????Ă??Ȃ??\?????????i?????m?ȓ??t?͋L?^???Ă??Ȃ??̂????A?O??̑Ή??ɂ͔??N?ȏ?̊??Ԃ??????????ƋL?????Ă???j?B???ɁA?ŐV??CUDA Toolkit?̑Ή??͊m?F?????????悢?B???Ȃ݂ɁAnvidia-docker???g????Docker?R???e?i???Ƃ?Ubuntu?̃o?[?W???????ւ??邱?Ƃ͉\?Ȃ̂ŁACUDA Toolkit???Ή????Ă??Ȃ??Ă??A?Œ???ANVIDIA?̃h???C?o?????Ή????Ă???ALTS?ȊO??Ubuntu??I?????Ă????Ƃ??Ȃ邾?낤?i?????ۂɕM?҂̎茳??PC?ł́ALTS?ł͂Ȃ?Ubuntu 17.04???g???Ă??????A???????͋N???Ȃ??????j?B
*3?@Ubuntu?̊e?o?[?W?????̓R?[?h???iCode Name?j?ŌĂ??ꍇ??????A?{?e?Ŏg?p???Ă????o?[?W????18.04 LTS??Bionic Beaver???????͒Z??Bionic?ƌĂ?Ă???B?R?[?h???ɂ??Ắu?????T?C?g?FDevelopmentCodeNames?^ReleaseSchedule - Ubuntu Wiki?v?i?p??j???Q?Ƃ??Ăق????B?{?e?ł́u?o?[?W????18.04 LTS?v?ƋL?ڂ??Ă??邪?A???M???_?i2019?N8?????_?j?ł́A???̃A?b?v?f?[?g?łł???u?o?[?W????18.04.3 LTS?v???????[?X????Ă????̂ŁA?????ɂ͂??̃A?b?v?f?[?g?ł??g???Ă???B?u?o?[?W????18.04.xx?v??.xx?̕????͋C?ɂ????ɃC???X?g?[??????Ζ??Ȃ??B??q?̃??X?g1.1?̎菇?ɂ???čŐV?o?[?W?????i?M?҂̗?ł́u?o?[?W????18.04.3 LTS?v?j?ɃA?b?v?f?[?g?????B
?@Ubuntu?ɂ?Desktop?ł?Server?ł?????AServer?łɂ̓O???t?B?b?N?֘A?@?\???C???X?g?[??????Ă??Ȃ??Ƃ????Ⴂ??????B??{?I?ɂ?Desktop?Łi??̓I?ɂ͂??̈??ł???Xubuntu?Ȃǁj???C???X?g?[???????????֗????B
?@Ubuntu Desktop?ł̃C???X?g?[?????@?ɂ??Ă͐?????????????̂ŁA?K?v?ɉ??????????`???[?g???A???i?p??j?ȂǕʂ̃??\?[?X?ɓ??????Ăق????B
?@?Ȃ??{?e?ł́A??????Ubuntu Server?????C???X?g?[?????A?ォ??Xubuntu?Ƃ????f?X?N?g?b?v????lj??C???X?g?[???????B?N???E?h???VM??Ubuntu??Server?łɂȂ??Ă????肷??̂????A?????????????ւ̃C???X?g?[???菇?ł??{?e?̓??e??K?p?ł???悤?ɂ??邽?߂??B???߂ł́A?uServer?ł???????Xubuntu?f?X?N?g?b?v?????C???X?g?[??????????Ȃ??ꍇ?v?Ƃ????z??ŁA?f?X?N?g?b?v???̃C???X?g?[?????@?????????B
1.1.2. ?f?X?N?g?b?v??
?@?u?f?X?N?g?b?v???͕s?v?v?ƌ????l?????邾?낤???A?f?[?^?T?C?G???X?????̃R?[?f?B???O???ł???Jupyter Notebook???茳?i?????[?g?????j?ł??g???????Ȃǂ̗??R????A?{?e?ł?Ubuntu?̃f?X?N?g?b?v?????C???X?g?[?????Ďg?p???Ă???B
?@Ubuntu?ł͂??܂??܂ȃf?X?N?g?b?v???????p?ł??邪?A?{?e?ł́A??????Ubuntu?f?B?X?g???r???[?V??????Desktop?Ńp?b?P?[?W?Ɋ܂܂??GNOME?i??LTS?̏ꍇ?B?OLTS?ł?Unity?j?ł͂Ȃ??A?h????Xubuntu?f?B?X?g???r???[?V?????Ɋ܂܂??Xfce?f?X?N?g?b?v?????g?p????BXfce?́A?y?ʁE?????ŃV???v????UI?i???[?U?[?C???^?t?F?[?X?j?ɒ?]??????A??q??xrdp?Ƃ̑???????肪?Ȃ??̂ł????߂??B
?@????ł́A?C???X?g?[???ς݂?Ubuntu??Xfce?f?X?N?g?b?v????lj??C???X?g?[?????悤?B????ɂ́A?ȉ??̊e?R?}???h?????Ɏ??s???Ăق????B
$ sudo apt update
$ sudo apt -y upgrade
-y?I?v?V?????́A?₢???킹?????????ꍇ?͑S?āuy?v?i??Yes?j?Ɠ?????I?v?V?????Ȃ̂ŁA??????Yes?ƕԓ????????Ȃ??ꍇ?͏ȗ????Ăق????i?{?e?̃R?}???h?͑S?Ă??̃??[???ŋL?q???Ă???j?B
apt?R?}???h??apt-get?R?}???h?Ɠ????ł???BUbuntu 14.04????apt?R?}???h?̗??p??????????Ă???B?{?e?ł͑S??apt?R?}???h???g?p???Ă???B
$ sudo apt -y purge ubuntu-desktop
$ sudo apt -y purge --autoremove gnome
GNOME?f?X?N?g?b?v?????c???????ꍇ?́A???̎菇???X?L?b?v???Ăق????B?{?e?̎菇?ʂ??Ubuntu Server???C???X?g?[???????ꍇ?A???̍?Ƃ͕s?v?B
$ sudo apt -y install xubuntu-desktop
?\?t?g?E?F?A?????????̂Ŏ??s?ɂ̓l?b?g???[?N???x??n?[?h?E?F?A???\?Ȃǂɂ???邪10???قǎ??Ԃ???????B?Ȃ??AXubuntu??Ubuntu OS???C???X?g?[?????Ă???ꍇ?A???̍?Ƃ͕s?v???B
???Ȃ݂ɁA???̃R?}???h?́Axfce4?p?b?P?[?W???܂?xubuntu-desktop?p?b?P?[?W???C???X?g?[??????B????ɂ??A?f?X?N?g?b?v??Ŋe?푀????s???̂ɕ֗??Ȃ??܂??܂ȃA?v???P?[?V???????C???X?g?[???????B?V???v???ȕ????悢?Ƃ????l?́A??L?̃R?}???h?̑????sudo apt -y install xfce4?Ƃ????R?}???h?????s???āAxfce4?p?b?P?[?W?݂̂??C???X?g?[??????Ƃ悢?B
$ sudo reboot
?@?ȏ?̎菇??????????OS???ċN???????ƁA?}1?̂悤??GUI?Ń??O?C???????ʂ??\???????͂????i?????Ȃ݂ɁA?茳??PC?ł͂Ȃ??A?N???E?h??̉??z?}?V???Ȃǂɑ???SSH????R?}???h???s???Ă???ꍇ?́A??q??xrdp?̃C???X?g?[?????ς܂??Ă???łȂ???GUI?ő???ł??Ȃ??̂Œ??ӂ??Ăق????j?B
?@GUI?ł͂Ȃ?CUI???g???????ꍇ??A???̋t?̏ꍇ?????邾?낤?B?ȉ??̃V???[?g?J?b?g?L?[??GUI????CUI???ւ?????̂Ŋo???Ă????ƕ֗????B
- CUI?ɐ?ւ???F ?mCtrl?n?{?mAlt?n?{?mF1?n?L?[
- GUI?ɐ?ւ???F ?mAlt?n?{?mF7?n?L?[
1.1.3. Ubuntu?̓??{?ꉻ
?@Ubuntu?̌??ꂪ???{??ł͂Ȃ??ꍇ?́A?????????{???ɐݒ肵?Ă??悢?B
?@??̓I?ɂ?CUI???????̓^?[?~?i???ɐ?ւ??āA?ȉ??̂悤?ɃR?}???h?????s???Ăق????B
$ sudo apt -y install \
fonts-takao \
language-pack-ja \
fcitx fcitx-mozc
$ sudo update-locale \
LANG=ja_JP.UTF-8 \
LANGUAGE="ja_JP:ja"
$ sudo im-config -n fcitx
$ sudo reboot
Mozc?i???Y?N?j??Google???{????͂ŁAFcitx?i?t?@?C?e?B?N?X?j??IME?p?̃t???[?????[?N?B
?@???X?g1.5?̃R?}???h???s?œ??{??ݒ?͍ς?ł???B???ׂ????ݒ?⒲???́AGUI????s???Ƃ悢?B??̓I?ɂ́A?f?X?N?g?b?v??ʂɃ??O?C?????āA????ɂ???m?A?v???P?[?V?????n???j???[?́m?ݒ?n?|?m????T?|?[?g?n?????s???ă_?C?A???O??\??????悢?i???Ǘ??Ҍ????ŋN?????Ȃ??ƁA?G???[??????????ꍇ??????B???̂悤?ȏꍇ?́A?f?X?N?g?b?v??̃^?[?~?i????sudo gnome-language-selector?Ƃ????R?}???h?ŋN?????Ăق????j?B?_?C?A???O?\???O?Ɂm????T?|?[?g?????S?ɂ̓C???X?g?[??????Ă??܂???n?Ƃ??????b?Z?[?W?{?b?N?X???\?????ꂽ?ꍇ?́A?m?C???X?g?[???n??I??????悢?B
1.2. ?????[?g?ڑ??p?T?[?o
?@????g???̃??C????PC?ƃf?B?[?v???[?j???O?p??PC???Ďg?p???????Ƃ????P?[?X???????̂ł͂Ȃ????낤???B?M?҂̏ꍇ???A?????[?g?̃??C??PC?iWindows?j?̃^?[?~?i????SSH?ڑ???????A?????[?g?f?X?N?g?b?v?ڑ??Ńf?X?N?g?b?v????G?????肵?Ă???B???̂悤?ȃ????[?g?ڑ????K?v???Ƃ??????́ASSH????[?g?f?X?N?g?b?v?ڑ??̃T?[?o???????ŃC???X?g?[?????Ă??????B
1.2.1. SSH?T?[?o
?@OpenSSH?T?[?o???C???X?g?[??????Ă??Ȃ??ꍇ?́A?????ł?OpenSSH Server?iopenssh-server?j???C???X?g?[??????i???X?g1.6?j?B
$ sudo apt -y install openssh-server
?@?C???X?g?[????ɁA?N???C?A???g????SSH?ڑ?????ƁA?u?ڑ??s???邩?H?v?ƕ??????̂?yes?Ɠ??͂??āmEnter?n?L?[???????A???Ƀp?X???[?h????͂???Ɛڑ??????????A?e??R?}???h?????s?ł???悤?ɂȂ?i?}3?j?B
1.2.2. ?????[?g?f?X?N?g?b?v?ڑ??T?[?o
?@Xfce?f?X?N?g?b?v?????C???X?g?[???ς݂̏ꍇ?́A?????[?g?f?X?N?g?b?v?ڑ????ł???悤?ɂ??Ă??????B????ɂ́Axrdp?T?[?o*4???C???X?g?[??????Ƃ悢?B
*4?@??18.04 LTS?̏ꍇ?́AWindows?̃????[?g?f?X?N?g?b?v?ڑ??Ŏg???Ē?]?̂???RDP?iRemote Desktop Protocol?j??p????xrdp???g?????????悢?Bxrdp?ȊO?ɂ́A?O16.04 LTS?????̋L???ŏЉ??X2Go??????Bxrdp?̓??{??Ή???v0.9?ȍ~?ƂȂ??Ă???Axrdp 0.9??Ubuntu 16.10?ȍ~?Ő????Ή??Ƃ????????邽?߁A?O16.04 LTS?????̋L???ł?X2Go???g???Ă????B
?@xrdp?̃C???X?g?[?????@?̓??X?g1.7?̒ʂ?B
$ sudo apt -y install xrdp
$ sudo systemctl enable xrdp
$ echo xfce4-session > ~/.xsession
$ sudo service xrdp restart
1.2.3. ?????[?g?f?X?N?g?b?v?ڑ??N???C?A???g
?@?ȏ?Ń????[?g?f?X?N?g?b?v?ڑ??T?[?o?̏????͐??????B???ɁA?N???C?A???g????ڑ??ł???悤?ɂ??悤?B????ɂ́Axrdp?N???C?A???g???C???X?g?[??????B
- Windows?̏ꍇ?F ?u?????[?g ?f?X?N?g?b?v?ڑ??v??Windows?????{?b?N?X?ŒT???Ď??s
- macOS?̏ꍇ?F ?uMicrosoft Remote Desktop 10?v??Mac App Store????C???X?g?[??
- Linux?̏ꍇ?F ?uRemmina?v???????N??̎菇?i?p??j?ŃC???X?g?[??
?@??L?̒????玩????OS?iWindows?^macOS?^Linux?j?ɍ????????̂????s???āA?????[?g?f?X?N?g?b?v?ڑ??N???C?A???g?̃A?v?????N?????A???j???[?o?[????mSession?n?|?mNew Session?n??I??????B?\?????ꂽ?_?C?A???O?iWindows?̏ꍇ?F?}4-1?AmacOS?̏ꍇ?F?}4-2?ALinux?̏ꍇ?F?}4-3?j?ɑ??āi???ȉ??̉ӏ??????́AWindows?^macOS?^Linux?̏??ʼn?ʕ\???ɑΉ??B?j?A
- ???ۑ????̃t?@?C???????^?mFriendly name?n?^?m?v???t?@?C???n?́m???O?n?F ?ڑ??ݒ?̖??O?BWindows?ł͉?ʏ?̐ݒ?ӏ??͂Ȃ?
- ?m?R???s???[?^?[???n?^?mPC name?n?^?m?T?[?o?[?n?F Ubuntu?̃z?X?g??????????IP?A?h???X?B?Ⴆ?u138.91.10.33?v
- ?m???[?U?[???n?^?mUsername?n?F Ubuntu?̃??[?U?[??
- ?????i?????͂̃p?X???[?h?????^?mPassword?n?^?mUser password?n?F Ubuntu?̃p?X???[?h
?Ƃ????ڑ??ݒ????͂??ĕۑ????A?ڑ????s???{?^???Ȃǂ??N???b?N????A?????[?g?f?X?N?g?b?v?ڑ???????????B?Ȃ??AWindows??macOS?Ń??O?C????Ǝ??Ɂu???̃R???s???[?^?[??M?????邩?H?v?Ƃ????|?̃??b?Z?[?W?{?b?N?X???\?????ꂽ?ꍇ?́A?m?ĕ\?????Ȃ??n?|?̃`?F?b?N?{?b?N?X?Ƀ`?F?b?N?????āA?M?????ď????s??????{?^?????N???b?N????悢?B
?}4-1?@xrdp?N???C?A???g?u?????[?g ?f?X?N?g?b?v?ڑ??v?̐ݒ?iWindows?̏ꍇ?j
?}4-2?@xrdp?N???C?A???g?uMicrosoft Remote Desktop 10?v?̐ݒ?imacOS?̏ꍇ?j
?}4-3?@xrdp?N???C?A???g?uRemmina?v?̐ݒ?iLinux?̏ꍇ?j?Ȃ??ARemmina?̃C???X?g?[???͉??L?̃R?}???h?ōs?????B
sudo add-apt-repository -y ppa:remmina-ppa-team/remmina-nextsudo apt updatesudo apt -y install remmina remmina-plugin-rdp remmina-plugin-secret remmina-plugin-spice
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?}5-2?@???[?U?[???ƃp?X???[?h???Ԉ???Ă???ꍇ?̕\???@???ۂɃ??O?C???ł???ƁA?}5-2?̂悤?Ƀf?X?N?g?b?v??ʂ??\???????B
?@???߂?Xfce?f?X?N?g?b?v?Ƀ??O?C???????Ƃ??ɂ́AXfce?p?l???i???V?X?e???S?̂́m?A?v???P?[?V?????n???j???[?Ȃǁj???Z?b?g?A?b?v??????@?????₳???̂ŁA??{?I?ɂ́m?f?t?H???g?ݒ???g?p????n?{?^?????N???b?N????悢?B???Ȃ݂ɁA?{?e?Ŏg?p???Ă???Xfce?p?l???ƈقȂ?O?ςɂȂ?\????????i?????X?g1.3??xubuntu-desktop?p?b?P?[?W???C???X?g?[???????ꍇ?́A????ɂ???m?A?v???P?[?V?????n???j???[?́m?ݒ?n?|?mXfce ?p?l???X?C?b?`?n????\???????_?C?A???O?ŁuXubuntu Bionic?v??I?????ēK?p????A?{?e?Ɠ????O?ςɂȂ?Bxfce4?p?b?P?[?W?݂̂??C???X?g?[???????ꍇ?́A???????m?A?v???P?[?V?????n???j???[?́m?ݒ?n?|?m?O?ρn?^?m?p?l???n?Ȃǂ̐ݒ???????????K?v??????j?B
?@???ɂ??C???X?g?[?????Ă????????\?t?g?E?F?A?͂??邪?A??肠????OS?𑀍?E?Ǘ?????̂ɕK?v?\???Ȃ??̂͂???????̂ŁA????NVIDIA GPU?֘A?̃C???X?g?[????ݒ???s???Ă??????BPython?J?????n?̃\?t?g?E?F?A?C???X?g?[???ɂ??Ă͌?q????B
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