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@crusaderky
Created July 28, 2021 18:44
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ActiveMemoryManager Demo
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "2d459d9e",
"metadata": {},
"outputs": [],
"source": [
"import asyncio\n",
"from datetime import datetime\n",
"\n",
"import dask.array as da\n",
"from distributed import Client\n",
"import pandas\n",
"\n",
"client = await Client(\n",
" n_workers=16, threads_per_worker=2, memory_limit=\"6 GiB\", asynchronous=True\n",
")"
]
},
{
"cell_type": "markdown",
"id": "57b82ea7",
"metadata": {},
"source": [
"Run the following algorithm:\n",
"\n",
"\n",
"```\n",
"# 3 GiB, 25 x 122 MiB chunks\n",
"a = da.random.random((20_000, 20_000), chunks=(4_000, 4_000))\n",
"a = a.persist()\n",
"b = (a @ a.T).sum()\n",
"b.compute()\n",
"```\n",
"under different conditions:\n",
"1. without a.persist(); manually trigger the Active Memory Manager only once at the end\n",
"2. with a.persist(); manually trigger the Active Memory Manager only once at the end\n",
"3. as (1), while the Active Memory Manager runs in the background every 2 seconds\n",
"4. as (2), while the Active Memory Manager runs in the background every 2 seconds\n",
"\n",
"**Note:** running this notebook requires 32 GiB RAM."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1f507295",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTO_AMM=False, PERSIST=False\n",
"AUTO_AMM=False, PERSIST=True\n",
"AUTO_AMM=True, PERSIST=False\n",
"AUTO_AMM=True, PERSIST=True\n"
]
}
],
"source": [
"async def sample_memory(samples):\n",
" def _(dask_scheduler):\n",
" return datetime.now(), dask_scheduler.memory.managed\n",
"\n",
" while True:\n",
" samples.append(await client.run_on_scheduler(_))\n",
" await asyncio.sleep(0.1)\n",
"\n",
"\n",
"mem_samples = {}\n",
"for AUTO_AMM in (False, True):\n",
" for PERSIST in (False, True):\n",
" print(f\"{AUTO_AMM=}, {PERSIST=}\")\n",
"\n",
" if AUTO_AMM:\n",
" await client.scheduler.amm_start()\n",
"\n",
" samples = []\n",
" mem_samples[AUTO_AMM, PERSIST] = samples\n",
" sample_task = asyncio.create_task(sample_memory(samples))\n",
"\n",
" a = da.random.random((20_000, 20_000), chunks=(4_000, 4_000))\n",
" if PERSIST:\n",
" a = a.persist()\n",
" b = (a @ a.T).sum()\n",
" future = client.compute(b)\n",
" await future\n",
"\n",
" await asyncio.sleep(1)\n",
" if not AUTO_AMM:\n",
" await client.scheduler.amm_run_once()\n",
" await asyncio.sleep(1)\n",
"\n",
" sample_task.cancel()\n",
" del a, b, future\n",
" await client.scheduler.amm_stop()\n",
" await asyncio.sleep(1)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6ee7b6ab",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='time', ylabel='Cluster memory (GiB)'>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Visualize time and memory stats\n",
"\n",
"ss = {}\n",
"for (AUTO_AMM, PERSIST), vs in mem_samples.items():\n",
" s = pandas.DataFrame(vs).set_index(0)[1]\n",
" s.index -= s.index[0]\n",
" s = s.resample(\"0.1S\").ffill()\n",
" ss[AUTO_AMM, PERSIST] = s\n",
"\n",
"df = pandas.DataFrame(ss)\n",
"df.columns.names = [\"Auto AMM\", \"persist\"]\n",
"df /= 2 ** 30\n",
"df.plot(figsize=(12, 8), grid=True, xlabel=\"time\", ylabel=\"Cluster memory (GiB)\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ff1404cb",
"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": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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