{ "cells": [ { "cell_type": "markdown", "id": "9d7c32bf", "metadata": {}, "source": "# Benchmarks\n\n*Speed and region discovery of `PSP()` in psp-torch against the R package, and when the GPU is worth using, on two machines.*\n\nThe R package's [benchmarks article](https://lenarddome.com/psp/articles/benchmarks.html) measured psp 1.0.6 against 1.0.5. This notebook uses the same workloads and the same scripts to measure the R package against the PyTorch port, both run on one machine (a Windows PC with an Intel Xeon w5-2455X, 12 cores, 32 GB of memory and an NVIDIA T400), adds a study of CPU against GPU, and repeats the port's side on a second machine (a Linux PC with an AMD Ryzen 7 5800X, 8 cores, 32 GB and an NVIDIA RTX 3060). Each build is named after what it ran on: the CPU for R and the port's `cpu` builds (`on Xeon w5-2455X`, `on Ryzen 7 5800X`), the card for its `cuda` builds (`on T400`, `on RTX 3060`). The results and the scripts that produced them are in [`benchmarks/`](https://github.com/lenarddome/psp-torch/tree/main/benchmarks): `compare.py` runs the R scripts and the torch scripts in turn, and `devices.py` times the models on every device.\n\nThree things to keep in mind when reading the numbers:\n\n- **The R package calls the model once per parameter set; the port calls it once per iteration** with every proposal in one batch. For the toy models here that is the whole difference, because the models themselves cost next to nothing. The `rowwise` rows show the port calling the model one parameter set at a time, as R does.\n- **Random numbers differ**, so runs with the same seed take different paths. Workloads are compared by their median over seeds.\n- **The R package ran on the first machine only.** Speed-ups against R are like for like for the first machine's builds; for the second machine's they also contain the difference between the two machines, which the port's own builds on both show (the Ryzen 7 5800X runs four of the five toy workloads 1.3 to 1.8 times as fast as the Xeon w5-2455X, and the 1,000-region one a little slower).\n- **The two cards are far apart.** The T400 is a small card with 4 GB, the RTX 3060 a mid-range one with 12 GB and many times the cores and memory bandwidth; both, like most consumer cards, are slow in double precision. The device study measures float32 and float64 separately, on each machine." }, { "cell_type": "code", "execution_count": 1, "id": "0e997b4e", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:12.116266Z", "iopub.status.busy": "2026-10-15T16:02:12.116157Z", "iopub.status.idle": "2026-10-15T16:02:13.217822Z", "shell.execute_reply": "2026-10-15T16:02:13.217347Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "import torch\n", "from IPython.display import Markdown, display\n", "import matplotlib.pyplot as plt\n", "from matplotlib import patches as mpatches\n", "from matplotlib.lines import Line2D\n", "from figure_style import figures, titled\n", "\n", "show = figures(\"benchmarks\")\n", "\n", "blue, grey = \"#2a78d6\", \"#adb5bd\"\n", "\n", "# The first machine ran everything, R included; builds measured on another machine carry its name\n", "# in parentheses (`--machine` of the benchmark scripts). In the figures and tables each build is named\n", "# after what it ran on: the CPU for R and the cpu builds, the card for the cuda builds.\n", "first_machine = \"Xeon w5-2455X, T400\"\n", "other_machines = [\"5800X, RTX 3060\"]\n", "machines = [first_machine, *other_machines]\n", "hardware = {\n", " \"Xeon w5-2455X, T400\": {\"cpu\": \"Xeon w5-2455X\", \"cuda\": \"T400\"},\n", " \"5800X, RTX 3060\": {\"cpu\": \"Ryzen 7 5800X\", \"cuda\": \"RTX 3060\"},\n", "}\n", "\n", "\n", "def label(build):\n", " \"\"\"`psp-torch 0.1.0 cuda (5800X, RTX 3060)` -> `psp-torch 0.1.0 cuda on RTX 3060`.\"\"\"\n", " machine = next((m for m in other_machines if build.endswith(f\" ({m})\")), first_machine)\n", " base = build.removesuffix(f\" ({machine})\")\n", " return f\"{base} on {hardware[machine]['cuda' if ' cuda' in base else 'cpu']}\"\n", "\n", "\n", "def machine_name(machine):\n", " return f\"{hardware[machine]['cpu']} + {hardware[machine]['cuda']}\"\n", "\n", "\n", "def machine_of(build):\n", " return next(m for m in machines if build.split(\" on \")[-1] in hardware[m].values())\n", "\n", "\n", "def setup(build):\n", " \"\"\"The build without where it ran: `psp-torch 0.1.0 cpu float64`.\"\"\"\n", " return build.split(\" on \")[0]\n", "\n", "\n", "results = Path(\"../benchmarks/results\")\n", "\n", "\n", "def read(name):\n", " d = pd.read_csv(results / f\"{name}.csv\")\n", " return d.assign(build=d.build.map(label)) if \"build\" in d else d\n", "\n", "\n", "workloads = read(\"workloads\")\n", "builds = list(dict.fromkeys(workloads.build))\n", "r_build = next(b for b in builds if not b.startswith(\"psp-torch\"))\n", "torch_builds = [b for b in builds if b.startswith(\"psp-torch\")]\n", "palette = [\"#6c757d\", \"#2a78d6\", \"#eb6834\", \"#1baf7a\", \"#eda100\", \"#4a3aa7\", \"#e34f8c\", \"#3fb5c4\", \"#8a6d3b\"]\n", "build_colours = dict(zip(builds, palette))\n", "build_markers = dict(zip(builds, \"osD^vP*Xh\"))\n" ] }, { "cell_type": "markdown", "id": "cc95ac6e", "metadata": {}, "source": "## Time per run\n\nEach workload ran 3 to 10 times with different seeds; dots show the median wall-clock time of one complete `PSP()` run. The speed-up columns divide R's time on the first machine by each build's. The cheap toy models make each package's own overhead visible: with the test-suite model, most of the time is the model itself." }, { "cell_type": "code", "execution_count": 2, "id": "941929f0", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:13.219372Z", "iopub.status.busy": "2026-10-15T16:02:13.219262Z", "iopub.status.idle": "2026-10-15T16:02:13.952423Z", "shell.execute_reply": "2026-10-15T16:02:13.951983Z" } }, "outputs": [ { "data": { "image/png": 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300 regions, saving0.8601.2681.1902.1170.7330.6991.2110.7×0.7×0.4×1.2×1.2×0.7×
1,000 regions1.9500.7590.4227.8960.9060.1232.3972.6×4.6×0.2×2.2×15.9×0.8×
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" ], "text/plain": [ "build psp 1.0.6 (R) on Xeon w5-2455X \\\n", "Test-suite model 0.335 \n", "100 regions 0.010 \n", "300 regions 0.250 \n", "300 regions, saving 0.860 \n", "1,000 regions 1.950 \n", "\n", "build psp-torch 0.1.0 cpu on Xeon w5-2455X \\\n", "Test-suite model 0.040 \n", "100 regions 0.030 \n", "300 regions 0.086 \n", "300 regions, saving 1.268 \n", "1,000 regions 0.759 \n", "\n", "build psp-torch 0.1.0 cuda on T400 \\\n", "Test-suite model 0.123 \n", "100 regions 0.078 \n", "300 regions 0.150 \n", "300 regions, saving 1.190 \n", "1,000 regions 0.422 \n", "\n", "build psp-torch 0.1.0 cpu rowwise on Xeon w5-2455X \\\n", "Test-suite model 0.105 \n", "100 regions 0.106 \n", "300 regions 1.104 \n", "300 regions, saving 2.117 \n", "1,000 regions 7.896 \n", "\n", "build psp-torch 0.1.0 cpu on Ryzen 7 5800X \\\n", "Test-suite model 0.024 \n", "100 regions 0.017 \n", "300 regions 0.066 \n", "300 regions, saving 0.733 \n", "1,000 regions 0.906 \n", "\n", "build psp-torch 0.1.0 cuda on RTX 3060 \\\n", "Test-suite model 0.060 \n", "100 regions 0.036 \n", "300 regions 0.048 \n", "300 regions, saving 0.699 \n", "1,000 regions 0.123 \n", "\n", "build psp-torch 0.1.0 cpu rowwise on Ryzen 7 5800X \\\n", "Test-suite model 0.065 \n", "100 regions 0.064 \n", "300 regions 0.556 \n", "300 regions, saving 1.211 \n", "1,000 regions 2.397 \n", "\n", "build speed-up, cpu on Xeon w5-2455X speed-up, cuda on T400 \\\n", "Test-suite model 8.4× 2.7× \n", "100 regions 0.3× 0.1× \n", "300 regions 2.9× 1.7× \n", "300 regions, saving 0.7× 0.7× \n", "1,000 regions 2.6× 4.6× \n", "\n", "build speed-up, cpu rowwise on Xeon w5-2455X \\\n", "Test-suite model 3.2× \n", "100 regions 0.1× \n", "300 regions 0.2× \n", "300 regions, saving 0.4× \n", "1,000 regions 0.2× \n", "\n", "build speed-up, cpu on Ryzen 7 5800X speed-up, cuda on RTX 3060 \\\n", "Test-suite model 13.9× 5.6× \n", "100 regions 0.6× 0.3× \n", "300 regions 3.8× 5.3× \n", "300 regions, saving 1.2× 1.2× \n", "1,000 regions 2.2× 15.9× \n", "\n", "build speed-up, cpu rowwise on Ryzen 7 5800X \n", "Test-suite model 5.2× \n", "100 regions 0.2× \n", "300 regions 0.4× \n", "300 regions, saving 0.7× \n", "1,000 regions 0.8× " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "order = list(dict.fromkeys(workloads.workload))\n", "details = {\n", " \"test model, pop 10\": (\"Test-suite model\", \"100 regions, 5 parameters, population 10\"),\n", " \"100 regions, pop 20, cap 1500\": (\"100 regions\", \"cheap model, population 20, cap 1,500\"),\n", " \"300 regions, 100 iterations\": (\"300 regions\", \"cheap model, 100 iterations\"),\n", " \"300 regions, 100 iterations, save\": (\"300 regions, saving\", \"the same with save = True\"),\n", " \"1000 regions, 100 iterations\": (\"1,000 regions\", \"cheap model, 100 iterations\"),\n", "}\n", "median = workloads.groupby([\"workload\", \"build\"]).seconds.median().unstack()[builds].loc[order]\n", "fig, ax = plt.subplots(figsize=(7, 4.6))\n", "ys = np.arange(len(order))[::-1]\n", "for y, w in zip(ys, order):\n", " row = median.loc[w]\n", " ax.plot([row.min(), row.max()], [y, y], color=\"#dee2e6\", linewidth=2, zorder=1)\n", " for b in builds:\n", " ax.plot(row[b], y, build_markers[b], markersize=8, color=build_colours[b], markeredgecolor=\"white\", zorder=2)\n", "ax.set_xscale(\"log\")\n", "ax.set_yticks(ys, [f\"{details[w][0]}\\n{details[w][1]}\" for w in order], fontsize=10)\n", "ax.xaxis.set_major_formatter(lambda v, _: f\"{v:g} s\")\n", "ax.grid(axis=\"y\", visible=False)\n", "handles = [Line2D([], [], marker=build_markers[b], linestyle=\"\", markersize=8, color=build_colours[b], label=b)\n", " for b in builds]\n", "ax.legend(handles=handles, loc=\"upper center\", bbox_to_anchor=(0.5, -0.08), ncol=2)\n", "titled(ax, \"Median seconds per run, log scale\")\n", "show(fig, \"workloads\")\n", "table = median.copy()\n", "for b in torch_builds:\n", " table[f\"speed-up, {b.replace('psp-torch 0.1.0 ', '')}\"] = (median[r_build] / median[b]).map(lambda x: f\"{x:.1f}×\")\n", "table.index = [details[w][0] for w in order]\n", "table.round(3)" ] }, { "cell_type": "markdown", "id": "f83439c1", "metadata": {}, "source": "These are whole runs: the time from calling `PSP()` to getting its result back, including every model evaluation. They are short because the workloads are small and the models cost microseconds. Per workload, the median number of iterations and evaluations a run took, and what that makes one evaluation cost in each build:" }, { "cell_type": "code", "execution_count": 3, "id": "b0e14c5a", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:13.953343Z", "iopub.status.busy": "2026-10-15T16:02:13.953239Z", "iopub.status.idle": "2026-10-15T16:02:13.966684Z", "shell.execute_reply": "2026-10-15T16:02:13.966277Z" } }, "outputs": [ { "data": { "text/html": [ "
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Median iterationsMedian evaluationsµs per evaluation, psp 1.0.6 (R) on Xeon w5-2455Xµs per evaluation, psp-torch 0.1.0 cpu on Xeon w5-2455Xµs per evaluation, psp-torch 0.1.0 cuda on T400µs per evaluation, psp-torch 0.1.0 cpu rowwise on Xeon w5-2455Xµs per evaluation, psp-torch 0.1.0 cpu on Ryzen 7 5800Xµs per evaluation, psp-torch 0.1.0 cuda on RTX 3060µs per evaluation, psp-torch 0.1.0 cpu rowwise on Ryzen 7 5800X
Test-suite model1361,756190.721.867.757.413.133.135.2
100 regions782,2354.513.635.147.47.516.228.6
300 regions10024,20210.33.66.246.72.82.023.5
300 regions, saving10024,20235.553.649.589.631.029.151.2
1,000 regions10082,09823.89.35.296.611.11.529.3
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" ], "text/plain": [ " Median iterations Median evaluations \\\n", "Test-suite model 136 1,756 \n", "100 regions 78 2,235 \n", "300 regions 100 24,202 \n", "300 regions, saving 100 24,202 \n", "1,000 regions 100 82,098 \n", "\n", " µs per evaluation, psp 1.0.6 (R) on Xeon w5-2455X \\\n", "Test-suite model 190.7 \n", "100 regions 4.5 \n", "300 regions 10.3 \n", "300 regions, saving 35.5 \n", "1,000 regions 23.8 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cpu on Xeon w5-2455X \\\n", "Test-suite model 21.8 \n", "100 regions 13.6 \n", "300 regions 3.6 \n", "300 regions, saving 53.6 \n", "1,000 regions 9.3 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cuda on T400 \\\n", "Test-suite model 67.7 \n", "100 regions 35.1 \n", "300 regions 6.2 \n", "300 regions, saving 49.5 \n", "1,000 regions 5.2 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cpu rowwise on Xeon w5-2455X \\\n", "Test-suite model 57.4 \n", "100 regions 47.4 \n", "300 regions 46.7 \n", "300 regions, saving 89.6 \n", "1,000 regions 96.6 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cpu on Ryzen 7 5800X \\\n", "Test-suite model 13.1 \n", "100 regions 7.5 \n", "300 regions 2.8 \n", "300 regions, saving 31.0 \n", "1,000 regions 11.1 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cuda on RTX 3060 \\\n", "Test-suite model 33.1 \n", "100 regions 16.2 \n", "300 regions 2.0 \n", "300 regions, saving 29.1 \n", "1,000 regions 1.5 \n", "\n", " µs per evaluation, psp-torch 0.1.0 cpu rowwise on Ryzen 7 5800X \n", "Test-suite model 35.2 \n", "100 regions 28.6 \n", "300 regions 23.5 \n", "300 regions, saving 51.2 \n", "1,000 regions 29.3 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "size = workloads.groupby([\"workload\", \"build\"]).agg(iterations=(\"iterations\", \"median\"), evaluations=(\"evaluations\", \"median\"), seconds=(\"seconds\", \"median\"))\n", "per_evaluation = (1e6 * size.seconds / size.evaluations).unstack()[builds].loc[order]\n", "context = pd.DataFrame({\n", " \"Median iterations\": size.iterations.unstack()[r_build].loc[order].map(lambda v: f\"{v:,.0f}\"),\n", " \"Median evaluations\": size.evaluations.unstack()[r_build].loc[order].map(lambda v: f\"{v:,.0f}\"),\n", " **{f\"µs per evaluation, {b}\": per_evaluation[b].round(1) for b in builds},\n", "})\n", "context.index = [details[w][0] for w in order]\n", "context" ] }, { "cell_type": "markdown", "id": "bef5ca9d", "metadata": {}, "source": "To see one for yourself, this cell runs the 100-region workload once, here and now, and times the whole call:" }, { "cell_type": "code", "execution_count": 4, "id": "a1926dcd", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:13.967498Z", "iopub.status.busy": "2026-10-15T16:02:13.967400Z", "iopub.status.idle": "2026-10-15T16:02:13.995803Z", "shell.execute_reply": "2026-10-15T16:02:13.995454Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.019 s for the whole run: 100 iterations, 2,200 evaluations, 95 regions, 8.8 µs per evaluation\n" ] } ], "source": [ "import time\n", "\n", "from psp import PSP\n", "from psp.models.voronoi import voronoi_control, voronoi_model\n", "\n", "v = voronoi_model(100, 5)\n", "generator = torch.Generator().manual_seed(1)\n", "start = time.perf_counter()\n", "result = PSP(v.model, v.discretize, voronoi_control(100, 5, 1500, 20), quiet=True, generator=generator)\n", "elapsed = time.perf_counter() - start\n", "print(f\"{elapsed:.3f} s for the whole run: {result.iterations} iterations, {result.evaluations:,} evaluations, \"\n", " f\"{result.patterns} regions, {1e6 * elapsed / result.evaluations:.1f} µs per evaluation\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "847b4ecd", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:13.996758Z", "iopub.status.busy": "2026-10-15T16:02:13.996661Z", "iopub.status.idle": "2026-10-15T16:02:14.000876Z", "shell.execute_reply": "2026-10-15T16:02:14.000540Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/markdown": "\nOn the 100-region workload, the R package filled every region in 5 of 5 runs after a median of 2,235 model evaluations; the port on the CPU of the same machine filled them in 5 of 5 runs after a median of 2,241. The samplers are the same algorithm, so the evaluations they need are alike; the time differs because of what each does around them. That workload is also the one place the R package wins: about 78 iterations of a few microseconds each, a run so short that per-iteration overhead is all there is, and R's own timer only resolves it to 10 ms. The port's cost per iteration is higher (a few hundred microseconds of Python and tensor dispatch) and its cost per evaluation lower, so it pulls ahead as soon as iterations carry more than a handful of parameter sets.\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cpu_build = next(b for b in torch_builds if setup(b).endswith(\"cpu\"))\n", "capped = workloads[workloads.workload == \"100 regions, pop 20, cap 1500\"].groupby(\"build\")\n", "display(Markdown(f\"\"\"\n", "On the 100-region workload, the R package filled every region in {int(capped.filled.sum()[r_build])} of {int(capped.size()[r_build])} runs after a median of {capped.evaluations.median()[r_build]:,.0f} model evaluations; the port on the CPU of the same machine filled them in {int(capped.filled.sum()[cpu_build])} of {int(capped.size()[cpu_build])} runs after a median of {capped.evaluations.median()[cpu_build]:,.0f}. The samplers are the same algorithm, so the evaluations they need are alike; the time differs because of what each does around them. That workload is also the one place the R package wins: about {capped.iterations.median()[r_build]:.0f} iterations of a few microseconds each, a run so short that per-iteration overhead is all there is, and R's own timer only resolves it to 10 ms. The port's cost per iteration is higher (a few hundred microseconds of Python and tensor dispatch) and its cost per evaluation lower, so it pulls ahead as soon as iterations carry more than a handful of parameter sets.\n", "\"\"\"))" ] }, { "cell_type": "markdown", "id": "dcfa47f6", "metadata": {}, "source": "## Where the time goes\n\nTo isolate each package's own cost, this test uses a model that does almost nothing: it returns its parameters, and `discretize` bins them into 1,024 grid cells. The R script times those two functions from a plain R loop and subtracts; the torch script times them one parameter set at a time (`callbacks_us`, the R way) and in one batch per iteration (`batched_us`, the way `PSP()` calls them)." }, { "cell_type": "code", "execution_count": 6, "id": "77e9a6d6", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:14.001877Z", "iopub.status.busy": "2026-10-15T16:02:14.001780Z", "iopub.status.idle": "2026-10-15T16:02:14.413498Z", "shell.execute_reply": "2026-10-15T16:02:14.413099Z" } }, "outputs": [ { "data": { "image/png": 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psp-torch 0.1.0 cuda on RTX 3060136324.01024.00.6428.800.00-28.13
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" ], "text/plain": [ " evaluations patterns total_us \\\n", "build \n", "psp 1.0.6 (R) on Xeon w5-2455X 134468.0 1024.0 2.08 \n", "psp-torch 0.1.0 cpu on Xeon w5-2455X 134724.0 1024.0 0.99 \n", "psp-torch 0.1.0 cuda on T400 136324.0 1024.0 1.20 \n", "psp-torch 0.1.0 cpu on Ryzen 7 5800X 134724.0 1024.0 0.51 \n", "psp-torch 0.1.0 cuda on RTX 3060 136324.0 1024.0 0.64 \n", "\n", " callbacks_us batched_us framework_us \n", "build \n", "psp 1.0.6 (R) on Xeon w5-2455X 2.01 NaN 0.07 \n", "psp-torch 0.1.0 cpu on Xeon w5-2455X 16.24 0.01 -15.37 \n", "psp-torch 0.1.0 cuda on T400 62.60 0.03 -61.44 \n", "psp-torch 0.1.0 cpu on Ryzen 7 5800X 9.72 0.02 -9.22 \n", "psp-torch 0.1.0 cuda on RTX 3060 28.80 0.00 -28.13 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "overhead = read(\"overhead\")\n", "summary = overhead.groupby(\"build\").median(numeric_only=True)\n", "summary = summary.loc[[b for b in builds if b in summary.index]]\n", "fig, ax = plt.subplots(figsize=(7, 1 + 0.5 * len(summary)))\n", "ys = np.arange(len(summary))[::-1]\n", "ax.barh(ys, summary.total_us, color=[build_colours[b] for b in summary.index], height=0.6)\n", "for y, (b, row) in zip(ys, summary.iterrows()):\n", " ax.text(row.total_us * 1.05, y, f\"{row.total_us:.1f} µs\", va=\"center\", fontsize=10.5)\n", "ax.set_xscale(\"log\")\n", "ax.set_yticks(ys, summary.index)\n", "ax.xaxis.set_major_formatter(lambda v, _: f\"{v:g} µs\")\n", "ax.xaxis.set_minor_formatter(plt.NullFormatter())\n", "ticks = [t for t in (0.1, 0.2, 0.5, 1, 2, 5, 10, 20, 50, 100)\n", " if summary.total_us.min() / 1.5 <= t <= summary.total_us.max() * 1.5]\n", "ax.set_xticks(ticks, [f\"{t:g} µs\" for t in ticks])\n", "ax.grid(axis=\"y\", visible=False)\n", "titled(ax, \"Time per evaluation with a near-free model, log scale\",\n", " f\"Median of 3 runs of 150 iterations each, about {summary.patterns.iloc[0]:,.0f} patterns\")\n", "show(fig, \"overhead\")\n", "cols = [c for c in [\"evaluations\", \"patterns\", \"total_us\", \"callbacks_us\", \"batched_us\", \"framework_us\"] if c in summary]\n", "summary[cols].round(2)" ] }, { "cell_type": "markdown", "id": "d107fcdd", "metadata": {}, "source": "`framework_us` is the time per evaluation that is not spent in the two callbacks called one at a time: for R, the package's own bookkeeping; for the port, it is negative, because batching the callbacks saves more than the sampler costs. The port's own cost per iteration is a few hundred microseconds whatever the batch size, so with many patterns filling at once it is spread thin, and with one or two it dominates.\n\n## Saving to disk\n\nWith `save=True`, every evaluation writes its parameters and its model outputs, here 300 values, to csv. Both packages write full precision: the R package the shortest text that reads back as the same double (with `std::to_chars`), the port the same through Python's `repr`." }, { "cell_type": "code", "execution_count": 7, "id": "e8d9a618", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:14.414591Z", "iopub.status.busy": "2026-10-15T16:02:14.414483Z", "iopub.status.idle": "2026-10-15T16:02:14.421512Z", "shell.execute_reply": "2026-10-15T16:02:14.421165Z" } }, "outputs": [ { "data": { "text/html": [ "
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evaluationssave_ustotal_usmb
build
psp 1.0.6 (R) on Xeon w5-2455X24202.025.334.9140.3
psp-torch 0.1.0 cpu on Xeon w5-2455X23640.047.351.7137.0
psp-torch 0.1.0 cuda on T40024035.043.648.8139.3
psp-torch 0.1.0 cpu on Ryzen 7 5800X23640.029.431.0137.0
psp-torch 0.1.0 cuda on RTX 306024035.027.229.2139.3
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" ], "text/plain": [ " evaluations save_us total_us mb\n", "build \n", "psp 1.0.6 (R) on Xeon w5-2455X 24202.0 25.3 34.9 140.3\n", "psp-torch 0.1.0 cpu on Xeon w5-2455X 23640.0 47.3 51.7 137.0\n", "psp-torch 0.1.0 cuda on T400 24035.0 43.6 48.8 139.3\n", "psp-torch 0.1.0 cpu on Ryzen 7 5800X 23640.0 29.4 31.0 137.0\n", "psp-torch 0.1.0 cuda on RTX 3060 24035.0 27.2 29.2 139.3" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "save = read(\"save\").groupby(\"build\").median(numeric_only=True)\n", "save = save.loc[[b for b in builds if b in save.index]]\n", "save[[\"evaluations\", \"save_us\", \"total_us\", \"mb\"]].round(1)" ] }, { "cell_type": "markdown", "id": "8ed1748e", "metadata": {}, "source": "## Finding regions\n\nFaster is only useful if the search still finds the regions. These are 30 runs per build on a 50-region model with 3 parameters, population 10, radius 0.3 and a 500-iteration cap. The samplers are the same algorithm with different random numbers, so they should find about the same number of regions with about the same number of evaluations." }, { "cell_type": "code", "execution_count": 8, "id": "ef4b6598", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:14.422540Z", "iopub.status.busy": "2026-10-15T16:02:14.422434Z", "iopub.status.idle": "2026-10-15T16:02:15.289266Z", "shell.execute_reply": "2026-10-15T16:02:15.288810Z" } }, "outputs": [ { "data": { "image/png": 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8ftq0aS7jjRgxwjTm3Xff7TWfZcuWGVdccYUREhLidf/Yr18/Y9asWT59z1OnThm33Xab21jR0dHGiy++aJSVlRn33Xef6ThvvPGGx2ls2LDBuOGGG4zQ0FCPeYeEhBg33HCDsX37do/x/D1OrQmrck9LSzONMXDgQK859OzZ0+VzoaGhRlpaWpXxevfubURERPh8HBUVFWXccccdxrFjxzxO39/5/be//c10/EcffdTtNCZOnGj6mYULF5qOb/V3nTJlSrWORSUZb7/9drXnVWVWr+Pecvnss8+MNm3auJ3GmDFjvJ7jrF271nSb6OkvKSnJWL16tdf54Y237/fmm28ajRs3dpvHuHHjjAMHDvg0rUBvw3bs2GH07dvX5f1f/epXts0vX6Zp97odiGW2uiiEAAAACGLVKYTo3r276WeeffZZj9PatWuX0atXL79PLK+++mojJyfHY+x//OMfPsVq2rSp8dlnn5m+Z2UhxMaNG41OnTr5/V2TkpKMZcuWuY3rLpcvv/zSSEpK8ho/NDTUmD17tmns8vJyY9y4cX7nLMkYO3asx9/Hm+pM0+wGmF3zvbZuIlvxu1Zwd4Ptwr+EhAS/1xF/ufu+s2bNMpo1a+ZTnk899ZTHadi1vfG0Pbjnnnvcxi0pKbF8fvkzzfqwDAdCMG1DarsQwup5VZ3vYVchxF//+lfjnnvuMa677jpj4sSJxk9/+lPjqaeeMr799lsjLy/Pp9gPP/ywaezbbrvN7WfmzZtn+pmmTZvW6HsCAPznrhDiv//9r8uwm266qcpnMzMzjejo6CrjtGvXznjppZdMY3oqhHA4HMaf/vQnrzfgzP7uuOMOo6CgwG3s48ePGz169PAp1tSpU90ed3oqhHj55Zf9umEtyYiJiTHef/99tzEDVQhhde4/+clPTD+ze/dutzls3brV9DOXX365y7jVOZaSzp7/bd682W0OVhVC/OY3v3E7DX8LIaz+rrVZCGHXOu4pl2effdan+L169TKKi4vdxr9wO+fr35w5c9zOD195+n6PPfaYT3m0adPG2Llzp8fpBHobtmfPHrcPr/zyl7+0ZX75Ok271227l9maqF7bngAAAAg6hmHoH//4h7Zt2+byXkhIiGnf1hXS09M1ZswYbd682e/pfv3115o0aZJpn+GS9P333+vhhx/2Kdbp06c1ZcoUv3Pwx759+zRu3Djt2bPH78+mp6fr8ssv16ZNm/z63C233KL09HSv4zkcDv3iF79QcXGxy3tvv/22fvjhB7+mW5cEer5Xt5sDf1jxu0rSt99+q8cff9ynaWZmZtq+jrhz++2369SpUz6N++yzz+qTTz4xfc/O7Y07M2fONO1ax041nWYwLcOBUB+3IXapjf1cID3xxBN644039MUXX2j27Nl655139Oyzz+rKK69UUlKSHn/8ceXn53uMsW7dOtPhycnJbj/Trl070+GnT5/WwYMHfc4fAGCfESNGqE+fPlWGffbZZzpy5Ijz9RtvvKHCwsIq4zzwwAMu3SL54qmnntKf/vQnt11HefLuu+/q9ttvl2EYLu8ZhqHbbrtNW7du9SnWzJkzNXPmTL+m/8ILL+jXv/61SktL/fpcQUGBbr/9ds2ePduvz1nJjtx/9rOfmX7mgw8+cBvv/fffNx1+9913+5WXJ5mZmbrmmmtcllmr1YVj30B9V3/YtY67s3DhQj311FM+jbt582a9/PLLpu/de++9dWo+VliwYIFefPFFn8Y9evSoJk6c6PZ7BHobVl5erltuuUUnT57063M1YcU07V63rVpma8K/TpsBAAAQFI4fP16lL+68vDzt3LlTmZmZpuP/+te/VteuXd3Gu+WWW6pcHKqQkJCgadOmqUePHoqMjNSmTZv02muvufR3/sMPP+ivf/2rnnzyySrDS0tLNW3aNNMTv/DwcN1zzz0aO3asSktL9c033+j999+39WTNMAzddNNNpjdzw8PDdffdd2vMmDEKCwvTsmXL9Prrr7vkk5eXp0mTJmnHjh2KiIjwaboFBQU+53j06FF9+eWXLoUrs2bNchk3NDRUt99+u0aNGqWEhATl5+fryJEjWrVqlRYuXOjzTWtv5syZI+ns73nttde6vN+kSROXC0SVT7ZqY74H4kKOFb9rSUmJ234kIyMj9fOf/1wjR45UWVmZ5s2bp3feeafWLmgUFhYqJCREU6ZM0ZVXXqkGDRpoxYoVevXVV01zuv/++3XllVcqNja2ynC7tjeeeLvY4s/FqUBNM1iW4UAIxm1Iamqqc9u5bds2/eY3v3EZZ9CgQab9ETds2LDa07VrXtV0PxAo2dnZeuGFF/T555/rq6++UpcuXUzHc1e40Lx5c7exW7Ro4fa9gwcPKiUlxZ9UAQA2eeihh6rciC4rK9O//vUv/fnPf1Z5ebn+9a9/VRk/Ojpa06ZN07vvvuvXdObPn68///nPpu916dJF9913n1JTU3X8+HHNmDFDy5Ytcxnv008/1SuvvKKHHnqoyvD33ntP8+fPN43do0cP3XfffWrXrp3S0tL0n//8R1u3bvXrHGH58uV64oknTN8bOXKkJk+erKSkJJ04cUKzZ892HgdUcDgcuv3227Vv3z6P+0472JX79ddfryZNmigrK6vK+B988IGefvpp0+l99NFHLsMSEhI0ceJEt/nHxcXpJz/5iQYPHqykpCTFx8ertLRUhw4d0vz58/XNN9+43HRPS0vTm2++qQcffNBt3Jqy47jNqu/629/+VlOnTpV0tuB+xYoVLtP63//9X/Xq1ctleM+ePaudv53ruDv+nJ9J0r///W89/vjjCgkJcQ7btm2bduzY4TJuhw4d9LOf/UydOnVSVFSUMjMztX37di1fvlwrV66sVrGHvyq2U0lJSXrwwQfVtWtXnTp1Su+++64WL17sMv6uXbv0/PPP69lnn60yvDa2YQsWLFBJSYnb9+24pmDFNO0+J7Nima0xy9uYAAAAQMC46xrD17/Q0FDjt7/9reFwONxO48svvzT9bM+ePY3Tp0+7jJ+enm60bNnSZfxGjRq59Nv94YcfmsYOCQkxvv76a5fYb775ptvvYkXXGJ988onpuGFhYcb333/vMv7q1auNqKgo08+8/vrrPudS8XfzzTcb77//vjFr1izj9ttvdzvevffe6xK7a9euLuP99re/NZ0nhmEYpaWlxpw5c4wrr7zSGDdunNvx/OGumfKWLVt6/Jzd892sWfsGDRq4zceqbgWs+F1nzpzpdt4sWrTI53npaR3xl6fvW7lp0Qpr1qxx+3u99tprVca1c3vjLXdJRseOHY2//OUvxmeffWa8/fbbxi9/+UsjISHBKCoqsmV++TrNYF6GAyHYtyGB7Cvb7nlV3f1Adbiblq9/KSkpxvHjx01jN2rUyOfv7Es+X3zxheXfHwDgnruuMTIyMozCwkIjISGhyvDmzZsbRUVFxqeffurymWnTphmG4b5ZcXddY7g7vho2bJhLc/gOh8P46U9/ajp+ixYtjPz8/Crj9+nTx3TckSNHuhy3FhUVGSNHjnS7jzLrGsPd+H/7299Mv+vzzz9vOv4jjzziMq7dxz125v7ggw+ajrtmzRqXcZctW2Y67q9+9SvTPJo3b268+uqrRm5ursfvZ9a9S8Vvb8aqrjH+8Ic/uM3J364x7Pqu1cmlMqvOoaxYx93lUvHXqlUr4y9/+YvxxRdfGK+++qqRmprqdtwLu2/5+uuvXcYJDQ01MjIy3M6bI0eOGC+88IKRmJhoa9cYkozOnTsbp06d8nn+JSQkGIWFhVXGr41tWMVfSEiIceONNxpvvfWW8fnnnxsvvfSSMX78eOOhhx6yZX75Ok271207l9maohACAAAgiNWkEOKnP/2psX37dq/TmDx5sunnlyxZ4vYz7vp/+/DDD6uMd8MNN5iOd/PNN7uNPWLECNPPWFEIcd1115mOe9ddd7nN5ze/+Y3pZ0aMGOFzLpKMf//73y7ju7vQMmTIEJdxzfqHfe6559zmXdmJEyd8Gs+b6t4As3u+m93EjI6OdhvbypvINf1dr7/+erfrrzuXX365X+uIv9x931GjRrn9zMMPP2z6mbFjx1YZz87tjafcJRmTJk0y7Y8yOzvbKC8v92MOWT/NYF6GAyHYtyGBLISwe17VRiFEYmKiMXHiROP3v/+98fe//9344IMPjNmzZxuvv/66MXnyZNPfr+LP7OaVw+EwQkJCTMd/66233OZTXl7udjozZsyw/PsDANzzVAhhGIbx+OOPm26rR40a5TJ88+bNhmH4Vwixd+9et/uEbdu2meack5NjxMfHm35m9uzZzvH27dvnNvaWLVtMY2/ZssXtZy4shDh48KDpeIMHD3Y7vx0Oh9G4cWOXzyQmJrqMa+dxj925b9iwwTS+2c3SBx54wHTcTZs2meZhVsTtTrt27VziRkVFGaWlpS7jWlUI8cc//tFtPv4WH9j1XauTS2X+zCs713FPuUgyUlNTXYp5jx075jb2rFmzqow7d+5cl3EiIyON7Oxsr/OouLjYp/G88fT9zB6KMoyz58hxcXGmn6lcnFFb27CKZfO7774znYbZgx2+smKadq/bdi6zNUXXGAAAABep2bNna+jQoerWrZvbcQzD0A8//GD63nPPPee2qbKMjAzT4YsWLdItt9zifL18+XLT8SqPc6HbbrtNS5Yscft+dRmGoYULF/qdz6233qqXXnrJZfjKlStVUFCgmJgYr9MeNWqU7r33Xpfht912m1555RWX4WZdnPTo0cOlj9jnnntOx44d0+jRo9W1a1elpKS4dEMgeW7q2261Nd8D0SS7Fb+rWbOekjR58mS30508ebK+++47PzK1xk033eTxvb///e8uw1etWiWHw6HQ0FDbtzeeJCYmasaMGYqMjHR5Lz4+3qcY/qrpNINlGbZbfd6GWK0293N2iIyM1O7du9WpUye349x3331avXq1rrjiCp0+fdrl/XfeeUf/8z//U6Vbi5CQEEVERJg2M1teXu52Wp7eM1vPAQC154EHHtBLL71UZdv9xz/+UYcOHaoy3qhRo6rVdL67bit69uypSy65xPS9Ro0a6corr9SHH35oGq+i6yl35wddu3ZVjx49TN/r0aOHunTpol27dnnN/fvvvzcdfmH3mxcy2w8eOXJEe/fuVceOHb1O1wp2596nTx/16dNHGzdurDLuRx99pJdeesl5fFheXq5PPvnEJebAgQNNu2eQpMaNG0uSsrKytGDBAu3YsUMHDhxQbm6u8vPzq+R4YfccklRUVKTTp0977KqrJqw89q3r39UXdq7j3vzjH/9w+e4tW7bU2LFj9dlnn7mMf+E5mtl2oqSkRMOGDdO0adPUp08fpaamKikpyeUcPDIy0tbj2kaNGrldV+Pj4zV+/HjT77hixQrn52pzG/bkk09q/Pjxpu81adLEpxj+quk0A3FeW9NltqYohAAAALhIZWVl6b777tOZM2dM+yaXzvalnZ2dbfrevHnz/J7mkSNHnP+XlJTo2LFjpuP17t3bbQx3Fw5qKisrSzk5OX5P093FptLSUh09etSnE6YpU6aYDk9KSjIdnpeX5zJs2rRpLn2QlpSU6NVXX9Wrr74q6ezNncTERHXv3l3Dhw/XVVddpb59+3rNz061Od/tVtPf1dM60r17d7fTdTdv7ObpIrG7nPLy8nT69Gk1a9bM1u2NN3fddZdpkZCdamOa/rJi22S3+rwNsVp9m1ehoaEeiyAqDBo0SNOnT9cNN9zg8l55ebm+++473X777VWGN2rUSKdOnXIZv7i42O10PL1nV0EVAKB62rZtq4kTJ1a5AXNhEYQkPfTQQ9WKf/DgQdPh3s5le/bsaXqTNC0tzfT/yjydH0hn9+e+FEIcOHDAdPjBgwfdfi9Pjhw5ErBjhUDkfvfdd7ssFxkZGVq4cKHGjh0rSfrhhx904sQJl3g/+9nP3E5r165d+sMf/qAvvvjCY3GlJ1lZWbVaHOCr+vBd7VzHPWnSpImuuOIK0/d8PUdLTEzU5Zdf7vLwxLZt2/TII484X0dHR6tTp04aMGCALrvsMk2cONH2Y9pu3bopLCzM7fs9evQwvXFeef7V1jYsLCxMv/jFL/yOXxO1MU1/WbHM1lTwPcIAAAAAr1q0aKE5c+bo22+/1fTp0zV58mS3T1P/7ne/0/r1603fM7sJUBOVn8Z0d8NT8ly13LRpUytTcvJUcewpn8jISLc3M32df+5uMkVHR5sOdzgcLsPGjh2rp556yu3vLJ19Gjg9PV3fffed/vjHP6pfv34aPHiwyxMtgVRb890wDLfvmT0FXB01/V2ru45UPGETaJ5yatiwodsLGhVP+di5vfFm2LBhlk47ENMMhmU4EOrzNsRqtbmfq23XXXed29aPtm/f7jLM3bGGp+2y2ROLFex6AgwAUH2//OUvPb7frl07TZw4sVqx3e1zve0P3L1feX/rbl/kLbav5wi1eUxeU4HIfcqUKWrQoIHL8Pfff9/5/wcffODyfnR0tG699VbT6fz4448aOHCgPv3002oXBkhni1TtYtWxbzB8V1/YuY57cskll7h9gt+fc7Q333xTXbp08TitwsJCbd68WW+99ZbuvPNOtWrVSo8//rit876686/ycXhtbcO6du1q2/VKO6dp93mtVctsTVAIAQAAUA9FR0drwoQJuuKKK3T33Xfrk08+MT0Zl6SysrIqVd+VRUVFWZpX5RNds4sHlXNyx64bTJ7y8Xai5+59X+efu6r68HD/GnB75plntHTpUk2ePNnnpspXr16tUaNGad++fX5Nyyq1Nd89LUfuWmHwV01/V09NTnqaN7V1UcjTdB0Oh9sLXRXf087tjTetW7e2dNqBmGYwLMOBUJ+3IVarzf1cbQsJCVFqaqrpeydPnnQZ5q4IyNNve/z4cbfT9vaULgAg8C677DKPT28/8MADHp9M9sTdPtfb/tbd8UXl/a27c4Tq7ss9TcsKNbnZ7a9A5N6kSRNdd911LsM/++wzFRUVqaioSF988YXL+5MnTzY9ts7Pz9eUKVOUm5trRcq2seLYN1i+qy/sXMc98dQigz/naImJidqwYYNeeukln1uULCoq0gsvvKB77rnH5+n4q7rzr/J2sba2YcF4TUGy/7zWqmW2JurO1QsAAADY6pZbbtH333+vt956y+W9xYsXa9GiRRo1alSV4e6enoyJidGnn37qdw6Vn0Jp1KiRwsPDTYseMjIy1KxZM9MY6enpfk/XF+6+a8U0u3btavreyZMn3Z44eIpZmadWHPx16aWX6tJLL1VpaanWr1+v7du3a+/evTp06JC2b9+ujRs3ulRX5+Tk6H/+53/05ptvWpaHrwIx3yMiIlxOXsvKypSfn2/6lPPixYu9pe2Tmv6u8fHxbteRI0eOuF1H/OkSwkrp6enq06eP6XueckpISJBk7/bGG083iO3izzSDdRkOhPq8DbFabe7n6oKCggLT4WZPIg0YMMC02d2dO3e6jW/WsoQkde7cWQ0bNvQxSwBAID344IO69957XYZHR0dr2rRp1Y7rbv/o7VzW3TFz5XgVx86+ftbX982mVdkdd9zhtkUDTwLZFWOgcr/77rv18ccfVxmWk5Ojb775Rg6HQ2fOnDH9jJmvv/7a7W9z2WWX6frrr1diYqLi4uKcwx944AHt37/f16/hl4iICNPh7loiycrK0tatW32KXde+a03YuY57YuX5WXR0tB599FE9+uijOn78uNasWaNdu3YpLS1N+/fv19q1a00LfWfMmKHf/va3uuSSSyzLpUJ151/l7WJtbcOC4ZqCGSvWbU/qwjUFCiEAAAAuIs8884zef/99036s//rXv7oUQkRFRalbt27asWNHleEFBQVKTk5Wt27dqp1LSEiIevXqZdotx4oVK9SzZ0/Tz9l1gyk6Olpdu3Y1vcmxZMkStzeIlixZYjq8ZcuWatOmjaU5+iMiIkKDBw/W4MGDqwzfs2ePhg8f7tJn6YIFCwKZnlMg5nujRo1UVFTkMu6GDRs0fPjwKsOOHj3qtvWUQAsJCVGPHj1Muy5ZtmyZevfubfq55cuX25yZuWXLlunqq692+56ZDh06OC902bm9CXbBugwHQn3YhgTq4lB928/5IzMz022hQmJiosuwyy+/XL///e9dhq9Zs0YlJSWmT+MuXbrUNP7ll1/uZ7YAgECZOnWqnnjiCZemz6dMmVKj5sb79etnOnzlypUqKytz+xSsu31u5XjuWrHwtI8qKSnR2rVrvaXtMq3KTp06pQkTJvgUo7YEKvexY8cqOTlZaWlpVYZ/8MEHpk26p6amauTIkaax1q1bZzr81ltvdXtM6a640wqNGjUyHb5hwwbT4X//+999bm0kEN81UMfVdq7jtaFly5a6+uqrq5zPG4ahP/3pT3r22Wddxl+4cKEthRB79uzRiRMn1KJFC9P33V1XqHxtJJi3YXayc92u6+gaAwAA4CKSlJSkqVOnmr733XffadOmTS7Dr7rqKtPxn3zySY99yVW2f/9+/fWvf3UZPnr0aNPxX3/9ddMLCNnZ2aYtWljF3UnRK6+84rY5vH/84x+mw8ePHx/QyuePP/7Y9Ib5hTp16mT61P6FhRGBZPd8T05ONh33oYceqvK99+3bp6uuuqpONdV5YXFShX/961+m86agoMDWdcSTt99+23TeGYahf/7zn6afueyyy6q8tnN7E8yCeRmWpLS0NE2YMMHl74EHHrAkfrBvQ9w9yVO5r1urBPN+rjKHw6HnnnvO5z6AH3/8cbfdbo0ZM8ZlWL9+/Uz3lTk5OZo1a5bL8OzsbLct17h7AhQAUPuio6NNt9O//OUvaxR31KhRps2zZ2Zm6r333jP9zKpVq7Ry5UrT9yoX1Q0ePNg0dk5OjtvY7733nnJycnxJXaNHjzZtLWnu3Llui/4uVF5ers8//1zz5s3zaXyrBCr30NBQ3XnnnS7Dv/nmG82ZM8dl+M9+9jO3x0zunsYeOnSo6fAvv/zS1m7Y3B33rlq1Si+//LLztWEYev311/WXv/zF59iB+K6BOq62cx23W1FRkf7v//5P+fn5HscLCQnR5MmTTd+z6/qRw+HQK6+8YvresmXL3BbTVL6uEMzbMDvZuW7XdRRCAAAAXGR+85vfuD0Jf+GFF1yGPfTQQ6Ynk5999pluvPFG7du3z+U9h8OhXbt26ZVXXtG4cePUqVMn05OZadOmmeayYcMG3X333VVOzI4dO6aJEyea9uVtlV/+8pemzcVt3rxZU6ZMqXLiXlBQoJ///OemLVSEhITo17/+tW15mlm4cKH69u2r0aNH69///rcOHjxoOt6cOXNMn0LwpxsBq9k93wcMGGA63Y0bNyo1NVWjRo1S//791blzZ5+KSQLJ3Q20rVu36s4771ReXp5zWGZmpiZPnlxrXWMcP35c1113XZWLVYWFhfrFL37htpWKC/sXtXN7E8yCeRmWpNzcXH333Xcuf+6e6PFXsG9D3HVzs2HDBrfb8uoK5v1cZQ6HQ0899ZTatm2rm2++WbNmzVJmZqbLeOnp6brjjjvcdv3UrVs3DRw40PS9xx9/3HT4ww8/rNWrVztfnzlzRrfffrvL08TS2cITT/3PAwBq3xNPPKE5c+Y4/xYuXOi2dUJfxcbG6r777jN976GHHtLs2bOrDFu3bp1uvPFG08LfcePGVdmXxMXF6eabbzaN/fDDD7vciP/222/18MMP+5x7dHS0HnzwQZfhDodDV199td58803TFiZzc3O1YMECPfzww0pJSdENN9zgtjUmuwQy97vuusvlWkZxcbFL/LCwMNOiiQrunnx/4403qpxXORwOTZ8+3e2DLVbp06ePwsLCTN979NFH1aVLF40ZM0aJiYn6xS9+4baQ1kwgvqu74+rPP//c71ie2LmO262srEy/+c1vlJycrPvvv18LFiyocl2hQm5urp5//nnTGHZeP6rotrXyvFq/fr1uueUW0/EvvfTSKq1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runsregionsevaluationsfilled
build
psp 1.0.6 (R) on Xeon w5-2455X3048.5652.030
psp-torch 0.1.0 cpu on Xeon w5-2455X3049.0611.530
psp-torch 0.1.0 cuda on T4003049.0615.030
psp-torch 0.1.0 cpu on Ryzen 7 5800X3049.0611.530
psp-torch 0.1.0 cuda on RTX 30603049.0615.030
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" ], "text/plain": [ " runs regions evaluations filled\n", "build \n", "psp 1.0.6 (R) on Xeon w5-2455X 30 48.5 652.0 30\n", "psp-torch 0.1.0 cpu on Xeon w5-2455X 30 49.0 611.5 30\n", "psp-torch 0.1.0 cuda on T400 30 49.0 615.0 30\n", "psp-torch 0.1.0 cpu on Ryzen 7 5800X 30 49.0 611.5 30\n", "psp-torch 0.1.0 cuda on RTX 3060 30 49.0 615.0 30" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "discovery = read(\"discovery\")\n", "discovery[\"filled\"] = discovery.filled.astype(str).str.lower().isin([\"true\", \"1\"])\n", "present = [b for b in builds if b in set(discovery.build)]\n", "fig, axes = plt.subplots(1, 2, figsize=(9, 1.4 + 0.9 * len(present)))\n", "for ax, key, title in zip(axes, [\"regions\", \"evaluations\"], [\"Regions found per run, out of 50\", \"Model evaluations per run\"]):\n", " binned = [discovery[discovery.build == b][key] if key == \"regions\"\n", " else (discovery[discovery.build == b][key] / 100).round() * 100 for b in present]\n", " step = min(0.12, 1.6 / max(v.value_counts().max() for v in binned)) # the tallest stack fills 1.6 rows\n", " for i, b in enumerate(present):\n", " d = discovery[discovery.build == b]\n", " values = d[key] if key == \"regions\" else (d[key] / 100).round() * 100\n", " stacks = {}\n", " for v, filled in zip(values, d.filled):\n", " n = stacks.get(v, 0); stacks[v] = n + 1\n", " ax.plot(v, 2 * i + step * n, \"o\", markersize=5, color=build_colours[b] if filled else \"white\",\n", " markeredgecolor=build_colours[b], markeredgewidth=1.2)\n", " ax.set_yticks([2 * i for i in range(len(present))], [f\"{b}\\nmedian {discovery[discovery.build == b][key].median():,.0f}\" for b in present], fontsize=9.5)\n", " ax.set_ylim(-0.5, 2 * len(present) - 0.2)\n", " ax.grid(axis=\"y\", visible=False)\n", " ax.set_title(title, loc=\"left\", fontsize=11)\n", "axes[1].xaxis.set_major_formatter(lambda v, _: f\"{v:,.0f}\")\n", "fig.suptitle(\"One dot per seed; hollow dots hit the 500-iteration cap without filling every region\", x=0.02, ha=\"left\",\n", " fontsize=11, color=\"#6c757d\", fontweight=\"normal\")\n", "fig.tight_layout()\n", "show(fig, \"discovery\")\n", "discovery.groupby(\"build\").agg(runs=(\"seed\", \"size\"), regions=(\"regions\", \"median\"), evaluations=(\"evaluations\", \"median\"),\n", " filled=(\"filled\", \"sum\")).loc[present]" ] }, { "cell_type": "markdown", "id": "049cde97", "metadata": {}, "source": "PSP never guarantees finding every region. It only finds regions it can reach before every found region is full. The settings below change that, measured on the same model with 30 seeds each:" }, { "cell_type": "code", "execution_count": 9, "id": "228d1c3a", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:15.290495Z", "iopub.status.busy": "2026-10-15T16:02:15.290376Z", "iopub.status.idle": "2026-10-15T16:02:15.303922Z", "shell.execute_reply": "2026-10-15T16:02:15.303481Z" } }, "outputs": [ { "data": { "text/html": [ "
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Regions found per runRuns that found all 50Median evaluations
Settings
1 start, population 10, radius 0.346–50, median 496 of 30612
10 random starts, population 1043–50, median 4910 of 30620
1 start, population 3049–50, median 5029 of 301,728
1 start, population 10, radius 0.549–50, median 5026 of 30726
10 random starts, population 3050–50, median 5030 of 301,750
3 pooled runs of 10 starts, population 1050–50, median 5030 of 301,862
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" ], "text/plain": [ " Regions found per run \\\n", "Settings \n", "1 start, population 10, radius 0.3 46–50, median 49 \n", "10 random starts, population 10 43–50, median 49 \n", "1 start, population 30 49–50, median 50 \n", "1 start, population 10, radius 0.5 49–50, median 50 \n", "10 random starts, population 30 50–50, median 50 \n", "3 pooled runs of 10 starts, population 10 50–50, median 50 \n", "\n", " Runs that found all 50 \\\n", "Settings \n", "1 start, population 10, radius 0.3 6 of 30 \n", "10 random starts, population 10 10 of 30 \n", "1 start, population 30 29 of 30 \n", "1 start, population 10, radius 0.5 26 of 30 \n", "10 random starts, population 30 30 of 30 \n", "3 pooled runs of 10 starts, population 10 30 of 30 \n", "\n", " Median evaluations \n", "Settings \n", "1 start, population 10, radius 0.3 612 \n", "10 random starts, population 10 620 \n", "1 start, population 30 1,728 \n", "1 start, population 10, radius 0.5 726 \n", "10 random starts, population 30 1,750 \n", "3 pooled runs of 10 starts, population 10 1,862 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "settings = read(\"settings\")\n", "settings[\"filled\"] = settings.filled.astype(str).str.lower().isin([\"true\", \"1\"])\n", "settings = settings[settings.build == cpu_build]\n", "order = list(dict.fromkeys(settings.setting))\n", "table = settings.groupby(\"setting\").agg(\n", " lo=(\"regions\", \"min\"), hi=(\"regions\", \"max\"), median=(\"regions\", \"median\"),\n", " all_50=(\"regions\", lambda r: int((r == 50).sum())), runs=(\"seed\", \"size\"), evaluations=(\"evaluations\", \"median\"),\n", ").loc[order]\n", "pd.DataFrame({\n", " \"Settings\": order,\n", " \"Regions found per run\": [f\"{int(r.lo)}–{int(r.hi)}, median {r['median']:.0f}\" for _, r in table.iterrows()],\n", " \"Runs that found all 50\": [f\"{int(r.all_50)} of {int(r.runs)}\" for _, r in table.iterrows()],\n", " \"Median evaluations\": [f\"{r.evaluations:,.0f}\" for _, r in table.iterrows()],\n", "}).set_index(\"Settings\")" ] }, { "cell_type": "markdown", "id": "93a2c3e3", "metadata": {}, "source": "Raising `population` helps most. A larger `radius` is cheaper, but in a real model it can jump over small regions. Pooling independent runs is a useful completeness check: if a second run finds a pattern the first missed, the first wasn't complete. The [tutorial](tutorial.ipynb) shows how.\n\n## When is the GPU worth it?\n\nTwo things decide whether a run gains from the GPU: how much work one call of `model` does, and how many parameter sets each call receives, which in a PSP run is the number of patterns still filling. `devices.py` measures both. First, `model` and `discretize` alone, for batches of 1 to 4,096 parameter sets, with three models: a near-free one (it returns its parameters), the Voronoi model with 1,000 centres (a `(n, 1000)` distance matrix per call), and ALCOVE with 30 simulated learners (256 sequential trials of a small network per call)." }, { "cell_type": "code", "execution_count": 10, "id": "0f5c3445", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:15.304827Z", "iopub.status.busy": "2026-10-15T16:02:15.304721Z", "iopub.status.idle": "2026-10-15T16:02:16.961389Z", "shell.execute_reply": "2026-10-15T16:02:16.960863Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 839, "width": 1078 } }, "output_type": "display_data" } ], "source": [ "devices = read(\"devices\")\n", "calls = devices[devices.kind == \"model\"]\n", "models = list(dict.fromkeys(calls.model))\n", "device_machines = [m for m in machines if m in set(devices.machine)]\n", "styles = {(\"cpu\", \"float64\"): (\"#6c757d\", \"-\"), (\"cpu\", \"float32\"): (\"#6c757d\", \"--\"),\n", " (\"cuda\", \"float64\"): (\"#2a78d6\", \"-\"), (\"cuda\", \"float32\"): (\"#2a78d6\", \"--\")}\n", "fig, grid = plt.subplots(len(device_machines), len(models), figsize=(10, 0.5 + 3.6 * len(device_machines)),\n", " sharey=\"col\", squeeze=False)\n", "for row, machine in zip(grid, device_machines):\n", " for ax, m in zip(row, models):\n", " for (dev, dt), (colour, style) in styles.items():\n", " d = calls[(calls.machine == machine) & (calls.model == m) & (calls.device == dev) & (calls.dtype == dt)].sort_values(\"batch\")\n", " if len(d):\n", " ax.plot(d.batch, d.seconds, style, color=colour, linewidth=2, marker=\"o\", markersize=4, label=f\"{dev} {dt}\")\n", " ax.set_xscale(\"log\", base=2); ax.set_yscale(\"log\")\n", " ax.set_title(f\"{m}\\n{machine_name(machine)}\", loc=\"center\", fontsize=11)\n", " ax.xaxis.set_major_formatter(lambda v, _: f\"{v:g}\")\n", " ax.yaxis.set_major_formatter(lambda v, _: f\"{v:g} s\" if v >= 1 else f\"{v * 1000:g} ms\" if v >= 1e-3 else f\"{v * 1e6:g} µs\")\n", " row[0].set_ylabel(\"seconds per call\")\n", "for ax in grid[-1]:\n", " ax.set_xlabel(\"parameter sets per call\")\n", "fig.legend(*grid[0, 0].get_legend_handles_labels(), loc=\"lower center\", ncol=4, bbox_to_anchor=(0.5, 0))\n", "fig.suptitle(\"Seconds per call of model and discretize, by batch size\", x=0.02, ha=\"left\", fontweight=\"bold\")\n", "fig.tight_layout(rect=(0, 0.05, 1, 0.96))\n", "show(fig, \"devices\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "0e5bf6e3", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:16.963032Z", "iopub.status.busy": "2026-10-15T16:02:16.962913Z", "iopub.status.idle": "2026-10-15T16:02:16.996360Z", "shell.execute_reply": "2026-10-15T16:02:16.995940Z" } }, "outputs": [ { "data": { "text/html": [ "
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GPU faster from batchspeed-up at largest batch
machinemodeldtype
Xeon w5-2455X + T400near-freefloat3210243.1×
float6410241.8×
voronoi 1000float3242.8×
float6442.0×
alcovefloat32640.9×
float64640.7×
Ryzen 7 5800X + RTX 3060near-freefloat3240961.1×
float6440961.1×
voronoi 1000float326420.7×
float646416.8×
alcovefloat32644.1×
float64642.1×
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" ], "text/plain": [ " GPU faster from batch \\\n", "machine model dtype \n", "Xeon w5-2455X + T400 near-free float32 1024 \n", " float64 1024 \n", " voronoi 1000 float32 4 \n", " float64 4 \n", " alcove float32 64 \n", " float64 64 \n", "Ryzen 7 5800X + RTX 3060 near-free float32 4096 \n", " float64 4096 \n", " voronoi 1000 float32 64 \n", " float64 64 \n", " alcove float32 64 \n", " float64 64 \n", "\n", " speed-up at largest batch \n", "machine model dtype \n", "Xeon w5-2455X + T400 near-free float32 3.1× \n", " float64 1.8× \n", " voronoi 1000 float32 2.8× \n", " float64 2.0× \n", " alcove float32 0.9× \n", " float64 0.7× \n", "Ryzen 7 5800X + RTX 3060 near-free float32 1.1× \n", " float64 1.1× \n", " voronoi 1000 float32 20.7× \n", " float64 16.8× \n", " alcove float32 4.1× \n", " float64 2.1× " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def call_times(machine, m, dev, dt):\n", " return calls[(calls.machine == machine) & (calls.model == m) & (calls.device == dev) & (calls.dtype == dt)].set_index(\"batch\").seconds\n", "\n", "\n", "rows = []\n", "for machine in device_machines:\n", " for m in models:\n", " for dt in (\"float32\", \"float64\"):\n", " cpu, gpu = call_times(machine, m, \"cpu\", dt), call_times(machine, m, \"cuda\", dt)\n", " if len(gpu) == 0:\n", " continue\n", " common = cpu.index.intersection(gpu.index)\n", " faster = [b for b in common if gpu[b] < cpu[b]]\n", " rows.append({\"machine\": machine_name(machine), \"model\": m, \"dtype\": dt, \"GPU faster from batch\": min(faster) if faster else \"never\",\n", " \"speed-up at largest batch\": f\"{cpu[common.max()] / gpu[common.max()]:.1f}×\"})\n", "crossover = pd.DataFrame(rows).set_index([\"machine\", \"model\", \"dtype\"])\n", "crossover" ] }, { "cell_type": "markdown", "id": "a3912cbb", "metadata": {}, "source": "Then whole runs of `PSP()` on the same models. The batch size of a run is set here by the number of starting points, with a population that keeps every pattern filling, so the search proposes about as many parameter sets per iteration as it has starts:" }, { "cell_type": "code", "execution_count": 12, "id": "d4689d48", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:16.997282Z", "iopub.status.busy": "2026-10-15T16:02:16.997182Z", "iopub.status.idle": "2026-10-15T16:02:17.010393Z", "shell.execute_reply": "2026-10-15T16:02:17.010002Z" } }, "outputs": [ { "data": { "text/html": [ "
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machineXeon w5-2455X + T400Ryzen 7 5800X + RTX 3060
devicecpucudacpucuda
dtypefloat32float64float32float64float32float64float32float64
modelbatch
alcove11.7121.6423.7763.8801.1231.2922.1632.221
162.3512.3763.9324.0681.3501.2792.2692.270
near-free10.0090.0100.0370.0380.0070.0060.0180.018
160.0150.0160.0410.0430.0100.0100.0220.022
2560.0300.0320.0520.0550.0200.0220.0290.029
voronoi 100010.0210.0240.0400.0420.0110.0100.0210.020
160.0650.0780.0570.0710.0220.0260.0250.028
2560.2570.3020.1120.1910.1280.3920.0390.056
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" ], "text/plain": [ "machine Xeon w5-2455X + T400 \\\n", "device cpu cuda \n", "dtype float32 float64 float32 float64 \n", "model batch \n", "alcove 1 1.712 1.642 3.776 3.880 \n", " 16 2.351 2.376 3.932 4.068 \n", "near-free 1 0.009 0.010 0.037 0.038 \n", " 16 0.015 0.016 0.041 0.043 \n", " 256 0.030 0.032 0.052 0.055 \n", "voronoi 1000 1 0.021 0.024 0.040 0.042 \n", " 16 0.065 0.078 0.057 0.071 \n", " 256 0.257 0.302 0.112 0.191 \n", "\n", "machine Ryzen 7 5800X + RTX 3060 \n", "device cpu cuda \n", "dtype float32 float64 float32 float64 \n", "model batch \n", "alcove 1 1.123 1.292 2.163 2.221 \n", " 16 1.350 1.279 2.269 2.270 \n", "near-free 1 0.007 0.006 0.018 0.018 \n", " 16 0.010 0.010 0.022 0.022 \n", " 256 0.020 0.022 0.029 0.029 \n", "voronoi 1000 1 0.011 0.010 0.021 0.020 \n", " 16 0.022 0.026 0.025 0.028 \n", " 256 0.128 0.392 0.039 0.056 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "runs = devices[devices.kind == \"psp\"].copy()\n", "runs[\"per_evaluation_us\"] = 1e6 * runs.seconds / runs.evaluations\n", "pivot = runs.pivot_table(index=[\"model\", \"batch\"], columns=[\"machine\", \"device\", \"dtype\"], values=\"seconds\")[device_machines].rename(columns=machine_name, level=\"machine\")\n", "pivot.round(3)" ] }, { "cell_type": "code", "execution_count": 13, "id": "56d72bfa", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:17.011432Z", "iopub.status.busy": "2026-10-15T16:02:17.011333Z", "iopub.status.idle": "2026-10-15T16:02:17.044850Z", "shell.execute_reply": "2026-10-15T16:02:17.044551Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/markdown": "\nWhat the numbers say on the two machines:\n\n- **near-free**: the GPU is on the Xeon w5-2455X + T400 machine at best 3.1× the CPU in float32 (at 4,096 parameter sets per call) and 1.8× in float64 (at 4,096); on the Ryzen 7 5800X + RTX 3060 machine at best 1.1× the CPU in float32 (at 4,096 parameter sets per call) and 1.1× in float64 (at 4,096).\n- **voronoi 1000**: the GPU is on the Xeon w5-2455X + T400 machine at best 2.8× the CPU in float32 (at 4,096 parameter sets per call) and 2.0× in float64 (at 4,096); on the Ryzen 7 5800X + RTX 3060 machine at best 20.7× the CPU in float32 (at 4,096 parameter sets per call) and 16.8× in float64 (at 4,096).\n- **alcove**: the GPU is on the Xeon w5-2455X + T400 machine at best 2.3× the CPU in float32 (at 256 parameter sets per call) and 1.4× in float64 (at 256); on the Ryzen 7 5800X + RTX 3060 machine at best 4.1× the CPU in float32 (at 4,096 parameter sets per call) and 2.1× in float64 (at 1,024).\n\n- **A model that costs microseconds never gains in a run.** A single call of the near-free model does win once the batch is in the thousands, but a PSP run never proposes that many at once, and every iteration costs a handful of kernel launches and a copy of the patterns back to the CPU, about as much as a whole iteration costs on the CPU. Its runs are slower on the GPU at every batch size, on either card.\n- **A model that does real tensor work per parameter set gains once each call carries enough of them**, here from a handful of parameter sets on the T400 and a few dozen on the RTX 3060 (whose CPU is also faster) for the Voronoi model, which is one `(n, 1000)` distance matrix per call. The gain grows with the batch, and with the card: the RTX 3060 has many times the T400's cores and memory bandwidth, so at large batches its lead over its CPU is far larger than the T400's.\n- **A sequential model gains less than its size suggests.** ALCOVE is 256 small steps in a row; each step is a few kernels whatever the batch, so the GPU only pulls ahead once the batch is in the dozens to hundreds. On the T400 the gain peaks around 2× before the card itself becomes the limit; the RTX 3060 keeps gaining up to the largest batch. In float64 the gain is smaller on both: consumer cards run double precision at a small fraction of their float32 rate.\n- **A PSP run is only as batched as its iterations.** The batch is the number of patterns still filling: few at the start, more in the middle, and a few stubborn regions at the end. The ALCOVE runs above, with 1 and 16 starting points, propose too few parameter sets per iteration to gain (on the Xeon w5-2455X + T400 machine 2.4 s on the CPU against 3.9 s on the GPU in float32; on the Ryzen 7 5800X + RTX 3060 machine 1.3 s on the CPU against 2.3 s on the GPU in float32). A run gains when its middle is wide: many patterns, large populations, and a model that costs milliseconds per batch on the CPU.\n\nSo: start on the CPU, where the port already batches the model and beats the R package by the margins above. Move to the GPU when a single call of your model with the batch sizes your run actually produces is faster there (`devices.py` is a template for that measurement), use float32 if the model allows it, and expect a larger card to move every crossover to the left, as the RTX 3060 does against the T400.\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def best_gain(machine, m, dt):\n", " \"\"\"Largest CPU/GPU ratio for one model and dtype over the measured batch sizes, and where.\"\"\"\n", " ratio = (call_times(machine, m, \"cpu\", dt) / call_times(machine, m, \"cuda\", dt)).dropna()\n", " return ratio.max(), int(ratio.idxmax())\n", "\n", "\n", "lines = []\n", "for m in models:\n", " gains = []\n", " for machine in device_machines:\n", " gain32, at32 = best_gain(machine, m, \"float32\")\n", " gain64, at64 = best_gain(machine, m, \"float64\")\n", " gains.append(f\"on the {machine_name(machine)} machine at best {gain32:.1f}× the CPU in float32 (at {at32:,} parameter sets per call) \"\n", " f\"and {gain64:.1f}× in float64 (at {at64:,})\")\n", " lines.append(f\"- **{m}**: the GPU is \" + \"; \".join(gains) + \".\")\n", "alcove_runs = runs[runs.model == \"alcove\"].pivot_table(index=\"batch\", columns=[\"machine\", \"device\", \"dtype\"], values=\"seconds\")\n", "alcove_16 = \"; \".join(\n", " f\"on the {machine_name(machine)} machine {alcove_runs.loc[16, (machine, 'cpu', 'float64')]:.1f} s on the CPU against \"\n", " f\"{alcove_runs.loc[16, (machine, 'cuda', 'float32')]:.1f} s on the GPU in float32\"\n", " for machine in device_machines)\n", "display(Markdown(f\"\"\"\n", "What the numbers say on the two machines:\n", "\n", "{chr(10).join(lines)}\n", "\n", "- **A model that costs microseconds never gains in a run.** A single call of the near-free model does win once the batch is in the thousands, but a PSP run never proposes that many at once, and every iteration costs a handful of kernel launches and a copy of the patterns back to the CPU, about as much as a whole iteration costs on the CPU. Its runs are slower on the GPU at every batch size, on either card.\n", "- **A model that does real tensor work per parameter set gains once each call carries enough of them**, here from a handful of parameter sets on the T400 and a few dozen on the RTX 3060 (whose CPU is also faster) for the Voronoi model, which is one `(n, 1000)` distance matrix per call. The gain grows with the batch, and with the card: the RTX 3060 has many times the T400's cores and memory bandwidth, so at large batches its lead over its CPU is far larger than the T400's.\n", "- **A sequential model gains less than its size suggests.** ALCOVE is 256 small steps in a row; each step is a few kernels whatever the batch, so the GPU only pulls ahead once the batch is in the dozens to hundreds. On the T400 the gain peaks around 2× before the card itself becomes the limit; the RTX 3060 keeps gaining up to the largest batch. In float64 the gain is smaller on both: consumer cards run double precision at a small fraction of their float32 rate.\n", "- **A PSP run is only as batched as its iterations.** The batch is the number of patterns still filling: few at the start, more in the middle, and a few stubborn regions at the end. The ALCOVE runs above, with 1 and 16 starting points, propose too few parameter sets per iteration to gain ({alcove_16}). A run gains when its middle is wide: many patterns, large populations, and a model that costs milliseconds per batch on the CPU.\n", "\n", "So: start on the CPU, where the port already batches the model and beats the R package by the margins above. Move to the GPU when a single call of your model with the batch sizes your run actually produces is faster there (`devices.py` is a template for that measurement), use float32 if the model allows it, and expect a larger card to move every crossover to the left, as the RTX 3060 does against the T400.\n", "\"\"\"))\n" ] }, { "cell_type": "markdown", "id": "774bd4d9", "metadata": {}, "source": "## ALCOVE on its full parameter space\n\nThe workloads above use toy models. This one is the real thing: the ALCOVE recipe with the learning rates free over their full range (specificity 0 to 20, decision consistency 0 to 6, both learning rates 0 to 1, lower bounds just above 0 because ALCOVE rejects a learning rate of exactly 0), 20 random starting points, radius 0.15, population 50 and a cap of 1,000 iterations, with catlearn's trial order for seed 7624 and 5 simulated learners per type. Each build ran it with seeds 1, 2 and 3. The port's random numbers come from torch's generators, which give the same stream on any machine, so a build run on both machines with the same seed takes the same path: the same evaluations, the same regions, only the time differs. In the curves below, the second machine's lines lie on top of the first machine's. Two runs are left out as outliers: R's seed 1, which stopped after 397 iterations with 6 regions (its 20 starting points landed in 6 regions, no proposal from them reached another, and all 6 filled), and the port's GPU float64 seed 2, which found 61 regions from 21,746 evaluations where every other run found over a hundred, on both machines. Both are the search itself getting stuck early, which the same settings produce on either side now and then; the [tutorial](tutorial.ipynb) shows how repeated runs guard against it. The R package calls catlearn's `slpALCOVE()` once per parameter set; the port calls the batched ALCOVE once per iteration. Both save every evaluation, so the number of distinct orderings found can be followed iteration by iteration.\n\nThe scripts are `benchmarks/alcove_benchmark.py` and `benchmarks/r/alcove_benchmark.R`." }, { "cell_type": "code", "execution_count": 14, "id": "64c88411", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:17.045910Z", "iopub.status.busy": "2026-10-15T16:02:17.045814Z", "iopub.status.idle": "2026-10-15T16:02:17.069507Z", "shell.execute_reply": "2026-10-15T16:02:17.069172Z" } }, "outputs": [ { "data": { "text/html": [ "
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RunsMedian minutes per runRegions found per runOf which NaN patternsEvaluations in NaN patternsMedian evaluationsMedian iterationsRuns that filled every region
psp 1.0.6 (R) on Xeon w5-2455X267.3120–131, median 12616, 67.3%54,8161,0000 of 2
psp-torch 0.1.0 cpu float64 on Xeon w5-2455X33.2107–129, median 1230, 0, 00.0%50,9171,0000 of 3
psp-torch 0.1.0 cuda float32 on T40033.3112–120, median 1140, 0, 00.0%49,0021,0000 of 3
psp-torch 0.1.0 cuda float64 on T40023.2116–117, median 1160, 00.0%50,9681,0000 of 2
psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X31.9107–129, median 1230, 0, 00.0%50,9171,0000 of 3
psp-torch 0.1.0 cuda float32 on RTX 306031.8112–120, median 1140, 0, 00.0%49,0021,0000 of 3
psp-torch 0.1.0 cuda float64 on RTX 306021.9116–117, median 1160, 00.0%50,9681,0000 of 2
\n", "
" ], "text/plain": [ " Runs Median minutes per run \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 2 67.3 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 3 3.2 \n", "psp-torch 0.1.0 cuda float32 on T400 3 3.3 \n", "psp-torch 0.1.0 cuda float64 on T400 2 3.2 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 3 1.9 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 3 1.8 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 2 1.9 \n", "\n", " Regions found per run \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 120–131, median 126 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 107–129, median 123 \n", "psp-torch 0.1.0 cuda float32 on T400 112–120, median 114 \n", "psp-torch 0.1.0 cuda float64 on T400 116–117, median 116 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 107–129, median 123 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 112–120, median 114 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 116–117, median 116 \n", "\n", " Of which NaN patterns \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 16, 6 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 0, 0, 0 \n", "psp-torch 0.1.0 cuda float32 on T400 0, 0, 0 \n", "psp-torch 0.1.0 cuda float64 on T400 0, 0 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 0, 0, 0 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 0, 0, 0 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 0, 0 \n", "\n", " Evaluations in NaN patterns \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 7.3% \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 0.0% \n", "psp-torch 0.1.0 cuda float32 on T400 0.0% \n", "psp-torch 0.1.0 cuda float64 on T400 0.0% \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 0.0% \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 0.0% \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 0.0% \n", "\n", " Median evaluations \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 54,816 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 50,917 \n", "psp-torch 0.1.0 cuda float32 on T400 49,002 \n", "psp-torch 0.1.0 cuda float64 on T400 50,968 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 50,917 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 49,002 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 50,968 \n", "\n", " Median iterations \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 1,000 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 1,000 \n", "psp-torch 0.1.0 cuda float32 on T400 1,000 \n", "psp-torch 0.1.0 cuda float64 on T400 1,000 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 1,000 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 1,000 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 1,000 \n", "\n", " Runs that filled every region \n", "psp 1.0.6 (R) on Xeon w5-2455X 0 of 2 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 0 of 3 \n", "psp-torch 0.1.0 cuda float32 on T400 0 of 3 \n", "psp-torch 0.1.0 cuda float64 on T400 0 of 2 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 0 of 3 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 0 of 3 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 0 of 2 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the outliers of the text; those of the first machine were taken out of the csv files when it was measured\n", "outliers = {(\"psp-torch 0.1.0 cuda float64 on RTX 3060\", 2)}\n", "\n", "\n", "def read_alcove(name):\n", " d = read(name)\n", " return d[[(b, s) not in outliers for b, s in zip(d.build, d.seed)]]\n", "\n", "\n", "alcove = read_alcove(\"alcove\")\n", "alcove[\"filled\"] = alcove.filled.astype(str).str.lower().isin([\"true\", \"1\"])\n", "all_builds = list(dict.fromkeys(alcove.build))\n", "alcove_builds = [b for b in all_builds if not b.startswith(\"psp-torch\")] + [b for b in all_builds if b.startswith(\"psp-torch\")]\n", "alcove_colours = dict(zip(alcove_builds, palette))\n", "table = alcove.groupby(\"build\").agg(\n", " runs=(\"seed\", \"size\"), seconds=(\"seconds\", \"median\"),\n", " regions_min=(\"patterns\", \"min\"), regions_median=(\"patterns\", \"median\"), regions_max=(\"patterns\", \"max\"),\n", " evaluations=(\"evaluations\", \"median\"), iterations=(\"iterations\", \"median\"), filled=(\"filled\", \"sum\"),\n", ").loc[alcove_builds]\n", "found_all = read_alcove(\"alcove_patterns\")\n", "nan_patterns = found_all[found_all.order.isna()].groupby([\"build\", \"seed\"]).size()\n", "nan_share = (found_all[found_all.order.isna()].groupby(\"build\")[\"count\"].sum()\n", " / found_all.groupby(\"build\")[\"count\"].sum()).reindex(alcove_builds).fillna(0)\n", "pd.DataFrame({\n", " \"Runs\": table.runs.astype(int),\n", " \"Median minutes per run\": (table.seconds / 60).round(1),\n", " \"Regions found per run\": [f\"{int(r.regions_min)}–{int(r.regions_max)}, median {r.regions_median:.0f}\" for _, r in table.iterrows()],\n", " \"Of which NaN patterns\": [\", \".join(str(int(nan_patterns.get((b, seed), 0))) for seed in sorted(alcove[alcove.build == b].seed.unique())) for b in alcove_builds],\n", " \"Evaluations in NaN patterns\": [f\"{nan_share[b]:.1%}\" for b in alcove_builds],\n", " \"Median evaluations\": table.evaluations.map(lambda v: f\"{v:,.0f}\"),\n", " \"Median iterations\": table.iterations.map(lambda v: f\"{v:,.0f}\"),\n", " \"Runs that filled every region\": [f\"{int(r.filled)} of {int(r.runs)}\" for _, r in table.iterrows()],\n", "}, index=alcove_builds)" ] }, { "cell_type": "code", "execution_count": 15, "id": "4017c7c9", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:17.070534Z", "iopub.status.busy": "2026-10-15T16:02:17.070436Z", "iopub.status.idle": "2026-10-15T16:02:18.265706Z", "shell.execute_reply": "2026-10-15T16:02:18.265296Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 877, "width": 1253 } }, "output_type": "display_data" } ], "source": [ "curves = read_alcove(\"alcove_discovery\")\n", "fig = plt.figure(figsize=(10, 8.5))\n", "grid = fig.add_gridspec(2, 2, height_ratios=[1, 1.6], hspace=0.45, wspace=0.12)\n", "strips = [fig.add_subplot(grid[0, 0]), fig.add_subplot(grid[0, 1])]\n", "for ax, key, title in zip(strips, [\"patterns\", \"seconds\"], [\"Regions found per run\", \"Seconds per run, log scale\"]):\n", " for i, b in enumerate(alcove_builds):\n", " d = alcove[alcove.build == b]\n", " ax.plot(d[key], [i] * len(d), \"o\", markersize=8, color=alcove_colours[b], markeredgecolor=\"white\", alpha=0.85)\n", " ax.set_yticks(range(len(alcove_builds)), alcove_builds, fontsize=10)\n", " ax.set_ylim(-0.6, len(alcove_builds) - 0.4)\n", " ax.grid(axis=\"y\", visible=False)\n", " ax.set_title(title, loc=\"left\", fontsize=11)\n", "strips[0].margins(x=0.12)\n", "strips[1].set_xscale(\"log\")\n", "ticks = [t for t in [10, 30, 100, 300, 1000, 3000] if alcove.seconds.min() / 1.6 <= t <= alcove.seconds.max() * 1.6]\n", "strips[1].set_xlim(alcove.seconds.min() / 1.6, alcove.seconds.max() * 1.6)\n", "strips[1].set_xticks(ticks, [f\"{t} s\" for t in ticks])\n", "strips[1].xaxis.set_minor_formatter(plt.NullFormatter())\n", "strips[1].set_yticklabels([])\n", "ax = fig.add_subplot(grid[1, :])\n", "for b in alcove_builds:\n", " for k, (seed, d) in enumerate(curves[curves.build == b].groupby(\"seed\")):\n", " ax.step(d.evaluations, d.patterns, where=\"post\", color=alcove_colours[b], linewidth=1.6, alpha=0.8,\n", " label=b if k == 0 else None)\n", "ax.xaxis.set_major_formatter(lambda v, _: f\"{v:,.0f}\")\n", "ax.set_xlabel(\"Model evaluations\")\n", "ax.set_ylabel(\"Distinct orderings found\")\n", "ax.set_title(\"Orderings found over each run, one line per seed\", loc=\"left\", fontsize=11)\n", "ax.legend(loc=\"lower right\")\n", "fig.suptitle(\"ALCOVE, full parameter space: one dot or line per seed\", x=0.02, ha=\"left\", fontweight=\"bold\")\n", "fig.text(0.02, 0.93, \"The same algorithm in R and in torch, with different random numbers; the port on two machines\", color=\"#6c757d\", fontsize=11)\n", "show(fig, \"alcove\")" ] }, { "cell_type": "markdown", "id": "bbdf7d24", "metadata": {}, "source": "Do the builds find the *same* orderings? Pooling the three seeds of each build:" }, { "cell_type": "code", "execution_count": 16, "id": "e18eca8f", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:18.267415Z", "iopub.status.busy": "2026-10-15T16:02:18.267308Z", "iopub.status.idle": "2026-10-15T16:02:18.285194Z", "shell.execute_reply": "2026-10-15T16:02:18.284917Z" } }, "outputs": [ { "data": { "text/html": [ "
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seed 1seed 2seed 3all seeds pooledfound by every buildfound by this build only
psp 1.0.6 (R) on Xeon w5-2455X–1151141211103
psp-torch 0.1.0 cpu float64 on Xeon w5-2455X1231291071411100
psp-torch 0.1.0 cuda float32 on T4001201141121291100
psp-torch 0.1.0 cuda float64 on T400116–1171221100
psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X1231291071411100
psp-torch 0.1.0 cuda float32 on RTX 30601201141121291100
psp-torch 0.1.0 cuda float64 on RTX 3060116–1171221100
\n", "
" ], "text/plain": [ " seed 1 seed 2 seed 3 \\\n", "psp 1.0.6 (R) on Xeon w5-2455X – 115 114 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 123 129 107 \n", "psp-torch 0.1.0 cuda float32 on T400 120 114 112 \n", "psp-torch 0.1.0 cuda float64 on T400 116 – 117 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 123 129 107 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 120 114 112 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 116 – 117 \n", "\n", " all seeds pooled \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 121 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 141 \n", "psp-torch 0.1.0 cuda float32 on T400 129 \n", "psp-torch 0.1.0 cuda float64 on T400 122 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 141 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 129 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 122 \n", "\n", " found by every build \\\n", "psp 1.0.6 (R) on Xeon w5-2455X 110 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 110 \n", "psp-torch 0.1.0 cuda float32 on T400 110 \n", "psp-torch 0.1.0 cuda float64 on T400 110 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 110 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 110 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 110 \n", "\n", " found by this build only \n", "psp 1.0.6 (R) on Xeon w5-2455X 3 \n", "psp-torch 0.1.0 cpu float64 on Xeon w5-2455X 0 \n", "psp-torch 0.1.0 cuda float32 on T400 0 \n", "psp-torch 0.1.0 cuda float64 on T400 0 \n", "psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X 0 \n", "psp-torch 0.1.0 cuda float32 on RTX 3060 0 \n", "psp-torch 0.1.0 cuda float64 on RTX 3060 0 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": "\nAcross all builds and seeds, 151 distinct orderings turned up, and 110 of them were found by every build. The R package and the port on the CPU share 116 orderings: 5 were found by R only and 25 by the port only. The orderings only one build found are the rare ones, each produced by a few parameter sets; with the same algorithm and different random numbers that is what repeated runs look like, and the [recipe](recipe-alcove.html) shows the same picture across trial orders. One difference is systematic: at the lower bound of the specificity with a large association learning rate the weights diverge, catlearn's exponential ratio rule overflows and R gets `NaN` curves, which `pspGlobal()` keeps as one `NaN` region; the port computes the same rule as a numerically stable softmax and gets finite curves and ordinary orderings there. Those parameter sets are 7% of R's evaluations.\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "found = read_alcove(\"alcove_patterns\").dropna(subset=[\"order\"]) # NaN patterns are not orderings\n", "sets = {b: set(found[found.build == b].order) for b in alcove_builds}\n", "everywhere = set.intersection(*sets.values())\n", "anywhere = set.union(*sets.values())\n", "per_seed = found.groupby([\"build\", \"seed\"]).order.nunique().unstack(\"seed\").loc[alcove_builds]\n", "per_seed.columns = [f\"seed {c}\" for c in per_seed.columns]\n", "per_seed = per_seed.map(lambda v: \"–\" if pd.isna(v) else int(v))\n", "overlap = pd.DataFrame({\n", " **per_seed,\n", " \"all seeds pooled\": [len(sets[b]) for b in alcove_builds],\n", " \"found by every build\": [len(sets[b] & everywhere) for b in alcove_builds],\n", " \"found by this build only\": [len(sets[b] - set.union(*(sets[o] for o in alcove_builds if o != b))) for b in alcove_builds],\n", "}, index=alcove_builds)\n", "display(overlap)\n", "r_build_a = next((b for b in alcove_builds if not b.startswith(\"psp-torch\")), None)\n", "cpu_build_a = next((b for b in alcove_builds if setup(b).endswith(\"cpu float64\")), alcove_builds[-1])\n", "if r_build_a is not None:\n", " shared = sets[r_build_a] & sets[cpu_build_a]\n", " display(Markdown(f\"\"\"\n", "Across all builds and seeds, {len(anywhere)} distinct orderings turned up, and {len(everywhere)} of them were found by every build. The R package and the port on the CPU share {len(shared)} orderings: {len(sets[r_build_a] - sets[cpu_build_a])} were found by R only and {len(sets[cpu_build_a] - sets[r_build_a])} by the port only. The orderings only one build found are the rare ones, each produced by a few parameter sets; with the same algorithm and different random numbers that is what repeated runs look like, and the [recipe](recipe-alcove.ipynb) shows the same picture across trial orders. One difference is systematic: at the lower bound of the specificity with a large association learning rate the weights diverge, catlearn's exponential ratio rule overflows and R gets `NaN` curves, which `pspGlobal()` keeps as one `NaN` region; the port computes the same rule as a numerically stable softmax and gets finite curves and ordinary orderings there. Those parameter sets are {nan_share[r_build_a]:.0%} of R's evaluations.\n", "\"\"\"))" ] }, { "cell_type": "code", "execution_count": 17, "id": "2fcac144", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:18.286238Z", "iopub.status.busy": "2026-10-15T16:02:18.286130Z", "iopub.status.idle": "2026-10-15T16:02:18.302187Z", "shell.execute_reply": "2026-10-15T16:02:18.301801Z" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/markdown": "\nWhat the numbers say (R on the first machine throughout):\n\n- **psp-torch 0.1.0 cpu float64 on Xeon w5-2455X**: 3.2 minutes per run against 67.3 for R, 21.3× faster, finding a median of 123 regions against 126.\n- **psp-torch 0.1.0 cuda float32 on T400**: 3.3 minutes per run against 67.3 for R, 20.4× faster, finding a median of 114 regions against 126.\n- **psp-torch 0.1.0 cuda float64 on T400**: 3.2 minutes per run against 67.3 for R, 21.0× faster, finding a median of 116 regions against 126.\n- **psp-torch 0.1.0 cpu float64 on Ryzen 7 5800X**: 1.9 minutes per run against 67.3 for R, 36.2× faster, finding a median of 123 regions against 126.\n- **psp-torch 0.1.0 cuda float32 on RTX 3060**: 1.8 minutes per run against 67.3 for R, 37.5× faster, finding a median of 114 regions against 126.\n- **psp-torch 0.1.0 cuda float64 on RTX 3060**: 1.9 minutes per run against 67.3 for R, 36.3× faster, finding a median of 116 regions against 126.\n\n- With the learning rates free up to 1, ALCOVE produces many more orderings than within the ranges of Pitt et al. (where the recipe found 44), and the search does not fill them all within 1,000 iterations: a long tail of rare orderings keeps the run at the cap. The number of regions a run finds is a property of the sampler and the model, not of the implementation, so R and the port agree within the spread between seeds. R's counts include its NaN patterns (the \"of which\" column): counting orderings only, its runs found 115 and 114.\n- The port's advantage is the batched model: every iteration evaluates all the orderings still filling in one call, while the R package evaluates them one at a time. With more orderings in play, the batches are larger and the gap grows.\n- The second machine is about 1.7 times as fast as the first on the CPU. That is the machine, not the port: the runs are identical, evaluation for evaluation.\n- The GPU neither gains nor loses here, on either card, as the device study predicts: the batches of a run are a few dozen to a couple of hundred parameter sets, which is about where both cards cross their CPUs. The RTX 3060 is up to 4 times as fast as its CPU on a single call with thousands of ALCOVE parameter sets, so a search with more patterns filling at once, or more simulated learners per call, would put it ahead; see the device study for where the crossover sits.\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def med(b, key):\n", " return alcove[alcove.build == b][key].median()\n", "\n", "\n", "lines = []\n", "if r_build_a is not None:\n", " for b in [x for x in alcove_builds if x.startswith(\"psp-torch\")]:\n", " lines.append(f\"- **{b}**: {med(b, 'seconds') / 60:.1f} minutes per run against {med(r_build_a, 'seconds') / 60:.1f} for R, \"\n", " f\"{med(r_build_a, 'seconds') / med(b, 'seconds'):.1f}× faster, finding a median of {med(b, 'patterns'):.0f} regions \"\n", " f\"against {med(r_build_a, 'patterns'):.0f}.\")\n", "display(Markdown(f\"\"\"\n", "What the numbers say (R on the first machine throughout):\n", "\n", "{chr(10).join(lines)}\n", "\n", "- With the learning rates free up to 1, ALCOVE produces many more orderings than within the ranges of Pitt et al. (where the recipe found 44), and the search does not fill them all within 1,000 iterations: a long tail of rare orderings keeps the run at the cap. The number of regions a run finds is a property of the sampler and the model, not of the implementation, so R and the port agree within the spread between seeds. R's counts include its NaN patterns (the \"of which\" column): counting orderings only, its runs found {' and '.join(str(int(n)) for n in found[found.build == r_build_a].groupby('seed').order.nunique())}.\n", "- The port's advantage is the batched model: every iteration evaluates all the orderings still filling in one call, while the R package evaluates them one at a time. With more orderings in play, the batches are larger and the gap grows.\n", "- The second machine is about 1.7 times as fast as the first on the CPU. That is the machine, not the port: the runs are identical, evaluation for evaluation.\n", "- The GPU neither gains nor loses here, on either card, as the device study predicts: the batches of a run are a few dozen to a couple of hundred parameter sets, which is about where both cards cross their CPUs. The RTX 3060 is up to 4 times as fast as its CPU on a single call with thousands of ALCOVE parameter sets, so a search with more patterns filling at once, or more simulated learners per call, would put it ahead; see the device study for where the crossover sits.\n", "\"\"\"))" ] }, { "cell_type": "markdown", "id": "514dde62", "metadata": {}, "source": "## How this was measured" }, { "cell_type": "code", "execution_count": 18, "id": "91e177b4", "metadata": { "execution": { "iopub.execute_input": "2026-10-15T16:02:18.303056Z", "iopub.status.busy": "2026-10-15T16:02:18.302936Z", "iopub.status.idle": "2026-10-15T16:02:18.308957Z", "shell.execute_reply": "2026-10-15T16:02:18.308641Z" } }, "outputs": [ { "data": { "text/html": [ "
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Xeon w5-2455X + T400Ryzen 7 5800X + RTX 3060
Environment
MachineDCP-UKT-PC010, Windows 11lenarddome-MS-7C56, Linux 7.0.0
CPUIntel Xeon w5-2455X, 12 cores, 24 threadsAMD Ryzen 7 5800X, 8 cores, 16 threads
Memory32 GB32 GB
GPUNVIDIA T400, 4 GBNVIDIA GeForce RTX 3060, 12 GB
torch threads128
torch2.11.0+cu1282.11.0+cu128
Python3.12.43.14.4
RR version 4.4.0 (2024-04-24 ucrt)not used
Buildspsp 1.0.6 (R) on Xeon w5-2455X, psp-torch 0.1....psp-torch 0.1.0 cpu on Ryzen 7 5800X, psp-torc...
\n", "
" ], "text/plain": [ " Xeon w5-2455X + T400 \\\n", "Environment \n", "Machine DCP-UKT-PC010, Windows 11 \n", "CPU Intel Xeon w5-2455X, 12 cores, 24 threads \n", "Memory 32 GB \n", "GPU NVIDIA T400, 4 GB \n", "torch threads 12 \n", "torch 2.11.0+cu128 \n", "Python 3.12.4 \n", "R R version 4.4.0 (2024-04-24 ucrt) \n", "Builds psp 1.0.6 (R) on Xeon w5-2455X, psp-torch 0.1.... \n", "\n", " Ryzen 7 5800X + RTX 3060 \n", "Environment \n", "Machine lenarddome-MS-7C56, Linux 7.0.0 \n", "CPU AMD Ryzen 7 5800X, 8 cores, 16 threads \n", "Memory 32 GB \n", "GPU NVIDIA GeForce RTX 3060, 12 GB \n", "torch threads 8 \n", "torch 2.11.0+cu128 \n", "Python 3.14.4 \n", "R not used \n", "Builds psp-torch 0.1.0 cpu on Ryzen 7 5800X, psp-torc... " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Recorded when each machine's results were measured.\n", "environment = pd.DataFrame({\n", " \"Xeon w5-2455X, T400\": [\"DCP-UKT-PC010, Windows 11\", \"Intel Xeon w5-2455X, 12 cores, 24 threads\", \"32 GB\",\n", " \"NVIDIA T400, 4 GB\", 12, \"2.11.0+cu128\", \"3.12.4\", \"R version 4.4.0 (2024-04-24 ucrt)\"],\n", " \"5800X, RTX 3060\": [\"lenarddome-MS-7C56, Linux 7.0.0\", \"AMD Ryzen 7 5800X, 8 cores, 16 threads\", \"32 GB\",\n", " \"NVIDIA GeForce RTX 3060, 12 GB\", 8, \"2.11.0+cu128\", \"3.14.4\", \"not used\"],\n", "}, index=pd.Index([\"Machine\", \"CPU\", \"Memory\", \"GPU\", \"torch threads\", \"torch\", \"Python\", \"R\"], name=\"Environment\"))\n", "env_builds = list(dict.fromkeys([*builds, *read(\"alcove\").build]))\n", "environment.loc[\"Builds\"] = [\", \".join(b for b in env_builds if machine_of(b) == m) for m in environment.columns]\n", "environment.rename(columns=machine_name)" ] }, { "cell_type": "markdown", "id": "d41eaa99", "metadata": {}, "source": "| Workload | Model | Settings |\n| --- | --- | --- |\n| Test-suite model | the model from the test suite: distances to 100 points, 5 parameters | population 10, radius 1, cap 1,000, 10 starting points, 10 seeds |\n| 100 regions | cheap Voronoi model: squared distance to 100 random centres, 5 parameters | population 20, radius 0.3, cap 1,500, one start at 0.5, 5 seeds |\n| 300 and 1,000 regions | the same cheap model with 300 or 1,000 centres | 100 iterations, population never reached, radius 0.3, 3 seeds |\n| Overhead | returns its parameters; discretize bins them into 1,024 grid cells | 150 iterations, 3 repeats |\n| Discovery | cheap Voronoi model, 50 centres, 3 parameters | population 10, radius 0.3, cap 500, 30 seeds |\n\nTimes are wall-clock seconds with `quiet=True`, each build in its own process, nothing else running. The second machine ran the torch side only, with `--machine \"5800X, RTX 3060\"` (see [benchmarks/README.md](https://github.com/lenarddome/psp-torch/blob/main/benchmarks/README.md)). The R package was built from the source in `psp-reference/` (psp 1.0.6) and run with the R package's own `benchmark.R` and `experiments.R`, copied unchanged to `benchmarks/r/`. The Voronoi centres and the test model's positions are drawn with each language's own random number generator, so they differ between R and torch, with the same structure. To re-measure:\n\n```sh\nuv run python benchmarks/compare.py --r-library --devices cpu,cuda --rowwise\nuv run python benchmarks/devices.py\nuv run python benchmarks/alcove_benchmark.py --device cpu\nuv run python benchmarks/alcove_benchmark.py --device cuda --dtype float32\nRscript benchmarks/r/alcove_benchmark.R \"psp 1.0.6 (R)\" 1,2,3 \nuv run python benchmarks/alcove_benchmark.py --import-r \nuv run python notebooks/execute.py benchmarks.ipynb\n```" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 5 }