"""Run performance comparisons for versions of coverage""" import collections import contextlib import dataclasses import itertools import os import random import shutil import statistics import subprocess import sys import time from pathlib import Path from typing import Any, Dict, Iterable, Iterator, List, Optional, Tuple class ShellSession: """A logged shell session. The duration of the last command is available as .last_duration. """ def __init__(self, output_filename: str): self.output_filename = output_filename self.last_duration: float = 0 self.foutput = None def __enter__(self): self.foutput = open(self.output_filename, "a", encoding="utf-8") print(f"Logging output to {os.path.abspath(self.output_filename)}") return self def __exit__(self, exc_type, exc_value, traceback): self.foutput.close() def print(self, *args, **kwargs): """Print a message to this shell's log.""" print(*args, **kwargs, file=self.foutput) def run_command(self, cmd: str) -> str: """ Run a command line (with a shell). Returns: str: the output of the command. """ self.print(f"\n========================\n$ {cmd}") start = time.perf_counter() proc = subprocess.run( cmd, shell=True, check=False, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, ) output = proc.stdout.decode("utf-8") self.last_duration = time.perf_counter() - start self.print(output, end="") self.print(f"(was: {cmd})") self.print(f"(in {os.getcwd()}, duration: {self.last_duration:.3f}s)") if proc.returncode != 0: self.print(f"ERROR: command returned {proc.returncode}") raise Exception( f"Command failed ({proc.returncode}): {cmd!r}, output was:\n{output}" ) return output.strip() def rmrf(path: Path) -> None: """ Remove a directory tree. It's OK if it doesn't exist. """ if path.exists(): shutil.rmtree(path) @contextlib.contextmanager def change_dir(newdir: Path) -> Iterator[Path]: """ Change to a new directory, and then change back. Will make the directory if needed. """ old_dir = os.getcwd() newdir.mkdir(parents=True, exist_ok=True) os.chdir(newdir) try: yield newdir finally: os.chdir(old_dir) @contextlib.contextmanager def file_replace(file_name: Path, old_text: str, new_text: str) -> Iterator[None]: """ Replace some text in `file_name`, and change it back. """ if old_text: file_text = file_name.read_text() if old_text not in file_text: raise Exception("Old text {old_text!r} not found in {file_name}") updated_text = file_text.replace(old_text, new_text) file_name.write_text(updated_text) try: yield finally: if old_text: file_name.write_text(file_text) class ProjectToTest: """Information about a project to use as a test case.""" # Where can we clone the project from? git_url: Optional[str] = None slug: Optional[str] = None def __init__(self): if not self.slug: if self.git_url: self.slug = self.git_url.split("/")[-1] def shell(self): return ShellSession(f"output_{self.slug}.log") def make_dir(self): self.dir = Path(f"work_{self.slug}") if self.dir.exists(): rmrf(self.dir) def get_source(self, shell): """Get the source of the project.""" shell.run_command(f"git clone {self.git_url} {self.dir}") def prep_environment(self, env): """Prepare the environment to run the test suite. This is not timed. """ pass def tweak_coverage_settings( self, settings: Iterable[Tuple[str, Any]] ) -> Iterator[None]: """Tweak the coverage settings. NOTE: This is not properly factored, and is only used by ToxProject now!!! """ pass def run_no_coverage(self, env): """Run the test suite with no coverage measurement.""" pass def run_with_coverage(self, env, pip_args, cov_tweaks): """Run the test suite with coverage measurement.""" pass class EmptyProject(ProjectToTest): """A dummy project for testing other parts of this code.""" def __init__(self, slug: str = "empty", fake_durations: Iterable[float] = (1.23,)): self.slug = slug self.durations = iter(itertools.cycle(fake_durations)) def get_source(self, shell): pass def run_with_coverage(self, env, pip_args, cov_tweaks): """Run the test suite with coverage measurement.""" return next(self.durations) class ToxProject(ProjectToTest): """A project using tox to run the test suite.""" def prep_environment(self, env): env.shell.run_command(f"{env.python} -m pip install 'tox<4'") self.run_tox(env, env.pyver.toxenv, "--notest") def run_tox(self, env, toxenv, toxargs=""): """Run a tox command. Return the duration.""" env.shell.run_command(f"{env.python} -m tox -e {toxenv} {toxargs}") return env.shell.last_duration def run_no_coverage(self, env): return self.run_tox(env, env.pyver.toxenv, "--skip-pkg-install") def run_with_coverage(self, env, pip_args, cov_tweaks): self.run_tox(env, env.pyver.toxenv, "--notest") env.shell.run_command( f".tox/{env.pyver.toxenv}/bin/python -m pip install {pip_args}" ) with self.tweak_coverage_settings(cov_tweaks): self.pre_check(env) # NOTE: Not properly factored, and only used from here. duration = self.run_tox(env, env.pyver.toxenv, "--skip-pkg-install") self.post_check( env ) # NOTE: Not properly factored, and only used from here. return duration class ProjectPytestHtml(ToxProject): """pytest-dev/pytest-html""" git_url = "https://github.com/pytest-dev/pytest-html" def run_with_coverage(self, env, pip_args, cov_tweaks): raise Exception("This doesn't work because options changed to tweaks") covenv = env.pyver.toxenv + "-cov" self.run_tox(env, covenv, "--notest") env.shell.run_command(f".tox/{covenv}/bin/python -m pip install {pip_args}") if cov_tweaks: replace = ("# reference: https", f"[run]\n{cov_tweaks}\n#") else: replace = ("", "") with file_replace(Path(".coveragerc"), *replace): env.shell.run_command("cat .coveragerc") env.shell.run_command(f".tox/{covenv}/bin/python -m coverage debug sys") return self.run_tox(env, covenv, "--skip-pkg-install") class ProjectDateutil(ToxProject): """dateutil/dateutil""" git_url = "https://github.com/dateutil/dateutil" def prep_environment(self, env): super().prep_environment(env) env.shell.run_command(f"{env.python} updatezinfo.py") def run_no_coverage(self, env): env.shell.run_command("echo No option to run without coverage") return 0 class ProjectAttrs(ToxProject): """python-attrs/attrs""" git_url = "https://github.com/python-attrs/attrs" def tweak_coverage_settings( self, tweaks: Iterable[Tuple[str, Any]] ) -> Iterator[None]: return tweak_toml_coverage_settings("pyproject.toml", tweaks) def pre_check(self, env): env.shell.run_command("cat pyproject.toml") def post_check(self, env): env.shell.run_command("ls -al") def tweak_toml_coverage_settings( toml_file: str, tweaks: Iterable[Tuple[str, Any]] ) -> Iterator[None]: if tweaks: toml_inserts = [] for name, value in tweaks: if isinstance(value, bool): toml_inserts.append(f"{name} = {str(value).lower()}") elif isinstance(value, str): toml_inserts.append(f"{name} = '{value}'") else: raise Exception(f"Can't tweak toml setting: {name} = {value!r}") header = "[tool.coverage.run]\n" insert = header + "\n".join(toml_inserts) + "\n" else: header = insert = "" return file_replace(Path(toml_file), header, insert) class AdHocProject(ProjectToTest): """A standalone program to run locally.""" def __init__(self, python_file, cur_dir=None, pip_args=None): super().__init__() self.python_file = Path(python_file) if not self.python_file.exists(): raise ValueError(f"Couldn't find {self.python_file} to run ad-hoc.") self.cur_dir = Path(cur_dir or self.python_file.parent) if not self.cur_dir.exists(): raise ValueError(f"Couldn't find {self.cur_dir} to run in.") self.pip_args = pip_args self.slug = self.python_file.name def get_source(self, shell): pass def prep_environment(self, env): env.shell.run_command(f"{env.python} -m pip install {self.pip_args}") def run_no_coverage(self, env): with change_dir(self.cur_dir): env.shell.run_command(f"{env.python} {self.python_file}") return env.shell.last_duration def run_with_coverage(self, env, pip_args, cov_tweaks): env.shell.run_command(f"{env.python} -m pip install {pip_args}") with change_dir(self.cur_dir): env.shell.run_command(f"{env.python} -m coverage run {self.python_file}") return env.shell.last_duration class SlipcoverBenchmark(AdHocProject): """ For running code from the Slipcover benchmarks. Clone https://github.com/plasma-umass/slipcover to /src/slipcover """ def __init__(self, python_file): super().__init__( python_file=f"/src/slipcover/benchmarks/{python_file}", cur_dir="/src/slipcover", pip_args="six pyperf", ) class PyVersion: """A version of Python to use.""" # The command to run this Python command: str # Short word for messages, directories, etc slug: str # The tox environment to run this Python toxenv: str class Python(PyVersion): """A version of CPython to use.""" def __init__(self, major, minor): self.command = self.slug = f"python{major}.{minor}" self.toxenv = f"py{major}{minor}" class PyPy(PyVersion): """A version of PyPy to use.""" def __init__(self, major, minor): self.command = self.slug = f"pypy{major}.{minor}" self.toxenv = f"pypy{major}{minor}" class AdHocPython(PyVersion): """A custom build of Python to use.""" def __init__(self, path, slug): self.command = f"{path}/bin/python3" self.slug = slug self.toxenv = None @dataclasses.dataclass class Coverage: """A version of coverage.py to use, maybe None.""" # Short word for messages, directories, etc slug: str # Arguments for "pip install ..." pip_args: Optional[str] = None # Tweaks to the .coveragerc file tweaks: Optional[Iterable[Tuple[str, Any]]] = None class CoveragePR(Coverage): """A version of coverage.py from a pull request.""" def __init__(self, number, tweaks=None): super().__init__( slug=f"#{number}", pip_args=f"git+https://github.com/nedbat/coveragepy.git@refs/pull/{number}/merge", tweaks=tweaks, ) class CoverageCommit(Coverage): """A version of coverage.py from a specific commit.""" def __init__(self, sha, tweaks=None): super().__init__( slug=sha, pip_args=f"git+https://github.com/nedbat/coveragepy.git@{sha}", tweaks=tweaks, ) class CoverageSource(Coverage): """The coverage.py in a working tree.""" def __init__(self, directory, tweaks=None): super().__init__( slug="source", pip_args=directory, tweaks=tweaks, ) @dataclasses.dataclass class Env: """An environment to run a test suite in.""" pyver: PyVersion python: Path shell: ShellSession ResultKey = Tuple[str, str, str] DIMENSION_NAMES = ["proj", "pyver", "cov"] class Experiment: """A particular time experiment to run.""" def __init__( self, py_versions: List[PyVersion], cov_versions: List[Coverage], projects: List[ProjectToTest], ): self.py_versions = py_versions self.cov_versions = cov_versions self.projects = projects self.result_data: Dict[ResultKey, List[float]] = {} def run(self, num_runs: int = 3) -> None: total_runs = ( len(self.projects) * len(self.py_versions) * len(self.cov_versions) * num_runs ) total_run_nums = iter(itertools.count(start=1)) all_runs = [] for proj in self.projects: print(f"Prepping project {proj.slug}") with proj.shell() as shell: proj.make_dir() proj.get_source(shell) for pyver in self.py_versions: print(f"Making venv for {proj.slug} {pyver.slug}") venv_dir = f"venv_{proj.slug}_{pyver.slug}" shell.run_command(f"{pyver.command} -m venv {venv_dir}") python = Path.cwd() / f"{venv_dir}/bin/python" shell.run_command(f"{python} -V") env = Env(pyver, python, shell) with change_dir(proj.dir): print(f"Prepping for {proj.slug} {pyver.slug}") proj.prep_environment(env) for cov_ver in self.cov_versions: all_runs.append((proj, pyver, cov_ver, env)) all_runs *= num_runs random.shuffle(all_runs) run_data: Dict[ResultKey, List[float]] = collections.defaultdict(list) for proj, pyver, cov_ver, env in all_runs: total_run_num = next(total_run_nums) print( "Running tests: " + f"{proj.slug}, {pyver.slug}, cov={cov_ver.slug}, " + f"{total_run_num} of {total_runs}" ) with env.shell: with change_dir(proj.dir): if cov_ver.pip_args is None: dur = proj.run_no_coverage(env) else: dur = proj.run_with_coverage( env, cov_ver.pip_args, cov_ver.tweaks, ) print(f"Tests took {dur:.3f}s") result_key = (proj.slug, pyver.slug, cov_ver.slug) run_data[result_key].append(dur) # Summarize and collect the data. print("# Results") for proj in self.projects: for pyver in self.py_versions: for cov_ver in self.cov_versions: result_key = (proj.slug, pyver.slug, cov_ver.slug) med = statistics.median(run_data[result_key]) self.result_data[result_key] = med print( f"Median for {proj.slug}, {pyver.slug}, " + f"cov={cov_ver.slug}: {med:.3f}s" ) def show_results( self, rows: List[str], column: str, ratios: Iterable[Tuple[str, str, str]] = (), ) -> None: dimensions = { "cov": [cov_ver.slug for cov_ver in self.cov_versions], "pyver": [pyver.slug for pyver in self.py_versions], "proj": [proj.slug for proj in self.projects], } table_axes = [dimensions[rowname] for rowname in rows] data_order = [*rows, column] remap = [data_order.index(datum) for datum in DIMENSION_NAMES] WIDTH = 20 def as_table_row(vals): return "| " + " | ".join(v.ljust(WIDTH) for v in vals) + " |" header = [] header.extend(rows) header.extend(dimensions[column]) header.extend(slug for slug, _, _ in ratios) print() print(as_table_row(header)) dashes = [":---"] * len(rows) + ["---:"] * (len(header) - len(rows)) print(as_table_row(dashes)) for tup in itertools.product(*table_axes): row = [] row.extend(tup) col_data = {} for col in dimensions[column]: key = (*tup, col) key = tuple(key[i] for i in remap) result_time = self.result_data[key] # type: ignore row.append(f"{result_time:.1f} s") col_data[col] = result_time for _, num, denom in ratios: ratio = col_data[num] / col_data[denom] row.append(f"{ratio * 100:.0f}%") print(as_table_row(row)) PERF_DIR = Path("/tmp/covperf") def run_experiment( py_versions: List[PyVersion], cov_versions: List[Coverage], projects: List[ProjectToTest], rows: List[str], column: str, ratios: Iterable[Tuple[str, str, str]] = (), ): slugs = [v.slug for v in py_versions + cov_versions + projects] if len(set(slugs)) != len(slugs): raise Exception(f"Slugs must be unique: {slugs}") if any(" " in slug for slug in slugs): raise Exception(f"No spaces in slugs please: {slugs}") ratio_slugs = [rslug for ratio in ratios for rslug in ratio[1:]] if any(rslug not in slugs for rslug in ratio_slugs): raise Exception(f"Ratio slug doesn't match a slug: {ratio_slugs}, {slugs}") if set(rows + [column]) != set(DIMENSION_NAMES): raise Exception( f"All of these must be in rows or column: {', '.join(DIMENSION_NAMES)}" ) print(f"Removing and re-making {PERF_DIR}") rmrf(PERF_DIR) with change_dir(PERF_DIR): exp = Experiment( py_versions=py_versions, cov_versions=cov_versions, projects=projects ) exp.run(num_runs=int(sys.argv[1])) exp.show_results(rows=rows, column=column, ratios=ratios)