diff --git a/tests/README.md b/tests/README.md index e8ad62d0792..8b102f61854 100644 --- a/tests/README.md +++ b/tests/README.md @@ -251,6 +251,15 @@ schedule an A/B-Test in buildkite, the `REVISION_A` and `REVISION_B` environment variables need to be set in the "Environment Variables" field under "Options" in buildkite's "New Build" modal. +### A/B visualization + +To create visualization of A/B runs use `tools/ab_plot.py` script. Example +usage: + +```sh + ./tools/plot.py a_path b_path --output_type pdf +``` + ### Beyond commit comparisons While our automated A/B-Testing suite only supports A/B-Tests across commit diff --git a/tools/ab_plot.py b/tools/ab_plot.py new file mode 100644 index 00000000000..71f8e280503 --- /dev/null +++ b/tools/ab_plot.py @@ -0,0 +1,302 @@ +#!/usr/bin/env python3 +# Copyright 2025 Amazon.com, Inc. or its affiliates. All Rights Reserved. +# SPDX-License-Identifier: Apache-2.0 +""" +Script for creating visualizations for A/B runs. + +Usage: +ab_plot.py path_to_run_a path_to_run_b path_to_run_c ... --output_type pdf/table +""" + +import argparse +import glob +import json +import time +from pathlib import Path +from typing import Callable, List + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import scipy +import seaborn as sns +from matplotlib.backends.backend_pdf import PdfPages + +pd.set_option("display.float_format", "{:.2f}".format) + + +def check_regression( + a_samples: List[float], + b_samples: List[float], + statistic: Callable = np.mean, + *, + n_resamples=9999, +): + """ + Check if 2 sample groups have a statistically big enough difference + """ + result = scipy.stats.permutation_test( + (a_samples, b_samples), + lambda x, y: statistic(y) - statistic(x), + vectorized=False, + n_resamples=n_resamples, + ) + statistic_a = statistic(a_samples) + + return result.pvalue, result.statistic / statistic_a, result.statistic + + +def load_data(data_path: Path): + """ + Recursively collects `metrics.json` files in provided path + """ + data = [] + for name in glob.glob(f"{data_path}/**/metrics.json", recursive=True): + with open(name, encoding="utf-8") as f: + j = json.load(f) + + if "performance_test" not in j["dimensions"]: + print(f"skipping: {name}") + continue + + metrics = j["metrics"] + perf_test = j["dimensions"]["performance_test"] + del j["dimensions"]["performance_test"] + dimentions = frozenset(j["dimensions"].items()) + + for m in metrics: + if "cpu_utilization" in m: + continue + mm = metrics[m] + unit = mm["unit"] + values = mm["values"] + for i, v in enumerate(values): + data.append( + { + "index": i, + "test": perf_test, + "metric": m, + "value": v, + "unit": unit, + "dimensions": dimentions, + } + ) + + return data + + +def p50(a): + """Returns 50th percentile of 1d-array a""" + return np.percentile(a, 50) + + +def p90(a): + """Returns 90th percentile of 1d-array a""" + return np.percentile(a, 90) + + +def create_table(df: pd.DataFrame): + """Create an html table per test in the data frame""" + + for test_value in df["test"].unique(): + df_test = df[df["test"] == test_value] + + # Split dimensions into separate columns + df_expanded = df_test.copy() + dim_data = [] + for _, row in df_expanded.iterrows(): + dim_dict = dict(row["dimensions"]) + dim_data.append(dim_dict) + + # Need to reset indexes because otherwise `pd.concat` will add NaN in all + # rows where indexes differ + dim_df = pd.DataFrame(dim_data).reset_index(drop=True) + df_data = df_expanded.drop("dimensions", axis=1).reset_index(drop=True) + df_expanded = pd.concat([df_data, dim_df], axis=1) + + # Use dimension columns as index + dim_cols = sorted(list(dim_df.columns)) + df_pivoted = df_expanded.pivot_table( + values=["value"], + index=["metric", "unit"] + dim_cols, + columns="group", + aggfunc=[p50, p90], + ) + + # Add comparison columns for each group vs first group (A) + groups = sorted(df_test["group"].unique()) + for baseline in groups: + for group in groups: + if group == baseline: + continue + for stat in ["p50", "p90"]: + diff_col = (stat, "value", f"{baseline}->{group} %") + df_pivoted[diff_col] = ( + ( + df_pivoted[(stat, "value", group)] + - df_pivoted[(stat, "value", baseline)] + ) + / df_pivoted[(stat, "value", baseline)] + * 100.0 + ) + diff_col = (stat, "value", f"{baseline}->{group} abs") + df_pivoted[diff_col] = ( + df_pivoted[(stat, "value", group)] + - df_pivoted[(stat, "value", baseline)] + ) + + # Sort columns to have a persistent table representation + df_pivoted = df_pivoted[sorted(df_pivoted.columns)] + + test_output_path = f"{test_value}.html" + with open(test_output_path, "w", encoding="UTF-8") as writer: + writer.write("
") + styled = df_pivoted.style.format(precision=2) + styled = styled.set_table_attributes("border=1") + styled = styled.set_table_styles( + [{"selector": 'th:contains("->")', "props": [("min-width", "80px")]}] + ) + + # Apply color gradient to all comparison columns + for baseline in groups: + for group in groups: + if group == baseline: + continue + for stat in ["p50", "p90"]: + diff_col = (stat, "value", f"{baseline}->{group} %") + styled = styled.background_gradient( + subset=[diff_col], cmap="RdYlGn" + ) + + writer.write(styled.to_html()) + writer.write("
") + print(f"Ready: {test_output_path}") + + +def create_pdf(args, df: pd.DataFrame): + """Create a pdf per test in the data frame""" + + sns.set_style("whitegrid") + metrics = df["metric"].unique() + n_groups = len(df["group"].unique()) + + for test_value in df["test"].unique(): + test_output_path = f"{test_value}.pdf" + with PdfPages(test_output_path) as pdf: + df_test = df[df["test"] == test_value] + for dim_value in df_test["dimensions"].unique(): + for metric in metrics: + metric_data = df_test[ + (df_test["metric"] == metric) + & (df_test["dimensions"] == dim_value) + ] + + if len(metric_data) == 0: + continue + + additional_title = "" + fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6)) + if n_groups == 2: + # Check if difference is significant + a_values = metric_data[metric_data["group"] == "A"][ + "value" + ].values + b_values = metric_data[metric_data["group"] == "B"][ + "value" + ].values + pvalue, diff_rel, diff_abs = check_regression( + a_values, b_values + ) + + if ( + pvalue <= 0.1 + and abs(diff_rel) >= 0.05 + and abs(diff_abs) >= 0.0 + ): + fig.patch.set_facecolor("lightcoral") + additional_title = ( + f"{diff_rel * 100:+.2f}% ({diff_abs:+.2f}) difference" + ) + + # Make a multi-line title since single line will be too long + dim_items = sorted(str(item) for item in dim_value) + dim_chunks = [ + ", ".join(dim_items[i : i + 4]) + for i in range(0, len(dim_items), 4) + ] + dim_str = "\n".join(dim_chunks) + title = f"{metric}\n{dim_str}\n{additional_title}" + if additional_title: + weight = "bold" + else: + weight = "normal" + fig.suptitle(title, fontsize=10, weight=weight) + + sns.boxenplot(data=metric_data, x="group", y="value", ax=ax1) + ax1.set_ylabel(f"{metric} ({metric_data['unit'].iloc[0]})") + + metric_data_indexed = metric_data.reset_index() + errorbar = (args.errorbar[0], int(args.errorbar[1])) + sns.lineplot( + data=metric_data_indexed, + x="index", + y="value", + hue="group", + ax=ax2, + errorbar=errorbar, + ) + ax2.set_ylabel(f"{metric} ({metric_data['unit'].iloc[0]})") + + plt.tight_layout() + pdf.savefig() + plt.close() + print(f"Ready: {test_output_path}") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser( + description="Executes Firecracker's A/B testsuite across the specified commits" + ) + parser.add_argument( + "paths", + nargs="+", + help="Paths to directories with test runs", + type=Path, + ) + parser.add_argument( + "--errorbar", + nargs=2, + default=["pi", "95"], + help="Errorbar configuration for lineplot (type, value)", + ) + parser.add_argument( + "--output_type", + default=["pdf"], + help="Type of the output to generate", + ) + args = parser.parse_args() + + # Data retrieval + start_time = time.time() + all_data = [] + for i, path in enumerate(args.paths): + data = load_data(path) + print(f"getting data {i} from {path}: {len(data)}") + df = pd.DataFrame(data) + df["group"] = chr(65 + i) # A, B, C, D, ... + all_data.append(df) + print(f"Data retrieval: {time.time() - start_time:.2f}s") + + # Data processing + start_time = time.time() + df_combined = pd.concat(all_data, ignore_index=True) + print(f"Data processing: {time.time() - start_time:.2f}s") + + # Plotting + start_time = time.time() + if args.output_type == "pdf": + create_pdf(args, df_combined) + if args.output_type == "table": + create_table(df_combined) + + print(f"Plotting: {time.time() - start_time:.2f}s") diff --git a/tools/devctr/Dockerfile b/tools/devctr/Dockerfile index 85ee76e476b..5f1de867766 100644 --- a/tools/devctr/Dockerfile +++ b/tools/devctr/Dockerfile @@ -71,7 +71,7 @@ RUN apt-get update \ iptables \ openssh-client \ pkgconf \ - python3 python3-dev python3-pip \ + python3 python3-dev python3-pip python3-venv \ screen tmux \ tzdata \ tini \ @@ -85,14 +85,16 @@ RUN apt-get update \ libcap2 \ # for debugging gdb strace trace-cmd \ - && rm -rf /var/lib/apt/lists/* \ - && pip3 install --upgrade poetry + && rm -rf /var/lib/apt/lists/* + +RUN curl -sSL https://install.python-poetry.org | python3 - +ENV PATH="/root/.local/bin:$PATH" ARG VENV="/opt/venv" COPY tools/devctr/poetry.lock /tmp/poetry/ COPY tools/devctr/pyproject.toml /tmp/poetry/ RUN cd /tmp/poetry \ - && virtualenv $VENV \ + && python3 -m venv $VENV \ && . $VENV/bin/activate \ && poetry install --only main --no-directory --no-interaction \ && rm -rf ~/.local/share/virtualenv/ ~/.cache /tmp/poetry \ diff --git a/tools/devctr/poetry.lock b/tools/devctr/poetry.lock index 0504d7a863e..e03192b9f48 100644 --- a/tools/devctr/poetry.lock +++ b/tools/devctr/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand. 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