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notebooks/scenarios/bigquery/sync/001-scale-delete-worker-pools.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "0", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# stdlib\n", | ||
"import os\n", | ||
"\n", | ||
"# Testing works over 4 possibilities\n", | ||
"# 1. (python/in-memory workers and using tox commands)\n", | ||
"# 2. (python/in-memory workers and manually running notebooks)\n", | ||
"# 3. (using k8s and using tox commands)\n", | ||
"# 4. (using k8s and manually running notebooks)\n", | ||
"# Uncomment the lines below if in the 4th possibility\n", | ||
"\n", | ||
"# os.environ[\"ORCHESTRA_DEPLOYMENT_TYPE\"] = \"remote\"\n", | ||
"# os.environ[\"DEV_MODE\"] = \"True\"\n", | ||
"# os.environ[\"TEST_EXTERNAL_REGISTRY\"] = \"k3d-registry.localhost:5800\"\n", | ||
"# os.environ[\"CLUSTER_HTTP_PORT_HIGH\"] = \"9081\"\n", | ||
"# os.environ[\"CLUSTER_HTTP_PORT_LOW\"] = \"9083\"" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "1", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# stdlib\n", | ||
"environment = os.environ.get(\"ORCHESTRA_DEPLOYMENT_TYPE\", \"python\")\n", | ||
"high_port = os.environ.get(\"CLUSTER_HTTP_PORT_HIGH\", \"9081\")\n", | ||
"low_port = os.environ.get(\"CLUSTER_HTTP_PORT_LOW\", \"9083\")\n", | ||
"print(environment, high_port, low_port)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "2", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# stdlib\n", | ||
"import os\n", | ||
"\n", | ||
"# syft absolute\n", | ||
"import syft as sy\n", | ||
"from syft.util.test_helpers.email_helpers import Timeout\n", | ||
"from syft.util.test_helpers.email_helpers import get_email_server" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "3", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"num_workers = int(os.environ.get(\"NUM_TEST_WORKERS\", 1))\n", | ||
"\n", | ||
"# ROOT_EMAIL = \"[email protected]\"\n", | ||
"# ROOT_PASSWORD = \"bqpw\"\n", | ||
"environment" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "4", | ||
"metadata": {}, | ||
"source": [ | ||
"### Launch server & login" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "5", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"server_low = sy.orchestra.launch(\n", | ||
" name=\"bigquery-low\",\n", | ||
" server_side_type=\"low\",\n", | ||
" dev_mode=True,\n", | ||
" n_consumers=1,\n", | ||
" create_producer=True,\n", | ||
" port=low_port,\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "6", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"email_server, smtp_server = get_email_server(reset=True)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "7", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"low_client = server_low.login(email=\"[email protected]\", password=\"changethis\")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "8", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert len(low_client.worker_pools.get_all()) == 2" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "9", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"default_worker_pool = low_client.worker_pools.get_by_name(\"default-pool\")\n", | ||
"default_worker_pool" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "10", | ||
"metadata": {}, | ||
"source": [ | ||
"### Scale Worker pool" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "11", | ||
"metadata": {}, | ||
"source": [ | ||
"##### Scale up" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "12", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Scale to 1\n", | ||
"if environment == \"remote\":\n", | ||
" low_client.api.worker_pool.scale(\n", | ||
" number=num_workers, pool_name=default_worker_pool.name\n", | ||
" )" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "13", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"low_client.api.services.worker_pool[0]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "14", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Scale up workers\n", | ||
"if environment == \"remote\":\n", | ||
" scale_up_result = low_client.api.worker_pool.scale(\n", | ||
" number=5, pool_name=default_worker_pool.name\n", | ||
" )\n", | ||
" if environment == \"remote\":\n", | ||
" assert scale_up_result, scale_up_result\n", | ||
"\n", | ||
" assert (\n", | ||
" low_client.api.services.worker_pool[default_worker_pool.name].max_count == 5\n", | ||
" )" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "15", | ||
"metadata": {}, | ||
"source": [ | ||
"##### Scale down" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "16", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Scale down workers, this gracefully shutdowns the consumers\n", | ||
"if environment == \"remote\":\n", | ||
" scale_down_result = low_client.api.worker_pool.scale(\n", | ||
" number=num_workers, pool_name=default_worker_pool.name\n", | ||
" )\n", | ||
" assert scale_down_result, scale_down_result" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "17", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"if environment == \"remote\":\n", | ||
"\n", | ||
" def has_worker_scaled_down():\n", | ||
" return (\n", | ||
" low_client.api.worker_pool[default_worker_pool.name].max_count\n", | ||
" == num_workers\n", | ||
" )\n", | ||
"\n", | ||
" worker_scale_timeout = Timeout(timeout_duration=20)\n", | ||
" worker_scale_timeout.run_with_timeout(has_worker_scaled_down)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "18", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"if environment == \"remote\":\n", | ||
" assert (\n", | ||
" low_client.api.services.worker_pool[default_worker_pool.name].max_count\n", | ||
" == num_workers\n", | ||
" )" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "19", | ||
"metadata": {}, | ||
"source": [ | ||
"#### Delete Worker Pool" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "20", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"pool_delete_result = low_client.api.services.worker_pool.delete(\n", | ||
" pool_name=default_worker_pool.name\n", | ||
")\n", | ||
"pool_delete_result" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "21", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"with sy.raises(KeyError):\n", | ||
" _ = low_client.api.services.worker_pool[default_worker_pool.name]" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "22", | ||
"metadata": {}, | ||
"source": [ | ||
"#### Re-launch the default worker pool" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "23", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"default_worker_image = default_worker_pool.image" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "24", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"launch_result = low_client.api.services.worker_pool.launch(\n", | ||
" pool_name=default_worker_pool.name,\n", | ||
" image_uid=default_worker_image.id,\n", | ||
" num_workers=num_workers,\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "25", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"assert low_client.api.services.worker_pool[default_worker_pool.name]\n", | ||
"assert (\n", | ||
" low_client.api.services.worker_pool[default_worker_pool.name].max_count\n", | ||
" == num_workers\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "26", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"smtp_server.stop()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "27", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"if environment != \"remote\":\n", | ||
" server_low.land()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "syft", | ||
"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": "3.12.4" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
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