東大・松尾研が公開した大規模言語モデル「Tanuki-8B」をMacBook(M2)で動かしてみた
https://qiita.com/nabata/items/aaacf28cb098e14e1ab4

bash

:~ ogawakiyoshi$ docker run -v /home/ogawakiyoshi/tanuki:/tmp/tanuki -it ubuntu /bin/bash
ERRO[0000] error waiting for container:                 
                                                        docker: Error response from daemon: Mounts denied: 
The path /home/ogawakiyoshi/tanuki is not shared from the host and is not known to Docker.
You can configure shared paths from Docker -> Preferences... -> Resources -> File Sharing.
See https://docs.docker.com/desktop/mac for more info.
MacBook-Air:~ ogawakiyoshi$ pwd
/Users/ogawakiyoshi
MacBook-Air:~ ogawakiyoshi$ docker run -v /Users/ogawakiyoshi/tanuki:/tmp/tanuki -it ubuntu /bin/bash
root@d468ac97887d:/# apt update; apt -y upgrade
Get:1 http://ports.ubuntu.com/ubuntu-ports noble InRelease [256 kB]
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Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
29 packages can be upgraded. Run 'apt list --upgradable' to see them.
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
Calculating upgrade... Done
The following packages will be upgraded:
  base-files bsdutils dpkg e2fsprogs libblkid1 libbz2-1.0 libc-bin libc6
  libcom-err2 libext2fs2t64 libgnutls30t64 libhogweed6t64 liblz4-1 liblzma5
  libmount1 libnettle8t64 libp11-kit0 libseccomp2 libsmartcols1 libss2
  libssl3t64 libsystemd0 libudev1 libuuid1 libzstd1 logsave mount util-linux
  zlib1g
29 upgraded, 0 newly installed, 0 to remove and 0 not upgraded.
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Fetched 11.9 MB in 10s (1194 kB/s)                                             
debconf: delaying package configuration, since apt-utils is not installed
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debconf: (Can't locate Term/ReadLine.pm in @INC (you may need to install the Term::ReadLine module) (@INC entries checked: /etc/perl /usr/local/lib/aarch64-linux-gnu/perl/5.38.2 /usr/local/share/perl/5.38.2 /usr/lib/aarch64-linux-gnu/perl5/5.38 /usr/share/perl5 /usr/lib/aarch64-linux-gnu/perl-base /usr/lib/aarch64-linux-gnu/perl/5.38 /usr/share/perl/5.38 /usr/local/lib/site_perl) at /usr/share/perl5/Debconf/FrontEnd/Readline.pm line 8.)
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debconf: falling back to frontend: Teletype
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# pip install torch transformers
bash: pip: command not found
# apt install python3.12 curl vim
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
The following additional packages will be installed:
  ca-certificates krb5-locales libbrotli1 libcurl4t64 libexpat1 libgpm2
  libgssapi-krb5-2 libk5crypto3 libkeyutils1 libkrb5-3 libkrb5support0
  libldap-common libldap2 libnghttp2-14 libpsl5t64 libpython3.12-minimal
  libpython3.12-stdlib libpython3.12t64 libreadline8t64 librtmp1 libsasl2-2
  libsasl2-modules libsasl2-modules-db libsodium23 libsqlite3-0 libssh-4
  media-types netbase openssl publicsuffix python3.12-minimal readline-common
  tzdata vim-common vim-runtime xxd
Suggested packages:
  gpm krb5-doc krb5-user libsasl2-modules-gssapi-mit
  | libsasl2-modules-gssapi-heimdal libsasl2-modules-ldap libsasl2-modules-otp
  libsasl2-modules-sql python3.12-venv python3.12-doc binutils binfmt-support
  readline-doc ctags vim-doc vim-scripts
The following NEW packages will be installed:
  ca-certificates curl krb5-locales libbrotli1 libcurl4t64 libexpat1 libgpm2
  libgssapi-krb5-2 libk5crypto3 libkeyutils1 libkrb5-3 libkrb5support0
  libldap-common libldap2 libnghttp2-14 libpsl5t64 libpython3.12-minimal
  libpython3.12-stdlib libpython3.12t64 libreadline8t64 librtmp1 libsasl2-2
  libsasl2-modules libsasl2-modules-db libsodium23 libsqlite3-0 libssh-4
  media-types netbase openssl publicsuffix python3.12 python3.12-minimal
  readline-common tzdata vim vim-common vim-runtime xxd
0 upgraded, 39 newly installed, 0 to remove and 0 not upgraded.
Need to get 22.6 MB of archives.
After this operation, 92.3 MB of additional disk space will be used.
Do you want to continue? [Y/n] y
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Get:20 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 vim-common all 2:9.1.0016-1ubuntu7.2 [385 kB]
Get:21 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 xxd arm64 2:9.1.0016-1ubuntu7.2 [63.0 kB]
Get:22 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libgpm2 arm64 1.20.7-11 [14.7 kB]
Get:23 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libnghttp2-14 arm64 1.59.0-1ubuntu0.1 [74.4 kB]
Get:24 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libpsl5t64 arm64 0.21.2-1.1build1 [57.4 kB]
Get:25 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 publicsuffix all 20231001.0357-0.1 [129 kB]
Get:26 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libbrotli1 arm64 1.1.0-2build2 [339 kB]
Get:27 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libsasl2-modules-db arm64 2.1.28+dfsg1-5ubuntu3.1 [21.6 kB]
Get:28 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libsasl2-2 arm64 2.1.28+dfsg1-5ubuntu3.1 [54.7 kB]
Get:29 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libldap2 arm64 2.6.7+dfsg-1~exp1ubuntu8 [193 kB]
Get:30 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 librtmp1 arm64 2.4+20151223.gitfa8646d.1-2build7 [57.8 kB]
Get:31 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libssh-4 arm64 0.10.6-2build2 [189 kB]
Get:32 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libcurl4t64 arm64 8.5.0-2ubuntu10.3 [333 kB]
Get:33 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 curl arm64 8.5.0-2ubuntu10.3 [222 kB]
Get:34 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libldap-common all 2.6.7+dfsg-1~exp1ubuntu8 [31.4 kB]
Get:35 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libpython3.12t64 arm64 3.12.3-1ubuntu0.1 [2278 kB]
Get:36 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 libsasl2-modules arm64 2.1.28+dfsg1-5ubuntu3.1 [69.6 kB]
Get:37 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libsodium23 arm64 1.0.18-1build3 [119 kB]
Get:38 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 vim-runtime all 2:9.1.0016-1ubuntu7.2 [7278 kB]
Get:39 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 vim arm64 2:9.1.0016-1ubuntu7.2 [1812 kB]
Fetched 22.6 MB in 13s (1681 kB/s)                                             
debconf: delaying package configuration, since apt-utils is not installed
Selecting previously unselected package libpython3.12-minimal:arm64.
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Adding 'diversion of /lib/aarch64-linux-gnu/libhistory.so.8 to /lib/aarch64-linux-gnu/libhistory.so.8.usr-is-merged by libreadline8t64'
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Unpacking vim (2:9.1.0016-1ubuntu7.2) ...
Setting up libexpat1:arm64 (2.6.1-2build1) ...
Setting up media-types (10.1.0) ...
Setting up libkeyutils1:arm64 (1.6.3-3build1) ...
Setting up libsodium23:arm64 (1.0.18-1build3) ...
Setting up libgpm2:arm64 (1.20.7-11) ...
Setting up libbrotli1:arm64 (1.1.0-2build2) ...
Setting up libsqlite3-0:arm64 (3.45.1-1ubuntu2) ...
Setting up libsasl2-modules:arm64 (2.1.28+dfsg1-5ubuntu3.1) ...
Setting up libpython3.12-minimal:arm64 (3.12.3-1ubuntu0.1) ...
Setting up libpsl5t64:arm64 (0.21.2-1.1build1) ...
Setting up libnghttp2-14:arm64 (1.59.0-1ubuntu0.1) ...
Setting up krb5-locales (1.20.1-6ubuntu2.1) ...
Setting up libldap-common (2.6.7+dfsg-1~exp1ubuntu8) ...
Setting up xxd (2:9.1.0016-1ubuntu7.2) ...
Setting up libkrb5support0:arm64 (1.20.1-6ubuntu2.1) ...
Setting up libsasl2-modules-db:arm64 (2.1.28+dfsg1-5ubuntu3.1) ...
Setting up tzdata (2024a-3ubuntu1.1) ...
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 79.)
debconf: falling back to frontend: Readline
debconf: unable to initialize frontend: Readline
debconf: (Can't locate Term/ReadLine.pm in @INC (you may need to install the Term::ReadLine module) (@INC entries checked: /etc/perl /usr/local/lib/aarch64-linux-gnu/perl/5.38.2 /usr/local/share/perl/5.38.2 /usr/lib/aarch64-linux-gnu/perl5/5.38 /usr/share/perl5 /usr/lib/aarch64-linux-gnu/perl-base /usr/lib/aarch64-linux-gnu/perl/5.38 /usr/share/perl/5.38 /usr/local/lib/site_perl) at /usr/share/perl5/Debconf/FrontEnd/Readline.pm line 8.)
debconf: falling back to frontend: Teletype
Configuring tzdata
------------------

Please select the geographic area in which you live. Subsequent configuration
questions will narrow this down by presenting a list of cities, representing
the time zones in which they are located.

  1. Africa   3. Antarctica  5. Asia      7. Australia  9. Indian    11. Etc
  2. America  4. Arctic      6. Atlantic  8. Europe     10. Pacific
Geographic area: 5

Please select the city or region corresponding to your time zone.

  1. Aden         23. Dili         45. Krasnoyarsk   67. Samarkand
  2. Almaty       24. Dubai        46. Kuala_Lumpur  68. Seoul
  3. Amman        25. Dushanbe     47. Kuching       69. Shanghai
  4. Anadyr       26. Famagusta    48. Kuwait        70. Singapore
  5. Aqtau        27. Gaza         49. Macau         71. Srednekolymsk
  6. Aqtobe       28. Harbin       50. Magadan       72. Taipei
  7. Ashgabat     29. Hebron       51. Makassar      73. Tashkent
  8. Atyrau       30. Ho_Chi_Minh  52. Manila        74. Tbilisi
  9. Baghdad      31. Hong_Kong    53. Muscat        75. Tehran
  10. Bahrain     32. Hovd         54. Nicosia       76. Tel_Aviv
  11. Baku        33. Irkutsk      55. Novokuznetsk  77. Thimphu
  12. Bangkok     34. Istanbul     56. Novosibirsk   78. Tokyo
  13. Barnaul     35. Jakarta      57. Omsk          79. Tomsk
  14. Beirut      36. Jayapura     58. Oral          80. Ulaanbaatar
  15. Bishkek     37. Jerusalem    59. Phnom_Penh    81. Urumqi
  16. Brunei      38. Kabul        60. Pontianak     82. Ust-Nera
  17. Chita       39. Kamchatka    61. Pyongyang     83. Vientiane
  18. Choibalsan  40. Karachi      62. Qatar         84. Vladivostok
[More] 78

  19. Chongqing   41. Kashgar      63. Qostanay      85. Yakutsk
  20. Colombo     42. Kathmandu    64. Qyzylorda     86. Yangon
  21. Damascus    43. Khandyga     65. Riyadh        87. Yekaterinburg
  22. Dhaka       44. Kolkata      66. Sakhalin      88. Yerevan
Time zone: 78


Current default time zone: 'Asia/Tokyo'
Local time is now:      Tue Sep 10 20:17:17 JST 2024.
Universal Time is now:  Tue Sep 10 11:17:17 UTC 2024.
Run 'dpkg-reconfigure tzdata' if you wish to change it.

Setting up vim-common (2:9.1.0016-1ubuntu7.2) ...
Setting up librtmp1:arm64 (2.4+20151223.gitfa8646d.1-2build7) ...
Setting up libk5crypto3:arm64 (1.20.1-6ubuntu2.1) ...
Setting up libsasl2-2:arm64 (2.1.28+dfsg1-5ubuntu3.1) ...
Setting up netbase (6.4) ...
Setting up libkrb5-3:arm64 (1.20.1-6ubuntu2.1) ...
Setting up vim-runtime (2:9.1.0016-1ubuntu7.2) ...
Setting up openssl (3.0.13-0ubuntu3.4) ...
Setting up readline-common (8.2-4build1) ...
Setting up publicsuffix (20231001.0357-0.1) ...
Setting up libldap2:arm64 (2.6.7+dfsg-1~exp1ubuntu8) ...
Setting up python3.12-minimal (3.12.3-1ubuntu0.1) ...
Setting up ca-certificates (20240203) ...
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 79.)
debconf: falling back to frontend: Readline
debconf: unable to initialize frontend: Readline
debconf: (Can't locate Term/ReadLine.pm in @INC (you may need to install the Term::ReadLine module) (@INC entries checked: /etc/perl /usr/local/lib/aarch64-linux-gnu/perl/5.38.2 /usr/local/share/perl/5.38.2 /usr/lib/aarch64-linux-gnu/perl5/5.38 /usr/share/perl5 /usr/lib/aarch64-linux-gnu/perl-base /usr/lib/aarch64-linux-gnu/perl/5.38 /usr/share/perl/5.38 /usr/local/lib/site_perl) at /usr/share/perl5/Debconf/FrontEnd/Readline.pm line 8.)
debconf: falling back to frontend: Teletype
Updating certificates in /etc/ssl/certs...
146 added, 0 removed; done.
Setting up libgssapi-krb5-2:arm64 (1.20.1-6ubuntu2.1) ...
Setting up libssh-4:arm64 (0.10.6-2build2) ...
Setting up libreadline8t64:arm64 (8.2-4build1) ...
Setting up libpython3.12-stdlib:arm64 (3.12.3-1ubuntu0.1) ...
Setting up libcurl4t64:arm64 (8.5.0-2ubuntu10.3) ...
Setting up python3.12 (3.12.3-1ubuntu0.1) ...
Setting up libpython3.12t64:arm64 (3.12.3-1ubuntu0.1) ...
Setting up curl (8.5.0-2ubuntu10.3) ...
Setting up vim (2:9.1.0016-1ubuntu7.2) ...
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/editor (editor) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/editor.1.gz because associated file /usr/share/man/man1/vim.1.gz (of link group editor) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/de/man1/editor.1.gz because associated file /usr/share/man/de/man1/vim.1.gz (of link group editor) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/it/man1/editor.1.gz because associated file /usr/share/man/it/man1/vim.1.gz (of link group editor) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/tr/man1/editor.1.gz because associated file /usr/share/man/tr/man1/vim.1.gz (of link group editor) doesn't exist
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/ex (ex) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/ex.1.gz because associated file /usr/share/man/man1/vim.1.gz (of link group ex) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/da/man1/ex.1.gz because associated file /usr/share/man/da/man1/vim.1.gz (of link group ex) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/pl/man1/ex.1.gz because associated file /usr/share/man/pl/man1/vim.1.gz (of link group ex) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/tr/man1/ex.1.gz because associated file /usr/share/man/tr/man1/vim.1.gz (of link group ex) doesn't exist
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/rview (rview) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/rvim (rvim) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vi (vi) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/vi.1.gz because associated file /usr/share/man/man1/vim.1.gz (of link group vi) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/da/man1/vi.1.gz because associated file /usr/share/man/da/man1/vim.1.gz (of link group vi) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/de/man1/vi.1.gz because associated file /usr/share/man/de/man1/vim.1.gz (of link group vi) doesn't exist
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update-alternatives: warning: skip creation of /usr/share/man/pl/man1/vi.1.gz because associated file /usr/share/man/pl/man1/vim.1.gz (of link group vi) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/ru/man1/vi.1.gz because associated file /usr/share/man/ru/man1/vim.1.gz (of link group vi) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/tr/man1/vi.1.gz because associated file /usr/share/man/tr/man1/vim.1.gz (of link group vi) doesn't exist
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/view (view) in auto mode
update-alternatives: warning: skip creation of /usr/share/man/man1/view.1.gz because associated file /usr/share/man/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/da/man1/view.1.gz because associated file /usr/share/man/da/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/de/man1/view.1.gz because associated file /usr/share/man/de/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/fr/man1/view.1.gz because associated file /usr/share/man/fr/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/it/man1/view.1.gz because associated file /usr/share/man/it/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/ja/man1/view.1.gz because associated file /usr/share/man/ja/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/pl/man1/view.1.gz because associated file /usr/share/man/pl/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/ru/man1/view.1.gz because associated file /usr/share/man/ru/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: warning: skip creation of /usr/share/man/tr/man1/view.1.gz because associated file /usr/share/man/tr/man1/vim.1.gz (of link group view) doesn't exist
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vim (vim) in auto mode
update-alternatives: using /usr/bin/vim.basic to provide /usr/bin/vimdiff (vimdiff) in auto mode
Processing triggers for libc-bin (2.39-0ubuntu8.3) ...
Processing triggers for ca-certificates (20240203) ...
Updating certificates in /etc/ssl/certs...
0 added, 0 removed; done.
Running hooks in /etc/ca-certificates/update.d...
done.

# pip install torch transformers
error: externally-managed-environment

× This environment is externally managed
╰─> To install Python packages system-wide, try apt install
    python3-xyz, where xyz is the package you are trying to
    install.
    
    If you wish to install a non-Debian-packaged Python package,
    create a virtual environment using python3 -m venv path/to/venv.
    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
    sure you have python3-full installed.
    
    If you wish to install a non-Debian packaged Python application,
    it may be easiest to use pipx install xyz, which will manage a
    virtual environment for you. Make sure you have pipx installed.
    
    See /usr/share/doc/python3.12/README.venv for more information.

note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
hint: See PEP 668 for the detailed specification.
 apt install python3-full
Reading package lists... Done
Building dependency tree... Done
Reading state information... Done
The following additional packages will be installed:
  2to3 blt fonts-mathjax idle idle-python3.12 libjs-mathjax
  libpython3.12-testsuite libtcl8.6 libtk8.6 libxext6 libxft2 libxrender1
  libxss1 net-tools python3-doc python3-examples python3-gdbm python3-lib2to3
  python3-pip-whl python3-setuptools-whl python3-tk python3-venv
  python3.12-doc python3.12-examples python3.12-full python3.12-venv
  tk8.6-blt2.5 x11-common
Suggested packages:
  blt-demo fonts-mathjax-extras fonts-stix libjs-mathjax-doc tcl8.6 tk8.6
  python3-gdbm-dbg tix python3-tk-dbg
The following NEW packages will be installed:
  2to3 blt fonts-mathjax idle idle-python3.12 libjs-mathjax
  libpython3.12-testsuite libtcl8.6 libtk8.6 libxext6 libxft2 libxrender1
  libxss1 net-tools python3-doc python3-examples python3-full python3-gdbm
  python3-lib2to3 python3-pip-whl python3-setuptools-whl python3-tk
  python3-venv python3.12-doc python3.12-examples python3.12-full
  python3.12-venv tk8.6-blt2.5 x11-common
0 upgraded, 29 newly installed, 0 to remove and 0 not upgraded.
Need to get 31.1 MB of archives.
After this operation, 163 MB of additional disk space will be used.
Do you want to continue? [Y/n] y
Get:1 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libxext6 arm64 2:1.3.4-1build2 [30.4 kB]
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Get:3 http://ports.ubuntu.com/ubuntu-ports noble/universe arm64 python3-lib2to3 all 3.12.3-0ubuntu1 [78.0 kB]
Get:4 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 2to3 all 3.12.3-0ubuntu2 [11.0 kB]
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Get:6 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libxrender1 arm64 1:0.9.10-1.1build1 [18.8 kB]
Get:7 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 libxft2 arm64 2.3.6-1build1 [44.1 kB]
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Get:12 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 blt arm64 2.5.3+dfsg-7build1 [4840 B]
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Get:16 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 idle-python3.12 all 3.12.3-1ubuntu0.1 [422 kB]
Get:17 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 idle all 3.12.3-0ubuntu2 [2738 B]
Get:18 http://ports.ubuntu.com/ubuntu-ports noble/main arm64 net-tools arm64 2.10-0.1ubuntu4 [207 kB]
Get:19 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 libpython3.12-testsuite all 3.12.3-1ubuntu0.1 [4628 kB]
Get:20 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 python3.12-doc all 3.12.3-1ubuntu0.1 [12.1 MB]
Get:21 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 python3-doc all 3.12.3-0ubuntu2 [10.3 kB]
Get:22 http://ports.ubuntu.com/ubuntu-ports noble-updates/main arm64 python3.12-examples all 3.12.3-1ubuntu0.1 [795 kB]
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Get:24 http://ports.ubuntu.com/ubuntu-ports noble/universe arm64 python3-pip-whl all 24.0+dfsg-1ubuntu1 [1702 kB]
Get:25 http://ports.ubuntu.com/ubuntu-ports noble/universe arm64 python3-setuptools-whl all 68.1.2-2ubuntu1 [715 kB]
Get:26 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 python3.12-venv arm64 3.12.3-1ubuntu0.1 [5680 B]
Get:27 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 python3.12-full arm64 3.12.3-1ubuntu0.1 [1118 B]
Get:28 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 python3-venv arm64 3.12.3-0ubuntu2 [1034 B]
Get:29 http://ports.ubuntu.com/ubuntu-ports noble-updates/universe arm64 python3-full arm64 3.12.3-0ubuntu2 [1158 B]
Fetched 31.1 MB in 11s (2909 kB/s)                                             
debconf: delaying package configuration, since apt-utils is not installed
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# pip install torch transformers
error: externally-managed-environment

× This environment is externally managed
╰─> To install Python packages system-wide, try apt install
    python3-xyz, where xyz is the package you are trying to
    install.
    
    If you wish to install a non-Debian-packaged Python package,
    create a virtual environment using python3 -m venv path/to/venv.
    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
    sure you have python3-full installed.
    
    If you wish to install a non-Debian packaged Python application,
    it may be easiest to use pipx install xyz, which will manage a
    virtual environment for you. Make sure you have pipx installed.
    
    See /usr/share/doc/python3.12/README.venv for more information.

note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
hint: See PEP 668 for the detailed specification.
root@d468ac97887d:/# pipx install torch transformers
bash: pipx: command not found
root@d468ac97887d:/# pipx install torch             
bash: pipx: command not found
root@d468ac97887d:/# pipx install transformers
bash: pipx: command not found
root@d468ac97887d:/# pip install transformers
error: externally-managed-environment

× This environment is externally managed
╰─> To install Python packages system-wide, try apt install
    python3-xyz, where xyz is the package you are trying to
    install.
    
    If you wish to install a non-Debian-packaged Python package,
    create a virtual environment using python3 -m venv path/to/venv.
    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
    sure you have python3-full installed.
    
    If you wish to install a non-Debian packaged Python application,
    it may be easiest to use pipx install xyz, which will manage a
    virtual environment for you. Make sure you have pipx installed.
    
    See /usr/share/doc/python3.12/README.venv for more information.

note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
hint: See PEP 668 for the detailed specification.
root@d468ac97887d:/# pip install torch
error: externally-managed-environment

× This environment is externally managed
╰─> To install Python packages system-wide, try apt install
    python3-xyz, where xyz is the package you are trying to
    install.
    
    If you wish to install a non-Debian-packaged Python package,
    create a virtual environment using python3 -m venv path/to/venv.
    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
    sure you have python3-full installed.
    
    If you wish to install a non-Debian packaged Python application,
    it may be easiest to use pipx install xyz, which will manage a
    virtual environment for you. Make sure you have pipx installed.
    
    See /usr/share/doc/python3.12/README.venv for more information.

note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
hint: See PEP 668 for the detailed specification.

docker(88) pip入門
https://qiita.com/kaizen_nagoya/items/50d8be773d6d59a58153

Ollama（ローカルLLM）について調べたこと
https://qiita.com/ravenFoolish/items/12c29594440b07d50777

日本一目指すより世界一めざす方がめっちゃ簡単

<この項は書きかけです。順次追記します。>
This article is not completed. I will add some words in order.

Engineering Festa 2024前に必読記事一覧

programの本質は計画だ。programは設計だ。
https://qiita.com/kaizen_nagoya/items/c8545a769c246a458c27

登壇直後版色使い(JIS安全色) Qiita Engineer Festa 2023〜私しか得しないニッチな技術でLT〜スライド編 0.15
https://qiita.com/kaizen_nagoya/items/f0d3070d839f4f735b2b

プログラマが知っていると良い「公序良俗」
https://qiita.com/kaizen_nagoya/items/9fe7c0dfac2fbd77a945

逆も真：社会人が最初に確かめるとよいこと。OSEK(69)、Ethernet(59)
https://qiita.com/kaizen_nagoya/items/39afe4a728a31b903ddc

統計の嘘。仮説（127）
https://qiita.com/kaizen_nagoya/items/63b48ecf258a3471c51b

自分の言葉だけで論理展開できるのが天才なら、文章の引用だけで論理展開できるのが秀才だ。仮説（136）
https://qiita.com/kaizen_nagoya/items/97cf07b9e24f860624dd

参考文献駆動執筆(references driven writing)・デンソークリエイト編
https://qiita.com/kaizen_nagoya/items/b27b3f58b8bf265a5cd1

「何を」よりも「誰を」。１０年後のために今見習いたい人たち
https://qiita.com/kaizen_nagoya/items/8045978b16eb49d572b2

Qiitaの記事に３段階または５段階で到達するための方法
https://qiita.com/kaizen_nagoya/items/6e9298296852325adc5e

出力(output)と呼ばないで。これは状態(state)です。
https://qiita.com/kaizen_nagoya/items/80b8b5913b2748867840

coding (101) 一覧を作成し始めた。omake:最近のQiitaで表示しない5つの事象
https://qiita.com/kaizen_nagoya/items/20667f09f19598aedb68

あなたは「勘違いまとめ」から、勘違いだと言っていることが勘違いだといくつ見つけられますか。人間の間違い(human error(125))の種類と対策
https://qiita.com/kaizen_nagoya/items/ae391b77fffb098b8fb4

プログラマの「プログラムが書ける」思い込みは強みだ。３つの理由。仮説（168）統計と確率(17) , OSEK(79)
https://qiita.com/kaizen_nagoya/items/bc5dd86e414de402ec29

出力(output)と呼ばないで。これは状態(state)です。
https://qiita.com/kaizen_nagoya/items/80b8b5913b2748867840

これからの情報伝達手段の在り方について考えてみよう。炎上と便乗。
https://qiita.com/kaizen_nagoya/items/71a09077ac195214f0db

ISO/IEC JTC1 SC7 Software and System Engineering
https://qiita.com/kaizen_nagoya/items/48b43f0f6976a078d907

アクセシビリティの知見を発信しよう！（再び）
https://qiita.com/kaizen_nagoya/items/03457eb9ee74105ee618

統計論及確率論輪講（再び）
https://qiita.com/kaizen_nagoya/items/590874ccfca988e85ea3

読者の心をグッと惹き寄せる7つの魔法
https://qiita.com/kaizen_nagoya/items/b1b5e89bd5c0a211d862

「@kazuo_reve 新人の方によく展開している有益な情報」確認一覧
https://qiita.com/kaizen_nagoya/items/b9380888d1e5a042646b

ソースコードで議論しよう。日本語で議論するの止めましょう（あるプログラミング技術の議論報告）
https://qiita.com/kaizen_nagoya/items/8b9811c80f3338c6c0b0

脳内コンパイラの3つの危険
https://qiita.com/kaizen_nagoya/items/7025cf2d7bd9f276e382

心理学の本を読むよりはコンパイラ書いた方がよくね。仮説（34）
https://qiita.com/kaizen_nagoya/items/fa715732cc148e48880e

NASAを超えるつもりがあれば読んでください。
https://qiita.com/kaizen_nagoya/items/e81669f9cb53109157f6

データサイエンティストの気づき!「勉強して仕事に役立てない人。大嫌い!!」『それ自分かも?』ってなった!!!
https://qiita.com/kaizen_nagoya/items/d85830d58d8dd7f71d07

「ぼくの好きな先生」「人がやらないことをやれ」プログラマになるまで。仮説（37）　
https://qiita.com/kaizen_nagoya/items/53e4bded9fe5f724b3c4

なぜ経済学徒を辞め、計算機屋になったか（経済学部入学前・入学後・卒業後対応）転職(1)
https://qiita.com/kaizen_nagoya/items/06335a1d24c099733f64

プログラミング言語教育のXYZ。仮説（52）
https://qiita.com/kaizen_nagoya/items/1950c5810fb5c0b07be4

【24卒向け】9ヶ月後に年収１０００万円を目指す。二つの関門と三つの道。
https://qiita.com/kaizen_nagoya/items/fb5bff147193f726ad25

「【25卒向け】Qiita Career Meetup for STUDENT」予習の勧め
https://qiita.com/kaizen_nagoya/items/00eadb8a6e738cb6336f

大学入試不合格でも筆記試験のない大学に入って卒業できる。卒業しなくても博士になれる。
https://qiita.com/kaizen_nagoya/items/74adec99f396d64b5fd5

全世界の不登校の子供たち「博士論文」を書こう。世界子供博士論文遠隔実践中心安全(99)
https://qiita.com/kaizen_nagoya/items/912d69032c012bcc84f2

小川メソッド　覚え（書きかけ）
https://qiita.com/kaizen_nagoya/items/3593d72eca551742df68

DoCAP（ドゥーキャップ）って何ですか？
https://qiita.com/kaizen_nagoya/items/47e0e6509ab792c43327

views 20,000越え自己記事一覧
https://qiita.com/kaizen_nagoya/items/58e8bd6450957cdecd81

Views１万越え、もうすぐ１万記事一覧最近いいねをいただいた213記事
https://qiita.com/kaizen_nagoya/items/d2b805717a92459ce853

関連資料

' @kazuo_reve 私が効果を確認した「小川メソッド」
https://qiita.com/kazuo_reve/items/a3ea1d9171deeccc04da

' @kazuo_reve 新人の方によく展開している有益な情報
https://qiita.com/kazuo_reve/items/d1a3f0ee48e24bba38f1

' @kazuo_reve Vモデルについて勘違いしていたと思ったこと
https://qiita.com/kazuo_reve/items/46fddb094563bd9b2e1e

自己記事一覧

Qiitaで逆リンクを表示しなくなったような気がする。時々、スマフォで表示するとあらわっることがあり、完全に削除したのではなさそう。

４月以降、せっせとリンクリストを作り、統計を取って確率を説明しようとしている。
2025年２月末を目標にしている。

物理記事　上位100
https://qiita.com/kaizen_nagoya/items/66e90fe31fbe3facc6ff

量子(0) 計算機, 量子力学
https://qiita.com/kaizen_nagoya/items/1cd954cb0eed92879fd4

数学関連記事１００
https://qiita.com/kaizen_nagoya/items/d8dadb49a6397e854c6d

統計(0)一覧
https://qiita.com/kaizen_nagoya/items/80d3b221807e53e88aba

図(0) state, sequence and timing. UML and お絵描き
https://qiita.com/kaizen_nagoya/items/60440a882146aeee9e8f

品質一覧
https://qiita.com/kaizen_nagoya/items/2b99b8e9db6d94b2e971

言語・文学記事　１００
https://qiita.com/kaizen_nagoya/items/42d58d5ef7fb53c407d6

医工連携関連記事一覧
https://qiita.com/kaizen_nagoya/items/6ab51c12ba51bc260a82

自動車　記事　１００
https://qiita.com/kaizen_nagoya/items/f7f0b9ab36569ad409c5

通信記事１００
https://qiita.com/kaizen_nagoya/items/1d67de5e1cd207b05ef7

日本語（０）一欄
https://qiita.com/kaizen_nagoya/items/7498dcfa3a9ba7fd1e68

英語(0) 一覧
https://qiita.com/kaizen_nagoya/items/680e3f5cbf9430486c7d

転職(0)一覧
https://qiita.com/kaizen_nagoya/items/f77520d378d33451d6fe

仮説（0）一覧（目標100現在40）
https://qiita.com/kaizen_nagoya/items/f000506fe1837b3590df

音楽　一覧(0)
https://qiita.com/kaizen_nagoya/items/b6e5f42bbfe3bbe40f5d

「@kazuo_reve 新人の方によく展開している有益な情報」確認一覧
https://qiita.com/kaizen_nagoya/items/b9380888d1e5a042646b

Qiita(0)Qiita関連記事一覧（自分）
https://qiita.com/kaizen_nagoya/items/58db5fbf036b28e9dfa6

鉄道（０）鉄道のシステム考察はてっちゃんがてつだってくれる
https://qiita.com/kaizen_nagoya/items/faa4ea03d91d901a618a

安全（0）安全工学シンポジウムに向けて: 21
https://qiita.com/kaizen_nagoya/items/c5d78f3def8195cb2409

一覧の一覧( The directory of directories of mine.) Qiita(100)
https://qiita.com/kaizen_nagoya/items/7eb0e006543886138f39

Ethernet 記事一覧　Ethernet(0)
https://qiita.com/kaizen_nagoya/items/88d35e99f74aefc98794

Wireshark 一覧 wireshark(0)、Ethernet(48)
https://qiita.com/kaizen_nagoya/items/fbed841f61875c4731d0

線網（Wi-Fi）空中線(antenna)(0) 記事一覧(118/300目標)
https://qiita.com/kaizen_nagoya/items/5e5464ac2b24bd4cd001

OSEK OS設計の基礎　OSEK(100)
https://qiita.com/kaizen_nagoya/items/7528a22a14242d2d58a3

Error一覧 error(0)
https://qiita.com/kaizen_nagoya/items/48b6cbc8d68eae2c42b8

C++ Support(0)　
https://qiita.com/kaizen_nagoya/items/8720d26f762369a80514

Coding(0) Rules, C, Secure, MISRA and so on
https://qiita.com/kaizen_nagoya/items/400725644a8a0e90fbb0

coding (101) 一覧を作成し始めた。omake:最近のQiitaで表示しない5つの事象
https://qiita.com/kaizen_nagoya/items/20667f09f19598aedb68

プログラマによる、プログラマのための、統計(0)と確率のプログラミングとその後
https://qiita.com/kaizen_nagoya/items/6e9897eb641268766909

なぜdockerで機械学習するか書籍・ソース一覧作成中 (目標100)
https://qiita.com/kaizen_nagoya/items/ddd12477544bf5ba85e2

言語処理100本ノックをdockerで。python覚えるのに最適。:10+12
https://qiita.com/kaizen_nagoya/items/7e7eb7c543e0c18438c4

プログラムちょい替え（0）一覧:4件
https://qiita.com/kaizen_nagoya/items/296d87ef4bfd516bc394

Python(0)記事をまとめたい。
https://qiita.com/kaizen_nagoya/items/088c57d70ab6904ebb53

官公庁・学校・公的団体（NPOを含む）システムの課題、官（０）
https://qiita.com/kaizen_nagoya/items/04ee6eaf7ec13d3af4c3

「はじめての」シリーズ　ベクタージャパン　
https://qiita.com/kaizen_nagoya/items/2e41634f6e21a3cf74eb

AUTOSAR(0)Qiita記事一覧, OSEK(75)
https://qiita.com/kaizen_nagoya/items/89c07961b59a8754c869

プログラマが知っていると良い「公序良俗」
https://qiita.com/kaizen_nagoya/items/9fe7c0dfac2fbd77a945

LaTeX(0) 一覧　
https://qiita.com/kaizen_nagoya/items/e3f7dafacab58c499792

自動制御、制御工学一覧（０）
https://qiita.com/kaizen_nagoya/items/7767a4e19a6ae1479e6b

Rust(0) 一覧　
https://qiita.com/kaizen_nagoya/items/5e8bb080ba6ca0281927

100以上いいねをいただいた記事16選
https://qiita.com/kaizen_nagoya/items/f8d958d9084ffbd15d2a

小川清最終講義、最終講義（再）計画, Ethernet(100) 英語(100) 安全(100)
https://qiita.com/kaizen_nagoya/items/e2df642e3951e35e6a53

＜この記事は個人の過去の経験に基づく個人の感想です。現在所属する組織、業務とは関係がありません。＞
This article is an individual impression based on my individual experience. It has nothing to do with the organization or business to which I currently belong.

文書履歴(document history)

ver. 0.01 初稿　20240908

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Thank you very much for reading to the last sentence.

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