From e562b380d8299f506fdb7a8bdb2adedb5b004c9b Mon Sep 17 00:00:00 2001 From: Patrick Roy Date: Tue, 19 Sep 2023 16:40:19 +0100 Subject: [PATCH 1/5] test: Add pytest option to use custom firecracker binary MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Add an option to pytest to run our integration test suite for an arbitrary firecracker binary, instead of compiling it from source. Signed-off-by: Patrick Roy Co-authored-by: Pablo Barbáchano --- tests/conftest.py | 17 +++++++++++++++-- tests/framework/microvm.py | 17 +++++++++-------- tests/integration_tests/functional/test_mmds.py | 4 +++- tools/create_snapshot_artifact/main.py | 4 +++- .../test-docker-rootfs.py | 3 ++- 5 files changed, 32 insertions(+), 13 deletions(-) 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/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/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/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/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"): From 4cbd7e0d3af257d92db112bdbcd0db32b22a89b0 Mon Sep 17 00:00:00 2001 From: Patrick Roy Date: Wed, 20 Sep 2023 14:20:56 +0100 Subject: [PATCH 2/5] test: Do not have git_ab_test chdir into temporary checkout Instead pass the path to the temporary checkout to the test_runner closure. The reason being that by automatically chdir-ing into the temporary directory, it is difficult for the test_runner to get access to things outside of the temp dir (which has to be explicitly passed via closure). Without, the test runner knows both where the permanent firecracker checkout is (via Path.cwd()), and can easily chdir to the temporary one via the ab_test.chdir() context manager. Signed-off-by: Patrick Roy --- tests/framework/ab_test.py | 22 +++++---- .../performance/test_benchmarks.py | 45 ++++++++++--------- 2 files changed, 33 insertions(+), 34 deletions(-) diff --git a/tests/framework/ab_test.py b/tests/framework/ab_test.py index 4429459c66c..6520d9c73ee 100644 --- a/tests/framework/ab_test.py +++ b/tests/framework/ab_test.py @@ -23,6 +23,7 @@ """ import contextlib import os +from pathlib import Path from tempfile import TemporaryDirectory from typing import Callable, Optional, TypeVar @@ -47,7 +48,7 @@ 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 +58,13 @@ 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. @@ -79,21 +80,18 @@ 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 @@ -115,7 +113,7 @@ def temporary_checkout(revision: str): 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/integration_tests/performance/test_benchmarks.py b/tests/integration_tests/performance/test_benchmarks.py index 8d140789095..79064cfa000 100644 --- a/tests/integration_tests/performance/test_benchmarks.py +++ b/tests/integration_tests/performance/test_benchmarks.py @@ -11,7 +11,7 @@ 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 +27,35 @@ 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): From f5ff60194ab12c8c9d3bea462d9c7ccbddfc43cd Mon Sep 17 00:00:00 2001 From: Patrick Roy Date: Wed, 6 Sep 2023 11:47:42 +0100 Subject: [PATCH 3/5] chore: Rebuild devctr MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Added scipy (for statistical tests) and ipython. We pin numpy to version 1.24.2, as versions newer than this cause python to crash with SIGILL on AL2 4.14 c7g.metal instances. I expect this will be patched in the upcoming 1.25.3 release. See https://github.com/numpy/numpy/issues/24028 Also drop boto3, which is unneccessary since d1015be484d573f9f7ae92483f21a100da8aac4b. Signed-off-by: Patrick Roy Co-authored-by: Pablo Barbáchano --- tools/devctr/poetry.lock | 1024 ++++++++++++++++++++++------------- tools/devctr/pyproject.toml | 12 +- tools/devtool | 2 +- 3 files changed, 644 insertions(+), 394 deletions(-) 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. [[package]] name = "aiohttp" @@ -122,6 +122,17 @@ files = [ [package.dependencies] frozenlist = ">=1.1.0" +[[package]] +name = "appnope" +version = "0.1.3" +description = "Disable App Nap on macOS >= 10.9" +optional = false +python-versions = "*" +files = [ + {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"}, + {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"}, +] + [[package]] name = "argparse" version = "1.4.0" @@ -149,13 +160,13 @@ python-dateutil = ">=2.7.0" [[package]] name = "astroid" -version = "2.15.5" +version = "2.15.6" description = "An abstract syntax tree for Python with inference support." optional = false python-versions = ">=3.7.2" files = [ - {file = "astroid-2.15.5-py3-none-any.whl", hash = "sha256:078e5212f9885fa85fbb0cf0101978a336190aadea6e13305409d099f71b2324"}, - {file = "astroid-2.15.5.tar.gz", hash = "sha256:1039262575027b441137ab4a62a793a9b43defb42c32d5670f38686207cd780f"}, + {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"}, + {file = "astroid-2.15.6.tar.gz", hash = "sha256:903f024859b7c7687d7a7f3a3f73b17301f8e42dfd9cc9df9d4418172d3e2dbd"}, ] [package.dependencies] @@ -163,15 +174,32 @@ lazy-object-proxy = ">=1.4.0" typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""} wrapt = {version = ">=1.11,<2", markers = "python_version < \"3.11\""} +[[package]] +name = "asttokens" +version = "2.4.0" +description = "Annotate AST trees with source code positions" +optional = false +python-versions = "*" +files = [ + {file = "asttokens-2.4.0-py2.py3-none-any.whl", hash = "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"}, + {file = "asttokens-2.4.0.tar.gz", hash = "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e"}, +] + +[package.dependencies] +six = ">=1.12.0" + +[package.extras] +test = ["astroid", "pytest"] + [[package]] name = "async-timeout" -version = "4.0.2" +version = "4.0.3" description = "Timeout context manager for asyncio programs" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" files = [ - 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"sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"}, +] + [[package]] name = "wrapt" version = "1.15.0" @@ -1775,4 +2017,4 @@ multidict = ">=4.0" [metadata] lock-version = "2.0" python-versions = "3.10.*" -content-hash = "913dbb6ed9f65b4fa6027f2450752590e40c020d102d842824a354d348b86014" +content-hash = "af987c7ea39f00424fc69a80d2557b2e7860a1bd8950e86b06660a118eb48e28" diff --git a/tools/devctr/pyproject.toml b/tools/devctr/pyproject.toml index b34315001f5..916bb3fa852 100644 --- a/tools/devctr/pyproject.toml +++ b/tools/devctr/pyproject.toml @@ -7,11 +7,15 @@ authors = ["Your Name "] [tool.poetry.dependencies] aws-embedded-metrics = "^3.1.0" black = "^23.3.0" -boto3 = "^1.26.140" -botocore = "^1.29.140" +# Gitlint locks this to 8.1.3. 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..afc52dc65c8 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. From e4ce63e77be923cddffa43979caf1be0d4f9e752 Mon Sep 17 00:00:00 2001 From: Patrick Roy Date: Thu, 31 Aug 2023 14:53:29 +0100 Subject: [PATCH 4/5] test: Add a snapshot restore test compatible with A/B-testing We add a version of the nightly snapshot restore test that does not interface with the current baseline-based testing framework. Instead, it will only write the latency samples to test_results. It respects the --binary-dir option, meaning this test can be used to collect latency samples for firecracker binaries compiled from old revisions. We choose this approach of doing a "data production only" test, instead of having the actual A/B-test be done inside of pytest for multiple reasons: - We cannot compile old firecracker versions from inside pytest, as this would require us to nest docker (or rely on the old firecracker revision being compilable with the current docker container). - Doing the A/B-orchestration outside of the test means the test does not need to support "metrics only" and "A/B" modes (with the former being required for nightly data collection runs). Signed-off-by: Patrick Roy --- .../performance/test_benchmarks.py | 1 - .../performance/test_snapshot_ab.py | 182 ++++++++++++++++++ 2 files changed, 182 insertions(+), 1 deletion(-) create mode 100644 tests/integration_tests/performance/test_snapshot_ab.py diff --git a/tests/integration_tests/performance/test_benchmarks.py b/tests/integration_tests/performance/test_benchmarks.py index 79064cfa000..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 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") From c3654b0d8976e24f82cec3b6277b0abdf9309546 Mon Sep 17 00:00:00 2001 From: Patrick Roy Date: Tue, 5 Sep 2023 14:28:00 +0100 Subject: [PATCH 5/5] test: script for executing A/B-Tests This script is intended to be executed by our CI to perform an A/B-test across two commits (for instance, a buildkite pipeline would get triggered on PR merge, and the pipeline will call this script with the commit range of the just merged PR). It compiles two git revisions of firecracker using the revisions devtool, and then passes these binaries to the relevant A/B-test. After collecting data for both A and B revision, it analyzes the produced EMF logs for raw time series (e.g. EMF properties/metrics that are assigned lists of values). For any such data series found, it will then perform a statistical test to assert that there is no regression in this data series (for this, it asserts that both A and B revision produce the same EMF messages (based on dimensions), and that for each unique dimension, the same data series are emitted). We choose a Permutation Test as it is non-parametric (which we need since we cannot make normality assumptions about arbitrary performance data). Non-parametric here means it compares two arbitrary sets of samples, and then gives us a p-value about the H_0 hypothesis "both sets of samples were drawn from the same (unknown) distribution". The p-value is easy to interpret, as it tells us the probability of observing a result as bad as the actually measured one, given that performance did not change. Signed-off-by: Patrick Roy --- tests/framework/ab_test.py | 37 +++++- tests/host_tools/metrics.py | 21 ++++ tools/ab_test.py | 225 ++++++++++++++++++++++++++++++++++++ tools/devtool | 14 ++- 4 files changed, 291 insertions(+), 6 deletions(-) create mode 100755 tools/ab_test.py diff --git a/tests/framework/ab_test.py b/tests/framework/ab_test.py index 6520d9c73ee..316ecc5704b 100644 --- a/tests/framework/ab_test.py +++ b/tests/framework/ab_test.py @@ -23,9 +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 @@ -97,6 +100,29 @@ def git_ab_test( 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): """ @@ -106,9 +132,12 @@ 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}") 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/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/devtool b/tools/devtool index afc52dc65c8..1962e107ec9 100755 --- a/tools/devtool +++ b/tools/devtool @@ -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. #