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April 25, 2025 13:11
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GPU offload w/ vbjax simulations
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "a599bcf7-ca4c-4c81-924b-7f95a648e845", | |
"metadata": {}, | |
"source": [ | |
"my gpu is 24gb, let's pretend it's much smaller," | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "eb0cfe44-7e6d-413d-94c9-757e226a7a8d", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"0.16666666666666666\n" | |
] | |
} | |
], | |
"source": [ | |
"import os\n", | |
"os.environ['XLA_PYTHON_CLIENT_MEM_FRACTION'] = str(4/24)\n", | |
"print(os.environ['XLA_PYTHON_CLIENT_MEM_FRACTION'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "a972e450-7d9d-4ec5-9e28-6023ab7220d7", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", | |
"Populating the interactive namespace from numpy and matplotlib\n", | |
"c[vbjax] ███▒▒▒▒▒▒▒ loading\n", | |
"c[vbjax] (ノ☉ヮ⚆)ノ ⌒*:・゚✧ can haz 32 cores\n", | |
"c[vbjax] ò_ô shtns is not available\n", | |
"c[vbjax] ᕕ(ᐛ)ᕗ ready\n" | |
] | |
} | |
], | |
"source": [ | |
"%pylab inline\n", | |
"import jax, jax.numpy as jp, vbjax as vb, tqdm" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "e0561435-4230-4111-b5e0-4cb39e2e95ab", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"| 0 N/A N/A 2478331 C ...ke/miniconda3/envs/vbjax/bin/python 4426MiB |\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/duke/miniconda3/envs/vbjax/lib/python3.10/pty.py:89: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n", | |
" pid, fd = os.forkpty()\n" | |
] | |
} | |
], | |
"source": [ | |
"!nvidia-smi | grep python" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b494501d-6f14-4d21-94ed-cdc55209f45d", | |
"metadata": {}, | |
"source": [ | |
"so we can see we're limiting ourselves to just 4GB" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "fe8dde46-e52a-4ad2-ab40-09085a0f9e79", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def network(x, p):\n", | |
" c = 0.03*x.sum(axis=1)\n", | |
" return vb.mpr_dfun(x, c, p)\n", | |
"\n", | |
"_, loop = vb.make_sde(dt=0.01, dfun=network, gfun=0.1)\n", | |
"zs = vb.randn(500, 2, 32)\n", | |
"xs = loop(zs[0], zs[1:], vb.mpr_default_theta)\n", | |
"vb.plot_states(xs, 'rV', jpg='example1', show=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "123fc84a-1376-47b5-8962-334a42e4c8e9", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_run(dt=0.01):\n", | |
"\n", | |
" def network(x, p):\n", | |
" k, mp = p\n", | |
" c = k*x.sum(axis=1)\n", | |
" return vb.mpr_dfun(x, c, mp)\n", | |
"\n", | |
" _, loop = vb.make_sde(dt=dt, dfun=network, gfun=0.1)\n", | |
" nta = int(10 / dt) # 10 ms temporal average\n", | |
"\n", | |
" def run(theta, x0):\n", | |
" k, sig = theta\n", | |
" p = k, vb.mpr_default_theta\n", | |
" zs = vb.randn(nta, 2, 32) * sig\n", | |
" xs = loop(x0, zs[1:], p)\n", | |
" return xs.mean(axis=0)\n", | |
" \n", | |
" return run\n", | |
"\n", | |
"run = make_run()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "560a07b7-bacd-404c-8e76-4e1494cf3b60", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|█████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 61.81it/s]\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"theta = 0.03, 0.4\n", | |
"x = vb.randn(2,32)\n", | |
"\n", | |
"# collect output in numpy array in main memory\n", | |
"xs = np.zeros((100, ) + x.shape, 'f')\n", | |
"\n", | |
"for i in tqdm.trange(xs.shape[0]):\n", | |
" x = run(theta, x)\n", | |
" # xs[i] on cpu <- x on gpu\n", | |
" # TODO consider future = jax.device_put(x, jax.host_id()).to_async(y); future.block_until_ready()\n", | |
" xs[i] = x\n", | |
"\n", | |
"vb.plot_states(xs, 'rV', jpg='example1', show=True)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "23d3b47e-817f-40e3-a43a-98f0f0a93e0a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
" 0%| | 0/1000 [00:00<?, ?it/s]2025-04-25 15:08:13.454331: W external/xla/xla/hlo/transforms/simplifiers/hlo_rematerialization.cc:3021] Can't reduce memory use below 3.74GiB (4015261951 bytes) by rematerialization; only reduced to 3.89GiB (4177723452 bytes), down from 3.89GiB (4177979452 bytes) originally\n", | |
"100%|███████████████████████████████████████████████████████████████████████| 1000/1000 [00:22<00:00, 45.08it/s]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"((1000, 1, 8192, 2, 32), 2000, 'MB')" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ks = np.r_[0.0001:0.01:8192j]\n", | |
"ss = ks*2\n", | |
"thetas = ks, ss\n", | |
"\n", | |
"prun = jax.pmap(jax.vmap(run))\n", | |
"\n", | |
"ndev = len( jax.devices() )\n", | |
"\n", | |
"pks = ks.reshape((ndev, -1))\n", | |
"pss = ss.reshape((ndev, -1))\n", | |
"px = vb.randn(*( pks.shape + (2,32) ))\n", | |
"\n", | |
"# number of total time poitns\n", | |
"ntime = 1000 \n", | |
"pxs = []\n", | |
"\n", | |
"ptheta = pks, pss\n", | |
"for i in tqdm.trange(ntime):\n", | |
" px = prun(ptheta, px)\n", | |
" pxs.append(jax.device_put(px, jax.devices('cpu')[0]))\n", | |
"\n", | |
"pxs = jp.array(pxs)\n", | |
"pxs.shape, pxs.nbytes>>20, 'MB'" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "cd1d00c6-e612-474f-ba7b-6624e01b933e", | |
"metadata": {}, | |
"source": [ | |
"## take 2 w/ online monitor\n", | |
"\n", | |
"we can also make use of the monitors designed for online, i.e. step by step usage, to reduce memory pressure significantly, allowing for better usage of the hardware." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "9bde8e3c-d0e3-4116-8be6-5cd5eb54b9af", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"({'y': Array([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", | |
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n", | |
" [0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", | |
" 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]], dtype=float32),\n", | |
" 'n': 0},\n", | |
" <function vbjax.monitor.make_timeavg.<locals>.step(buf, x)>,\n", | |
" <function vbjax.monitor.make_timeavg.<locals>.sample(buf)>)" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"vb.make_timeavg((2,32))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "79b78283-a7d4-439d-b286-c640c915d958", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"(2, 32)" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"def make_run2(dt=0.01):\n", | |
"\n", | |
" def network(x, p):\n", | |
" k, mp = p\n", | |
" c = k*x.sum(axis=1)\n", | |
" return vb.mpr_dfun(x, c, mp)\n", | |
"\n", | |
" step, loop = vb.make_sde(dt=dt, dfun=network, gfun=0.1)\n", | |
" nta = int(10 / dt) # 10 ms temporal average\n", | |
" ts = jp.r_[:nta]\n", | |
"\n", | |
" def run(theta, x0, key=jax.random.PRNGKey(42)):\n", | |
" k, sig = theta\n", | |
" p = k, vb.mpr_default_theta\n", | |
"\n", | |
" ta, ta_update, ta_sample = vb.make_timeavg(x0.shape)\n", | |
"\n", | |
" state = {\n", | |
" 'key': key,\n", | |
" 'x': x0,\n", | |
" 'tavg': ta,\n", | |
" }\n", | |
"\n", | |
" def _(state, i):\n", | |
" key1, state['key'] = jax.random.split(state['key'])\n", | |
" z_t = vb.randn(2, 32, key=key1)\n", | |
" state['x'] = step(state['x'], z_t, p)\n", | |
" state['tavg'] = ta_update(state['tavg'], state['x'])\n", | |
" return state, None \n", | |
"\n", | |
" state, _ = jax.lax.scan(_, state, ts)\n", | |
" _, ta_value = ta_sample(state['tavg'])\n", | |
" return ta_value\n", | |
" \n", | |
" return run\n", | |
"\n", | |
"run2 = make_run2()\n", | |
"\n", | |
"run2((0.,0.), vb.randn(2,32)).shape" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "82af03d8-baa3-4b11-b7d6-04d425e70c7c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"100%|█████████████████████████████████████████████████████████████████████████| 200/200 [00:15<00:00, 13.18it/s]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"((200, 1, 65536, 2, 32), 3200, 'MB')" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ks = np.r_[0.0001:0.01:(1024 * 64)*1j]\n", | |
"ss = ks*2\n", | |
"thetas = ks, ss\n", | |
"\n", | |
"prun2 = jax.pmap(jax.vmap(run2))\n", | |
"\n", | |
"ndev = len( jax.devices() )\n", | |
"\n", | |
"pks = ks.reshape((ndev, -1))\n", | |
"pss = ss.reshape((ndev, -1))\n", | |
"px = vb.randn(*( pks.shape + (2,32) ))\n", | |
"\n", | |
"# number of total time poitns\n", | |
"ntime = 200\n", | |
"pxs = []\n", | |
"\n", | |
"ptheta = pks, pss\n", | |
"for i in tqdm.trange(ntime):\n", | |
" px = prun2(ptheta, px)\n", | |
" pxs.append(jax.device_put(px, jax.devices('cpu')[0]))\n", | |
"\n", | |
"pxs = jp.array(pxs)\n", | |
"pxs.shape, pxs.nbytes>>20, 'MB'" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "5887c77c-21a9-4efc-9ab2-1f5ec7fdd96a", | |
"metadata": {}, | |
"source": [ | |
"This approach reaches 420W of the 450W limit on this GPU, suggesting good hardware utilization." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "a52fc21a-43f5-49bf-ba5b-b271e1b57477", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "8d58fed3-4c62-4be6-895f-a653fe2491e7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "deac38c0-3812-4be3-bb67-4f8d3d8209ca", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "de702578-b0c5-4433-a0b1-f12c7ec439c8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "090bf201-9d3c-43ad-ae84-41a7eb25d063", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "20168595-ae8f-4577-a60f-77ae803787cd", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "d495e8c9-1442-48dd-af84-c5ea5fde4e00", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "999fe738-f146-4903-bd4d-34988aacebc4", | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "270764d7-1a81-4ecf-94d6-f63793842c5f", | |
"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": "3.10.14" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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