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Simple try of OVHcloud new service AI training https://www.ovhcloud.com/en/public-cloud/ai-training
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "OVHcloudAITraining.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyNI2y9Jqyo1hkniqsos45RV",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/louis030195/4cb9b0a288d368884b636bcb4900b21e/ovhcloudaitraining.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jNMwogCvfKjb",
"outputId": "cf9a1de6-fa57-4095-9428-0bbd4ccb2aa1"
},
"source": [
"%%bash\n",
"wget -q https://cli.gra.training.ai.cloud.ovh.net/ovhai-linux.zip\n",
"unzip ovhai-linux.zip\n",
"mv ovhai /"
],
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": [
"Archive: ovhai-linux.zip\n",
" inflating: ovhai \n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Geto1isWgE6K",
"outputId": "47d875b9-143a-44ca-aa6c-ebb637d86f07"
},
"source": [
"!/ovhai"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[1mFor more details\u001b[22m\n",
"\n",
"\u001b[38;5;12mLogin into AI Training platform\u001b[39m\n",
"> ovhai help login\n",
"\n",
"\u001b[38;5;12mManage jobs\u001b[39m\n",
"> ovhai help job\n",
"\n",
"\u001b[38;5;12mUpload and download data\u001b[39m\n",
"> ovhai help data\n",
"\n",
"\u001b[38;5;12mManage registries\u001b[39m\n",
"> ovhai help registry\n",
"\n",
"\n",
"ovhai 1.0.0\n",
"Client managing OVHcloud AI Training platform\n",
"\n",
"USAGE:\n",
" ovhai [FLAGS] <SUBCOMMAND>\n",
"\n",
"FLAGS:\n",
" -h, --help Prints help information\n",
" -v, --verbose Level of verbosity, can be used multiple times\n",
" -V, --version Prints version information\n",
"\n",
"SUBCOMMANDS:\n",
" upgrade Upgrade the cli\n",
" login Login into OVHcloud AI Training platform\n",
" logout Logout from OVHcloud AI Training platform\n",
" data Subcommand to upload or download data\n",
" job Subcommand to manage jobs\n",
" registry Subcommand to manage private registries\n",
" debug Subcommand to debug a command executed by the cli\n",
" help Prints this message or the help of the given subcommand(s)\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "arb7FhrjfbIa",
"outputId": "50c56dc5-42c0-4d0b-f9f9-44e0b23a8b0f"
},
"source": [
"!/ovhai login --help"
],
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[1mTo login into AI Training platform you need the credentials of a user with the roles AI Training\n",
"Operator and ObjectStore operator.\u001b[22m\n",
"\n",
"\u001b[38;5;12mHow to create a user ?\u001b[39m\n",
" • Go to the \u001b[38;5;14mOVHcloud Control Panel\u001b[39m, in the section \u001b[38;5;14mPublic Cloud / Project Management / Users and\n",
"Roles\u001b[39m\n",
" • Create a user with the roles \u001b[38;5;14mAI Training Operator\u001b[39m and \u001b[38;5;14mObjectStore operator\u001b[39m.\n",
" • More information at \u001b[4mhttps://docs.ovh.com/us/en/public-cloud/creation-and-deletion-of-\n",
"openstack-user/\u001b[24m\n",
"\n",
"\u001b[38;5;12mWhat those roles do ?\u001b[39m\n",
" • \u001b[38;5;14mAI Training Operator\u001b[39m allow you to run and manage jobs on the \u001b[38;5;14mAI Training platform\u001b[39m.\n",
" • \u001b[38;5;14mObjectStore operator\u001b[39m allow you to read and write from those jobs to the \u001b[38;5;14mOVHcloud Object Storage\u001b[39m.\n",
"\n",
"\n",
"ovhai-login \n",
"Login into OVHcloud AI Training platform\n",
"\n",
"USAGE:\n",
" ovhai login [OPTIONS]\n",
"\n",
"FLAGS:\n",
" -h, --help Prints help information\n",
" -V, --version Prints version information\n",
"\n",
"OPTIONS:\n",
" -p, --password <password> OpenStack password\n",
" -u, --username <username> OpenStack username\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TB9jx5bgi6Nb"
},
"source": [
"![image.png](data:image/png;base64,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)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ElwO2mvnjB48"
},
"source": [
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)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8gbTcAehjY0Y"
},
"source": [
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)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W9tx6R2Mjgjd"
},
"source": [
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)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BMcE3Ba9g8Vq",
"outputId": "7c50f806-12c4-4129-a162-d61d6c6fa0ec"
},
"source": [
"!/ovhai login --username \"MY_USER_NAME\" --password \"MY_PASSWORD\""
],
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": [
"\n",
"\u001b[38;5;2m✔ \u001b[39m\u001b[1mYou are now logged in\u001b[22m\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GdGZvwn5fzq9",
"outputId": "d26c78a6-a515-4a6e-a827-7a939e7136e9"
},
"source": [
"!/ovhai job run ubuntu --gpu 1 -- echo \"Hello from my first job\""
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"text": [
"---\n",
"id: 05ecb0cd-f18e-4399-a348-e1add85a2c21\n",
"createdAt: \"2020-12-01T18:21:52.323565038Z\"\n",
"updatedAt: \"2020-12-01T18:21:52.323565038Z\"\n",
"user: \"\"\n",
"spec:\n",
" image: ubuntu\n",
" command:\n",
" - echo\n",
" - Hello from my first job\n",
" env: []\n",
" defaultHttpPort: 8080\n",
" resources:\n",
" gpu: 1\n",
" volumes: []\n",
" timeout: 0\n",
" shutdown: ~\n",
" name: ubuntu-nervous\n",
" labels: {}\n",
"status:\n",
" state: QUEUED\n",
" queuedAt: ~\n",
" startedAt: ~\n",
" stoppedAt: ~\n",
" ip: ~\n",
" infos: ~\n",
" history:\n",
" - state: QUEUED\n",
" date: \"2020-12-01T18:21:52.325644Z\"\n",
" duration: 0\n",
" jobUrl: ~\n",
" monitoringUrl: ~\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qVryPfvCihQ2",
"outputId": "db3d7e57-00b4-4b9c-e1f2-7039429b0d49"
},
"source": [
"!/ovhai job get \"05ecb0cd-f18e-4399-a348-e1add85a2c21\""
],
"execution_count": 54,
"outputs": [
{
"output_type": "stream",
"text": [
"---\n",
"id: 05ecb0cd-f18e-4399-a348-e1add85a2c21\n",
"createdAt: \"2020-12-01T18:21:52.323565Z\"\n",
"updatedAt: \"2020-12-01T18:22:26.150826Z\"\n",
"user: user-m68Xpmfgycd4\n",
"spec:\n",
" image: ubuntu\n",
" command:\n",
" - echo\n",
" - Hello from my first job\n",
" env: []\n",
" defaultHttpPort: 8080\n",
" resources:\n",
" gpu: 1\n",
" volumes: []\n",
" timeout: 0\n",
" shutdown: ~\n",
" name: ubuntu-nervous\n",
" labels: {}\n",
"status:\n",
" state: DONE\n",
" queuedAt: \"2020-12-01T18:21:54.729995Z\"\n",
" startedAt: ~\n",
" stoppedAt: \"2020-12-01T18:22:06Z\"\n",
" ip: ~\n",
" infos: Job done with code 0\n",
" history:\n",
" - state: QUEUED\n",
" date: \"2020-12-01T18:21:52.325644Z\"\n",
" - state: INITIALIZING\n",
" date: \"2020-12-01T18:21:54.754255Z\"\n",
" - state: PENDING\n",
" date: \"2020-12-01T18:22:04.742714Z\"\n",
" - state: RUNNING\n",
" date: \"2020-12-01T18:22:08.601743Z\"\n",
" - state: FINALIZING\n",
" date: \"2020-12-01T18:22:21.242118Z\"\n",
" - state: DONE\n",
" date: \"2020-12-01T18:22:26.152974Z\"\n",
" duration: 0\n",
" jobUrl: ~\n",
" monitoringUrl: \"https://monitoring.gra.training.ai.cloud.ovh.net/d/job/job-monitoring?var-job=05ecb0cd-f18e-4399-a348-e1add85a2c21&to=1606846926000\"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "DlDzf2F5sNT2"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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