{ "cells": [ { "cell_type": "markdown", "id": "b3b06fd5-950d-42f3-a723-3da2379b3fe7", "metadata": {}, "source": [ "# Benchmarks" ] }, { "cell_type": "markdown", "id": "35cd9335-20ea-40e7-872c-5b7665461333", "metadata": {}, "source": [ "Here we visualize benchmarks included in Proffer's test suite.\n", "\n", "These benchmarks were run on a typical laptop, and use both mock and real data.\n", "Due to differences in the graph structure of mock data, different runtime profiles can be observed in several areas." ] }, { "cell_type": "code", "execution_count": 1, "id": "3645311e-7249-4647-8f6f-00322e4fa8fd", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2024-12-06\n" ] } ], "source": [ "!date --iso" ] }, { "cell_type": "markdown", "id": "875e6fcb-13f4-4983-8c9e-9eb9f5f6d079", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 2, "id": "386c515e-8f07-424a-b0e2-cbf85bc2bb6b", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import polars as pl\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "id": "205fe429-1351-4846-9564-cce833908f97", "metadata": {}, "outputs": [], "source": [ "from matplotlib import pyplot as plt\n", "from matplotlib_venn import venn2, venn3" ] }, { "cell_type": "code", "execution_count": 4, "id": "226d6210-c0c8-46ba-b8f3-b70f81675fcf", "metadata": {}, "outputs": [], "source": [ "import os\n", "from pathlib import Path\n", "from urllib.parse import urlparse\n", "\n", "import fsspec\n", "import json\n", "import toml" ] }, { "cell_type": "code", "execution_count": 5, "id": "b3646c0d-3126-4831-ba2f-f51d31f28206", "metadata": {}, "outputs": [], "source": [ "DARK_MODE = True\n", "\n", "sns.set_theme(context=\"talk\", style=\"ticks\")#, palette=\"pastel\")\n", "if DARK_MODE:\n", " plt.style.use(style=\"dark_background\")\n", "\n", "seer_colors = [\"#22c6c9\", \"#702f8a\", \"#faaa8d\", \"#bfb8af\", \"#0032a0\", \"#00a9ce\", \"#e4d5d3\", \"#000000\"]\n", "_pal = sns.color_palette(seer_colors)\n", "sns.set_palette(_pal)" ] }, { "cell_type": "markdown", "id": "36fbe8fe-0f97-45c4-8f48-005eea73afe1", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Load Benchmarks" ] }, { "cell_type": "code", "execution_count": 6, "id": "b0b27736-de3d-455e-aaf8-471b34361b89", "metadata": {}, "outputs": [], "source": [ "with open(\"../.benchmarks/Linux-CPython-3.10-64bit/0008_2024-10-15-subsume-fix.json\", \"r\") as f:\n", " bench_data = json.load(f)" ] }, { "cell_type": "code", "execution_count": 7, "id": "c69f0038-f37d-4eb6-87c8-ffd6aad0df20", "metadata": { "jupyter": { "source_hidden": true }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "node = \"sjust-pclaptop-seer\"\n", "processor = \"x86_64\"\n", "machine = \"x86_64\"\n", "python_compiler = \"GCC 11.2.0\"\n", "python_implementation = \"CPython\"\n", "python_implementation_version = \"3.10.14\"\n", "python_version = \"3.10.14\"\n", "python_build = [ \"main\", \"May 6 2024 19:42:50\",]\n", "release = \"6.9.3-76060903-generic\"\n", "system = \"Linux\"\n", "\n", "[cpu]\n", "python_version = \"3.10.14.final.0 (64 bit)\"\n", "cpuinfo_version = [ 9, 0, 0,]\n", "cpuinfo_version_string = \"9.0.0\"\n", "arch = \"X86_64\"\n", "bits = 64\n", "count = 32\n", "arch_string_raw = \"x86_64\"\n", "vendor_id_raw = \"GenuineIntel\"\n", "brand_raw = \"Intel(R) Core(TM) i9-14900HX\"\n", "hz_advertised_friendly = \"5.0369 GHz\"\n", "hz_actual_friendly = \"5.0369 GHz\"\n", "hz_advertised = [ 5036922000, 0,]\n", "hz_actual = [ 5036922000, 0,]\n", "stepping = 1\n", "model = 183\n", "family = 6\n", "flags = [ \"3dnowprefetch\", \"abm\", \"acpi\", \"adx\", \"aes\", \"aperfmperf\", \"apic\", \"arat\", \"arch_capabilities\", \"arch_lbr\", \"arch_perfmon\", \"art\", \"avx\", \"avx2\", \"avx_vnni\", \"bmi1\", \"bmi2\", \"bts\", \"clflush\", \"clflushopt\", \"clwb\", \"cmov\", \"constant_tsc\", \"cpuid\", \"cpuid_fault\", \"cx16\", \"cx8\", \"de\", \"ds_cpl\", \"dtes64\", \"dtherm\", \"dts\", \"epb\", \"ept\", \"ept_ad\", \"erms\", \"est\", \"f16c\", \"flexpriority\", \"flush_l1d\", \"fma\", \"fpu\", \"fsgsbase\", \"fsrm\", \"fxsr\", \"gfni\", \"hfi\", \"ht\", \"hwp\", \"hwp_act_window\", \"hwp_epp\", \"hwp_notify\", \"hwp_pkg_req\", \"ibpb\", \"ibrs\", \"ibrs_enhanced\", \"ibt\", \"ida\", \"intel_pt\", \"invpcid\", \"lahf_lm\", \"lm\", \"mca\", \"mce\", \"md_clear\", \"mmx\", \"monitor\", \"movbe\", \"movdir64b\", \"movdiri\", \"msr\", \"mtrr\", \"nonstop_tsc\", \"nopl\", \"nx\", \"ospke\", \"osxsave\", \"pae\", \"pat\", \"pbe\", \"pcid\", \"pclmulqdq\", \"pdcm\", \"pdpe1gb\", \"pebs\", \"pge\", \"pku\", \"pln\", \"pni\", \"popcnt\", \"pse\", \"pse36\", \"pts\", \"rdpid\", \"rdrand\", \"rdrnd\", \"rdseed\", \"rdtscp\", \"rep_good\", \"sdbg\", \"sep\", \"serialize\", \"sha\", \"sha_ni\", \"smap\", \"smep\", \"split_lock_detect\", \"ss\", \"ssbd\", \"sse\", \"sse2\", \"sse4_1\", \"sse4_2\", \"ssse3\", \"stibp\", \"syscall\", \"tm\", \"tm2\", \"tpr_shadow\", \"tsc\", \"tsc_adjust\", \"tsc_deadline_timer\", \"tsc_known_freq\", \"tscdeadline\", \"umip\", \"user_shstk\", \"vaes\", \"vme\", \"vmx\", \"vnmi\", \"vpclmulqdq\", \"vpid\", \"waitpkg\", \"x2apic\", \"xgetbv1\", \"xsave\", \"xsavec\", \"xsaveopt\", \"xsaves\", \"xtopology\", \"xtpr\",]\n", "l3_cache_size = 37748736\n", "l2_cache_size = 33554432\n", "l1_data_cache_size = 917504\n", "l1_instruction_cache_size = \"1.3 MiB\"\n", "l2_cache_line_size = 4096\n", "l2_cache_associativity = 8\n", "\n" ] } ], "source": [ "print(toml.dumps(bench_data[\"machine_info\"]))" ] }, { "cell_type": "code", "execution_count": 8, "id": "5f3834ec-ffe1-4710-9952-ac5e9026f5d2", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "_bench_df = pl.from_records(bench_data[\"benchmarks\"])" ] }, { "cell_type": "code", "execution_count": 9, "id": "76153a94-4a6c-4242-a77a-7e869b961aa7", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [], "source": [ "bench_df = (\n", " _bench_df.select(\n", " pl.col(\"name\")\n", " .str.extract(r\"^(.*?)(?:\\[.+?\\])?$\")\n", " .alias(\"name\"), \n", " \"params\", \n", " \"stats\",\n", " )\n", " .unnest(\n", " \"params\", \n", " \"stats\",\n", " )\n", " .with_columns(\n", " inference_method=pl.col(\"inference_method\")\n", " .str.extract(r\"\\[" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_infer_end_to_end_real\", \n", " [\"benchmark_real_precursors\", \"heuristic\"],\n", " bench_df = _bench_df\n", " .with_columns(\n", " pl.col(\"name\")\n", " .str.extract_groups(r\"^(?.*?)(?:\\[(?\\d+)-(?.+?)\\])?$\")\n", " .alias(\"name_parsed\"),\n", " )\n", " .drop(\"name\")\n", " .unnest(\"name_parsed\", \"params\", \"stats\"),\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", " alpha=0.67,\n", ")" ] }, { "cell_type": "markdown", "id": "5ee182cc-de8b-4cdf-bf19-7c95e32c5c5e", "metadata": {}, "source": [ "### Core inference functions" ] }, { "cell_type": "code", "execution_count": 13, "id": "c58447ff-e6f7-4846-89c4-d787045ec294", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_infer_sparse_graph_mock\", \n", " [\"benchmark_mock_edges\", \"inference_method\", \"infer_form\", \"sparray_fmt\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "36ccbcfb-03cc-4d99-a291-4c900f92b185", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_infer_sparse_graph_mock\", \n", " [\"benchmark_mock_edges\", \"inference_method\", \"sparray_fmt\", \"infer_form\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "c0e5cf08-db86-4c94-b196-24634a7e440a", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_infer_sparse_graph_real\", \n", " [\"benchmark_real_precursors\", \"inference_method\", \"infer_form\", \"sparray_fmt\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "d44f9b4d-24c5-4153-a403-f19ad8e6905d", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_infer_sparse_graph_real\", \n", " [\"benchmark_real_precursors\", \"inference_method\", \"sparray_fmt\", \"infer_form\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "2e48aa3a-78a0-450d-9b09-250d184d0698", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_compute_proteotypicity_mock\", \n", " [\"benchmark_mock_edges\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "586bca7f-fc0e-427e-bc1b-99cfd82bf965", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plot_benchmark(\n", " \"test_benchmark_compute_proteotypicity_real\", \n", " [\"benchmark_real_precursors\"],\n", " method=\"rel\",\n", " kind=\"line\",\n", " estimator=None, n_boot=0,\n", " tight_layout=False,\n", " legend=True,\n", " facet_kws=dict(\n", " sharey=True,\n", " ),\n", ")" ] }, { "cell_type": "markdown", "id": "c7b20c10-8e8d-4c7d-a882-039042b559e1", "metadata": {}, "source": [ "### Graph manipulation" ] }, { "cell_type": "code", "execution_count": 19, "id": "c3f28ad5-8b42-42a7-9ecb-f49d89d52c17", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_benchmark(\n", " \"test_benchmark_edges_to_peptides\", \n", " \"benchmark_mock_edges\",\n", " method=\"rel\",\n", " kind=\"line\",\n", " n_boot=None,\n", ");" ] }, { "cell_type": "code", "execution_count": 20, "id": "e5934b20-6c4f-4858-9958-c3574791c8a3", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_benchmark(\n", " \"test_benchmark_build_sparse_graph_mock\", \n", " \"benchmark_mock_edges\",\n", " method=\"rel\",\n", " kind=\"line\",\n", " n_boot=None,\n", ");" ] }, { "cell_type": "code", "execution_count": 21, "id": "7d87d1a6-436b-4e03-8a6b-fe291bc1ea19", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_benchmark(\n", " \"test_benchmark_build_sparse_graph_real\", \n", " \"benchmark_real_precursors\",\n", " method=\"rel\",\n", " kind=\"line\",\n", " n_boot=None,\n", ");" ] }, { "cell_type": "code", "execution_count": 22, "id": "9ab09a4b-66a1-4a8f-b1f5-b0dc55e88aeb", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_benchmark(\n", " \"test_benchmark_get_connected_components_mock\", \n", " [\"benchmark_mock_edges\", \"sparray_fmt\"], \n", " method=\"rel\",\n", " kind=\"line\",\n", " n_boot=None,\n", " tight_layout=False,\n", ");" ] }, { "cell_type": "code", "execution_count": 23, "id": "2833475a-f23f-4ef7-aab3-2c5c6b11f0ea", "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_benchmark(\n", " \"test_benchmark_get_connected_components_real\", \n", " [\"benchmark_real_precursors\", \"sparray_fmt\"], \n", " method=\"rel\",\n", " kind=\"line\",\n", " n_boot=None,\n", " tight_layout=False,\n", ");" ] } ], "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }