From 261e7f9b9084bdd49e3f18dbc6ea9c2a5907a3dc Mon Sep 17 00:00:00 2001 From: clee2000 <44682903+clee2000@users.noreply.github.com> Date: Wed, 18 Dec 2024 08:37:22 -0800 Subject: [PATCH] [HUD] Delete correlation matrix page and the script used to generate it (#6084) Correlation matrix json that held the data was not updated in 1+ years --- tools/torchci/compute_correlation.py | 126 - torchci/lib/correlation_matrix.json | 40596 ------------------------- torchci/pages/correlation.tsx | 78 - 3 files changed, 40800 deletions(-) delete mode 100644 tools/torchci/compute_correlation.py delete mode 100644 torchci/lib/correlation_matrix.json delete mode 100644 torchci/pages/correlation.tsx diff --git a/tools/torchci/compute_correlation.py b/tools/torchci/compute_correlation.py deleted file mode 100644 index f961ecc49f..0000000000 --- a/tools/torchci/compute_correlation.py +++ /dev/null @@ -1,126 +0,0 @@ -import json -import math -import os -from collections import defaultdict -from typing import Any, List - -import pandas as pd -from rockset import RocksetClient -from sklearn.metrics.pairwise import pairwise_distances - -ROCKSET_API_KEY = os.environ.get("ROCKSET_API_KEY") -if ROCKSET_API_KEY is None: - raise RuntimeError("ROCKSET_API_KEY not set") - - -def parse_args() -> Any: - from argparse import ArgumentParser - - parser = ArgumentParser("Compute the correlation matrix across all CI jobs") - parser.add_argument( - "--ignore-flaky", action="store_true", help="ignore flaky results" - ) - return parser.parse_args() - - -def ignore_flaky(df: pd.DataFrame) -> pd.DataFrame: - # A flaky failure is consider as G(1) R(0) G(1) - def _is_flaky(window: List[int]) -> bool: - return window[0] == 1 and window[1] == 0 and window[2] == 1 - - # Each column captures a CI job, and rows are commits sorted by time. - return ( - df.rolling(window=3, center=True) - .apply(lambda x: 1 if _is_flaky(x) else x[1]) - .fillna(0) - ) - - -def compute(): - args = parse_args() - - with open("rockset/prodVersions.json") as f: - prod_versions = json.load(f) - - client = RocksetClient( - api_key=ROCKSET_API_KEY, - host="https://api.usw2a1.rockset.com", - ) - response = client.QueryLambdas.execute_query_lambda( - query_lambda="correlation_matrix", - version=prod_versions["metrics"]["correlation_matrix"], - workspace="metrics", - parameters=[ - { - "name": "workflowNames", - "type": "string", - "value": "pull,trunk,periodic,windows-binary-libtorch-debug,windows-binary-libtorch-release", - }, - ], - ) - - pivot = defaultdict(dict) - # Results look like (is_green, head_sha, name) - # Turn results into a nested dict of head_sha => name => is_green - for result in response.results: - # skip pending jobs - if result["is_green"] is None: - continue - - head_sha = result["head_sha"] - if head_sha not in pivot: - pivot[head_sha] = {} - - name = result["name"] - - name = name.split("/", 1)[1].strip() - if name not in pivot[head_sha]: - pivot[head_sha][name] = 1 - - pivot[head_sha][name] *= result["is_green"] - - pd.options.display.max_columns = None - pd.options.display.max_rows = None - pd.options.display.width = 0 - - df = pd.DataFrame(pivot).transpose().fillna(0) - if args.ignore_flaky: - # Ignore flaky results - df = ignore_flaky(df) - - # TLDR; Use hamming distance to calculate the similarity between jobs instead - # of the default peason correlation provided by pandas df.corr() - # - # We should not use the default pearson correlation for categorical values here - # because the result makes little sense. As an example, I gather MacOS data for - # x86-64 and arm64 functorch as an example. They rarely fail except flaky, and - # the two data series are mostly 1. I expect to see a value indicating a high - # correlation between the twos, but the calculation returns 0 no correlation. - # Correlation metrics for continuous data measure how the change (increase or - # decrease) in one correlates with the other. Here there are just 0 and 1. - correlation_matrix = pd.DataFrame( - 1 - pairwise_distances(df.transpose(), metric="hamming"), - index=df.columns, - columns=df.columns, - ) - - # Prepare for rendering in json: - # Turn the nested dict of name => name => corr to Array - correlation_matrix = correlation_matrix.to_dict() - data = [] - - for xIdx, xName in enumerate(correlation_matrix): - for yIdx, yName in enumerate(correlation_matrix[xName]): - value = correlation_matrix[xName][yName] - # nans mean we couldn't find any examples with both jobs populated. - if math.isnan(value): - continue - - data.append((xIdx, yIdx, value)) - - with open("lib/correlation_matrix.json", "w") as f: - json.dump({"names": list(correlation_matrix.keys()), "data": data}, f, indent=4) - - -if __name__ == "__main__": - compute() diff --git a/torchci/lib/correlation_matrix.json b/torchci/lib/correlation_matrix.json deleted file mode 100644 index 87d7b3a21f..0000000000 --- a/torchci/lib/correlation_matrix.json +++ /dev/null @@ -1,40596 +0,0 @@ -{ - 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89, - 89, - 1.0 - ] - ] -} \ No newline at end of file diff --git a/torchci/pages/correlation.tsx b/torchci/pages/correlation.tsx deleted file mode 100644 index 9cc1c175ea..0000000000 --- a/torchci/pages/correlation.tsx +++ /dev/null @@ -1,78 +0,0 @@ -import { EChartsOption } from "echarts"; -import ReactECharts from "echarts-for-react"; -import correlationMatrix from "lib/correlation_matrix.json"; - -export default function Page() { - const options: EChartsOption = { - tooltip: { - position: "top", - formatter: (params: any) => { - const x = correlationMatrix.names[params.data[0]]; - const y = correlationMatrix.names[params.data[1]]; - const value = params.data[2].toFixed(2); - return `Correlation between:
${x}
${y}
${value}`; - }, - }, - grid: { - height: "50%", - top: "10%", - }, - xAxis: { - type: "category", - data: correlationMatrix.names, - splitArea: { - show: true, - }, - axisLabel: { - interval: 0, - rotate: 45, - }, - }, - yAxis: { - type: "category", - data: correlationMatrix.names, - splitArea: { - show: true, - }, - }, - visualMap: { - min: 0, - max: 1, - calculable: true, - precision: 2, - orient: "horizontal", - left: "center", - bottom: "15%", - itemWidth: 20, - itemHeight: 240, - }, - series: [ - { - name: "correlation", - type: "heatmap", - data: correlationMatrix.data, - emphasis: { - itemStyle: { - shadowBlur: 10, - shadowColor: "rgba(0, 0, 0, 0.5)", - }, - }, - }, - ], - }; - return ( -
-

Job failure correlation matrix

-

- Note: this data is static. To regenerate it, run{" "} - python scripts/compute_correlation.py in the{" "} - torchci/ directory of pytorch/test-infra and - commit the result. -

- -
- ); -}