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Merge pull request #8311 from OpenMined/container-workload-1
Container Workload I
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "ab8aca22-8bd7-4764-8f2d-27dd5f33d8c6", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"SYFT_VERSION = \">=0.8.2.b0,<0.9\"\n", | ||
"package_string = f'\"syft{SYFT_VERSION}\"'" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "2cb8c995-c806-4b8e-a892-9bc461c61935", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import syft as sy\n", | ||
"sy.requires(SYFT_VERSION)\n", | ||
"from syft.service.worker.worker_image import SyftWorkerImage, SyftWorkerImageTag\n", | ||
"from syft.custom_worker.config import DockerWorkerConfig\n", | ||
"from syft.service.worker.worker_image import build_using_docker\n", | ||
"from syft.service.worker.utils import run_container_using_docker\n", | ||
"\n", | ||
"\n", | ||
"#third party\n", | ||
"import docker" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "0bc7b5dc-1565-4261-ac98-db2602c5877b", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"domain = sy.orchestra.launch(name=\"test-domain-1\", reset=True, dev_mode=True, port=\"auto\")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "91f1988a-daa3-42f0-9bfe-f9fdd9597fdc", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"domain_client = domain.login(email=\"[email protected]\", password=\"changethis\")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "75193f9f-3622-4071-9aba-d42a5dc5b301", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"nginx_dockerfile_str = \"\"\"\n", | ||
"# Use the official Nginx image as the base\n", | ||
"FROM nginx:latest\n", | ||
"\n", | ||
"# Expose port 80 for the Nginx server\n", | ||
"EXPOSE 80\n", | ||
"\n", | ||
"# Start Nginx when the container has provisioned\n", | ||
"CMD [\"nginx\", \"-g\", \"daemon off;\"]\n", | ||
"\"\"\"" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "b6bfe92a-e873-4dc3-b3a0-6715f8843785", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"docker_config = DockerWorkerConfig(dockerfile=nginx_dockerfile_str)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "941cf5e2-4ba8-488f-880b-de908d23a4c3", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert docker_config.dockerfile == nginx_dockerfile_str" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "d4a60bf8-22d3-4052-b9cc-f6dcf68b2dd8", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"res = domain_client.api.services.worker_image.submit_dockerfile(docker_config=docker_config)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "730df31b-7c23-4068-a275-419526c3ee6f", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"res" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "ebb3b7e9-c7a4-4c99-866b-13c6a75d04e8", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert isinstance( res, sy.SyftSuccess)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "d9cc2eb9-9f28-454f-96bc-fbb722f78bb5", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"dockerfile_list = domain_client.api.services.worker_image.get_all()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "8e56f9e8-5cf3-418b-9774-75a47c8ef276", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert len(dockerfile_list) == 1" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "21836707-891c-4e2b-87b5-51de8050da9f", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"workerimage = dockerfile_list[0]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "133dacbe-4d2e-458e-830b-2c18bce018e4", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert isinstance(workerimage, SyftWorkerImage)\n", | ||
"assert workerimage.config.dockerfile == nginx_dockerfile_str" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "aa6573e1-ea18-4049-b6bf-1615521d8ced", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"docker_tag = \"openmined/test-nginx:0.7.8\"\n", | ||
"docker_build_res = domain_client.api.services.worker_image.build(uid=workerimage.id, tag=docker_tag)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "573869c9-2bf9-4110-892b-edc75f0cd48d", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"docker_build_res" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "21e3679d-ef71-44af-a2ab-91bed47472c1", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert isinstance(docker_build_res, sy.SyftSuccess)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "c7ccfd18-2bae-4879-b6c2-27b6bcccf8f5", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import subprocess\n", | ||
"\n", | ||
"def check_image_exists(tag) -> bool:\n", | ||
" result = subprocess.run(['docker', 'images', '-q', tag], stdout=subprocess.PIPE)\n", | ||
" return result.stdout.strip() != b''\n", | ||
"assert check_image_exists(docker_tag)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "c540043d-4485-4213-b93c-358e4c507f5a", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"image_list = domain_client.api.services.worker_image.get_all()\n", | ||
"image_list" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "2dd5d306-1726-4d68-a1fd-2513bbaf568c", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert len(image_list) == 1" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "990d2cf3-2148-4a67-b17f-486efc5ccb02", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import docker\n", | ||
"\n", | ||
"def get_image_hash(tag) -> str:\n", | ||
" client = docker.from_env()\n", | ||
" try:\n", | ||
" image = client.images.get(tag)\n", | ||
" return image.id\n", | ||
" except docker.errors.ImageNotFound:\n", | ||
" return None" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "b2829070-f156-4dbd-b1ee-1e3f654f5b7b", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert image_list[0].image_hash == get_image_hash(docker_tag)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "5692f3a9-f493-467a-a394-7d8e62b970e5", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"def get_container_id(container_name: str) -> str:\n", | ||
" client = docker.from_env()\n", | ||
" try:\n", | ||
" container = client.containers.get(container_name)\n", | ||
" return container.id\n", | ||
" except docker.errors.NotFound:\n", | ||
" return None" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "f57b5443-8519-4464-89a2-37deb25f6923", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"worker_pool_name = \"my_first_worker_pool\"\n", | ||
"worker_pool_res = domain_client.api.services.worker_pool.create(name=worker_pool_name, image_uid = image_list[0].id, number=3)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "f418fb83-4111-412c-ab11-8d4587239dc6", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert len(worker_pool_res) == 3" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "64b5d651-3dd6-45e6-b189-c7e278a7ddd1", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"for status in worker_pool_res:\n", | ||
" assert status.error == None\n", | ||
" assert status.worker.image_hash == get_image_hash(docker_tag)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "98ad4890-0424-4d84-af00-15bfa445c64d", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# It would be move to api in worker_pool_service, currently it cleans up the resources of the created\n", | ||
"# workerpool\n", | ||
"client = docker.from_env()\n", | ||
"for status in worker_pool_res:\n", | ||
" container = client.containers.get(status.worker.container_id)\n", | ||
" container.stop()\n", | ||
" " | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "b2ee8588-f435-4431-b456-dd5b1ff7eec6", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"delete_res = domain_client.api.services.worker_image.delete(workerimage.id)\n", | ||
"assert isinstance(delete_res, sy.SyftSuccess)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "1b5256d6-a9bc-4de2-a771-d3c0147ba1b4", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.9.7" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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