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chaoss.ts
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import {
filterEnumType, getMergedConfig,
getRepoWhereClause, getTimeRangeWhereClause, getUserWhereClause,
getGroupArrayInsertAtClause, getGroupTimeClause, getGroupIdClause,
getInnerOrderAndLimit, getOutterOrderAndLimit,
QueryConfig, TimeDurationOption, timeDurationConstants, processQueryResult, getTopLevelPlatform, getInnerGroupBy,
} from "./basic";
import * as clickhouse from '../db/clickhouse';
import { basicActivitySqlComponent } from "./indices";
// Common - Contributions
export const chaossTechnicalFork = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'ForkEvent'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'count')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['count']);
};
// Evolution - Code Development Activity
interface CodeChangeCommitsOptions {
// a filter regular expression for commit message
messageFilter: '^(build:|chore:|ci:|docs:|feat:|fix:|perf:|refactor:|revert:|style:|test:).*' | string;
}
export const chaossCodeChangeCommits = async (config: QueryConfig<CodeChangeCommitsOptions>) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PushEvent' "];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'commits_count', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT(arrayJoin(${config.options?.messageFilter ? `arrayFilter(x -> match(x, '${config.options.messageFilter}'), push_commits.message)` : 'push_commits.message'})) AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'commits_count')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['count']);
};
interface CodeChangeLinesOptions {
by: 'add' | 'remove' | 'sum';
}
export const chaossCodeChangeLines = async (config: QueryConfig<CodeChangeLinesOptions>) => {
config = getMergedConfig(config);
const by = filterEnumType(config.options?.by, ['add', 'remove', 'sum'], 'add');
const whereClauses: string[] = ["type = 'PullRequestEvent' "];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'code_change_lines', value: 'lines' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
${(() => {
if (by === 'add') {
return `
SUM(pull_additions) AS lines`
} else if (by === 'remove') {
return `
SUM(pull_deletions) AS lines`
} else if (by === 'sum') {
return `
SUM(pull_additions) AS additions,
SUM(pull_deletions) AS deletions,
minus(additions,deletions) AS lines
` }
})()}
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'lines')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'code_change_lines')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['lines']);
};
// Evolution - Issue Resolution
export const chaossIssuesNew = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'IssuesEvent' AND action IN ('opened', 'reopened')"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
SUM(count) AS total_count,
${getGroupArrayInsertAtClause(config, { key: 'issues_new_count', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY id, platform, time
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'issues_new_count')}`;
const result: any = await clickhouse.query(sql);
const ret = processQueryResult(result, ['total_count', 'count']);
ret.forEach(i => i.ratio = i.count.map(v => `${(v * 100 / i.total_count).toPrecision(2)}%`));
return ret;
};
export const chaossIssuesAndChangeRequestActive = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type IN ('IssuesEvent', 'IssueCommentEvent', 'PullRequestEvent')"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'active_count', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT(DISTINCT issue_number) AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY id, platform, time
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'active_count')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['count']);
};
export const chaossIssuesClosed = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'IssuesEvent' AND action = 'closed'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
SUM(count) AS total_count,
${getGroupArrayInsertAtClause(config, { key: 'issues_close_count', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY id, platform, time
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'issues_close_count')}`;
const result: any = await clickhouse.query(sql);
const ret = processQueryResult(result, ['total_count', 'count']);
ret.forEach(i => i.ratio = i.count.map(v => `${(v * 100 / i.total_count).toPrecision(2)}%`));
return ret;
};
interface ResolutionDurationOptions extends TimeDurationOption {
by: 'open' | 'close';
}
const chaossResolutionDuration = async (config: QueryConfig<ResolutionDurationOptions>, type: 'issue' | 'change request') => {
config = getMergedConfig(config);
const whereClauses: string[] = type === 'issue' ? ["type = 'IssuesEvent'"] : ["type = 'PullRequestEvent'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
const by = filterEnumType(config.options?.by, ['open', 'close'], 'open');
const byCol = by === 'open' ? 'opened_at' : 'closed_at';
const unit = filterEnumType(config.options?.unit, timeDurationConstants.unitArray, 'day');
const thresholds = config.options?.thresholds ?? [3, 7, 15];
const ranges = [...thresholds, -1];
const sortBy = filterEnumType(config.options?.sortBy, timeDurationConstants.sortByArray, 'avg');
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time),
${getGroupArrayInsertAtClause(config, { key: `avg`, defaultValue: 'NaN' })},
${getGroupArrayInsertAtClause(config, { key: 'levels', value: 'resolution_levels', defaultValue: `[]`, noPrecision: true })},
${timeDurationConstants.quantileArray.map(q => getGroupArrayInsertAtClause(config, { key: `quantile_${q}`, defaultValue: 'NaN' })).join(',')}
FROM
(
SELECT
${getGroupTimeClause(config, byCol)},
${getGroupIdClause(config, 'repo', 'last_active')},
avg(resolution_duration) AS avg,
${timeDurationConstants.quantileArray.map(q => `quantile(${q / 4})(resolution_duration) AS quantile_${q}`).join(',')},
[${ranges.map((_t, i) => `countIf(resolution_level = ${i})`).join(',')}] AS resolution_levels
FROM
(
SELECT
platform,
repo_id,
argMax(repo_name, created_at) AS repo_name,
org_id,
argMax(org_login, created_at) AS org_login,
issue_number,
max(created_at) AS last_active,
argMaxIf(action, created_at, action IN ('opened', 'closed' , 'reopened')) AS last_action,
argMax(issue_created_at,created_at) AS opened_at,
maxIf(created_at, action = 'closed') AS closed_at,
dateDiff('${unit}', opened_at, closed_at) AS resolution_duration,
multiIf(${thresholds.map((t, i) => `resolution_duration <= ${t}, ${i}`)}, ${thresholds.length}) AS resolution_level
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY repo_id, org_id, issue_number, platform
HAVING ${byCol} >= toDate('${config.startYear}-${config.startMonth}-1') AND ${byCol} < toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1') AND last_action='closed'
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'resolution_duration')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, sortBy, sortBy === 'levels' ? 1 : undefined)}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['avg', 'levels', 'quantile_0', 'quantile_1', 'quantile_2', 'quantile_3', 'quantile_4']);
};
export const chaossIssueResolutionDuration = (config: QueryConfig<ResolutionDurationOptions>) =>
chaossResolutionDuration(config, 'issue');
export const chaossChangeRequestResolutionDuration = (config: QueryConfig<ResolutionDurationOptions>) =>
chaossResolutionDuration(config, 'change request');
const chaossResponseTime = async (config: QueryConfig<TimeDurationOption>, type: 'issue' | 'change request') => {
config = getMergedConfig(config);
const whereClauses: string[] = type === 'issue' ? ["type IN ('IssueCommentEvent', 'IssuesEvent') AND actor_login NOT LIKE '%[bot]'"] : ["type IN ('IssueCommentEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent', 'PullRequestReviewEvent') AND actor_login NOT LIKE '%[bot]'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
const unit = filterEnumType(config.options?.unit, timeDurationConstants.unitArray, 'day');
const thresholds = config.options?.thresholds ?? [3, 7, 15];
const ranges = [...thresholds, -1];
const sortBy = filterEnumType(config.options?.sortBy, timeDurationConstants.sortByArray, 'avg');
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time),
${getGroupArrayInsertAtClause(config, { key: `avg`, defaultValue: 'NaN' })},
${getGroupArrayInsertAtClause(config, { key: 'levels', value: 'response_levels', defaultValue: `[]`, noPrecision: true })},
${timeDurationConstants.quantileArray.map(q => getGroupArrayInsertAtClause(config, { key: `quantile_${q}`, defaultValue: 'NaN' })).join(',')}
FROM
(
SELECT
${getGroupTimeClause(config, 'issue_created_at')},
${getGroupIdClause(config, 'repo', 'last_active')},
avg(response_time) AS avg,
${timeDurationConstants.quantileArray.map(q => `quantile(${q / 4})(response_time) AS quantile_${q}`).join(',')},
[${ranges.map((_t, i) => `countIf(response_level = ${i})`).join(',')}] AS response_levels
FROM
(
SELECT
platform,
repo_id,
argMax(repo_name, created_at) AS repo_name,
org_id,
argMax(org_login, created_at) AS org_login,
issue_number,
max(created_at) AS last_active,
minIf(created_at, action = 'opened' AND issue_comments = 0) AS issue_created_at,
minIf(created_at, (action = 'created' AND actor_id != issue_author_id) OR (action = 'closed')) AS responded_at,
if(responded_at = toDate('1970-01-01'), now(), responded_at) AS first_responded_at,
dateDiff('${unit}', issue_created_at, first_responded_at) AS response_time,
multiIf(${thresholds.map((t, i) => `response_time <= ${t}, ${i}`)}, ${thresholds.length}) AS response_level
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY repo_id, org_id, issue_number, platform
HAVING issue_created_at >= toDate('${config.startYear}-${config.startMonth}-1')
AND issue_created_at < toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1')
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'response_time')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, sortBy, sortBy === 'levels' ? 1 : undefined)}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['avg', 'levels', 'quantile_0', 'quantile_1', 'quantile_2', 'quantile_3', 'quantile_4']);
};
export const chaossIssueResponseTime = (config: QueryConfig<TimeDurationOption>) => chaossResponseTime(config, 'issue');
export const chaossChangeRequestResponseTime = (config: QueryConfig<TimeDurationOption>) =>
chaossResponseTime(config, 'change request');
export const chaossAge = async (config: QueryConfig<TimeDurationOption>, type: 'issue' | 'change request') => {
config = getMergedConfig(config);
const whereClauses: string[] = type === 'issue' ? ["type='IssuesEvent'"] : ["type='PullRequestEvent'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
const endTimeClause = `toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1')`;
whereClauses.push(`created_at < ${endTimeClause}`);
const unit = filterEnumType(config.options?.unit, timeDurationConstants.unitArray, 'day');
const thresholds = config.options?.thresholds ?? [15, 30, 60];
const ranges = [...thresholds, -1];
const sortBy = filterEnumType(config.options?.sortBy, timeDurationConstants.sortByArray, 'avg');
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time),
${getGroupArrayInsertAtClause(config, { key: `avg`, defaultValue: 'NaN', positionByEndTime: true })},
${getGroupArrayInsertAtClause(config, { key: 'levels', value: 'if(arrayAll(x -> x = 0, age_levels), [], age_levels)', defaultValue: `[]`, noPrecision: true, positionByEndTime: true })},
${timeDurationConstants.quantileArray.map(q => getGroupArrayInsertAtClause(config, { key: `quantile_${q}`, defaultValue: 'NaN', positionByEndTime: true })).join(',')}
FROM
(
SELECT
${(() => {
if (config.groupTimeRange) {
return `arrayJoin(arrayMap(x -> dateAdd(${config.groupTimeRange}, x + 1, toDate('${config.startYear}-${config.startMonth}-1')), range(toUInt64(dateDiff('${config.groupTimeRange}', toDate('${config.startYear}-${config.startMonth}-1'), ${endTimeClause}))))) AS time`;
} else {
return `${endTimeClause} AS time`;
}
})()},
${getGroupIdClause(config, 'repo', 'last_active')},
avgIf(dateDiff('${unit}', opened_at, time), opened_at < time AND closed_at >= time) AS avg,
${timeDurationConstants.quantileArray.map(q => `quantileIf(${q / 4})(dateDiff('${unit}', opened_at, time), opened_at < time AND closed_at >= time) AS quantile_${q}`).join(',')},
[${ranges.map((_t, i) => `countIf(multiIf(${thresholds.map((t, i) => `dateDiff('${unit}', opened_at, time) <= ${t}, ${i}`)}, ${thresholds.length}) = ${i} AND opened_at < time AND closed_at >= time)`).join(',')}] AS age_levels
FROM
(
SELECT
platform,
repo_id,
argMax(repo_name, created_at) AS repo_name,
org_id,
argMax(org_login, created_at) AS org_login,
issue_number,
max(created_at) AS last_active,
minIf(created_at, action = 'opened') AS opened_at,
maxIf(created_at, action = 'closed') AS real_closed_at,
if(real_closed_at=toDate('1970-1-1'), ${endTimeClause}, real_closed_at) AS closed_at
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY repo_id, org_id, issue_number, platform
HAVING opened_at > toDate('1970-01-01')
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'age')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, sortBy, sortBy === 'levels' ? 1 : undefined)}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['avg', 'levels', 'quantile_0', 'quantile_1', 'quantile_2', 'quantile_3', 'quantile_4']);
};
export const chaossIssueAge = (config: QueryConfig<TimeDurationOption>) => chaossAge(config, 'issue');
export const chaossChangeRequestAge = (config: QueryConfig<TimeDurationOption>) => chaossAge(config, 'change request');
// Evolution - Code Development Efficiency
export const chaossChangeRequestsAccepted = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 1"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
SUM(count) AS total_count,
${getGroupArrayInsertAtClause(config, { key: 'change_requests_accepted', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'change_requests_accepted')}`;
const result: any = await clickhouse.query(sql);
const ret = processQueryResult(result, ['total_count', 'count']);
ret.forEach(i => i.ratio = i.count.map(v => `${(v * 100 / i.total_count).toPrecision(2)}%`));
return ret;
};
export const chaossChangeRequestsDeclined = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 0"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
SUM(count) AS total_count,
${getGroupArrayInsertAtClause(config, { key: 'change_requests_declined', value: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'change_requests_declined')}`;
const result: any = await clickhouse.query(sql);
const ret = processQueryResult(result, ['total_count', 'count']);
ret.forEach(i => i.ratio = i.count.map(v => `${(v * 100 / i.total_count).toPrecision(2)}%`));
return ret;
};
interface ChangeRequestsDurationOptions extends TimeDurationOption {
by: 'open' | 'close';
}
export const chaossChangeRequestsDuration = async (config: QueryConfig<ChangeRequestsDurationOptions>) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND pull_merged = 1"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
const by = filterEnumType(config.options?.by, ['open', 'close'], 'open');
const byCol = by === 'open' ? 'opened_at' : 'closed_at';
const unit = filterEnumType(config.options?.unit, timeDurationConstants.unitArray, 'day');
const thresholds = config.options?.thresholds ?? [3, 7, 15];
const ranges = [...thresholds, -1];
const sortBy = filterEnumType(config.options?.sortBy, timeDurationConstants.sortByArray, 'avg');
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time),
${getGroupArrayInsertAtClause(config, { key: `avg`, defaultValue: 'NaN' })},
${getGroupArrayInsertAtClause(config, { key: 'levels', value: 'resolution_levels', defaultValue: `[]`, noPrecision: true })},
${timeDurationConstants.quantileArray.map(q => getGroupArrayInsertAtClause(config, { key: `quantile_${q}`, defaultValue: 'NaN' })).join(',')}
FROM
(
SELECT
${getGroupTimeClause(config, byCol)},
${getGroupIdClause(config, 'repo', 'last_active')},
avg(resolution_duration) AS avg,
${timeDurationConstants.quantileArray.map(q => `quantile(${q / 4})(resolution_duration) AS quantile_${q}`).join(',')},
[${ranges.map((_t, i) => `countIf(resolution_level = ${i})`).join(',')}] AS resolution_levels
FROM
(
SELECT
platform,
repo_id,
argMax(repo_name, created_at) AS repo_name,
org_id,
argMax(org_login, created_at) AS org_login,
issue_number,
max(created_at) AS last_active,
argMaxIf(action, created_at, action IN ('opened', 'closed' , 'reopened')) AS last_action,
argMax(issue_created_at,created_at) AS opened_at,
maxIf(created_at, action = 'closed') AS closed_at,
dateDiff('${unit}', opened_at, closed_at) AS resolution_duration,
multiIf(${thresholds.map((t, i) => `resolution_duration <= ${t}, ${i}`)}, ${thresholds.length}) AS resolution_level
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY repo_id, org_id, issue_number, platform
HAVING ${byCol} >= toDate('${config.startYear}-${config.startMonth}-1') AND ${byCol} < toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1') AND last_action='closed'
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'resolution_duration')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, sortBy, sortBy === 'levels' ? 1 : undefined)}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['avg', 'levels', 'quantile_0', 'quantile_1', 'quantile_2', 'quantile_3', 'quantile_4']);
};
export const chaossChangeRequestsAcceptanceRatio = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND action = 'closed' "];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'change_requests_accepted_ratio', value: 'ratio' })},
${getGroupArrayInsertAtClause(config, { key: 'change_requests_accepted', value: 'accepted_count' })},
${getGroupArrayInsertAtClause(config, { key: 'change_requests_declined', value: 'declined_count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count,
countIf(pull_merged = 1) AS accepted_count,
countIf(pull_merged = 0) AS declined_count,
accepted_count/count AS ratio
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'ratio')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'change_requests_accepted_ratio')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['ratio', 'accepted_count', 'declined_count']);
};
// Evolution - Code Development Process Quality
export const chaossChangeRequests = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND action = 'opened'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'count')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['count']);
}
export const chaossChangeRequestReviews = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestReviewCommentEvent'"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'count' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'count')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['count']);
}
// Risk - Business Risk
interface BusFactorOptions {
// calculate bus factor by change request or git commit, or activity index. default: activity
by: 'commit' | 'change request' | 'activity';
// the bus factor percentage thredhold, default: 0.5
percentage: number;
// include GitHub Apps account, default: false
withBot: boolean;
}
export const chaossBusFactor = async (config: QueryConfig<BusFactorOptions>) => {
config = getMergedConfig(config);
const by = filterEnumType(config.options?.by, ['commit', 'change request', 'activity'], 'activity');
const whereClauses: string[] = [];
if (by === 'commit') {
whereClauses.push("type = 'PushEvent'")
} else if (by === 'change request') {
whereClauses.push("type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 1");
} else if (by === 'activity') {
whereClauses.push("type IN ('IssuesEvent', 'IssueCommentEvent', 'PullRequestEvent', 'PullRequestReviewCommentEvent')");
}
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'bus_factor', })},
${getGroupArrayInsertAtClause(config, { key: 'detail', noPrecision: true, defaultValue: '[]' })},
${getGroupArrayInsertAtClause(config, { key: 'total_contributions' })}
FROM
(
SELECT
time,
id,
${getTopLevelPlatform(config)},
any(name) AS name,
SUM(count) AS total_contributions,
length(detail) AS bus_factor,
arrayFilter(x -> tupleElement(x, 2) >= quantileExactWeighted(${config.options?.percentage ? (1 - config.options.percentage).toString() : '0.5'})(count, count), arrayMap((x, y) -> (x, y), groupArray(${by === 'activity' ? 'actor_login' : 'author'}), groupArray(count))) AS detail
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
${(() => {
if (by === 'commit') {
return `
arrayJoin(push_commits.name) AS author,
COUNT() AS count`
} else if (by === 'change request') {
return `
issue_author_id AS actor_id,
argMax(issue_author_login, created_at) AS author,
COUNT() AS count`
} else if (by === 'activity') {
return `
${basicActivitySqlComponent},
toUInt32(ceil(activity)) AS count
`
}
})()}
FROM events
WHERE ${whereClauses.join(' AND ')}
${getInnerGroupBy(config)}, ${by === 'commit' ? 'author' : 'actor_id'}
${(config.options?.withBot && by !== 'commit') ? '' : "HAVING " + (by === 'activity' ? 'actor_login' : 'author') + " NOT LIKE '%[bot]'"}
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'bus_factor')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'bus_factor')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['bus_factor', 'detail', 'total_contributions']);
};
interface NewContributorsOptions {
// calculate new contributors by change request or git commit index. default: change request
by: 'commit' | 'change request';
withBot: boolean;
}
export const chaossNewContributors = async (config: QueryConfig<NewContributorsOptions>) => {
config = getMergedConfig(config);
const by = filterEnumType(config.options?.by, ['commit', 'change request'], 'change request');
const whereClauses: string[] = [];
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
if (by === 'commit') {
whereClauses.push("type = 'PushEvent'")
} else if (by === 'change request') {
whereClauses.push("type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 1");
}
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'new_contributors', value: 'new_contributor' })},
${getGroupArrayInsertAtClause(config, { key: 'detail', noPrecision: true, defaultValue: '[]' })},
SUM(new_contributor) AS total_new_contributors
FROM
(
SELECT
${getGroupTimeClause(config, 'first_time')},
${getGroupIdClause(config, 'repo', 'last_active')},
length(detail) AS new_contributor,
(arrayMap((x) -> (x), groupArray(author))) AS detail
FROM
(
SELECT
platform,
min(created_at) AS first_time,
repo_id,
argMax(repo_name, created_at) AS repo_name,
org_id,
argMax(org_login, created_at) AS org_login,
max(created_at) AS last_active,
${(() => {
if (by === 'commit') {
return `
author
`
} else if (by === 'change request') {
return `
actor_id,
argMax(author,created_at) AS author
`
}
})()}
FROM
(
SELECT
platform,
repo_id,
repo_name,
org_id,
org_login,
${(() => {
if (by === 'commit') {
return `
arrayJoin(push_commits.name) AS author
`
} else if (by === 'change request') {
return `
issue_author_id AS actor_id,
issue_author_login AS author
`
}
})()},
created_at
FROM events
WHERE ${whereClauses.join(' AND ')}
${(config.options?.withBot && by !== 'commit') ? '' : "HAVING author NOT LIKE '%[bot]'"}
)
GROUP BY platform, repo_id, org_id, ${by === 'commit' ? 'author' : 'actor_id'}
HAVING first_time >= toDate('${config.startYear}-${config.startMonth}-1') AND first_time < toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1')
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'new_contributor')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'new_contributors')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['new_contributors', 'detail']);
}
export const chaossContributors = async (config: QueryConfig) => {
config = getMergedConfig(config);
const whereClauses: string[] = ["type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 1"];
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(getTimeRangeWhereClause(config));
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'contributors_count', value: 'count' })},
${getGroupArrayInsertAtClause(config, { key: 'detail', noPrecision: true, defaultValue: '[]' })}
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config)},
groupArray(DISTINCT(issue_author_login)) AS detail,
COUNT(DISTINCT issue_author_id) AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY id, platform, time
${getInnerOrderAndLimit(config, 'count')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'contributors_count')}`;
const result: any = await clickhouse.query(sql);
const ret = processQueryResult(result, ['count', 'detail']);
return ret;
}
interface InactiveContributorsOptions {
// time interval to determine inactive contributor, default: 6
timeInterval: number;
// time interval unit, default: month
timeIntervalUnit: string;
// determine contributor by commit or by change request
by: 'commit' | 'change request';
// min count of contributions to determine inactive contributor
minCount: number;
withBot: boolean;
}
export const chaossInactiveContributors = async (config: QueryConfig<InactiveContributorsOptions>) => {
config = getMergedConfig(config);
const by = filterEnumType(config.options?.by, ['commit', 'change request'], 'change request');
const timeInterval = config.options?.timeInterval ?? 6;
const timeIntervalUnit = filterEnumType(config.options?.timeIntervalUnit, ['month', 'quarter', 'year'], 'month');
const minCount = config.options?.minCount ?? 0;
const whereClauses: string[] = [];
const endDate = new Date(`${config.endYear}-${config.endMonth}-1`);
endDate.setMonth(config.endMonth); // find next month
const endTimeClause = `toDate('${endDate.getFullYear()}-${endDate.getMonth() + 1}-1')`;
if (by === 'commit') {
whereClauses.push("type = 'PushEvent'")
} else if (by === 'change request') {
whereClauses.push("type = 'PullRequestEvent' AND action = 'closed' AND pull_merged = 1");
}
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
whereClauses.push(`created_at < ${endTimeClause}`);
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'inactive_contributors', positionByEndTime: true })},
${getGroupArrayInsertAtClause(config, { key: 'detail', noPrecision: true, defaultValue: '[]', positionByEndTime: true })}
FROM
(
SELECT
id,
platform,
argMax(name, time) AS name,
time,
countIf(first_time < time AND contributions <= ${minCount}) AS inactive_contributors,
groupArrayIf(author, first_time < time AND contributions <= ${minCount}) AS detail
FROM
(
SELECT
${(() => {
if (config.groupTimeRange) {
return `arrayJoin(arrayMap(x -> dateAdd(${config.groupTimeRange}, x + 1, toDate('${config.startYear}-${config.startMonth}-1')), range(toUInt64(dateDiff('${config.groupTimeRange}', toDate('${config.startYear}-${config.startMonth}-1'), ${endTimeClause}))))) AS time`
} else {
return `${endTimeClause} AS time`
}
})()},
${getGroupIdClause(config)},
${by === 'commit' ? 'author' : 'actor_id, argMax(author, created_at) AS author'},
min(created_at) AS first_time,
countIf(created_at >= dateSub(${timeIntervalUnit}, ${timeInterval}, time) AND created_at <= time) AS contributions
FROM
(
SELECT
platform,
repo_id,
repo_name,
org_id,
org_login,
${by === 'commit' ? 'arrayJoin(push_commits.name) AS author' :
'issue_author_id AS actor_id, issue_author_login AS author'},
created_at
FROM events
WHERE ${whereClauses.join(' AND ')}
${(config.options?.withBot && by !== 'commit') ? '' : "HAVING author NOT LIKE '%[bot]'"}
)
GROUP BY id, platform, ${by === 'commit' ? 'author' : 'actor_id'}, time
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'inactive_contributors')}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'inactive_contributors')}`;
const result: any = await clickhouse.query(sql);
return processQueryResult(result, ['inactive_contributors', 'detail']);
}
interface ActiveDatesAndTimesOptions {
// normalize the results by this option as max value
normalize?: number;
}
export const chaossActiveDatesAndTimes = async (config: QueryConfig<ActiveDatesAndTimesOptions>, type: 'user' | 'repo') => {
config = getMergedConfig(config);
const whereClauses: string[] = [getTimeRangeWhereClause(config)];
if (type === 'user') {
const userWhereClause = await getUserWhereClause(config);
if (userWhereClause) whereClauses.push(userWhereClause);
} else if (type === 'repo') {
const repoWhereClause = await getRepoWhereClause(config);
if (repoWhereClause) whereClauses.push(repoWhereClause);
} else {
throw new Error(`Not supported type: ${type}`);
}
const sql = `
SELECT
id,
${getTopLevelPlatform(config)},
argMax(name, time) AS name,
${getGroupArrayInsertAtClause(config, { key: 'count', noPrecision: true, defaultValue: '[]' })}
FROM
(
SELECT platform, id, argMax(name, time) AS name, time, arrayMap(x -> ${config.options?.normalize ? `round(x*${config.options.normalize}/max(count))` : 'x'}, groupArrayInsertAt(0, 168)(count, toUInt32((day - 1) * 24 + hour))) AS count
FROM
(
SELECT
${getGroupTimeClause(config)},
${getGroupIdClause(config, type)},
toHour(created_at) AS hour,
toDayOfWeek(created_at) AS day,
COUNT() AS count
FROM events
WHERE ${whereClauses.join(' AND ')}
GROUP BY id, platform, time, hour, day
ORDER BY day, hour
)
${getInnerGroupBy(config)}
${getInnerOrderAndLimit(config, 'count', 1)}
)
GROUP BY id, platform
${getOutterOrderAndLimit(config, 'count', 1)}`;