From c53446e1c2aca8f9b710622472490ddb2ff85555 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Sun, 24 Nov 2024 16:14:45 -0500 Subject: [PATCH] updates --- .github/workflows/benchmark.yml | 39 + benchmarks/bench.py | 97 + benchmarks/benchmarks/__init__.py | 1 - .../benchmarks/bench_core_hypergraph.py | 55 - benchmarks/benchmarks/common.py | 15 - benchmarks/email-enron.json | 173866 +++++++++++++++ benchmarks/hypernetx.ipynb | 235 - benchmarks/networkx.ipynb | 153 - benchmarks/output.json | 278 + pyproject.toml | 4 +- requirements/benchmark.txt | 4 +- requirements/docs.txt | 1 + 12 files changed, 174285 insertions(+), 463 deletions(-) create mode 100644 .github/workflows/benchmark.yml create mode 100644 benchmarks/bench.py delete mode 100644 benchmarks/benchmarks/__init__.py delete mode 100644 benchmarks/benchmarks/bench_core_hypergraph.py delete mode 100644 benchmarks/benchmarks/common.py create mode 100644 benchmarks/email-enron.json delete mode 100644 benchmarks/hypernetx.ipynb delete mode 100644 benchmarks/networkx.ipynb create mode 100644 benchmarks/output.json diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml new file mode 100644 index 000000000..ee4477efd --- /dev/null +++ b/.github/workflows/benchmark.yml @@ -0,0 +1,39 @@ +name: Python Example with pytest +on: + push: + branches: + - master + +permissions: + contents: write + deployments: write + +jobs: + benchmark: + name: Run pytest-benchmark benchmark example + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: 3.13 + - name: Run benchmark + run: | + cd benchmarks + pip install --upgrade pip + pip install .[benchmark] + pytest bench.py --benchmark-json output.json + + - name: Store benchmark result + uses: benchmark-action/github-action-benchmark@v1 + with: + name: Python Benchmark with pytest-benchmark + tool: 'pytest' + output-file-path: benchmarks/output.json + # Use personal access token instead of GITHUB_TOKEN due to https://github.community/t/github-action-not-triggering-gh-pages-upon-push/16096 + github-token: ${{ secrets.GITHUB_TOKEN }} + auto-push: true + # Show alert with commit comment on detecting possible performance regression + alert-threshold: '200%' + comment-on-alert: false + fail-on-alert: true \ No newline at end of file diff --git a/benchmarks/bench.py b/benchmarks/bench.py new file mode 100644 index 000000000..af526b3fd --- /dev/null +++ b/benchmarks/bench.py @@ -0,0 +1,97 @@ +import pandas as pd + +import xgi +import numpy as np +import random + + +import pytest + +def test_construct_from_edgelist(benchmark): + def setup(): + H = xgi.read_hif("email-enron.json") + return (H.edges.members(),), {} + + benchmark.pedantic(xgi.Hypergraph, setup=setup, rounds=10) + + +def test_construct_from_edgedict(benchmark): + def setup(): + H = xgi.read_hif("email-enron.json") + return (H.edges.members(dtype=dict),), {} + + benchmark.pedantic(xgi.Hypergraph, setup=setup, rounds=10) + + +def test_construct_from_df(benchmark): + def setup(): + H = xgi.read_hif("email-enron.json") + return (xgi.to_bipartite_pandas_dataframe(H),), {} + + benchmark.pedantic(xgi.Hypergraph, setup=setup, rounds=10) + +def test_node_memberships(benchmark): + def setup(): + H = xgi.read_hif("email-enron.json") + return (H,), {} + + def node_memberships(H): + [H.nodes.memberships(n) for n in H.nodes] + + benchmark.pedantic(node_memberships, setup=setup, rounds=10) + + +def test_edge_members(benchmark): + def setup(): + H = xgi.read_hif("email-enron.json") + return (H,), {} + + def edge_members(H): + [H.edges.members(eid) for eid in H.edges] + + benchmark.pedantic(edge_members, setup=setup, rounds=10) + + +# def setup_benchmarks(): +# random.seed(1) +# # but will seed it nevertheless +# np.random.seed(1) +# self.hypergraph = xgi.load_xgi_data("email-enron") +# self.enron_edgelist = xgi.to_hyperedge_list(self.hypergraph) +# self.enron_edgedict = xgi.to_hyperedge_dict(self.hypergraph) +# self.enron_df = xgi.to_bipartite_pandas_dataframe(self.hypergraph) + + +# class CoreHypergraph(Benchmark): +# def setup(self): +# self.hypergraph = xgi.load_xgi_data("email-enron") +# self.enron_edgelist = xgi.to_hyperedge_list(self.hypergraph) +# self.enron_edgedict = xgi.to_hyperedge_dict(self.hypergraph) +# self.enron_df = xgi.to_bipartite_pandas_dataframe(self.hypergraph) + +# def time_node_attributes(self): +# [self.hypergraph.nodes[n] for n in self.hypergraph.nodes] + +# def time_edge_attributes(self): +# [self.hypergraph.edges[e] for e in self.hypergraph.edges] + +# def time_degree(self): +# self.hypergraph.degree() + +# def time_nodestats_degree(self): +# self.hypergraph.nodes.degree.asnumpy() + +# def time_edge_size(self): +# self.hypergraph.edges.size.asnumpy() + +# def time_isolates(self): +# self.hypergraph.nodes.isolates() + +# def time_singletons(self): +# self.hypergraph.edges.singletons() + +# def time_copy(self): +# self.hypergraph.copy() + +# def time_dual(self): +# self.hypergraph.dual() diff --git a/benchmarks/benchmarks/__init__.py b/benchmarks/benchmarks/__init__.py deleted file mode 100644 index e4193cf05..000000000 --- a/benchmarks/benchmarks/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from . import common diff --git a/benchmarks/benchmarks/bench_core_hypergraph.py b/benchmarks/benchmarks/bench_core_hypergraph.py deleted file mode 100644 index 1b4219480..000000000 --- a/benchmarks/benchmarks/bench_core_hypergraph.py +++ /dev/null @@ -1,55 +0,0 @@ -import pandas as pd - -import xgi - -from .common import Benchmark - - -class CoreHypergraph(Benchmark): - def setup(self): - self.hypergraph = xgi.load_xgi_data("email-enron") - self.enron_edgelist = xgi.to_hyperedge_list(self.hypergraph) - self.enron_edgedict = xgi.to_hyperedge_dict(self.hypergraph) - self.enron_df = xgi.to_bipartite_pandas_dataframe(self.hypergraph) - - def time_edgelist_construction(self): - xgi.Hypergraph(self.enron_edgelist) - - def time_edgedict_construction(self): - xgi.Hypergraph(self.enron_edgedict) - - def time_df_construction(self): - xgi.Hypergraph(self.enron_df) - - def time_node_memberships(self): - [self.hypergraph.nodes.memberships(n) for n in self.hypergraph.nodes] - - def time_edge_members(self): - [self.hypergraph.edges.members(e) for e in self.hypergraph.edges] - - def time_node_attributes(self): - [self.hypergraph.nodes[n] for n in self.hypergraph.nodes] - - def time_edge_attributes(self): - [self.hypergraph.edges[e] for e in self.hypergraph.edges] - - def time_degree(self): - self.hypergraph.degree() - - def time_nodestats_degree(self): - self.hypergraph.nodes.degree.asnumpy() - - def time_edge_size(self): - self.hypergraph.edges.size.asnumpy() - - def time_isolates(self): - self.hypergraph.nodes.isolates() - - def time_singletons(self): - self.hypergraph.edges.singletons() - - def time_copy(self): - self.hypergraph.copy() - - def time_dual(self): - self.hypergraph.dual() diff --git a/benchmarks/benchmarks/common.py b/benchmarks/benchmarks/common.py deleted file mode 100644 index 705022204..000000000 --- a/benchmarks/benchmarks/common.py +++ /dev/null @@ -1,15 +0,0 @@ -import random - -import numpy - -# Various pre-crafted datasets/variables for testing -# !!! Must not be changed -- only appended !!! -# while testing numpy we better not rely on numpy to produce random -# sequences -random.seed(1) -# but will seed it nevertheless -numpy.random.seed(1) - - -class Benchmark: - pass diff --git a/benchmarks/email-enron.json b/benchmarks/email-enron.json new file mode 100644 index 000000000..3bd594bb2 --- /dev/null +++ b/benchmarks/email-enron.json @@ -0,0 +1,173866 @@ +{ + "metadata": { + "name": "email-Enron" + }, + "network-type": "undirected", + "nodes": [ + { + "attrs": { + "name": "andy.zipper@enron.com" + }, + "node": "147" + }, + { + "attrs": { + "name": "james.steffes@enron.com" + }, + "node": "125" + }, + { + "attrs": { + "name": "paul.lucci@enron.com" + }, + "node": "71" + }, + { + "attrs": { + "name": "jeff.skilling@enron.com" + }, + "node": "118" + }, + { + "attrs": { + "name": "john.hodge@enron.com" + }, + "node": "50" + }, + { + "attrs": { + "name": "jason.wolfe@enron.com" + }, + "node": "145" + }, + { + "attrs": { + "name": 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It is necessary to install the benchmarks [requirements file](../requirements/benchmarks.txt) to run this notebook." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import time\n", - "\n", - "import hypernetx as hnx\n", - "\n", - "import xgi" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "data = xgi.load_xgi_data(\"email-enron\")\n", - "data.cleanup()\n", - "edgelist = xgi.to_hyperedge_list(data)\n", - "df = xgi.to_bipartite_pandas_dataframe(data)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "start = time.time()\n", - "H1 = xgi.Hypergraph(edgelist)\n", - "H1 = H1.dual()\n", - "print(f\"XGI edgelist construction time: {time.time() - start} sec\")\n", - "print(f\"The hypergraph has {H1.num_nodes} nodes and {H1.num_edges} edges.\")\n", - "\n", - "start = time.time()\n", - "H2 = hnx.Hypergraph(edgelist, static=True)\n", - "print(f\"HyperNetX edgelist construction time: {time.time() - start} sec\")\n", - "print(\n", - " f\"The hypergraph has {H2.number_of_nodes()} nodes and {H2.number_of_edges()} edges.\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "start = time.time()\n", - "H1 = xgi.Hypergraph(df)\n", - "H1 = H1.dual()\n", - "print(f\"XGI edgelist construction time: {time.time() - start} sec\")\n", - "print(f\"The hypergraph has {H1.num_nodes} nodes and {H1.num_edges} edges.\")\n", - "\n", - "start = time.time()\n", - "H2 = hnx.Hypergraph(df, static=True)\n", - "print(f\"HyperNetX edgelist construction time: {time.time() - start} sec\")\n", - "print(\n", - " f\"The hypergraph has {H2.number_of_nodes()} nodes and {H2.number_of_edges()} edges.\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI dual hypergraph construction time:\")\n", - "%timeit H1.dual()\n", - "\n", - "print(\"HyperNetX dual hypergraph construction time:\")\n", - "%timeit H2.dual()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI incidence matrix construction time:\")\n", - "%timeit I1 = xgi.incidence_matrix(H1)\n", - "print(\"HyperNetX incidence matrix construction time:\")\n", - "%timeit I2 = H2.incidence_matrix()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI adjacency matrix construction time:\")\n", - "%timeit xgi.adjacency_matrix(H1)\n", - "\n", - "print(\"HyperNetX adjacency matrix construction time:\")\n", - "%timeit H2.adjacency_matrix()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI adjacency dictionary retrieval time:\")\n", - "%timeit xgi.to_hyperedge_dict(H1)\n", - "\n", - "print(\"XGI adjacency dictionary retrieval time:\")\n", - "%timeit H2.incidence_dict" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI node memberships retrieval time:\")\n", - "start = time.time()\n", - "for node in H1.nodes:\n", - " a = H1.nodes.memberships(node)\n", - "print(f\"{time.time() - start} sec\")\n", - "\n", - "print(\"HyperNetX node memberships retrieval time:\")\n", - "start = time.time()\n", - "for node in H2.nodes:\n", - " a = H2.nodes.memberships[node]\n", - "print(f\"{time.time() - start} sec\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI hyperedge retrieval time:\")\n", - "start = time.time()\n", - "for edge in H1.edges:\n", - " a = H1.edges.members(edge)\n", - "print(f\"{time.time() - start} sec\")\n", - "\n", - "print(\"HyperNetX hyperedge retrieval time:\")\n", - "start = time.time()\n", - "for node in H2.nodes:\n", - " a = H2.edges[edge]\n", - "print(f\"{time.time() - start} sec\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI time to determine connectedness:\")\n", - "%timeit xgi.is_connected(H1)\n", - "\n", - "print(\"HyperNetX time to determine connectedness:\")\n", - "%timeit H2.is_connected()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"XGI time to determine connected components:\")\n", - "%timeit [len(cc) for cc in xgi.connected_components(H1)]\n", - "\n", - "print(\"HyperNetX time to determine connected components:\")\n", - "%timeit [len(cc) for cc in H2.connected_components()]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "k1 = H1.nodes.degree.asdict()\n", - "k2 = H1.edges.size.asdict()\n", - "\n", - "print(\"XGI time to construct Chung-Lu hypergraph:\")\n", - "%timeit xgi.chung_lu_hypergraph(k1, k2)\n", - "\n", - "print(\"HyperNetX time to construct Chung-Lu hypergraph:\")\n", - "%timeit hnx.chung_lu_hypergraph(k1, k2)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "hyper", - "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": "3.10.0" - }, - "vscode": { - "interpreter": { - "hash": "d499419bfd3ffc3e3fdefe0b9d84e10a93ca5c11fd9f2ad00edb8d726bc70f5f" - } - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/benchmarks/networkx.ipynb b/benchmarks/networkx.ipynb deleted file mode 100644 index e7b286abf..000000000 --- a/benchmarks/networkx.ipynb +++ /dev/null @@ -1,153 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Benchmark with NetworkX\n", - "\n", - "This notebook provides a comparison (for pairwise networks) to NetworkX for running several algorithms, calculating measures, and accessing properties." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import networkx as nx\n", - "\n", - "import xgi" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "n = 1000\n", - "p = 0.008\n", - "G1 = nx.fast_gnp_random_graph(n, p)\n", - "edgelist = [(n1, n2) for n1, n2, _ in nx.to_edgelist(G1)]\n", - "G2 = xgi.Hypergraph(edgelist)\n", - "G2.add_nodes_from(G1.nodes)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\n", - " f\"The NetworkX graph has {G1.number_of_nodes()} nodes and {G1.number_of_edges()} edges\"\n", - ")\n", - "print(f\"The XGI graph has {G2.num_nodes} nodes and {G2.num_edges} edges\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to determine if connected:\")\n", - "%timeit nx.is_connected(G1)\n", - "\n", - "print(\"XGI time to determine if connected:\")\n", - "%timeit xgi.is_connected(G2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to determine sizes of connected components:\")\n", - "%timeit [len(cc) for cc in nx.connected_components(G1)]\n", - "\n", - "print(\"XGI time to determine sizes of connected components:\")\n", - "%timeit [len(cc) for cc in xgi.connected_components(G2)]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to construct the adjacency matrix:\")\n", - "%timeit nx.adjacency_matrix(G1)\n", - "\n", - "print(\"XGI time to construct the adjacency matrix:\")\n", - "%timeit xgi.adjacency_matrix(G2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to construct the incidence matrix:\")\n", - "%timeit nx.incidence_matrix(G1)\n", - "\n", - "print(\"XGI time to construct the incidence matrix:\")\n", - "%timeit xgi.incidence_matrix(G2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to retrieve the degree sequence:\")\n", - "%timeit d1 = [G1.degree(n) for n in G1.nodes]\n", - "\n", - "print(\"XGI time to retrieve the degree sequence:\")\n", - "%timeit d2 = [G2.nodes.degree(n) for n in G2.nodes]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(\"NetworkX time to retrieve the edge list:\")\n", - "%timeit e1 = [(u, v) for u, v in G1.edges]\n", - "\n", - "print(\"XGI time to retrieve the edge 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a/requirements/docs.txt b/requirements/docs.txt index ebca68425..e19920f62 100644 --- a/requirements/docs.txt +++ b/requirements/docs.txt @@ -11,3 +11,4 @@ ipykernel nbsphinx nbsphinx-link pydata-sphinx-theme +sphinx-gallery