diff --git a/tests/conftest.py b/tests/conftest.py index 05f77dd9017..ced61be0f0f 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -67,6 +67,11 @@ def pytest_addoption(parser): action="store_true", help="fail the test if the baseline does not match", ) + parser.addoption( + "--binary-dir", + action="store", + help="use firecracker/jailer binaries from this directory instead of compiling from source", + ) @pytest.fixture(scope="function", autouse=True) @@ -271,7 +276,7 @@ def fc_tmp_path(test_fc_session_root_path): @pytest.fixture() -def microvm_factory(fc_tmp_path, bin_cloner_path): +def microvm_factory(fc_tmp_path, bin_cloner_path, request): """Fixture to create microvms simply. In order to avoid running out of space when instantiating many microvms, @@ -280,7 +285,15 @@ def microvm_factory(fc_tmp_path, bin_cloner_path): One can comment the removal line, if it helps with debugging. """ - uvm_factory = MicroVMFactory(fc_tmp_path, bin_cloner_path) + if binary_dir := request.config.getoption("--binary-dir"): + fc_binary_path = Path(binary_dir) / "firecracker" + jailer_binary_path = Path(binary_dir) / "jailer" + else: + fc_binary_path, jailer_binary_path = build_tools.get_firecracker_binaries() + + uvm_factory = MicroVMFactory( + fc_tmp_path, bin_cloner_path, fc_binary_path, jailer_binary_path + ) yield uvm_factory uvm_factory.kill() shutil.rmtree(fc_tmp_path) diff --git a/tests/framework/ab_test.py b/tests/framework/ab_test.py index 4429459c66c..316ecc5704b 100644 --- a/tests/framework/ab_test.py +++ b/tests/framework/ab_test.py @@ -23,8 +23,12 @@ """ import contextlib import os +import statistics +from pathlib import Path from tempfile import TemporaryDirectory -from typing import Callable, Optional, TypeVar +from typing import Callable, List, Optional, TypeVar + +import scipy from framework import utils @@ -47,7 +51,7 @@ def default_comparator(ah: T, be: T) -> bool: def git_ab_test( - test_runner: Callable[[bool], T], + test_runner: Callable[[Path, bool], T], comparator: Callable[[T, T], U] = default_comparator, *, a_revision: str = DEFAULT_A_REVISION, @@ -57,13 +61,13 @@ def git_ab_test( Performs an A/B-test using the given test runner between the specified revision, and the currently checked out revision. The specified revisions will be checked out in temporary directories, with `test_runner` getting executed in the repository root. If the test depends on firecracker binaries built from the requested revision, care has to be taken - that they are built from the sources in the temporary directory (which can be ensured via the `workspace` parameter - to `cargo_build.get_binary`). + that they are built from the sources in the temporary directory. Note that there are no guarantees on the order in which the two tests are run. :param test_runner: A callable which when executed runs the test in the context of the current working directory. Its - parameter is `true` if and only if it is currently running the "A" test. + first parameter is a temporary directory in which firecracker is checked out at some revision. + The second parameter is `true` if and only if the checked out revision is the "A" revision. :param comparator: A callable taking two outputs from `test_runner` and comparing them. Should return some value indicating whether the test should pass or no, which will be returned by the `ab_test` functions, and on which the caller can then do an assertion. @@ -79,26 +83,46 @@ def git_ab_test( # uncommitted changes. In the CI this will not work because multiple tests will run in parallel, and thus switching # branches will cause random failures in other tests. with temporary_checkout(a_revision) as a_tmp: - with chdir(a_tmp): - result_a = test_runner(True) + result_a = test_runner(a_tmp, True) if b_revision: with temporary_checkout(b_revision) as b_tmp: - with chdir(b_tmp): - result_b = test_runner(False) + result_b = test_runner(b_tmp, False) # Have to call comparator here to make sure both temporary directories exist (as the comparator # might rely on some files that were created during test running, see the benchmark test) comparison = comparator(result_a, result_b) else: - # By default, pytest execution happens inside the `tests` subdirectory. Change to the repository root, as + # By default, pytest execution happens inside the `tests` subdirectory. Pass the repository root, as # documented. - with chdir(".."): - result_b = test_runner(False) + result_b = test_runner(Path.cwd().parent, False) comparison = comparator(result_a, result_b) return result_a, result_b, comparison +def check_regression(a_samples: List[float], b_samples: List[float]): + """Checks for a regression by performing a permutation test. A permutation test is a non-parametric test that takes + three parameters: Two populations (sets of samples) and a function computing a "statistic" based on two populations. + First, the test computes the statistic for the initial populations. It then randomly + permutes the two populations (e.g. merges them and then randomly splits them again). For each such permuted + population, the statistic is computed. Then, all the statistics are sorted, and the percentile of the statistic for the + initial populations is computed. We then look at the fraction of statistics that are larger/smaller than that of the + initial populations. The minimum of these two fractions will then become the p-value. + + The idea is that if the two populations are indeed drawn from the same distribution (e.g. if performance did not + change), then permuting will not affect the statistic (indeed, it should be approximately normal-distributed, and + the statistic for the initial populations will be somewhere "in the middle"). + + Useful for performance tests. + """ + return scipy.stats.permutation_test( + (a_samples, b_samples), + # Compute the difference of means, such that a positive different indicates potential for regression. + lambda x, y: statistics.mean(y) - statistics.mean(x), + vectorized=False, + ) + + @contextlib.contextmanager def temporary_checkout(revision: str): """ @@ -108,14 +132,17 @@ def temporary_checkout(revision: str): happen along the way. """ with TemporaryDirectory() as tmp_dir: - utils.run_cmd( - f"git clone https://github.com/firecracker-microvm/firecracker {tmp_dir}" - ) + # `git clone` can take a path instead of an URL, which causes it to create a copy of the + # repository at the given path. However, that path needs to point to the root of a repository, + # it cannot be some arbitrary subdirectory. Therefore: + _, git_root, _ = utils.run_cmd("git rev-parse --show-toplevel") + # split off the '\n' at the end of the stdout + utils.run_cmd(f"git clone {git_root.strip()} {tmp_dir}") with chdir(tmp_dir): utils.run_cmd(f"git checkout {revision}") - yield tmp_dir + yield Path(tmp_dir) # Once we upgrade to python 3.11, this will be in contextlib: diff --git a/tests/framework/microvm.py b/tests/framework/microvm.py index 55b557c2424..6f4cde03c45 100644 --- a/tests/framework/microvm.py +++ b/tests/framework/microvm.py @@ -150,8 +150,8 @@ class Microvm: def __init__( self, resource_path, - fc_binary_path=None, - jailer_binary_path=None, + fc_binary_path, + jailer_binary_path, microvm_id=None, bin_cloner_path=None, monitor_memory=True, @@ -172,11 +172,6 @@ def __init__( self.initrd_file = None self.boot_args = None - # The binaries this microvm will use to start. - if fc_binary_path is None: - fc_binary_path, _ = build_tools.get_firecracker_binaries() - if jailer_binary_path is None: - _, jailer_binary_path = build_tools.get_firecracker_binaries() self._fc_binary_path = str(fc_binary_path) assert fc_binary_path.exists() self._jailer_binary_path = str(jailer_binary_path) @@ -812,10 +807,12 @@ def ssh(self): class MicroVMFactory: """MicroVM factory""" - def __init__(self, base_path, bin_cloner): + def __init__(self, base_path, bin_cloner, fc_binary_path, jailer_binary_path): self.base_path = Path(base_path) self.bin_cloner_path = bin_cloner self.vms = [] + self.fc_binary_path = fc_binary_path + self.jailer_binary_path = jailer_binary_path def build(self, kernel=None, rootfs=None, microvm_id=None, **kwargs): """Build a microvm""" @@ -823,6 +820,10 @@ def build(self, kernel=None, rootfs=None, microvm_id=None, **kwargs): resource_path=self.base_path, microvm_id=microvm_id or str(uuid.uuid4()), bin_cloner_path=self.bin_cloner_path, + fc_binary_path=kwargs.pop("fc_binary_path", self.fc_binary_path), + jailer_binary_path=kwargs.pop( + "jailer_binary_path", self.jailer_binary_path + ), **kwargs, ) self.vms.append(vm) diff --git a/tests/host_tools/metrics.py b/tests/host_tools/metrics.py index 2b4616b4b77..ad80f85bc5a 100644 --- a/tests/host_tools/metrics.py +++ b/tests/host_tools/metrics.py @@ -43,7 +43,10 @@ """ import asyncio +import json import os +import socket +from urllib.parse import urlparse from aws_embedded_metrics.logger.metrics_logger_factory import create_metrics_logger @@ -89,3 +92,21 @@ def get_metrics_logger(): logger = create_metrics_logger() logger.reset_dimensions(False) return MetricsWrapper(logger) + + +def emit_raw_emf(emf_msg: dict): + """Emites a raw EMF log message to the local cloudwatch agent""" + if "AWS_EMF_AGENT_ENDPOINT" not in os.environ: + return + + emf_msg["_aws"]["LogGroupName"] = os.environ.get( + "AWS_EMF_LOG_GROUP_NAME", f"{os.environ['AWS_EMF_NAMESPACE']}-metrics" + ) + emf_msg["_aws"]["LogStreamName"] = "" + + emf_endpoint = urlparse(os.environ["AWS_EMF_AGENT_ENDPOINT"]) + with socket.socket(socket.AF_INET, socket.SOCK_DGRAM) as sock: + sock.sendto( + (json.dumps(emf_msg) + "\n").encode("utf-8"), + (emf_endpoint.hostname, emf_endpoint.port), + ) diff --git a/tests/integration_tests/functional/test_mmds.py b/tests/integration_tests/functional/test_mmds.py index b237ec0be98..c6ccfdccb78 100644 --- a/tests/integration_tests/functional/test_mmds.py +++ b/tests/integration_tests/functional/test_mmds.py @@ -17,6 +17,7 @@ populate_data_store, run_guest_cmd, ) +from host_tools.cargo_build import get_firecracker_binaries # Minimum lifetime of token. MIN_TOKEN_TTL_SECONDS = 1 @@ -639,7 +640,8 @@ def test_mmds_older_snapshot( microvm, microvm_factory, mmds_version, - target_fc_version=firecracker_release.snapshot_version, + firecracker_release.snapshot_version, + *get_firecracker_binaries(), ) diff --git a/tests/integration_tests/performance/test_benchmarks.py b/tests/integration_tests/performance/test_benchmarks.py index 8d140789095..c0214ef7c99 100644 --- a/tests/integration_tests/performance/test_benchmarks.py +++ b/tests/integration_tests/performance/test_benchmarks.py @@ -3,7 +3,6 @@ """Optional benchmarks-do-not-regress test""" import json import logging -import os import platform import shutil from pathlib import Path @@ -11,7 +10,7 @@ import pytest from framework import utils -from framework.ab_test import git_ab_test +from framework.ab_test import chdir, git_ab_test from host_tools.cargo_build import cargo LOGGER = logging.getLogger(__name__) @@ -27,34 +26,35 @@ def test_no_regression_relative_to_target_branch(): git_ab_test(run_criterion, compare_results) -def run_criterion(is_a: bool) -> Path: +def run_criterion(firecracker_checkout: Path, is_a: bool) -> Path: """ Executes all benchmarks by running "cargo bench --no-run", finding the executables, and running them pinned to some CPU """ baseline_name = "a_baseline" if is_a else "b_baseline" - # Passing --message-format json to cargo tells it to print its log in a json format. At the end, instead of the - # usual "placed executable <...> at <...>" we'll get a json object with an 'executable' key, from which we - # extract the path to the compiled benchmark binary. - _, stdout, _ = cargo( - "bench", - f"--all --quiet --target {platform.machine()}-unknown-linux-musl --message-format json --no-run", - ) - - executables = [] - for line in stdout.split("\n"): - if line: - msg = json.loads(line) - executable = msg.get("executable") - if executable: - executables.append(executable) - - for executable in executables: - utils.run_cmd( - f"CARGO_TARGET_DIR=build/cargo_target taskset -c 1 {executable} --bench --save-baseline {baseline_name}" + with chdir(firecracker_checkout): + # Passing --message-format json to cargo tells it to print its log in a json format. At the end, instead of the + # usual "placed executable <...> at <...>" we'll get a json object with an 'executable' key, from which we + # extract the path to the compiled benchmark binary. + _, stdout, _ = cargo( + "bench", + f"--all --quiet --target {platform.machine()}-unknown-linux-musl --message-format json --no-run", ) - return Path(os.getcwd()) / "build" / "cargo_target" / "criterion" + executables = [] + for line in stdout.split("\n"): + if line: + msg = json.loads(line) + executable = msg.get("executable") + if executable: + executables.append(executable) + + for executable in executables: + utils.run_cmd( + f"CARGO_TARGET_DIR=build/cargo_target taskset -c 1 {executable} --bench --save-baseline {baseline_name}" + ) + + return firecracker_checkout / "build" / "cargo_target" / "criterion" def compare_results(location_a_baselines: Path, location_b_baselines: Path): diff --git a/tests/integration_tests/performance/test_snapshot_ab.py b/tests/integration_tests/performance/test_snapshot_ab.py new file mode 100644 index 00000000000..a17a2826459 --- /dev/null +++ b/tests/integration_tests/performance/test_snapshot_ab.py @@ -0,0 +1,182 @@ +# Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 +"""Performance benchmark for snapshot restore.""" +import shutil +import statistics +import tempfile +from dataclasses import dataclass +from functools import lru_cache +from pathlib import Path +from typing import List + +import pytest + +import host_tools.drive as drive_tools +from framework.microvm import Snapshot +from framework.properties import global_props + +USEC_IN_MSEC = 1000 +ITERATIONS = 30 + + +@lru_cache +def get_scratch_drives(): + """Create an array of scratch disks.""" + scratchdisks = ["vdb", "vdc", "vdd", "vde"] + return [ + (drive, drive_tools.FilesystemFile(tempfile.mktemp(), size=64)) + for drive in scratchdisks + ] + + +@dataclass +class SnapshotRestoreTest: + """Dataclass encapsulating properties of snapshot restore tests""" + + vcpus: int = 1 + mem: int = 128 + nets: int = 3 + blocks: int = 3 + all_devices: bool = False + + @property + def id(self): + """Computes a unique id for this test instance""" + return "all_dev" if self.all_devices else f"{self.vcpus}vcpu_{self.mem}mb" + + @property + def dimensions(self): + """Gets the cloudwatch dimensions for this test""" + return { + "vcpus": str(self.vcpus), + "guest_memory": f"{self.mem}MB", + "net_devices": str(self.nets), + "block_devices": str(self.blocks), + "vsock_devices": str(int(self.all_devices)), + "balloon_devices": str(int(self.all_devices)), + } + + def create_snapshot( + self, + microvm_factory, + guest_kernel, + rootfs, + ) -> Snapshot: + """Creates the initial snapshot that will be loaded repeatedly to sample latencies""" + vm = microvm_factory.build( + guest_kernel, + rootfs, + monitor_memory=False, + ) + vm.spawn(log_level="Info") + vm.time_api_requests = False + vm.basic_config( + vcpu_count=self.vcpus, + mem_size_mib=self.mem, + rootfs_io_engine="Sync", + ) + + for _ in range(self.nets): + vm.add_net_iface() + + if self.blocks > 1: + scratch_drives = get_scratch_drives() + for name, diskfile in scratch_drives[: (self.blocks - 1)]: + vm.add_drive(name, diskfile.path, io_engine="Sync") + + if self.all_devices: + vm.api.balloon.put( + amount_mib=0, deflate_on_oom=True, stats_polling_interval_s=1 + ) + vm.api.vsock.put(vsock_id="vsock0", guest_cid=3, uds_path="/v.sock") + + vm.start() + snapshot = vm.snapshot_full() + vm.kill() + + return snapshot + + def sample_latency(self, microvm_factory, guest_kernel, rootfs) -> List[float]: + """Collects latency samples for the microvm configuration specified by this instance""" + snapshot = self.create_snapshot(microvm_factory, guest_kernel, rootfs) + + values = [] + + for _ in range(ITERATIONS): + microvm = microvm_factory.build( + monitor_memory=False, + ) + microvm.spawn() + microvm.restore_from_snapshot(snapshot, resume=True) + + # Check if guest still runs commands. + exit_code, _, _ = microvm.ssh.run("true") + assert exit_code == 0 + + value = 0 + # Parse all metric data points in search of load_snapshot time. + microvm.flush_metrics() + metrics = microvm.get_all_metrics() + for data_point in metrics: + cur_value = data_point["latencies_us"]["load_snapshot"] + if cur_value > 0: + value = cur_value / USEC_IN_MSEC + break + assert value > 0 + values.append(value) + microvm.kill() + shutil.rmtree(Path(microvm.chroot())) + + snapshot.delete() + return values + + +@pytest.mark.nonci +@pytest.mark.parametrize( + "test_setup", + [ + SnapshotRestoreTest(mem=128, vcpus=1), + SnapshotRestoreTest(mem=1024, vcpus=1), + SnapshotRestoreTest(mem=2048, vcpus=2), + SnapshotRestoreTest(mem=4096, vcpus=3), + SnapshotRestoreTest(mem=6144, vcpus=4), + SnapshotRestoreTest(mem=8192, vcpus=5), + SnapshotRestoreTest(mem=10240, vcpus=6), + SnapshotRestoreTest(mem=12288, vcpus=7), + SnapshotRestoreTest(all_devices=True), + ], + ids=lambda x: x.id, +) +def test_restore_latency( + microvm_factory, rootfs, guest_kernel_linux_4_14, test_setup, metrics +): + """ + Restores snapshots with vcpu/memory configuration, roughly scaling according to mem = (vcpus - 1) * 2048MB, + which resembles firecracker production setups. Also contains a test case for restoring a snapshot will all devices + attached to it. + + We only test a single guest kernel, as the guest kernel does not "participate" in snapshot restore. + """ + + samples = test_setup.sample_latency( + microvm_factory, + guest_kernel_linux_4_14, + rootfs, + ) + + metrics.set_dimensions( + { + "instance": global_props.instance, + "cpu_model": global_props.cpu_model, + "host_kernel": "linux-" + global_props.host_linux_version, + "guest_kernel": guest_kernel_linux_4_14.stem[2:], + "rootfs": rootfs.name, + "performance_test": "test_restore_latency", + **test_setup.dimensions, + } + ) + + metrics.put_metric("latency_Avg", statistics.mean(samples), "Milliseconds") + + for sample in samples: + metrics.put_metric("latency", sample, "Milliseconds") diff --git a/tools/ab_test.py b/tools/ab_test.py new file mode 100755 index 00000000000..4b6afff1f9b --- /dev/null +++ b/tools/ab_test.py @@ -0,0 +1,225 @@ +#!/usr/bin/env python3 +# Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 +""" +Script for running A/B-Tests + +The script takes two git revisions and a pytest integration test. It utilizes +our integration test frameworks --binary-dir parameter to execute the given +test using binaries compiled from each revision, and captures the EMF logs +output. It the searches for list-valued properties/metrics in the EMF, and runs a +regression test comparing these lists for the two runs. + +It performs the A/B-test as follows: +For each EMF log message output, look at the dimensions. The script assumes that +dimensions are unique across all log messages output from a single test run. In +each log message, then look for all properties that have lists assigned to them, +and collect them. For both runs of the test, the set of distinct dimensions +collected this way must be the same. Then, we match corresponding dimensions +between the two runs, performing statistical regression test across all the list- +valued properties collected. +""" +import argparse +import asyncio +import json +import platform +import shutil +import statistics +import sys +from pathlib import Path + +from aws_embedded_metrics.logger.metrics_logger_factory import create_metrics_logger + +# Hack to be able to use our test framework code +sys.path.append(str(Path(__file__).parent.parent / "tests")) + +# pylint:disable=wrong-import-position +from framework import utils +from framework.ab_test import chdir, check_regression, git_ab_test +from host_tools.metrics import emit_raw_emf + + +def extract_dimensions(emf): + """Extracts the cloudwatch dimensions from an EMF log message""" + dimension_list = emf["_aws"]["CloudWatchMetrics"][0]["Dimensions"][0] + return {key: emf[key] for key in emf if key in dimension_list} + + +def reemit_emf_and_get_data(log_entry: str, revision: str): + """Parses the given EMF log entry, and reemits it, overwriting the attached "git_commit_id" field + with the given revision + + Returns the entries dimensions and its list-valued properties/metrics""" + emf = json.loads(log_entry) + emf["git_commit_id"] = revision + emit_raw_emf(emf) + + result = {key: value for key, value in emf.items() if isinstance(value, list)} + + return extract_dimensions(emf), result + + +def load_data_series(revision: str): + """Loads the data series relevant for A/B-testing from test_results/test-report.json + into a dictionary mapping each message's cloudwatch dimensions to a dictionary of + its list-valued properties/metrics. + + Also reemits all EMF logs.""" + data = {} + + report = json.loads(Path("test_results/test-report.json").read_text("UTF-8")) + for test in report["tests"]: + for line in test["teardown"]["stdout"].splitlines(): + # Only look at EMF log messages. If we ever have other stdout that starts with braces, + # we will need to rethink this heuristic. + if line.startswith("{"): + dimensions, result = reemit_emf_and_get_data(line, revision) + + data[frozenset(dimensions.items())] = result + + return data + + +def collect_data(firecracker_checkout: Path, test: str): + """Executes the specified test using a firecracker binary compiled from the given checkout""" + with chdir(firecracker_checkout): + revision = utils.run_cmd("git rev-parse HEAD").stdout.strip() + + binary_dir = Path.cwd() / "build" / revision + + if not (binary_dir / "firecracker").exists(): + with chdir(firecracker_checkout): + print(f"Compiling firecracker from revision {binary_dir.name}") + utils.run_cmd("./tools/release.sh --libc musl --profile release") + build_dir = ( + firecracker_checkout + / f"build/cargo_target/{platform.machine()}-unknown-linux-musl/release" + ) + binary_dir.mkdir(parents=True, exist_ok=True) + shutil.copy(build_dir / "firecracker", binary_dir) + shutil.copy(build_dir / "jailer", binary_dir) + else: + print(f"Using existing binaries for revision {binary_dir.name}") + + print("Collecting samples") + _, stdout, _ = utils.run_cmd( + f"AWS_EMF_ENVIRONMENT=local AWS_EMF_NAMESPACE=local ./tools/test.sh --binary-dir=/firecracker/build/{revision} {test} -m nonci" + ) + print(stdout.strip()) + + return load_data_series(revision) + + +def analyze_data(data_a, data_b): + """ + Analyzes the A/B-test data produced by `collect_data`, by performing regression tests + as described this script's doc-comment. + + Returns a mapping of dimensions and properties/metrics to the result of their regression test. + """ + assert set(data_a.keys()) == set( + data_b.keys() + ), "A and B run produced incomparable data. This is a bug in the test!" + + results = {} + + metrics_logger = create_metrics_logger() + + for config in data_a: + a_result = data_a[config] + b_result = data_b[config] + + assert set(a_result.keys()) == set( + b_result.keys() + ), "A and B run produced incomparable data. This is a bug in the test!" + + for property_name in a_result: + print( + f"Doing A/B-test for dimensions {config} and property {property_name}" + ) + result = check_regression(a_result[property_name], b_result[property_name]) + + metrics_logger.set_dimensions(dict(config)) + metrics_logger.put_metric("p_value", result.pvalue, "None") + metrics_logger.put_metric("mean_difference", result.statistic, "None") + metrics_logger.set_property("data_a", a_result[property_name]) + metrics_logger.set_property("data_b", b_result[property_name]) + asyncio.run(metrics_logger.flush()) + + results[config, property_name] = result + + return results + + +def ab_performance_test(a_revision, b_revision, test, p_thresh, strength_thresh): + """Does an A/B-test of the specified test across the given revisions""" + _, commit_list, _ = utils.run_cmd( + f"git --no-pager log --oneline {a_revision}..{b_revision}" + ) + print( + f"Performance A/B-test across {a_revision}..{b_revision}. This includes the following commits:" + ) + print(commit_list.strip()) + + a_result, _, results = git_ab_test( + lambda checkout, _: collect_data(checkout, test), + analyze_data, + a_revision=a_revision, + b_revision=b_revision, + ) + + failures = [] + for (config, property_name), result in results.items(): + baseline = a_result[config][property_name] + if ( + result.pvalue < p_thresh + and abs(result.statistic) > abs(statistics.mean(baseline)) * strength_thresh + ): + failures.append((config, property_name, result)) + + failure_report = "\n".join( + f"\033[0;32m[Firecracker A/B-Test Runner]\033[0m A/B-testing shows a regression of \033[0;31m\033[1m{result.statistic:.2f}ms\033[0m for metric \033[1m{property_name}\033[0m with \033[0;31m\033[1mp={result.pvalue}\033[0m. This means that observing a change of this magnitude or worse, assuming that performance characteristics did not change across the tested commits, has a probability of {result.pvalue:.2%}. Tested Dimensions:\n{json.dumps(dict(config), indent=2)}" + for (config, property_name, result) in failures + ) + assert not failures, "\n" + failure_report + print("No regressions detected!") + + +def canonicalize_revision(revision): + """Canonicalizes the given revision to a 40 digit hex SHA""" + return utils.run_cmd(f"git rev-parse {revision}").stdout.strip() + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="Executes Firecracker's A/B testsuite across the specified commits" + ) + parser.add_argument( + "a_revision", + help="The baseline revision compared to which we want to avoid regressing", + ) + parser.add_argument( + "b_revision", + help="The revision whose performance we want to compare against the results from a_revision", + ) + parser.add_argument("--test", help="The test to run", required=True) + parser.add_argument( + "--significance", + help="The p-value threshold that needs to be crossed for a test result to be considered significant", + default=0.01, + ) + parser.add_argument( + "--relative-strength", + help="The minimal delta required before a regression will be considered valid", + default=0.2, + ) + args = parser.parse_args() + + ab_performance_test( + # These will show up in Cloudwatch, so canonicalize to long commit SHAs + canonicalize_revision(args.a_revision), + canonicalize_revision(args.b_revision), + args.test, + args.significance, + args.relative_strength, + ) diff --git a/tools/create_snapshot_artifact/main.py b/tools/create_snapshot_artifact/main.py index 4934a71e1cc..9dd3e0f6fe7 100755 --- a/tools/create_snapshot_artifact/main.py +++ b/tools/create_snapshot_artifact/main.py @@ -11,6 +11,8 @@ import tempfile from pathlib import Path +from host_tools.cargo_build import get_firecracker_binaries + # Hack to be able to import testing framework functions. sys.path.append(os.path.join(os.getcwd(), "tests")) # noqa: E402 @@ -94,7 +96,7 @@ def main(): print("Cleanup") shutil.rmtree(SNAPSHOT_ARTIFACTS_ROOT_DIR, ignore_errors=True) root_path = tempfile.mkdtemp(dir=DEFAULT_TEST_SESSION_ROOT_PATH) - vm_factory = MicroVMFactory(root_path, None) + vm_factory = MicroVMFactory(root_path, None, *get_firecracker_binaries()) cpu_templates = ["None"] if get_cpu_vendor() == CpuVendor.INTEL: diff --git a/tools/devctr/poetry.lock b/tools/devctr/poetry.lock index acbf3ff718c..f9da59986e4 100644 --- a/tools/devctr/poetry.lock +++ b/tools/devctr/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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Lock from our side too to prevent different versions +click = "8.1.3" gitlint = "^0.19.1" +ipython = "^8.15.0" isort = "^5.12.0" nsenter = "^0.2" +# numpy >1.25.0,<=1.25.2 trigger an illegal instruction on AL2 4.14 on c7g.metal instances, due to these instances +# not advertising SVE support. See https://github.com/numpy/numpy/issues/24028 +numpy = "1.24.3" openapi-spec-validator = "^0.5.6" pandas = "^2.0.1" psutil = "^5.9.5" @@ -26,8 +30,12 @@ PyYAML = "^6.0" requests = "^2.31.0" requests-unixsocket = "^0.3.0" retry = "^0.9.2" +scipy = "^1.11.2" setproctitle = "^1.3.2" tenacity = "^8.2.2" +# Fix urllib3 to a version <2.0.0 because requests breaks otherwise +# See https://github.com/psf/requests/issues/6432 +urllib3 = "1.26.16" [tool.poetry.dev-dependencies] diff --git a/tools/devtool b/tools/devtool index fb20139ff13..1962e107ec9 100755 --- a/tools/devtool +++ b/tools/devtool @@ -72,7 +72,7 @@ DEVCTR_IMAGE_NO_TAG="public.ecr.aws/firecracker/fcuvm" # Development container tag -DEVCTR_IMAGE_TAG=${DEVCTR_IMAGE_TAG:-v63} +DEVCTR_IMAGE_TAG=${DEVCTR_IMAGE_TAG:-v64} # Development container image (name:tag) # This should be updated whenever we upgrade the development container. @@ -532,7 +532,7 @@ ensure_ci_artifacts() { # Please see `$0 help` for more information. # cmd_test() { - + do_ab_test=0 # Parse any command line args. while [ $# -gt 0 ]; do case "$1" in @@ -545,6 +545,9 @@ cmd_test() { shift local cpuset_mems="$1" ;; + "--ab") + do_ab_test=1 + ;; "--") { shift; break; } ;; *) die "Unknown argument: $1. Please use --help for help." @@ -583,6 +586,12 @@ cmd_test() { say "Detected CI, tuning CPU frequency scaling for reduced variability" fi + test_script="./tools/test.sh" + + if [ $do_ab_test -eq 1 ]; then + test_script="./tools/ab_test.py" + fi + run_devctr \ --privileged \ --security-opt seccomp=unconfined \ @@ -594,7 +603,7 @@ cmd_test() { --cpuset-mems="$cpuset_mems" \ --env-file env.list \ -- \ - ./tools/test.sh "$@" + $test_script "$@" ret=$? @@ -610,6 +619,7 @@ cmd_test() { return $ret } + # `$0 shell` - drop to a shell prompt inside the dev container # Please see `$0 help` for more information. # diff --git a/tools/test-popular-containers/test-docker-rootfs.py b/tools/test-popular-containers/test-docker-rootfs.py index 29eedfdb258..8cf936db00d 100755 --- a/tools/test-popular-containers/test-docker-rootfs.py +++ b/tools/test-popular-containers/test-docker-rootfs.py @@ -12,12 +12,13 @@ from framework.artifacts import kernels from framework.microvm import MicroVMFactory +from host_tools.cargo_build import get_firecracker_binaries kernels = list(kernels("vmlinux-*")) # Use the latest guest kernel kernel = kernels[-1] -vmfcty = MicroVMFactory("/srv", None) +vmfcty = MicroVMFactory("/srv", None, *get_firecracker_binaries()) # (may take a while to compile Firecracker...) for rootfs in Path(".").glob("*.ext4"):