allegroai / clearml-agent

ClearML Agent - ML-Ops made easy. ML-Ops scheduler & orchestration solution
https://clear.ml/docs/
Apache License 2.0
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Support for non-docker in services-mode #150

Open graelo opened 1 year ago

graelo commented 1 year ago

Hi, thanks for ClearML, it's awesome.

I orchestrate my containers on a single server using podman (managed with systemd units, with all stuff in zfs datasets). It works great. I'll share my setup, but it's basically a reformulation of the docker-compose file.

However there's one thing I could not get to work correctly with podman: the agent-services. I can launch it and see the clearml-services worker in the services queue, tasks can be scheduled on it, but they are blocked as soon as the spun docker job needs to communicate with the API. The docker container of course does not have access to the podman networks where the services live.

I tried to avoid docker in the following way: I built a new image where the services/entrypoint.sh simply starts the agent without the --docker flag and arguments. However, a new worker-id being added to the queue and it's not entirely clear to me but it messes up the config and the scheduled tasks fail invariably.

I probably missed a simple config variable to have it working, could you point me to it? Basically, in the agent-services container, can we run clearml-agent without --docker ${...}?

Thanks!

PS: At the moment, I'm back to running my hpo from a non-containerized process, running the agent in pip mode, and it works great.

jkhenning commented 1 year ago

Hi @graelo,

However there's one thing I could not get to work correctly with podman: the agent-services. I can launch it and see the clearml-services worker in the services queue, tasks can be scheduled on it, but they are blocked as soon as the spun docker job needs to communicate with the API. The docker container of course does not have access to the podman networks where the services live.

I am not sure I understand access to which services does not work, and from which docker container exactly (from the agent's container? from the spun task container?) - can you please elaborate?

graelo commented 1 year ago

Thanks @jkhenning

I'll be more precise.

My entire setup runs on podman, so this includes the networks clearml_frontend and clearml_backend (via the netavark driver, for rootless containers).

First attempt

The first thing I tried was to run the unmodified allegroai/clearml-agent-services image via podman, so upon start, due to the image's existing entrypoint.sh that podman container runs clearml-agent daemon --docker .... Before any task is scheduled on the services queue, that agent shows up as a worker clearml-services in the UI on the services queue.

However when an optimization task is scheduled on the services queue, the agent spins up a docker container, and then that docker container hangs after initial packages installation. I believe this is because it cannot access the backend and frontend networks created by podman. So it can't access apiserver:8008, fileserver:8081, etc. Nothing surprising in fact. It just took me some time see that issue ;)

Here are logs of the podman container before any task is scheduled ``` ... Apr 18 18:00:39 nas podman[785126]: 2023-04-18 18:00:39.53748403 +0200 CEST m=+0.087579104 container create 4a104f4c14c1eaa49a095a570161bcc2af418cb5a82eaa9b44c474d998de7c4e (image=docker.io/allegroai/clearml-agent-services:latest, name=clearml-agent-services, PODMAN_SYSTEMD_UNIT=container-clearml-agent> Apr 18 18:00:39 nas podman[785126]: 2023-04-18 18:00:39.466495806 +0200 CEST m=+0.016590855 image pull docker.io/allegroai/clearml-agent-services:latest Apr 18 18:00:39 nas podman[785126]: 2023-04-18 18:00:39.663129003 +0200 CEST m=+0.213224111 container init 4a104f4c14c1eaa49a095a570161bcc2af418cb5a82eaa9b44c474d998de7c4e (image=docker.io/allegroai/clearml-agent-services:latest, name=clearml-agent-services, PODMAN_SYSTEMD_UNIT=container-clearml-agent-> Apr 18 18:00:39 nas systemd[1846]: Started container-clearml-agent-services.service - Podman container-clearml-agent-services.service. Apr 18 18:00:39 nas podman[785126]: 2023-04-18 18:00:39.673169894 +0200 CEST m=+0.223264994 container start 4a104f4c14c1eaa49a095a570161bcc2af418cb5a82eaa9b44c474d998de7c4e (image=docker.io/allegroai/clearml-agent-services:latest, name=clearml-agent-services, PODMAN_SYSTEMD_UNIT=container-clearml-agent> Apr 18 18:00:39 nas podman[785126]: 4a104f4c14c1eaa49a095a570161bcc2af418cb5a82eaa9b44c474d998de7c4e Apr 18 18:00:39 nas clearml-agent-services[785194]: % Total % Received % Xferd Average Speed Time Time Time Current Apr 18 18:00:39 nas clearml-agent-services[785194]: Dload Upload Total Spent Left Speed Apr 18 18:00:39 nas clearml-agent-services[785194]: [159B blob data] Apr 18 18:00:39 nas clearml-agent-services[785194]: http://fileserver:8081 http://webserver:80 http://apiserver:8008 Apr 18 18:00:41 nas clearml-agent-services[785194]: WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv ``` And here are logs of the optimization task scheduled on the `services` queue (from the spun Docker container): ``` 1681833934017 silence info ClearML Task: created new task id=077351fdc8de4f178af8d1c88b8d099d ClearML results page: https://app.clearml.example.cc/projects/2da27d3b0d864fe889a6403034a79df8/experiments/077351fdc8de4f178af8d1c88b8d099d/output/log 1681833949105 clearml-services INFO task 077351fdc8de4f178af8d1c88b8d099d pulled from 0872f9496cbb4efb82e22209e5b14253 by worker clearml-services 1681833949246 clearml-services INFO Running Task 077351fdc8de4f178af8d1c88b8d099d inside default docker: ubuntu:18.04 arguments: [] 1681833949462 clearml-services INFO Executing: ['docker', 'run', '-t', '-l', 'clearml-worker-id=clearml-services:service:077351fdc8de4f178af8d1c88b8d099d', '-l', 'clearml-parent-worker-id=clearml-services', '-e', 'NVIDIA_VISIBLE_DEVICES=none', '-e', 'CLEARML_WORKER_ID=clearml-services:service:077351fdc8de4f178af8d1c88b8d099d', '-e', 'CLEARML_DOCKER_IMAGE=ubuntu:18.04', '-e', 'CLEARML_TASK_ID=077351fdc8de4f178af8d1c88b8d099d', '-v', '/tank/containers/clearml/agent/.clearml_agent.clearml-services%3Aservice%3A077351fdc8de4f178af8d1c88b8d099d.cfg:/tmp/clearml.conf', '-e', 'CLEARML_CONFIG_FILE=/tmp/clearml.conf', '-v', '/tank/containers/clearml/agent/apt-cache.1:/var/cache/apt/archives', '-v', '/tank/containers/clearml/agent/pip-cache:/root/.cache/pip', '-v', '/tank/containers/clearml/agent/pip-download-cache:/root/.clearml/pip-download-cache', '-v', '/tank/containers/clearml/agent/cache:/clearml_agent_cache', '-v', '/tank/containers/clearml/agent/vcs-cache:/root/.clearml/vcs-cache', '-v', '/tank/containers/clearml/agent/venvs-cache:/root/.clearml/venvs-cache', '--rm', 'ubuntu:18.04', 'bash', '-c', 'echo \'Binary::apt::APT::Keep-Downloaded-Packages "true";\' > /etc/apt/apt.conf.d/docker-clean ; chown -R root /root/.cache/pip ; export DEBIAN_FRONTEND=noninteractive ; export CLEARML_APT_INSTALL="$CLEARML_APT_INSTALL libsm6 libxext6 libxrender-dev libglib2.0-0" ; [ ! -z $(which git) ] || export CLEARML_APT_INSTALL="$CLEARML_APT_INSTALL git" ; declare LOCAL_PYTHON ; [ ! -z $LOCAL_PYTHON ] || for i in {15..5}; do which python3.$i && python3.$i -m pip --version && export LOCAL_PYTHON=$(which python3.$i) && break ; done ; [ ! -z $LOCAL_PYTHON ] || export CLEARML_APT_INSTALL="$CLEARML_APT_INSTALL python3-pip" ; [ -z "$CLEARML_APT_INSTALL" ] || (apt-get update -y ; apt-get install -y $CLEARML_APT_INSTALL) ; [ ! -z $LOCAL_PYTHON ] || export LOCAL_PYTHON=python3 ; $LOCAL_PYTHON -m pip install -U "pip<20.2 ; python_version < \'3.10\'" "pip<22.3 ; python_version >= \'3.10\'" ; $LOCAL_PYTHON -m pip install -U clearml-agent ; cp /tmp/clearml.conf ~/default_clearml.conf ; NVIDIA_VISIBLE_DEVICES=none $LOCAL_PYTHON -u -m clearml_agent execute --full-monitoring --id 077351fdc8de4f178af8d1c88b8d099d'] 1681833954721 clearml-services 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libasan4 libasn1-8-heimdal libassuan0 libatomic1 libbinutils libbsd0 libc-dev-bin libc6-dev libcc1-0 libcilkrts5 libcurl3-gnutls libdbus-1-3 libdpkg-perl libedit2 liberror-perl libexpat1 libexpat1-dev libfakeroot libfile-fcntllock-perl libgcc-7-dev libgdbm-compat4 libgdbm5 libgirepository-1.0-1 libglib2.0-data libgomp1 libgssapi-krb5-2 libgssapi3-heimdal libhcrypto4-heimdal libheimbase1-heimdal libheimntlm0-heimdal libhx509-5-heimdal libice6 libicu60 libisl19 libitm1 libk5crypto3 libkeyutils1 libkrb5-26-heimdal libkrb5-3 libkrb5support0 libksba8 libldap-2.4-2 libldap-common liblocale-gettext-perl liblsan0 libmagic-mgc libmagic1 libmpc3 libmpdec2 libmpfr6 libmpx2 libnghttp2-14 libnpth0 libperl5.26 libpsl5 libpthread-stubs0-dev libpython3-dev libpython3-stdlib libpython3.6 libpython3.6-dev libpython3.6-minimal libpython3.6-stdlib libquadmath0 libreadline7 libroken18-heimdal librtmp1 libsasl2-2 libsasl2-modules libsasl2-modules-db libsqlite3-0 libssl1.0.0 libssl1.1 libstdc++-7-dev libtsan0 libubsan0 libwind0-heimdal libx11-6 libx11-data libx11-dev libx11-doc libxau-dev libxau6 libxcb1 libxcb1-dev libxdmcp-dev libxdmcp6 libxml2 libxmuu1 libxrender1 linux-libc-dev make manpages manpages-dev mime-support multiarch-support netbase openssh-client openssl patch perl perl-modules-5.26 pinentry-curses publicsuffix python-pip-whl python3 python3-asn1crypto python3-cffi-backend python3-crypto python3-cryptography python3-dbus python3-dev python3-distutils python3-gi python3-idna python3-keyring python3-keyrings.alt python3-lib2to3 python3-minimal python3-pkg-resources python3-secretstorage python3-setuptools python3-six python3-wheel python3-xdg python3.6 python3.6-dev python3.6-minimal readline-common shared-mime-info x11-common x11proto-core-dev x11proto-dev xauth xdg-user-dirs xorg-sgml-doctools xtrans-dev xz-utils Suggested packages: binutils-doc cpp-doc gcc-7-locales default-dbus-session-bus | dbus-session-bus dbus-user-session libpam-systemd pinentry-gnome3 tor 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gir1.2-gnomekeyring-1.0 python-secretstorage-doc python-setuptools-doc python3.6-venv python3.6-doc binfmt-support readline-doc The following NEW packages will be installed: binutils binutils-common binutils-x86-64-linux-gnu build-essential ca-certificates cpp cpp-7 dbus dh-python dirmngr dpkg-dev fakeroot file g++ g++-7 gcc gcc-7 gcc-7-base gir1.2-glib-2.0 git git-man gnupg gnupg-l10n gnupg-utils gpg gpg-agent gpg-wks-client gpg-wks-server gpgconf gpgsm krb5-locales less libalgorithm-diff-perl libalgorithm-diff-xs-perl libalgorithm-merge-perl libapparmor1 libasan4 libasn1-8-heimdal libassuan0 libatomic1 libbinutils libbsd0 libc-dev-bin libc6-dev libcc1-0 libcilkrts5 libcurl3-gnutls libdbus-1-3 libdpkg-perl libedit2 liberror-perl libexpat1 libexpat1-dev libfakeroot libfile-fcntllock-perl libgcc-7-dev libgdbm-compat4 libgdbm5 libgirepository-1.0-1 libglib2.0-0 libglib2.0-data libgomp1 libgssapi-krb5-2 libgssapi3-heimdal libhcrypto4-heimdal libheimbase1-heimdal libheimntlm0-heimdal libhx509-5-heimdal libice6 libicu60 libisl19 libitm1 libk5crypto3 libkeyutils1 libkrb5-26-heimdal libkrb5-3 libkrb5support0 libksba8 libldap-2.4-2 libldap-common liblocale-gettext-perl liblsan0 libmagic-mgc libmagic1 libmpc3 libmpdec2 libmpfr6 libmpx2 libnghttp2-14 libnpth0 libperl5.26 libpsl5 libpthread-stubs0-dev libpython3-dev libpython3-stdlib libpython3.6 libpython3.6-dev libpython3.6-minimal libpython3.6-stdlib libquadmath0 libreadline7 libroken18-heimdal librtmp1 libsasl2-2 libsasl2-modules libsasl2-modules-db libsm6 libsqlite3-0 libssl1.0.0 libssl1.1 libstdc++-7-dev libtsan0 libubsan0 libwind0-heimdal libx11-6 libx11-data libx11-dev libx11-doc libxau-dev libxau6 libxcb1 libxcb1-dev libxdmcp-dev libxdmcp6 libxext6 libxml2 libxmuu1 libxrender-dev libxrender1 linux-libc-dev make manpages manpages-dev mime-support multiarch-support netbase openssh-client openssl patch perl perl-modules-5.26 pinentry-curses publicsuffix python-pip-whl python3 python3-asn1crypto python3-cffi-backend python3-crypto python3-cryptography python3-dbus python3-dev python3-distutils python3-gi python3-idna python3-keyring python3-keyrings.alt python3-lib2to3 python3-minimal python3-pip python3-pkg-resources python3-secretstorage python3-setuptools python3-six python3-wheel python3-xdg python3.6 python3.6-dev python3.6-minimal readline-common shared-mime-info x11-common x11proto-core-dev x11proto-dev xauth xdg-user-dirs xorg-sgml-doctools xtrans-dev xz-utils 0 upgraded, 178 newly installed, 0 to remove and 2 not upgraded. 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bionic-updates/main amd64 libk5crypto3 amd64 1.16-2ubuntu0.4 [85.3 kB] Get:57 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libkeyutils1 amd64 1.5.9-9.2ubuntu2.1 [8764 B] Get:58 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libkrb5-3 amd64 1.16-2ubuntu0.4 [278 kB] Get:59 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgssapi-krb5-2 amd64 1.16-2ubuntu0.4 [122 kB] Get:60 http://archive.ubuntu.com/ubuntu bionic/main amd64 libpsl5 amd64 0.19.1-5build1 [41.8 kB] Get:61 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libssl1.0.0 amd64 1.0.2n-1ubuntu5.11 [1089 kB] Get:62 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxmuu1 amd64 2:1.1.2-2 [9674 B] Get:63 http://archive.ubuntu.com/ubuntu bionic/main amd64 manpages all 4.15-1 [1234 kB] Get:64 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 openssh-client amd64 1:7.6p1-4ubuntu0.7 [610 kB] Get:65 http://archive.ubuntu.com/ubuntu bionic/main amd64 publicsuffix all 20180223.1310-1 [97.6 kB] Get:66 http://archive.ubuntu.com/ubuntu bionic/main amd64 xauth amd64 1:1.0.10-1 [24.6 kB] Get:67 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils-common amd64 2.30-21ubuntu1~18.04.8 [197 kB] Get:68 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libbinutils amd64 2.30-21ubuntu1~18.04.8 [488 kB] Get:69 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils-x86-64-linux-gnu amd64 2.30-21ubuntu1~18.04.8 [1839 kB] Get:70 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 binutils amd64 2.30-21ubuntu1~18.04.8 [3388 B] Get:71 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc-dev-bin amd64 2.27-3ubuntu1.6 [71.9 kB] Get:72 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 linux-libc-dev amd64 4.15.0-209.220 [993 kB] Get:73 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libc6-dev amd64 2.27-3ubuntu1.6 [2587 kB] Get:74 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gcc-7-base amd64 7.5.0-3ubuntu1~18.04 [18.3 kB] Get:75 http://archive.ubuntu.com/ubuntu bionic/main amd64 libisl19 amd64 0.19-1 [551 kB] Get:76 http://archive.ubuntu.com/ubuntu bionic/main amd64 libmpfr6 amd64 4.0.1-1 [243 kB] Get:77 http://archive.ubuntu.com/ubuntu bionic/main amd64 libmpc3 amd64 1.1.0-1 [40.8 kB] Get:78 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 cpp-7 amd64 7.5.0-3ubuntu1~18.04 [8591 kB] 31% [78 cpp-7 14.2 kB/8591 kB 0%] 4978 kB/s 19s 1681833965039 clearml-services DEBUG Get:79 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 cpp amd64 4:7.4.0-1ubuntu2.3 [27.7 kB] Get:80 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcc1-0 amd64 8.4.0-1ubuntu1~18.04 [39.4 kB] Get:81 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgomp1 amd64 8.4.0-1ubuntu1~18.04 [76.5 kB] Get:82 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libitm1 amd64 8.4.0-1ubuntu1~18.04 [27.9 kB] Get:83 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libatomic1 amd64 8.4.0-1ubuntu1~18.04 [9192 B] Get:84 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libasan4 amd64 7.5.0-3ubuntu1~18.04 [358 kB] Get:85 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 liblsan0 amd64 8.4.0-1ubuntu1~18.04 [133 kB] Get:86 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libtsan0 amd64 8.4.0-1ubuntu1~18.04 [288 kB] Get:87 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libubsan0 amd64 7.5.0-3ubuntu1~18.04 [126 kB] Get:88 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcilkrts5 amd64 7.5.0-3ubuntu1~18.04 [42.5 kB] Get:89 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libmpx2 amd64 8.4.0-1ubuntu1~18.04 [11.6 kB] Get:90 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libquadmath0 amd64 8.4.0-1ubuntu1~18.04 [134 kB] Get:91 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgcc-7-dev amd64 7.5.0-3ubuntu1~18.04 [2378 kB] Get:92 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gcc-7 amd64 7.5.0-3ubuntu1~18.04 [9381 kB] Get:93 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gcc amd64 4:7.4.0-1ubuntu2.3 [5184 B] Get:94 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libstdc++-7-dev amd64 7.5.0-3ubuntu1~18.04 [1471 kB] Get:95 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 g++-7 amd64 7.5.0-3ubuntu1~18.04 [9697 kB] Get:96 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 g++ amd64 4:7.4.0-1ubuntu2.3 [1568 B] Get:97 http://archive.ubuntu.com/ubuntu bionic/main amd64 make amd64 4.1-9.1ubuntu1 [154 kB] Get:98 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libdpkg-perl all 1.19.0.5ubuntu2.4 [212 kB] Get:99 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 patch amd64 2.7.6-2ubuntu1.1 [102 kB] Get:100 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 dpkg-dev all 1.19.0.5ubuntu2.4 [607 kB] Get:101 http://archive.ubuntu.com/ubuntu bionic/main amd64 build-essential amd64 12.4ubuntu1 [4758 B] Get:102 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-lib2to3 all 3.6.9-1~18.04 [77.4 kB] Get:103 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-distutils all 3.6.9-1~18.04 [144 kB] Get:104 http://archive.ubuntu.com/ubuntu bionic/main amd64 dh-python all 3.20180325ubuntu2 [89.2 kB] Get:105 http://archive.ubuntu.com/ubuntu bionic/main amd64 libassuan0 amd64 2.5.1-2 [35.0 kB] Get:106 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpgconf amd64 2.2.4-1ubuntu1.6 [124 kB] Get:107 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libksba8 amd64 1.3.5-2ubuntu0.18.04.2 [94.6 kB] Get:108 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libroken18-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [42.3 kB] Get:109 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libasn1-8-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [175 kB] Get:110 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libheimbase1-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [30.3 kB] Get:111 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libhcrypto4-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [85.9 kB] Get:112 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libwind0-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [48.0 kB] Get:113 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libhx509-5-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [107 kB] Get:114 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libkrb5-26-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [207 kB] Get:115 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libheimntlm0-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [14.8 kB] Get:116 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libgssapi3-heimdal amd64 7.5.0+dfsg-1ubuntu0.4 [96.7 kB] Get:117 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsasl2-modules-db amd64 2.1.27~101-g0780600+dfsg-3ubuntu2.4 [15.0 kB] Get:118 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsasl2-2 amd64 2.1.27~101-g0780600+dfsg-3ubuntu2.4 [49.2 kB] Get:119 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libldap-common all 2.4.45+dfsg-1ubuntu1.11 [15.8 kB] Get:120 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libldap-2.4-2 amd64 2.4.45+dfsg-1ubuntu1.11 [154 kB] Get:121 http://archive.ubuntu.com/ubuntu bionic/main amd64 libnpth0 amd64 1.5-3 [7668 B] Get:122 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 dirmngr amd64 2.2.4-1ubuntu1.6 [317 kB] Get:123 http://archive.ubuntu.com/ubuntu bionic/main amd64 libfakeroot amd64 1.22-2ubuntu1 [25.9 kB] Get:124 http://archive.ubuntu.com/ubuntu bionic/main amd64 fakeroot amd64 1.22-2ubuntu1 [62.3 kB] Get:125 http://archive.ubuntu.com/ubuntu bionic/main amd64 libnghttp2-14 amd64 1.30.0-1ubuntu1 [77.8 kB] Get:126 http://archive.ubuntu.com/ubuntu bionic/main amd64 librtmp1 amd64 2.4+20151223.gitfa8646d.1-1 [54.2 kB] Get:127 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libcurl3-gnutls amd64 7.58.0-2ubuntu3.24 [219 kB] Get:128 http://archive.ubuntu.com/ubuntu bionic/main amd64 liberror-perl all 0.17025-1 [22.8 kB] Get:129 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 git-man all 1:2.17.1-1ubuntu0.17 [804 kB] Get:130 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 git amd64 1:2.17.1-1ubuntu0.17 [3924 kB] Get:131 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gnupg-l10n all 2.2.4-1ubuntu1.6 [50.1 kB] Get:132 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gnupg-utils amd64 2.2.4-1ubuntu1.6 [128 kB] Get:133 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpg amd64 2.2.4-1ubuntu1.6 [468 kB] 61% [133 gpg 4061 B/468 kB 1%] 8000 kB/s 7s 1681833970176 clearml-services DEBUG Get:134 http://archive.ubuntu.com/ubuntu bionic/main amd64 pinentry-curses amd64 1.1.0-1 [35.8 kB] Get:135 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpg-agent amd64 2.2.4-1ubuntu1.6 [227 kB] Get:136 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpg-wks-client amd64 2.2.4-1ubuntu1.6 [91.8 kB] Get:137 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpg-wks-server amd64 2.2.4-1ubuntu1.6 [85.0 kB] Get:138 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gpgsm amd64 2.2.4-1ubuntu1.6 [215 kB] Get:139 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 gnupg amd64 2.2.4-1ubuntu1.6 [249 kB] Get:140 http://archive.ubuntu.com/ubuntu bionic/main amd64 libalgorithm-diff-perl all 1.19.03-1 [47.6 kB] Get:141 http://archive.ubuntu.com/ubuntu bionic/main amd64 libalgorithm-diff-xs-perl amd64 0.04-5 [11.1 kB] Get:142 http://archive.ubuntu.com/ubuntu bionic/main amd64 libalgorithm-merge-perl all 0.08-3 [12.0 kB] Get:143 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libexpat1-dev amd64 2.2.5-3ubuntu0.9 [124 kB] Get:144 http://archive.ubuntu.com/ubuntu bionic/main amd64 libfile-fcntllock-perl amd64 0.22-3build2 [33.2 kB] Get:145 http://archive.ubuntu.com/ubuntu bionic/main amd64 libpthread-stubs0-dev amd64 0.3-4 [4068 B] Get:146 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpython3.6 amd64 3.6.9-1~18.04ubuntu1.12 [1414 kB] Get:147 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpython3.6-dev amd64 3.6.9-1~18.04ubuntu1.12 [44.9 MB] Get:148 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libpython3-dev amd64 3.6.7-1~18.04 [7328 B] Get:149 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libsasl2-modules amd64 2.1.27~101-g0780600+dfsg-3ubuntu2.4 [48.9 kB] Get:150 http://archive.ubuntu.com/ubuntu bionic/main amd64 xorg-sgml-doctools all 1:1.11-1 [12.9 kB] Get:151 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-dev all 2018.4-4 [251 kB] Get:152 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11proto-core-dev all 2018.4-4 [2620 B] Get:153 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libxau-dev amd64 1:1.0.8-1ubuntu1 [9476 B] Get:154 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxdmcp-dev amd64 1:1.1.2-3 [25.1 kB] Get:155 http://archive.ubuntu.com/ubuntu bionic/main amd64 xtrans-dev all 1.3.5-1 [70.5 kB] Get:156 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libxcb1-dev amd64 1.13-2~ubuntu18.04 [80.0 kB] Get:157 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libx11-dev amd64 2:1.6.4-3ubuntu0.4 [641 kB] Get:158 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 libx11-doc all 2:1.6.4-3ubuntu0.4 [2065 kB] Get:159 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxrender1 amd64 1:0.9.10-1 [18.7 kB] Get:160 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxrender-dev amd64 1:0.9.10-1 [24.9 kB] Get:161 http://archive.ubuntu.com/ubuntu bionic/main amd64 manpages-dev all 4.15-1 [2217 kB] Get:162 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 python-pip-whl all 9.0.1-2.3~ubuntu1.18.04.8 [1653 kB] Get:163 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-asn1crypto all 0.24.0-1 [72.8 kB] Get:164 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-cffi-backend amd64 1.11.5-1 [64.6 kB] Get:165 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-crypto amd64 2.6.1-8ubuntu2 [244 kB] Get:166 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-idna all 2.6-1 [32.5 kB] Get:167 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-six all 1.11.0-2 [11.4 kB] Get:168 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-cryptography amd64 2.1.4-1ubuntu1.4 [220 kB] Get:169 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3.6-dev amd64 3.6.9-1~18.04ubuntu1.12 [511 kB] Get:170 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-dev amd64 3.6.7-1~18.04 [1288 B] Get:171 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-secretstorage all 2.3.1-2 [12.1 kB] Get:172 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-keyring all 10.6.0-1 [26.7 kB] Get:173 http://archive.ubuntu.com/ubuntu bionic/main amd64 python3-keyrings.alt all 3.0-1 [16.6 kB] Get:174 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 python3-pip all 9.0.1-2.3~ubuntu1.18.04.8 [114 kB] Get:175 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-pkg-resources all 39.0.1-2ubuntu0.1 [99.0 kB] Get:176 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-setuptools all 39.0.1-2ubuntu0.1 [248 kB] Get:177 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 python3-wheel all 0.30.0-0.2ubuntu0.1 [36.7 kB] Get:178 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 python3-xdg all 0.25-4ubuntu1.1 [31.3 kB] Fetched 135 MB in 17s (7816 kB/s) debconf: delaying package configuration, since apt-utils is not installed Selecting previously unselected package liblocale-gettext-perl. (Reading database ... 4051 files and directories currently installed.) Preparing to unpack .../liblocale-gettext-perl_1.07-3build2_amd64.deb ... Unpacking liblocale-gettext-perl (1.07-3build2) ... Selecting previously unselected package libssl1.1:amd64. Preparing to unpack .../libssl1.1_1.1.1-1ubuntu2.1~18.04.21_amd64.deb ... Unpacking libssl1.1:amd64 (1.1.1-1ubuntu2.1~18.04.21) ... 1681833976056 clearml-services DEBUG Selecting previously unselected package libpython3.6-minimal:amd64. Preparing to unpack .../libpython3.6-minimal_3.6.9-1~18.04ubuntu1.12_amd64.deb ... Unpacking libpython3.6-minimal:amd64 (3.6.9-1~18.04ubuntu1.12) ... Selecting previously unselected package libexpat1:amd64. Preparing to unpack .../libexpat1_2.2.5-3ubuntu0.9_amd64.deb ... Unpacking libexpat1:amd64 (2.2.5-3ubuntu0.9) ... Selecting previously unselected package python3.6-minimal. Preparing to unpack .../python3.6-minimal_3.6.9-1~18.04ubuntu1.12_amd64.deb ... Unpacking python3.6-minimal (3.6.9-1~18.04ubuntu1.12) ... Setting up libssl1.1:amd64 (1.1.1-1ubuntu2.1~18.04.21) ... Setting up libpython3.6-minimal:amd64 (3.6.9-1~18.04ubuntu1.12) ... Setting up libexpat1:amd64 (2.2.5-3ubuntu0.9) ... Setting up python3.6-minimal (3.6.9-1~18.04ubuntu1.12) ... Selecting previously unselected package python3-minimal. (Reading database ... 4322 files and directories currently installed.) Preparing to unpack .../0-python3-minimal_3.6.7-1~18.04_amd64.deb ... Unpacking python3-minimal (3.6.7-1~18.04) ... Selecting previously unselected package mime-support. Preparing to unpack .../1-mime-support_3.60ubuntu1_all.deb ... Unpacking mime-support (3.60ubuntu1) ... Selecting previously unselected package libmpdec2:amd64. Preparing to unpack .../2-libmpdec2_2.4.2-1ubuntu1_amd64.deb ... Unpacking libmpdec2:amd64 (2.4.2-1ubuntu1) ... Selecting previously unselected package readline-common. Preparing to unpack .../3-readline-common_7.0-3_all.deb ... 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Preparing to unpack .../100-libfakeroot_1.22-2ubuntu1_amd64.deb ... Unpacking libfakeroot:amd64 (1.22-2ubuntu1) ... Selecting previously unselected package fakeroot. Preparing to unpack .../101-fakeroot_1.22-2ubuntu1_amd64.deb ... Unpacking fakeroot (1.22-2ubuntu1) ... Selecting previously unselected package libnghttp2-14:amd64. Preparing to unpack .../102-libnghttp2-14_1.30.0-1ubuntu1_amd64.deb ... Unpacking libnghttp2-14:amd64 (1.30.0-1ubuntu1) ... Selecting previously unselected package librtmp1:amd64. Preparing to unpack .../103-librtmp1_2.4+20151223.gitfa8646d.1-1_amd64.deb ... Unpacking librtmp1:amd64 (2.4+20151223.gitfa8646d.1-1) ... Selecting previously unselected package libcurl3-gnutls:amd64. Preparing to unpack .../104-libcurl3-gnutls_7.58.0-2ubuntu3.24_amd64.deb ... Unpacking libcurl3-gnutls:amd64 (7.58.0-2ubuntu3.24) ... Selecting previously unselected package liberror-perl. Preparing to unpack .../105-liberror-perl_0.17025-1_all.deb ... Unpacking liberror-perl (0.17025-1) ... Selecting previously unselected package git-man. Preparing to unpack .../106-git-man_1%3a2.17.1-1ubuntu0.17_all.deb ... Unpacking git-man (1:2.17.1-1ubuntu0.17) ... Selecting previously unselected package git. Preparing to unpack .../107-git_1%3a2.17.1-1ubuntu0.17_amd64.deb ... Unpacking git (1:2.17.1-1ubuntu0.17) ... Selecting previously unselected package gnupg-l10n. Preparing to unpack .../108-gnupg-l10n_2.2.4-1ubuntu1.6_all.deb ... Unpacking gnupg-l10n (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gnupg-utils. Preparing to unpack .../109-gnupg-utils_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gnupg-utils (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gpg. Preparing to unpack .../110-gpg_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gpg (2.2.4-1ubuntu1.6) ... Selecting previously unselected package pinentry-curses. Preparing to unpack .../111-pinentry-curses_1.1.0-1_amd64.deb ... Unpacking pinentry-curses (1.1.0-1) ... Selecting previously unselected package gpg-agent. Preparing to unpack .../112-gpg-agent_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gpg-agent (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gpg-wks-client. Preparing to unpack .../113-gpg-wks-client_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gpg-wks-client (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gpg-wks-server. Preparing to unpack .../114-gpg-wks-server_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gpg-wks-server (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gpgsm. Preparing to unpack .../115-gpgsm_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gpgsm (2.2.4-1ubuntu1.6) ... Selecting previously unselected package gnupg. Preparing to unpack .../116-gnupg_2.2.4-1ubuntu1.6_amd64.deb ... Unpacking gnupg (2.2.4-1ubuntu1.6) ... Selecting previously unselected package libalgorithm-diff-perl. Preparing to unpack .../117-libalgorithm-diff-perl_1.19.03-1_all.deb ... Unpacking libalgorithm-diff-perl (1.19.03-1) ... Selecting previously unselected package libalgorithm-diff-xs-perl. Preparing to unpack .../118-libalgorithm-diff-xs-perl_0.04-5_amd64.deb ... Unpacking libalgorithm-diff-xs-perl (0.04-5) ... Selecting previously unselected package libalgorithm-merge-perl. Preparing to unpack .../119-libalgorithm-merge-perl_0.08-3_all.deb ... Unpacking libalgorithm-merge-perl (0.08-3) ... Selecting previously unselected package libexpat1-dev:amd64. Preparing to unpack .../120-libexpat1-dev_2.2.5-3ubuntu0.9_amd64.deb ... Unpacking libexpat1-dev:amd64 (2.2.5-3ubuntu0.9) ... Selecting previously unselected package libfile-fcntllock-perl. Preparing to unpack .../121-libfile-fcntllock-perl_0.22-3build2_amd64.deb ... Unpacking libfile-fcntllock-perl (0.22-3build2) ... Selecting previously unselected package libpthread-stubs0-dev:amd64. Preparing to unpack .../122-libpthread-stubs0-dev_0.3-4_amd64.deb ... Unpacking libpthread-stubs0-dev:amd64 (0.3-4) ... Selecting previously unselected package libpython3.6:amd64. Preparing to unpack .../123-libpython3.6_3.6.9-1~18.04ubuntu1.12_amd64.deb ... Unpacking libpython3.6:amd64 (3.6.9-1~18.04ubuntu1.12) ... Selecting previously unselected package libpython3.6-dev:amd64. Preparing to unpack .../124-libpython3.6-dev_3.6.9-1~18.04ubuntu1.12_amd64.deb ... Unpacking libpython3.6-dev:amd64 (3.6.9-1~18.04ubuntu1.12) ... 1681833986329 clearml-services DEBUG Selecting previously unselected package libpython3-dev:amd64. Preparing to unpack .../125-libpython3-dev_3.6.7-1~18.04_amd64.deb ... Unpacking libpython3-dev:amd64 (3.6.7-1~18.04) ... Selecting previously unselected package libsasl2-modules:amd64. Preparing to unpack .../126-libsasl2-modules_2.1.27~101-g0780600+dfsg-3ubuntu2.4_amd64.deb ... Unpacking libsasl2-modules:amd64 (2.1.27~101-g0780600+dfsg-3ubuntu2.4) ... Selecting previously unselected package xorg-sgml-doctools. Preparing to unpack .../127-xorg-sgml-doctools_1%3a1.11-1_all.deb ... Unpacking xorg-sgml-doctools (1:1.11-1) ... Selecting previously unselected package x11proto-dev. Preparing to unpack .../128-x11proto-dev_2018.4-4_all.deb ... Unpacking x11proto-dev (2018.4-4) ... Selecting previously unselected package x11proto-core-dev. Preparing to unpack .../129-x11proto-core-dev_2018.4-4_all.deb ... Unpacking x11proto-core-dev (2018.4-4) ... Selecting previously unselected package libxau-dev:amd64. Preparing to unpack .../130-libxau-dev_1%3a1.0.8-1ubuntu1_amd64.deb ... Unpacking libxau-dev:amd64 (1:1.0.8-1ubuntu1) ... Selecting previously unselected package libxdmcp-dev:amd64. Preparing to unpack .../131-libxdmcp-dev_1%3a1.1.2-3_amd64.deb ... Unpacking libxdmcp-dev:amd64 (1:1.1.2-3) ... Selecting previously unselected package xtrans-dev. Preparing to unpack .../132-xtrans-dev_1.3.5-1_all.deb ... Unpacking xtrans-dev (1.3.5-1) ... Selecting previously unselected package libxcb1-dev:amd64. Preparing to unpack .../133-libxcb1-dev_1.13-2~ubuntu18.04_amd64.deb ... Unpacking libxcb1-dev:amd64 (1.13-2~ubuntu18.04) ... Selecting previously unselected package libx11-dev:amd64. Preparing to unpack .../134-libx11-dev_2%3a1.6.4-3ubuntu0.4_amd64.deb ... Unpacking libx11-dev:amd64 (2:1.6.4-3ubuntu0.4) ... Selecting previously unselected package libx11-doc. Preparing to unpack .../135-libx11-doc_2%3a1.6.4-3ubuntu0.4_all.deb ... Unpacking libx11-doc (2:1.6.4-3ubuntu0.4) ... Selecting previously unselected package libxrender1:amd64. Preparing to unpack .../136-libxrender1_1%3a0.9.10-1_amd64.deb ... Unpacking libxrender1:amd64 (1:0.9.10-1) ... Selecting previously unselected package libxrender-dev:amd64. Preparing to unpack .../137-libxrender-dev_1%3a0.9.10-1_amd64.deb ... Unpacking libxrender-dev:amd64 (1:0.9.10-1) ... Selecting previously unselected package manpages-dev. Preparing to unpack .../138-manpages-dev_4.15-1_all.deb ... Unpacking manpages-dev (4.15-1) ... Selecting previously unselected package python-pip-whl. 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Unpacking python3-xdg (0.25-4ubuntu1.1) ... Setting up libquadmath0:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up libnpth0:amd64 (1.5-3) ... Setting up libedit2:amd64 (3.1-20170329-1) ... Setting up libgomp1:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up libatomic1:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up readline-common (7.0-3) ... Setting up manpages (4.15-1) ... Setting up git-man (1:2.17.1-1ubuntu0.17) ... Setting up libicu60:amd64 (60.2-3ubuntu3.2) ... Setting up libcc1-0:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up less (487-0.1) ... Setting up make (4.1-9.1ubuntu1) ... Setting up libssl1.0.0:amd64 (1.0.2n-1ubuntu5.11) ... Setting up libnghttp2-14:amd64 (1.30.0-1ubuntu1) ... Setting up mime-support (3.60ubuntu1) ... Setting up libldap-common (2.4.45+dfsg-1ubuntu1.11) ... Setting up libpthread-stubs0-dev:amd64 (0.3-4) ... Setting up libreadline7:amd64 (7.0-3) ... Setting up libpsl5:amd64 (0.19.1-5build1) ... Setting up libtsan0:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up libglib2.0-0:amd64 (2.56.4-0ubuntu0.18.04.9) ... No schema files found: doing nothing. Setting up xorg-sgml-doctools (1:1.11-1) ... Setting up libsasl2-modules-db:amd64 (2.1.27~101-g0780600+dfsg-3ubuntu2.4) ... Setting up linux-libc-dev:amd64 (4.15.0-209.220) ... Setting up libmpfr6:amd64 (4.0.1-1) ... Setting up libsasl2-2:amd64 (2.1.27~101-g0780600+dfsg-3ubuntu2.4) ... Setting up libroken18-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... Setting up libksba8:amd64 (1.3.5-2ubuntu0.18.04.2) ... Setting up librtmp1:amd64 (2.4+20151223.gitfa8646d.1-1) ... Setting up perl-modules-5.26 (5.26.1-6ubuntu0.6) ... Setting up libgdbm5:amd64 (1.14.1-6) ... Setting up libbsd0:amd64 (0.8.7-1ubuntu0.1) ... Setting up libkrb5support0:amd64 (1.16-2ubuntu0.4) ... Setting up libgirepository-1.0-1:amd64 (1.56.1-1) ... Setting up libxml2:amd64 (2.9.4+dfsg1-6.1ubuntu1.8) ... Setting up x11proto-dev (2018.4-4) ... Setting up libmagic-mgc (1:5.32-2ubuntu0.4) ... Setting up gnupg-l10n (2.2.4-1ubuntu1.6) ... Setting up libmagic1:amd64 (1:5.32-2ubuntu0.4) ... Setting up liblsan0:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up gcc-7-base:amd64 (7.5.0-3ubuntu1~18.04) ... Setting up binutils-common:amd64 (2.30-21ubuntu1~18.04.8) ... Setting up libmpx2:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up xtrans-dev (1.3.5-1) ... Setting up gir1.2-glib-2.0:amd64 (1.56.1-1) ... Setting up patch (2.7.6-2ubuntu1.1) ... Setting up libglib2.0-data (2.56.4-0ubuntu0.18.04.9) ... Setting up krb5-locales (1.16-2ubuntu0.4) ... Setting up publicsuffix (20180223.1310-1) ... Setting up libapparmor1:amd64 (2.12-4ubuntu5.1) ... Setting up xz-utils (5.2.2-1.3ubuntu0.1) ... update-alternatives: using /usr/bin/xz to provide /usr/bin/lzma (lzma) in auto mode update-alternatives: warning: skip creation of /usr/share/man/man1/lzma.1.gz because associated file /usr/share/man/man1/xz.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/unlzma.1.gz because associated file /usr/share/man/man1/unxz.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzcat.1.gz because associated file /usr/share/man/man1/xzcat.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzmore.1.gz because associated file /usr/share/man/man1/xzmore.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzless.1.gz because associated file /usr/share/man/man1/xzless.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzdiff.1.gz because associated file /usr/share/man/man1/xzdiff.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzcmp.1.gz because associated file /usr/share/man/man1/xzcmp.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzgrep.1.gz because associated file /usr/share/man/man1/xzgrep.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzegrep.1.gz because associated file /usr/share/man/man1/xzegrep.1.gz (of link group lzma) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/lzfgrep.1.gz because associated file /usr/share/man/man1/xzfgrep.1.gz (of link group lzma) doesn't exist Setting up libheimbase1-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... Setting up libfakeroot:amd64 (1.22-2ubuntu1) ... Setting up openssl (1.1.1-1ubuntu2.1~18.04.21) ... Setting up libsqlite3-0:amd64 (3.22.0-1ubuntu0.7) ... Setting up liblocale-gettext-perl (1.07-3build2) ... Setting up libx11-doc (2:1.6.4-3ubuntu0.4) ... Setting up shared-mime-info (1.9-2) ... Setting up libmpc3:amd64 (1.1.0-1) ... Setting up libc-dev-bin (2.27-3ubuntu1.6) ... Setting up libxdmcp6:amd64 (1:1.1.2-3) ... Setting up libgdbm-compat4:amd64 (1.14.1-6) ... Setting up libkeyutils1:amd64 (1.5.9-9.2ubuntu2.1) ... Setting up libsasl2-modules:amd64 (2.1.27~101-g0780600+dfsg-3ubuntu2.4) ... Setting up x11-common (1:7.7+19ubuntu7.1) ... 1681833991439 clearml-services DEBUG update-rc.d: warning: start and stop actions are no longer supported; falling back to defaults invoke-rc.d: could not determine current runlevel invoke-rc.d: policy-rc.d denied execution of start. Setting up ca-certificates (20211016ubuntu0.18.04.1) ... Updating certificates in /etc/ssl/certs... 124 added, 0 removed; done. Setting up manpages-dev (4.15-1) ... Setting up libc6-dev:amd64 (2.27-3ubuntu1.6) ... Setting up libassuan0:amd64 (2.5.1-2) ... Setting up xdg-user-dirs (0.17-1ubuntu1) ... Setting up libitm1:amd64 (8.4.0-1ubuntu1~18.04) ... Setting up libx11-data (2:1.6.4-3ubuntu0.4) ... Setting up libxau6:amd64 (1:1.0.8-1ubuntu1) ... Setting up libmpdec2:amd64 (2.4.2-1ubuntu1) ... Setting up libdbus-1-3:amd64 (1.12.2-1ubuntu1.4) ... Setting up netbase (5.4) ... Setting up libisl19:amd64 (0.19-1) ... Setting up python-pip-whl (9.0.1-2.3~ubuntu1.18.04.8) ... Setting up libpython3.6-stdlib:amd64 (3.6.9-1~18.04ubuntu1.12) ... Setting up libk5crypto3:amd64 (1.16-2ubuntu0.4) ... Setting up python3.6 (3.6.9-1~18.04ubuntu1.12) ... Setting up x11proto-core-dev (2018.4-4) ... Setting up libwind0-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... Setting up libasan4:amd64 (7.5.0-3ubuntu1~18.04) ... Setting up libbinutils:amd64 (2.30-21ubuntu1~18.04.8) ... Setting up libcilkrts5:amd64 (7.5.0-3ubuntu1~18.04) ... Setting up libasn1-8-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... Setting up libubsan0:amd64 (7.5.0-3ubuntu1~18.04) ... Setting up gpgconf (2.2.4-1ubuntu1.6) ... Setting up libhcrypto4-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... Setting up libxau-dev:amd64 (1:1.0.8-1ubuntu1) ... Setting up file (1:5.32-2ubuntu0.4) ... Setting up fakeroot (1.22-2ubuntu1) ... update-alternatives: using /usr/bin/fakeroot-sysv to provide /usr/bin/fakeroot (fakeroot) in auto mode update-alternatives: warning: skip creation of /usr/share/man/man1/fakeroot.1.gz because associated file /usr/share/man/man1/fakeroot-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/man1/faked.1.gz because associated file /usr/share/man/man1/faked-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/es/man1/fakeroot.1.gz because associated file /usr/share/man/es/man1/fakeroot-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/es/man1/faked.1.gz because associated file /usr/share/man/es/man1/faked-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/fr/man1/fakeroot.1.gz because associated file /usr/share/man/fr/man1/fakeroot-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/fr/man1/faked.1.gz because associated file /usr/share/man/fr/man1/faked-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/sv/man1/fakeroot.1.gz because associated file /usr/share/man/sv/man1/fakeroot-sysv.1.gz (of link group fakeroot) doesn't exist update-alternatives: warning: skip creation of /usr/share/man/sv/man1/faked.1.gz because associated file /usr/share/man/sv/man1/faked-sysv.1.gz (of link group fakeroot) doesn't exist Setting up libhx509-5-heimdal:amd64 (7.5.0+dfsg-1ubuntu0.4) ... 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Setting up git (1:2.17.1-1ubuntu0.17) ... Setting up gnupg (2.2.4-1ubuntu1.6) ... Processing triggers for libc-bin (2.27-3ubuntu1.6) ... Processing triggers for ca-certificates (20211016ubuntu0.18.04.1) ... Updating certificates in /etc/ssl/certs... 0 added, 0 removed; done. Running hooks in /etc/ca-certificates/update.d... done. 1681833996409 clearml-services DEBUG Ignoring pip: markers 'python_version >= "3.10"' don't match your environment Collecting pip<20.2 Downloading https://files.pythonhosted.org/packages/43/84/23ed6a1796480a6f1a2d38f2802901d078266bda38388954d01d3f2e821d/pip-20.1.1-py2.py3-none-any.whl (1.5MB)  100% |################################| 1.5MB 1.6MB/s [?25hInstalling collected packages: pip Found existing installation: pip 9.0.1 Not uninstalling pip at /usr/lib/python3/dist-packages, outside environment /usr Successfully installed pip-20.1.1 Collecting clearml-agent Downloading clearml_agent-1.5.2-py3-none-any.whl (401 kB)  |################################| 401 kB 178 kB/s [?25hCollecting PyYAML<6.1,>=3.12 Downloading PyYAML-6.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (603 kB)  |######################## | 471 kB 204 kB/s eta 0:00:01 1681834001564 clearml-services DEBUG  |################################| 603 kB 153 kB/s [?25hCollecting jsonschema<5.0.0,>=2.6.0 Downloading jsonschema-3.2.0-py2.py3-none-any.whl (56 kB)  |################################| 56 kB 371 kB/s [?25hCollecting urllib3<1.27.0,>=1.21.1 Downloading urllib3-1.26.15-py2.py3-none-any.whl (140 kB)  |################################| 140 kB 559 kB/s [?25hCollecting pyparsing<3.1.0,>=2.0.3 Downloading pyparsing-3.0.9-py3-none-any.whl (98 kB)  |################################| 98 kB 308 kB/s [?25hCollecting virtualenv<21,>=16 Downloading virtualenv-20.17.1-py3-none-any.whl (8.8 MB)  |## | 808 kB 163 kB/s eta 0:00:50 1681834006670 clearml-services DEBUG  |###### | 1.8 MB 216 kB/s eta 0:00:33 1681834011819 clearml-services DEBUG  |######### | 2.7 MB 125 kB/s eta 0:00:50 1681834017057 clearml-services DEBUG  |############## | 3.9 MB 127 kB/s eta 0:00:39 1681834022191 clearml-services DEBUG  |################## | 5.0 MB 342 kB/s eta 0:00:12 1681834027383 clearml-services DEBUG  |##################### | 6.1 MB 138 kB/s eta 0:00:21 1681834032611 clearml-services DEBUG  |######################### | 7.1 MB 69 kB/s eta 0:00:26 1681834037719 clearml-services DEBUG  |############################ | 7.9 MB 122 kB/s eta 0:00:08 1681834042839 clearml-services DEBUG  |############################## | 8.4 MB 69 kB/s eta 0:00:07 1681834047923 clearml-services DEBUG  |################################| 8.8 MB 390 kB/s [?25hCollecting psutil<5.10.0,>=3.4.2 Downloading psutil-5.9.5-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (282 kB)  |################################| 282 kB 201 kB/s [?25hCollecting attrs<23.0.0,>=18.0 Downloading attrs-22.2.0-py3-none-any.whl (60 kB)  |################################| 60 kB 448 kB/s [?25hCollecting pathlib2<2.4.0,>=2.3.0 Downloading pathlib2-2.3.7.post1-py2.py3-none-any.whl (18 kB) 1681834053045 clearml-services DEBUG Collecting requests<2.29.0,>=2.20.0 Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)  |################################| 63 kB 135 kB/s [?25hCollecting six<1.17.0,>=1.13.0 Downloading six-1.16.0-py2.py3-none-any.whl (11 kB) Collecting python-dateutil<2.9.0,>=2.4.2 Downloading python_dateutil-2.8.2-py2.py3-none-any.whl (247 kB)  |################################| 247 kB 251 kB/s [?25hCollecting pyjwt<2.7.0,>=2.4.0 Downloading PyJWT-2.4.0-py3-none-any.whl (18 kB) Collecting furl<2.2.0,>=2.0.0 Downloading furl-2.1.3-py2.py3-none-any.whl (20 kB) Collecting importlib-metadata; python_version < "3.8" Downloading importlib_metadata-4.8.3-py3-none-any.whl (17 kB) Requirement already satisfied, skipping upgrade: setuptools in /usr/lib/python3/dist-packages (from jsonschema<5.0.0,>=2.6.0->clearml-agent) (39.0.1) Collecting pyrsistent>=0.14.0 Downloading pyrsistent-0.18.0-cp36-cp36m-manylinux1_x86_64.whl (117 kB)  |################################| 117 kB 280 kB/s [?25hCollecting platformdirs<3,>=2.4 Downloading platformdirs-2.4.0-py3-none-any.whl (14 kB) Collecting distlib<1,>=0.3.6 Downloading distlib-0.3.6-py2.py3-none-any.whl (468 kB)  |########################### | 399 kB 103 kB/s eta 0:00:01 1681834058200 clearml-services DEBUG  |################################| 468 kB 103 kB/s [?25hCollecting importlib-resources>=5.4; python_version < "3.7" Downloading importlib_resources-5.4.0-py3-none-any.whl (28 kB) Collecting filelock<4,>=3.4.1 Downloading filelock-3.4.1-py3-none-any.whl (9.9 kB) Collecting certifi>=2017.4.17 Downloading certifi-2022.12.7-py3-none-any.whl (155 kB)  |################################| 155 kB 175 kB/s [?25hCollecting charset-normalizer~=2.0.0; python_version >= "3" Downloading charset_normalizer-2.0.12-py3-none-any.whl (39 kB) Requirement already satisfied, skipping upgrade: idna<4,>=2.5; python_version >= "3" in /usr/lib/python3/dist-packages (from requests<2.29.0,>=2.20.0->clearml-agent) (2.6) Collecting orderedmultidict>=1.0.1 Downloading orderedmultidict-1.0.1-py2.py3-none-any.whl (11 kB) Collecting zipp>=0.5 Downloading zipp-3.6.0-py3-none-any.whl (5.3 kB) Collecting typing-extensions>=3.6.4; python_version < "3.8" Downloading typing_extensions-4.1.1-py3-none-any.whl (26 kB) Installing collected packages: PyYAML, zipp, typing-extensions, importlib-metadata, six, pyrsistent, attrs, jsonschema, urllib3, pyparsing, platformdirs, distlib, importlib-resources, filelock, virtualenv, psutil, pathlib2, certifi, charset-normalizer, requests, python-dateutil, pyjwt, orderedmultidict, furl, clearml-agent Attempting uninstall: six Found existing installation: six 1.11.0 Uninstalling six-1.11.0: Successfully uninstalled six-1.11.0 Successfully installed PyYAML-6.0 attrs-22.2.0 certifi-2022.12.7 charset-normalizer-2.0.12 clearml-agent-1.5.2 distlib-0.3.6 filelock-3.4.1 furl-2.1.3 importlib-metadata-4.8.3 importlib-resources-5.4.0 jsonschema-3.2.0 orderedmultidict-1.0.1 pathlib2-2.3.7.post1 platformdirs-2.4.0 psutil-5.9.5 pyjwt-2.4.0 pyparsing-3.0.9 pyrsistent-0.18.0 python-dateutil-2.8.2 requests-2.27.1 six-1.16.0 typing-extensions-4.1.1 urllib3-1.26.15 virtualenv-20.17.1 zipp-3.6.0 WARNING: You are using pip version 20.1.1; however, version 21.3.1 is available. You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command. ``` And it hangs indefinitely here. But again, nothing really surprising since the networks created by podman are not known to the Docker container running that task.

Second attempt

The second thing I tried is to modify the entrypoint.sh in order to launch the agent without the --docker flag and args. I only modified the last line into the following one:

clearml-agent daemon $DAEMON_OPTIONS --queue $QUEUES --cpu-only ${CLEARML_AGENT_EXTRA_ARGS:-$TRAINS_AGENT_EXTRA_ARGS}

You can access that modified image at graelo/clearml-agent-services-pip (it also uses a recent ubuntu for crypto in Python 3.10). In this case, the podman container starts the agent in pip mode: the agent indeed connects to the apiserver:8008 etc, it creates the services queue, and it registers itself as a worker but with an id such as clearml-services:<taskid>. This time, when scheduling an optimizer task on the queue, the task is picked up by the agent, but a new agent is declared on the queue:

image

and the task fails with the following

1681837594230 silence info ClearML Task: created new task id=5c848f5e20694b55b8c32d4c86a02b17
ClearML results page: https://app.clearml.example.cc/projects/2da27d3b0d864fe889a6403034a79df8/experiments/5c848f5e20694b55b8c32d4c86a02b17/output/log
1681837609452 clearml-services INFO task 5c848f5e20694b55b8c32d4c86a02b17 pulled from 0872f9496cbb4efb82e22209e5b14253 by worker clearml-services

1681837614568 clearml-services DEBUG Using environment access key CLEARML_API_ACCESS_KEY=2J4MO046IXQI40J380SU
Using environment secret key CLEARML_API_SECRET_KEY=********
Running task '5c848f5e20694b55b8c32d4c86a02b17'

1681837614644 clearml-services ERROR User aborted: stopping task (3)
Here are the logs of the podman container running that modified image: ``` Apr 18 18:13:42 nas podman[833105]: 2023-04-18 18:13:42.159820988 +0200 CEST m=+0.054440732 container create 231db29b031cbf78ca9994d43132076f4e03f653ff1c3e4d604201d0e3f374ad (image=docker.io/graelo/clearml-agent-services-pip:latest, name=clearml-agent-services, org.opencontainers.image.ref.name=ubuntu,> Apr 18 18:13:42 nas podman[833105]: 2023-04-18 18:13:42.127248534 +0200 CEST m=+0.021868248 image pull docker.io/graelo/clearml-agent-services-pip:latest Apr 18 18:13:42 nas podman[833105]: 2023-04-18 18:13:42.292599285 +0200 CEST m=+0.187219044 container init 231db29b031cbf78ca9994d43132076f4e03f653ff1c3e4d604201d0e3f374ad (image=docker.io/graelo/clearml-agent-services-pip:latest, name=clearml-agent-services, org.opencontainers.image.version=22.04, POD> Apr 18 18:13:42 nas systemd[1846]: Started container-clearml-agent-services.service - Podman container-clearml-agent-services.service. Apr 18 18:13:42 nas podman[833105]: 2023-04-18 18:13:42.302812681 +0200 CEST m=+0.197432554 container start 231db29b031cbf78ca9994d43132076f4e03f653ff1c3e4d604201d0e3f374ad (image=docker.io/graelo/clearml-agent-services-pip:latest, name=clearml-agent-services, PODMAN_SYSTEMD_UNIT=container-clearml-agen> Apr 18 18:13:42 nas podman[833105]: 231db29b031cbf78ca9994d43132076f4e03f653ff1c3e4d604201d0e3f374ad Apr 18 18:13:42 nas clearml-agent-services[833169]: % Total % Received % Xferd Average Speed Time Time Time Current Apr 18 18:13:42 nas clearml-agent-services[833169]: Dload Upload Total Spent Left Speed Apr 18 18:13:42 nas clearml-agent-services[833169]: [159B blob data] Apr 18 18:13:42 nas clearml-agent-services[833169]: http://fileserver:8081 http://webserver:80 http://apiserver:8008 Apr 18 18:13:42 nas clearml-agent-services[833169]: WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv Apr 18 18:13:42 nas clearml-agent-services[833169]: {"meta":{"id":"d95753de56734334b70039cc6fa9a226","trx":"d95753de56734334b70039cc6fa9a226","endpoint":{"name":"debug.ping","requested_version":"2.24","actual_version":"1.0"},"result_code":200,"result_subcode":0,"result_msg":"OK","error_stack":"","error> ```
graelo commented 1 year ago

Am I missing some piece of configuration?

For the 2nd scenario above, I tried setting the worker id and/or name via the CLEARML_WORKER_xx env variables, but the same error occurred. I guess this is because these variables determine the agent id/name when first registering on the queue, but not what happens when a task is scheduled.

Thanks for your help!

prassanna-ravishankar commented 1 year ago

@graelo - I have the same issue - would like to understand what's going on

jkhenning commented 1 year ago

@graelo @prassanna-ravishankar , is your setup changed in some way from the default? I can set up an open-source clearml server with the built-in services agent, and the tasks it spins up can reach the clearml server as usual...

valentinschabschneider commented 3 months ago

I created a pull request (#206) to remove the docker flag when CLEARML_AGENT_NO_DOCKER is set.

graelo commented 3 months ago

Hi, thanks!

I'll dig into it, but expect some delay before I provide feedback because it's been some time I have not dug into this.