feat: anomaly detection UI (#5916)

* feat: anamoly detection - initial ui

* feat: anamoly detection - oct 10

* feat: use antd checkbox

* feat: handle multiple series

* feat: handle chart height on switch btwn threshold / anomaly

* feat: do not update url on detection type change

* chore: pr clean up

* feat: remove chart container background

frontend/public/locales/en-GB/alerts.json

@@ -56,6 +56,7 @@
 	"option_last": "last",
 	"option_above": "above",
 	"option_below": "below",
+	"option_above_below": "above/below",
 	"option_equal": "is equal to",
 	"option_notequal": "not equal to",
 	"button_query": "Query",
@@ -110,6 +111,8 @@
 	"choose_alert_type": "Choose a type for the alert",
 	"metric_based_alert": "Metric based Alert",
 	"metric_based_alert_desc": "Send a notification when a condition occurs in the metric data.",
+	"anomaly_based_alert": "Anomaly based Alert",
+	"anomaly_based_alert_desc": "Send a notification when a condition occurs in the metric data.",
 	"log_based_alert": "Log-based Alert",
 	"log_based_alert_desc": "Send a notification when a condition occurs in the logs data.",
 	"traces_based_alert": "Trace-based Alert",

frontend/public/locales/en-GB/rules.json

@@ -43,6 +43,7 @@
 	"option_last": "last",
 	"option_above": "above",
 	"option_below": "below",
+	"option_above_below": "above/below",
 	"option_equal": "is equal to",
 	"option_notequal": "not equal to",
 	"button_query": "Query",

frontend/public/locales/en/alerts.json

@@ -13,9 +13,12 @@
 	"button_no": "No",
 	"remove_label_confirm": "This action will remove all the labels. Do you want to proceed?",
 	"remove_label_success": "Labels cleared",
-	"alert_form_step1": "Step 1 - Define the metric",
-	"alert_form_step2": "Step 2 - Define Alert Conditions",
-	"alert_form_step3": "Step 3 - Alert Configuration",
+	"alert_form_step1": "Choose a detection method",
+	"alert_form_step2": "Define the metric",
+	"alert_form_step3": "Define Alert Conditions",
+	"alert_form_step4": "Alert Configuration",
+	"threshold_alert_desc": "An alert is triggered whenever a metric deviates from an expected threshold.",
+	"anomaly_detection_alert_desc": "An alert is triggered whenever a metric deviates from an expected pattern.",
 	"metric_query_max_limit": "Can not create query. You can create maximum of 5 queries",
 	"confirm_save_title": "Save Changes",
 	"confirm_save_content_part1": "Your alert built with",
@@ -35,6 +38,7 @@
 	"button_cancelchanges": "Cancel",
 	"button_discard": "Discard",
 	"text_condition1": "Send a notification when",
+	"text_condition1_anomaly": "Send notification when the observed value for",
 	"text_condition2": "the threshold",
 	"text_condition3": "during the last",
 	"option_1min": "1 min",
@@ -56,6 +60,7 @@
 	"option_last": "last",
 	"option_above": "above",
 	"option_below": "below",
+	"option_above_below": "above/below",
 	"option_equal": "is equal to",
 	"option_notequal": "not equal to",
 	"button_query": "Query",
@@ -109,7 +114,9 @@
 	"user_tooltip_more_help": "More details on how to create alerts",
 	"choose_alert_type": "Choose a type for the alert",
 	"metric_based_alert": "Metric based Alert",
+	"anomaly_based_alert": "Anomaly based Alert",
 	"metric_based_alert_desc": "Send a notification when a condition occurs in the metric data.",
+	"anomaly_based_alert_desc": "Send a notification when a condition occurs in the metric data.",
 	"log_based_alert": "Log-based Alert",
 	"log_based_alert_desc": "Send a notification when a condition occurs in the logs data.",
 	"traces_based_alert": "Trace-based Alert",

frontend/public/locales/en/rules.json

@@ -43,6 +43,7 @@
 	"option_last": "last",
 	"option_above": "above",
 	"option_below": "below",
+	"option_above_below": "above/below",
 	"option_equal": "is equal to",
 	"option_notequal": "not equal to",
 	"button_query": "Query",

frontend/src/constants/alerts.ts

@@ -2,6 +2,7 @@ import { AlertTypes } from 'types/api/alerts/alertTypes';
 import { DataSource } from 'types/common/queryBuilder';
 
 export const ALERTS_DATA_SOURCE_MAP: Record<AlertTypes, DataSource> = {
+	[AlertTypes.ANOMALY_BASED_ALERT]: DataSource.METRICS,
 	[AlertTypes.METRICS_BASED_ALERT]: DataSource.METRICS,
 	[AlertTypes.LOGS_BASED_ALERT]: DataSource.LOGS,
 	[AlertTypes.TRACES_BASED_ALERT]: DataSource.TRACES,

frontend/src/constants/query.ts

@@ -36,4 +36,5 @@ export enum QueryParams {
 	topic = 'topic',
 	partition = 'partition',
 	selectedTimelineQuery = 'selectedTimelineQuery',
+	ruleType = 'ruleType',
 }

frontend/src/constants/queryFunctionOptions.ts

@@ -3,6 +3,10 @@ import { QueryFunctionsTypes } from 'types/common/queryBuilder';
 import { SelectOption } from 'types/common/select';
 
 export const metricQueryFunctionOptions: SelectOption<string, string>[] = [
+	{
+		value: QueryFunctionsTypes.ANOMALY,
+		label: 'Anomaly',
+	},
 	{
 		value: QueryFunctionsTypes.CUTOFF_MIN,
 		label: 'Cut Off Min',
@@ -67,6 +71,10 @@ export const metricQueryFunctionOptions: SelectOption<string, string>[] = [
 		value: QueryFunctionsTypes.TIME_SHIFT,
 		label: 'Time Shift',
 	},
+	{
+		value: QueryFunctionsTypes.TIME_SHIFT,
+		label: 'Time Shift',
+	},
 ];
 
 export const logsQueryFunctionOptions: SelectOption<string, string>[] = [
@@ -80,10 +88,15 @@ interface QueryFunctionConfigType {
 		showInput: boolean;
 		inputType?: string;
 		placeholder?: string;
+		disabled?: boolean;
 	};
 }
 
 export const queryFunctionsTypesConfig: QueryFunctionConfigType = {
+	anomaly: {
+		showInput: false,
+		disabled: true,
+	},
 	cutOffMin: {
 		showInput: true,
 		inputType: 'text',

frontend/src/container/AnomalyAlertEvaluationView/AnomalyAlertEvaluationView.styles.scss

@@ -0,0 +1,92 @@
+.anomaly-alert-evaluation-view {
+	display: flex;
+	flex-direction: row;
+	justify-content: space-between;
+	gap: 8px;
+	width: 100%;
+	height: 100%;
+
+	.anomaly-alert-evaluation-view-chart-section {
+		height: 100%;
+		width: 100%;
+
+		display: flex;
+		justify-content: center;
+		align-items: center;
+
+		&.has-multi-series-data {
+			width: calc(100% - 240px);
+		}
+
+		.anomaly-alert-evaluation-view-no-data-container {
+			display: flex;
+			flex-direction: column;
+			justify-content: center;
+			align-items: center;
+			gap: 8px;
+		}
+	}
+
+	.anomaly-alert-evaluation-view-series-selection {
+		display: flex;
+		flex-direction: column;
+		gap: 8px;
+		width: 240px;
+		padding: 8px;
+		height: 100%;
+
+		.anomaly-alert-evaluation-view-series-list {
+			display: flex;
+			flex-direction: column;
+			gap: 8px;
+			height: 100%;
+
+			.anomaly-alert-evaluation-view-series-list-title {
+				margin-top: 12px;
+				font-size: 13px !important;
+				font-weight: 400;
+			}
+
+			.anomaly-alert-evaluation-view-series-list-items {
+				display: flex;
+				flex-direction: column;
+				gap: 8px;
+				height: 100%;
+				overflow-y: auto;
+
+				.anomaly-alert-evaluation-view-series-list-item {
+					display: flex;
+					flex-direction: row;
+					gap: 8px;
+
+					cursor: pointer;
+				}
+			}
+		}
+	}
+
+	.uplot {
+		.u-title {
+			text-align: center;
+			font-size: 18px;
+			font-weight: 400;
+			display: flex;
+			height: 40px;
+			font-size: 13px;
+			align-items: center;
+		}
+
+		.u-legend {
+			display: flex;
+			margin-top: 16px;
+
+			tbody {
+				width: 100%;
+
+				.u-series {
+					display: inline-flex;
+				}
+			}
+		}
+	}
+}

frontend/src/container/AnomalyAlertEvaluationView/AnomalyAlertEvaluationView.tsx

@@ -0,0 +1,280 @@
+import 'uplot/dist/uPlot.min.css';
+import './AnomalyAlertEvaluationView.styles.scss';
+
+import { Checkbox, Typography } from 'antd';
+import { useIsDarkMode } from 'hooks/useDarkMode';
+import { useResizeObserver } from 'hooks/useDimensions';
+import getAxes from 'lib/uPlotLib/utils/getAxes';
+import { getUplotChartDataForAnomalyDetection } from 'lib/uPlotLib/utils/getUplotChartData';
+import { getYAxisScaleForAnomalyDetection } from 'lib/uPlotLib/utils/getYAxisScale';
+import { LineChart } from 'lucide-react';
+import { useEffect, useRef, useState } from 'react';
+import uPlot from 'uplot';
+
+function UplotChart({
+	data,
+	options,
+	chartRef,
+}: {
+	data: any;
+	options: any;
+	chartRef: any;
+}): JSX.Element {
+	const plotInstance = useRef(null);
+
+	useEffect(() => {
+		if (plotInstance.current) {
+			// eslint-disable-next-line @typescript-eslint/ban-ts-comment
+			// @ts-ignore
+			plotInstance.current.destroy();
+		}
+
+		if (data && data.length > 0) {
+			// eslint-disable-next-line @typescript-eslint/ban-ts-comment
+			// @ts-ignore
+			// eslint-disable-next-line new-cap
+			plotInstance.current = new uPlot(options, data, chartRef.current);
+		}
+
+		return (): void => {
+			if (plotInstance.current) {
+				// eslint-disable-next-line @typescript-eslint/ban-ts-comment
+				// @ts-ignore
+				plotInstance.current.destroy();
+			}
+		};
+	}, [data, options, chartRef]);
+
+	return <div ref={chartRef} />;
+}
+
+function AnomalyAlertEvaluationView({
+	data,
+	yAxisUnit,
+}: {
+	data: any;
+	yAxisUnit: string;
+}): JSX.Element {
+	const { spline } = uPlot.paths;
+	// eslint-disable-next-line @typescript-eslint/naming-convention
+	const _spline = spline ? spline() : undefined;
+	const chartRef = useRef<HTMLDivElement>(null);
+	const isDarkMode = useIsDarkMode();
+	const [seriesData, setSeriesData] = useState<any>({});
+	const [selectedSeries, setSelectedSeries] = useState<string | null>(null);
+
+	const graphRef = useRef<HTMLDivElement>(null);
+	const dimensions = useResizeObserver(graphRef);
+
+	useEffect(() => {
+		const chartData = getUplotChartDataForAnomalyDetection(data);
+		setSeriesData(chartData);
+	}, [data]);
+
+	useEffect(() => {
+		const seriesKeys = Object.keys(seriesData);
+		if (seriesKeys.length === 1) {
+			setSelectedSeries(seriesKeys[0]); // Automatically select if only one series
+		} else {
+			setSelectedSeries(null); // Default to "Show All" if multiple series
+		}
+	}, [seriesData]);
+
+	const handleSeriesChange = (series: string | null): void => {
+		setSelectedSeries(series);
+	};
+
+	const bandsPlugin = {
+		hooks: {
+			draw: [
+				(u: any): void => {
+					if (!selectedSeries) return;
+
+					const { ctx } = u;
+					const upperBandIdx = 3;
+					const lowerBandIdx = 4;
+
+					const xData = u.data[0];
+					const yUpperData = u.data[upperBandIdx];
+					const yLowerData = u.data[lowerBandIdx];
+
+					const strokeStyle =
+						u.series[1]?.stroke || seriesData[selectedSeries].color;
+					const fillStyle =
+						typeof strokeStyle === 'string'
+							? strokeStyle.replace(')', ', 0.1)')
+							: 'rgba(255, 255, 255, 0.1)';
+
+					ctx.beginPath();
+					const firstX = u.valToPos(xData[0], 'x', true);
+					const firstUpperY = u.valToPos(yUpperData[0], 'y', true);
+					ctx.moveTo(firstX, firstUpperY);
+
+					for (let i = 0; i < xData.length; i++) {
+						const x = u.valToPos(xData[i], 'x', true);
+						const y = u.valToPos(yUpperData[i], 'y', true);
+						ctx.lineTo(x, y);
+					}
+
+					for (let i = xData.length - 1; i >= 0; i--) {
+						const x = u.valToPos(xData[i], 'x', true);
+						const y = u.valToPos(yLowerData[i], 'y', true);
+						ctx.lineTo(x, y);
+					}
+
+					ctx.closePath();
+					ctx.fillStyle = fillStyle;
+					ctx.fill();
+				},
+			],
+		},
+	};
+
+	const allSeries = Object.keys(seriesData);
+
+	const initialData = allSeries.length
+		? [
+				seriesData[allSeries[0]].data[0], // Shared X-axis
+				...allSeries.map((key) => seriesData[key].data[1]), // Map through Y-axis data for all series
+		  ]
+		: [];
+
+	const options = {
+		width: dimensions.width,
+		height: dimensions.height - 36,
+		plugins: [bandsPlugin],
+		focus: {
+			alpha: 0.3,
+		},
+		series: [
+			{
+				label: 'Time',
+			},
+			...(selectedSeries
+				? [
+						{
+							label: `Main Series`,
+							stroke: seriesData[selectedSeries].color,
+							width: 2,
+							show: true,
+							paths: _spline,
+						},
+						{
+							label: `Predicted Value`,
+							stroke: seriesData[selectedSeries].color,
+							width: 1,
+							dash: [2, 2],
+							show: true,
+							paths: _spline,
+						},
+						{
+							label: `Upper Band`,
+							stroke: 'transparent',
+							show: false,
+							paths: _spline,
+						},
+						{
+							label: `Lower Band`,
+							stroke: 'transparent',
+							show: false,
+							paths: _spline,
+						},
+				  ]
+				: allSeries.map((seriesKey) => ({
+						label: seriesKey,
+						stroke: seriesData[seriesKey].color,
+						width: 2,
+						show: true,
+						paths: _spline,
+				  }))),
+		],
+		scales: {
+			x: {
+				time: true,
+			},
+			y: {
+				...getYAxisScaleForAnomalyDetection({
+					seriesData,
+					selectedSeries,
+					initialData,
+					yAxisUnit,
+				}),
+			},
+		},
+		grid: {
+			show: true,
+		},
+		legend: {
+			show: true,
+		},
+		axes: getAxes(isDarkMode, yAxisUnit),
+	};
+
+	return (
+		<div className="anomaly-alert-evaluation-view">
+			<div
+				className={`anomaly-alert-evaluation-view-chart-section ${
+					allSeries.length > 1 ? 'has-multi-series-data' : ''
+				}`}
+				ref={graphRef}
+			>
+				{allSeries.length > 0 ? (
+					<UplotChart
+						data={selectedSeries ? seriesData[selectedSeries].data : initialData}
+						options={options}
+						chartRef={chartRef}
+					/>
+				) : (
+					<div className="anomaly-alert-evaluation-view-no-data-container">
+						<LineChart size={48} strokeWidth={0.5} />
+
+						<Typography>No Data</Typography>
+					</div>
+				)}
+			</div>
+
+			{allSeries.length > 1 && (
+				<div className="anomaly-alert-evaluation-view-series-selection">
+					{allSeries.length > 1 && (
+						<div className="anomaly-alert-evaluation-view-series-list">
+							<Typography.Title
+								level={5}
+								className="anomaly-alert-evaluation-view-series-list-title"
+							>
+								Select a series
+							</Typography.Title>
+							<div className="anomaly-alert-evaluation-view-series-list-items">
+								<Checkbox
+									className="anomaly-alert-evaluation-view-series-list-item"
+									type="checkbox"
+									name="series"
+									value="all"
+									checked={selectedSeries === null}
+									onChange={(): void => handleSeriesChange(null)}
+								>
+									Show All
+								</Checkbox>
+
+								{allSeries.map((seriesKey) => (
+									<Checkbox
+										className="anomaly-alert-evaluation-view-series-list-item"
+										key={seriesKey}
+										type="checkbox"
+										name="series"
+										value={seriesKey}
+										checked={selectedSeries === seriesKey}
+										onChange={(): void => handleSeriesChange(seriesKey)}
+									>
+										{seriesKey}
+									</Checkbox>
+								))}
+							</div>
+						</div>
+					)}
+				</div>
+			)}
+		</div>
+	);
+}
+
+export default AnomalyAlertEvaluationView;

frontend/src/container/AnomalyAlertEvaluationView/index.tsx

@@ -0,0 +1,3 @@
+import AnomalyAlertEvaluationView from './AnomalyAlertEvaluationView';
+
+export default AnomalyAlertEvaluationView;

frontend/src/container/CreateAlertRule/SelectAlertType/config.ts

@@ -4,6 +4,11 @@ import { AlertTypes } from 'types/api/alerts/alertTypes';
 import { OptionType } from './types';
 
 export const getOptionList = (t: TFunction): OptionType[] => [
+	{
+		title: t('anomaly_based_alert'),
+		selection: AlertTypes.ANOMALY_BASED_ALERT,
+		description: t('anomaly_based_alert_desc'),
+	},
 	{
 		title: t('metric_based_alert'),
 		selection: AlertTypes.METRICS_BASED_ALERT,

frontend/src/container/CreateAlertRule/SelectAlertType/index.tsx

@@ -17,6 +17,10 @@ function SelectAlertType({ onSelect }: SelectAlertTypeProps): JSX.Element {
 	function handleRedirection(option: AlertTypes): void {
 		let url = '';
 		switch (option) {
+			case AlertTypes.ANOMALY_BASED_ALERT:
+				url =
+					'https://signoz.io/docs/alerts-management/anomaly-based-alerts/?utm_source=product&utm_medium=alert-source-selection-page#examples';
+				break;
 			case AlertTypes.METRICS_BASED_ALERT:
 				url =
 					'https://signoz.io/docs/alerts-management/metrics-based-alerts/?utm_source=product&utm_medium=alert-source-selection-page#examples';

frontend/src/container/CreateAlertRule/defaults.ts

@@ -7,9 +7,11 @@ import {
 import { AlertTypes } from 'types/api/alerts/alertTypes';
 import {
 	AlertDef,
+	defaultAlgorithm,
 	defaultCompareOp,
 	defaultEvalWindow,
 	defaultMatchType,
+	defaultSeasonality,
 } from 'types/api/alerts/def';
 import { EQueryType } from 'types/common/dashboard';
 
@@ -46,6 +48,8 @@ export const alertDefaults: AlertDef = {
 		},
 		op: defaultCompareOp,
 		matchType: defaultMatchType,
+		algorithm: defaultAlgorithm,
+		seasonality: defaultSeasonality,
 	},
 	labels: {
 		severity: 'warning',
@@ -145,6 +149,7 @@ export const exceptionAlertDefaults: AlertDef = {
 };
 
 export const ALERTS_VALUES_MAP: Record<AlertTypes, AlertDef> = {
+	[AlertTypes.ANOMALY_BASED_ALERT]: alertDefaults,
 	[AlertTypes.METRICS_BASED_ALERT]: alertDefaults,
 	[AlertTypes.LOGS_BASED_ALERT]: logAlertDefaults,
 	[AlertTypes.TRACES_BASED_ALERT]: traceAlertDefaults,

frontend/src/container/CreateAlertRule/index.tsx

@@ -2,7 +2,7 @@ import { Form, Row } from 'antd';
 import logEvent from 'api/common/logEvent';
 import { ENTITY_VERSION_V4 } from 'constants/app';
 import { QueryParams } from 'constants/query';
-import FormAlertRules from 'container/FormAlertRules';
+import FormAlertRules, { AlertDetectionTypes } from 'container/FormAlertRules';
 import { useGetCompositeQueryParam } from 'hooks/queryBuilder/useGetCompositeQueryParam';
 import history from 'lib/history';
 import { useEffect, useState } from 'react';
@@ -45,6 +45,7 @@ function CreateRules(): JSX.Element {
 
 	const onSelectType = (typ: AlertTypes): void => {
 		setAlertType(typ);
+
 		switch (typ) {
 			case AlertTypes.LOGS_BASED_ALERT:
 				setInitValues(logAlertDefaults);
@@ -55,13 +56,37 @@ function CreateRules(): JSX.Element {
 			case AlertTypes.EXCEPTIONS_BASED_ALERT:
 				setInitValues(exceptionAlertDefaults);
 				break;
+			case AlertTypes.ANOMALY_BASED_ALERT:
+				setInitValues({
+					...alertDefaults,
+					version: version || ENTITY_VERSION_V4,
+					ruleType: AlertDetectionTypes.ANOMALY_DETECTION_ALERT,
+				});
+				break;
 			default:
 				setInitValues({
 					...alertDefaults,
 					version: version || ENTITY_VERSION_V4,
+					ruleType: AlertDetectionTypes.THRESHOLD_ALERT,
 				});
 		}
-		queryParams.set(QueryParams.alertType, typ);
+
+		queryParams.set(
+			QueryParams.alertType,
+			typ === AlertTypes.ANOMALY_BASED_ALERT
+				? AlertTypes.METRICS_BASED_ALERT
+				: typ,
+		);
+
+		if (typ === AlertTypes.ANOMALY_BASED_ALERT) {
+			queryParams.set(
+				QueryParams.ruleType,
+				AlertDetectionTypes.ANOMALY_DETECTION_ALERT,
+			);
+		} else {
+			queryParams.set(QueryParams.ruleType, AlertDetectionTypes.THRESHOLD_ALERT);
+		}
+
 		const generatedUrl = `${location.pathname}?${queryParams.toString()}`;
 		history.replace(generatedUrl);
 	};

frontend/src/container/EditRules/index.tsx

@@ -7,18 +7,16 @@ function EditRules({ initialValue, ruleId }: EditRulesProps): JSX.Element {
 	const [formInstance] = Form.useForm();
 
 	return (
-		<div style={{ marginTop: '1rem' }}>
-			<FormAlertRules
-				alertType={
-					initialValue.alertType
-						? (initialValue.alertType as AlertTypes)
-						: AlertTypes.METRICS_BASED_ALERT
-				}
-				formInstance={formInstance}
-				initialValue={initialValue}
-				ruleId={ruleId}
-			/>
-		</div>
+		<FormAlertRules
+			alertType={
+				initialValue.alertType
+					? (initialValue.alertType as AlertTypes)
+					: AlertTypes.METRICS_BASED_ALERT
+			}
+			formInstance={formInstance}
+			initialValue={initialValue}
+			ruleId={ruleId}
+		/>
 	);
 }
 

frontend/src/container/FormAlertRules/BasicInfo.tsx

@@ -96,7 +96,7 @@ function BasicInfo({
 
 	return (
 		<>
-			<StepHeading> {t('alert_form_step3')} </StepHeading>
+			<StepHeading> {t('alert_form_step4')} </StepHeading>
 			<FormContainer>
 				<Form.Item
 					label={t('field_severity')}

frontend/src/container/FormAlertRules/ChartPreview/ChartPreview.styles.scss

@@ -0,0 +1,26 @@
+.alert-chart-container {
+	height: 57vh;
+	width: 100%;
+
+	.threshold-alert-uplot-chart-container {
+		height: calc(100% - 24px);
+	}
+
+	.ant-card-body {
+		padding: 12px;
+	}
+
+	.anomaly-alert-evaluation-view-loading-container {
+		height: 100%;
+		display: flex;
+		justify-content: center;
+		align-items: center;
+	}
+
+	.anomaly-alert-evaluation-view-error-container {
+		height: 100%;
+		display: flex;
+		justify-content: center;
+		align-items: center;
+	}
+}

frontend/src/container/FormAlertRules/ChartPreview/index.tsx

@@ -1,8 +1,11 @@
+import './ChartPreview.styles.scss';
+
 import { InfoCircleOutlined } from '@ant-design/icons';
 import Spinner from 'components/Spinner';
 import { DEFAULT_ENTITY_VERSION } from 'constants/app';
 import { QueryParams } from 'constants/query';
 import { initialQueriesMap, PANEL_TYPES } from 'constants/queryBuilder';
+import AnomalyAlertEvaluationView from 'container/AnomalyAlertEvaluationView';
 import GridPanelSwitch from 'container/GridPanelSwitch';
 import { getFormatNameByOptionId } from 'container/NewWidget/RightContainer/alertFomatCategories';
 import { timePreferenceType } from 'container/NewWidget/RightContainer/timeItems';
@@ -34,6 +37,7 @@ import { getGraphType } from 'utils/getGraphType';
 import { getSortedSeriesData } from 'utils/getSortedSeriesData';
 import { getTimeRange } from 'utils/getTimeRange';
 
+import { AlertDetectionTypes } from '..';
 import { ChartContainer, FailedMessageContainer } from './styles';
 import { getThresholdLabel } from './utils';
 
@@ -141,6 +145,7 @@ function ChartPreview({
 				selectedInterval,
 				minTime,
 				maxTime,
+				alertDef?.ruleType,
 			],
 			retry: false,
 			enabled: canQuery,
@@ -163,8 +168,6 @@ function ChartPreview({
 		queryResponse.data.payload.data.result = sortedSeriesData;
 	}
 
-	const chartData = getUPlotChartData(queryResponse?.data?.payload);
-
 	const containerDimensions = useResizeObserver(graphRef);
 
 	const isDarkMode = useIsDarkMode();
@@ -202,7 +205,10 @@ function ChartPreview({
 				id: 'alert_legend_widget',
 				yAxisUnit,
 				apiResponse: queryResponse?.data?.payload,
-				dimensions: containerDimensions,
+				dimensions: {
+					height: containerDimensions?.height ? containerDimensions.height - 48 : 0,
+					width: containerDimensions?.width,
+				},
 				minTimeScale,
 				maxTimeScale,
 				isDarkMode,
@@ -245,36 +251,55 @@ function ChartPreview({
 		],
 	);
 
+	const chartData = getUPlotChartData(queryResponse?.data?.payload);
+
+	const isAnomalyDetectionAlert =
+		alertDef?.ruleType === AlertDetectionTypes.ANOMALY_DETECTION_ALERT;
+
+	const chartDataAvailable =
+		chartData && !queryResponse.isError && !queryResponse.isLoading;
+
 	return (
-		<ChartContainer>
-			{headline}
+		<div className="alert-chart-container" ref={graphRef}>
+			<ChartContainer>
+				{headline}
 
-			<div ref={graphRef} style={{ height: '100%' }}>
-				{queryResponse.isLoading && (
-					<Spinner size="large" tip="Loading..." height="100%" />
-				)}
-				{(queryResponse?.isError || queryResponse?.error) && (
-					<FailedMessageContainer color="red" title="Failed to refresh the chart">
-						<InfoCircleOutlined />{' '}
-						{queryResponse.error.message || t('preview_chart_unexpected_error')}
-					</FailedMessageContainer>
-				)}
+				<div className="threshold-alert-uplot-chart-container">
+					{queryResponse.isLoading && (
+						<Spinner size="large" tip="Loading..." height="100%" />
+					)}
+					{(queryResponse?.isError || queryResponse?.error) && (
+						<FailedMessageContainer color="red" title="Failed to refresh the chart">
+							<InfoCircleOutlined />
+							{queryResponse.error.message || t('preview_chart_unexpected_error')}
+						</FailedMessageContainer>
+					)}
 
-				{chartData && !queryResponse.isError && !queryResponse.isLoading && (
-					<GridPanelSwitch
-						options={options}
-						panelType={graphType}
-						data={chartData}
-						name={name || 'Chart Preview'}
-						panelData={
-							queryResponse.data?.payload?.data?.newResult?.data?.result || []
-						}
-						query={query || initialQueriesMap.metrics}
-						yAxisUnit={yAxisUnit}
-					/>
-				)}
-			</div>
-		</ChartContainer>
+					{chartDataAvailable && !isAnomalyDetectionAlert && (
+						<GridPanelSwitch
+							options={options}
+							panelType={graphType}
+							data={chartData}
+							name={name || 'Chart Preview'}
+							panelData={
+								queryResponse.data?.payload?.data?.newResult?.data?.result || []
+							}
+							query={query || initialQueriesMap.metrics}
+							yAxisUnit={yAxisUnit}
+						/>
+					)}
+
+					{chartDataAvailable &&
+						isAnomalyDetectionAlert &&
+						queryResponse?.data?.payload?.data?.resultType === 'anomaly' && (
+							<AnomalyAlertEvaluationView
+								data={queryResponse?.data?.payload}
+								yAxisUnit={yAxisUnit}
+							/>
+						)}
+				</div>
+			</ChartContainer>
+		</div>
 	);
 }
 

frontend/src/container/FormAlertRules/FormAlertRules.styles.scss

@@ -21,6 +21,70 @@
 	}
 }
 
+.steps-container {
+	width: 80%;
+}
+
+.qb-chart-preview-container {
+	margin-bottom: 1rem;
+	display: flex;
+	flex-direction: row;
+	gap: 1rem;
+}
+
+.overview-header {
+	margin-bottom: 1rem;
+	display: flex;
+	justify-content: space-between;
+	align-items: center;
+
+	.alert-type-container {
+		display: flex;
+		flex-direction: row;
+		align-items: center;
+		gap: 8px;
+
+		.alert-type-title {
+			display: flex;
+			flex-direction: row;
+			align-items: center;
+			gap: 8px;
+		}
+
+		.ant-typography {
+			margin: 0;
+		}
+	}
+}
+
+.chart-preview-container {
+	position: relative;
+	display: flex;
+	flex-direction: row;
+	gap: 1rem;
+
+	.ant-card {
+		flex: 1;
+	}
+}
+
+.detection-method-container {
+	margin: 24px 0;
+
+	.ant-tabs-nav {
+		margin-bottom: 0;
+
+		.ant-tabs-tab {
+			padding: 12px 0;
+		}
+	}
+
+	.detection-method-description {
+		padding: 8px 0;
+		font-size: 12px;
+	}
+}
+
 .info-help-btns {
 	display: grid;
 	grid-template-columns: auto auto;

frontend/src/container/FormAlertRules/QuerySection.tsx

@@ -222,7 +222,7 @@ function QuerySection({
 	};
 	return (
 		<>
-			<StepHeading> {t('alert_form_step1')}</StepHeading>
+			<StepHeading> {t('alert_form_step2')}</StepHeading>
 			<FormContainer>
 				<div>{renderTabs(alertType)}</div>
 				{renderQuerySection(currentTab)}

frontend/src/container/FormAlertRules/RuleOptions.styles.scss

@@ -0,0 +1,6 @@
+.rule-definition {
+	display: flex;
+	flex-wrap: wrap;
+	gap: 8px;
+	align-items: center;
+}

frontend/src/container/FormAlertRules/RuleOptions.tsx

@@ -1,3 +1,5 @@
+import './RuleOptions.styles.scss';
+
 import {
 	Checkbox,
 	Collapse,
@@ -18,14 +20,17 @@ import { useQueryBuilder } from 'hooks/queryBuilder/useQueryBuilder';
 import { useTranslation } from 'react-i18next';
 import {
 	AlertDef,
+	defaultAlgorithm,
 	defaultCompareOp,
 	defaultEvalWindow,
 	defaultFrequency,
 	defaultMatchType,
+	defaultSeasonality,
 } from 'types/api/alerts/def';
 import { EQueryType } from 'types/common/dashboard';
 import { popupContainer } from 'utils/selectPopupContainer';
 
+import { AlertDetectionTypes } from '.';
 import {
 	FormContainer,
 	InlineSelect,
@@ -43,6 +48,8 @@ function RuleOptions({
 	const { t } = useTranslation('alerts');
 	const { currentQuery } = useQueryBuilder();
 
+	const { ruleType } = alertDef;
+
 	const handleMatchOptChange = (value: string | unknown): void => {
 		const m = (value as string) || alertDef.condition?.matchType;
 		setAlertDef({
@@ -86,8 +93,19 @@ function RuleOptions({
 		>
 			<Select.Option value="1">{t('option_above')}</Select.Option>
 			<Select.Option value="2">{t('option_below')}</Select.Option>
-			<Select.Option value="3">{t('option_equal')}</Select.Option>
-			<Select.Option value="4">{t('option_notequal')}</Select.Option>
+
+			{/* hide equal and not eqaul in case of analmoy based alert */}
+
+			{ruleType !== 'anomaly_rule' && (
+				<>
+					<Select.Option value="3">{t('option_equal')}</Select.Option>
+					<Select.Option value="4">{t('option_notequal')}</Select.Option>
+				</>
+			)}
+
+			{ruleType === 'anomaly_rule' && (
+				<Select.Option value="5">{t('option_above_below')}</Select.Option>
+			)}
 		</InlineSelect>
 	);
 
@@ -101,9 +119,14 @@ function RuleOptions({
 		>
 			<Select.Option value="1">{t('option_atleastonce')}</Select.Option>
 			<Select.Option value="2">{t('option_allthetimes')}</Select.Option>
-			<Select.Option value="3">{t('option_onaverage')}</Select.Option>
-			<Select.Option value="4">{t('option_intotal')}</Select.Option>
-			<Select.Option value="5">{t('option_last')}</Select.Option>
+
+			{ruleType !== 'anomaly_rule' && (
+				<>
+					<Select.Option value="3">{t('option_onaverage')}</Select.Option>
+					<Select.Option value="4">{t('option_intotal')}</Select.Option>
+					<Select.Option value="5">{t('option_last')}</Select.Option>
+				</>
+			)}
 		</InlineSelect>
 	);
 
@@ -115,6 +138,28 @@ function RuleOptions({
 		});
 	};
 
+	const onChangeAlgorithm = (value: string | unknown): void => {
+		const alg = (value as string) || alertDef.condition.algorithm;
+		setAlertDef({
+			...alertDef,
+			condition: {
+				...alertDef.condition,
+				algorithm: alg,
+			},
+		});
+	};
+
+	const onChangeSeasonality = (value: string | unknown): void => {
+		const seasonality = (value as string) || alertDef.condition.seasonality;
+		setAlertDef({
+			...alertDef,
+			condition: {
+				...alertDef.condition,
+				seasonality,
+			},
+		});
+	};
+
 	const renderEvalWindows = (): JSX.Element => (
 		<InlineSelect
 			getPopupContainer={popupContainer}
@@ -146,6 +191,32 @@ function RuleOptions({
 		</InlineSelect>
 	);
 
+	const renderAlgorithms = (): JSX.Element => (
+		<InlineSelect
+			getPopupContainer={popupContainer}
+			defaultValue={defaultAlgorithm}
+			style={{ minWidth: '120px' }}
+			value={alertDef.condition.algorithm}
+			onChange={onChangeAlgorithm}
+		>
+			<Select.Option value="standard">Standard</Select.Option>
+		</InlineSelect>
+	);
+
+	const renderSeasonality = (): JSX.Element => (
+		<InlineSelect
+			getPopupContainer={popupContainer}
+			defaultValue={defaultSeasonality}
+			style={{ minWidth: '120px' }}
+			value={alertDef.condition.seasonality}
+			onChange={onChangeSeasonality}
+		>
+			<Select.Option value="hourly">Hourly</Select.Option>
+			<Select.Option value="daily">Daily</Select.Option>
+			<Select.Option value="weekly">Weekly</Select.Option>
+		</InlineSelect>
+	);
+
 	const renderThresholdRuleOpts = (): JSX.Element => (
 		<Form.Item>
 			<Typography.Text>
@@ -166,6 +237,39 @@ function RuleOptions({
 		</Form.Item>
 	);
 
+	const renderAnomalyRuleOpts = (
+		onChange: InputNumberProps['onChange'],
+	): JSX.Element => (
+		<Form.Item>
+			<Typography.Text className="rule-definition">
+				{t('text_condition1_anomaly')}
+				<InlineSelect
+					getPopupContainer={popupContainer}
+					allowClear
+					showSearch
+					options={queryOptions}
+					placeholder={t('selected_query_placeholder')}
+					value={alertDef.condition.selectedQueryName}
+					onChange={onChangeSelectedQueryName}
+				/>
+				{t('text_condition3')} {renderEvalWindows()}
+				<Typography.Text>is</Typography.Text>
+				<InputNumber
+					value={alertDef?.condition?.target}
+					onChange={onChange}
+					type="number"
+					onWheel={(e): void => e.currentTarget.blur()}
+				/>
+				<Typography.Text>deviations</Typography.Text>
+				{renderCompareOps()}
+				<Typography.Text>the predicted data</Typography.Text>
+				{renderMatchOpts()}
+				using the {renderAlgorithms()} algorithm with {renderSeasonality()}{' '}
+				seasonality
+			</Typography.Text>
+		</Form.Item>
+	);
+
 	const renderPromRuleOptions = (): JSX.Element => (
 		<Form.Item>
 			<Typography.Text>
@@ -245,36 +349,46 @@ function RuleOptions({
 
 	return (
 		<>
-			<StepHeading>{t('alert_form_step2')}</StepHeading>
+			<StepHeading>{t('alert_form_step3')}</StepHeading>
 			<FormContainer>
-				{queryCategory === EQueryType.PROM
-					? renderPromRuleOptions()
-					: renderThresholdRuleOpts()}
+				{queryCategory === EQueryType.PROM && renderPromRuleOptions()}
+				{queryCategory !== EQueryType.PROM &&
+					ruleType === AlertDetectionTypes.ANOMALY_DETECTION_ALERT && (
+						<>{renderAnomalyRuleOpts(onChange)}</>
+					)}
+
+				{queryCategory !== EQueryType.PROM &&
+					ruleType === AlertDetectionTypes.THRESHOLD_ALERT &&
+					renderThresholdRuleOpts()}
 
 				<Space direction="vertical" size="large">
-					<Space direction="horizontal" align="center">
-						<Form.Item noStyle name={['condition', 'target']}>
-							<InputNumber
-								addonBefore={t('field_threshold')}
-								value={alertDef?.condition?.target}
-								onChange={onChange}
-								type="number"
-								onWheel={(e): void => e.currentTarget.blur()}
-							/>
-						</Form.Item>
+					{queryCategory !== EQueryType.PROM &&
+						ruleType !== AlertDetectionTypes.ANOMALY_DETECTION_ALERT && (
+							<Space direction="horizontal" align="center">
+								<Form.Item noStyle name={['condition', 'target']}>
+									<InputNumber
+										addonBefore={t('field_threshold')}
+										value={alertDef?.condition?.target}
+										onChange={onChange}
+										type="number"
+										onWheel={(e): void => e.currentTarget.blur()}
+									/>
+								</Form.Item>
+
+								<Form.Item noStyle>
+									<Select
+										getPopupContainer={popupContainer}
+										allowClear
+										showSearch
+										options={categorySelectOptions}
+										placeholder={t('field_unit')}
+										value={alertDef.condition.targetUnit}
+										onChange={onChangeAlertUnit}
+									/>
+								</Form.Item>
+							</Space>
+						)}
 
-						<Form.Item noStyle>
-							<Select
-								getPopupContainer={popupContainer}
-								allowClear
-								showSearch
-								options={categorySelectOptions}
-								placeholder={t('field_unit')}
-								value={alertDef.condition.targetUnit}
-								onChange={onChangeAlertUnit}
-							/>
-						</Form.Item>
-					</Space>
 					<Collapse>
 						<Collapse.Panel header={t('More options')} key="1">
 							<Space direction="vertical" size="large">

frontend/src/container/FormAlertRules/index.tsx

@@ -3,7 +3,6 @@ import './FormAlertRules.styles.scss';
 import { ExclamationCircleOutlined, SaveOutlined } from '@ant-design/icons';
 import {
 	Button,
-	Col,
 	FormInstance,
 	Modal,
 	SelectProps,
@@ -13,8 +12,6 @@ import {
 import saveAlertApi from 'api/alerts/save';
 import testAlertApi from 'api/alerts/testAlert';
 import logEvent from 'api/common/logEvent';
-import LaunchChatSupport from 'components/LaunchChatSupport/LaunchChatSupport';
-import { alertHelpMessage } from 'components/LaunchChatSupport/util';
 import { ALERTS_DATA_SOURCE_MAP } from 'constants/alerts';
 import { FeatureKeys } from 'constants/features';
 import { QueryParams } from 'constants/query';
@@ -33,6 +30,8 @@ import history from 'lib/history';
 import { mapQueryDataFromApi } from 'lib/newQueryBuilder/queryBuilderMappers/mapQueryDataFromApi';
 import { mapQueryDataToApi } from 'lib/newQueryBuilder/queryBuilderMappers/mapQueryDataToApi';
 import { isEqual } from 'lodash-es';
+import { BellDot, ExternalLink } from 'lucide-react';
+import Tabs2 from 'periscope/components/Tabs2';
 import { useCallback, useEffect, useMemo, useState } from 'react';
 import { useTranslation } from 'react-i18next';
 import { useQueryClient } from 'react-query';
@@ -44,7 +43,11 @@ import {
 	defaultEvalWindow,
 	defaultMatchType,
 } from 'types/api/alerts/def';
-import { Query } from 'types/api/queryBuilder/queryBuilderData';
+import {
+	IBuilderQuery,
+	Query,
+	QueryFunctionProps,
+} from 'types/api/queryBuilder/queryBuilderData';
 import { EQueryType } from 'types/common/dashboard';
 import { GlobalReducer } from 'types/reducer/globalTime';
 
@@ -56,13 +59,16 @@ import {
 	ActionButton,
 	ButtonContainer,
 	MainFormContainer,
-	PanelContainer,
 	StepContainer,
-	StyledLeftContainer,
+	StepHeading,
 } from './styles';
-import UserGuide from './UserGuide';
 import { getSelectedQueryOptions } from './utils';
 
+export enum AlertDetectionTypes {
+	THRESHOLD_ALERT = 'threshold_rule',
+	ANOMALY_DETECTION_ALERT = 'anomaly_rule',
+}
+
 // eslint-disable-next-line sonarjs/cognitive-complexity
 function FormAlertRules({
 	alertType,
@@ -86,6 +92,7 @@ function FormAlertRules({
 	const {
 		currentQuery,
 		stagedQuery,
+		handleSetQueryData,
 		handleRunQuery,
 		handleSetConfig,
 		initialDataSource,
@@ -108,6 +115,12 @@ function FormAlertRules({
 	const [alertDef, setAlertDef] = useState<AlertDef>(initialValue);
 	const [yAxisUnit, setYAxisUnit] = useState<string>(currentQuery.unit || '');
 
+	const alertTypeFromURL = urlQuery.get(QueryParams.ruleType);
+
+	const [detectionMethod, setDetectionMethod] = useState<string>(
+		AlertDetectionTypes.THRESHOLD_ALERT,
+	);
+
 	useEffect(() => {
 		if (!isEqual(currentQuery.unit, yAxisUnit)) {
 			setYAxisUnit(currentQuery.unit || '');
@@ -138,6 +151,45 @@ function FormAlertRules({
 
 	useShareBuilderUrl(sq);
 
+	const updateFunctions = (data: IBuilderQuery): QueryFunctionProps[] => {
+		const anomalyFunction = {
+			name: 'anomaly',
+			args: [],
+			namedArgs: { z_score_threshold: 9 },
+		};
+		const functions = data.functions || [];
+
+		if (alertDef.ruleType === AlertDetectionTypes.ANOMALY_DETECTION_ALERT) {
+			// Add anomaly if not already present
+			if (!functions.some((func) => func.name === 'anomaly')) {
+				functions.push(anomalyFunction);
+			}
+		} else {
+			// Remove anomaly if present
+			const index = functions.findIndex((func) => func.name === 'anomaly');
+			if (index !== -1) {
+				functions.splice(index, 1);
+			}
+		}
+
+		return functions;
+	};
+
+	const updateFunctionsBasedOnAlertType = (): void => {
+		for (let index = 0; index < currentQuery.builder.queryData.length; index++) {
+			const queryData = currentQuery.builder.queryData[index];
+
+			const updatedFunctions = updateFunctions(queryData);
+			queryData.functions = updatedFunctions;
+			handleSetQueryData(index, queryData);
+		}
+	};
+
+	useEffect(() => {
+		updateFunctionsBasedOnAlertType();
+		// eslint-disable-next-line react-hooks/exhaustive-deps
+	}, [detectionMethod, alertDef, currentQuery.builder.queryData.length]);
+
 	useEffect(() => {
 		const broadcastToSpecificChannels =
 			(initialValue &&
@@ -145,11 +197,22 @@ function FormAlertRules({
 				initialValue.preferredChannels.length > 0) ||
 			isNewRule;
 
+		let ruleType = AlertDetectionTypes.THRESHOLD_ALERT;
+
+		if (initialValue.ruleType) {
+			ruleType = initialValue.ruleType as AlertDetectionTypes;
+		} else if (alertTypeFromURL === AlertDetectionTypes.ANOMALY_DETECTION_ALERT) {
+			ruleType = AlertDetectionTypes.ANOMALY_DETECTION_ALERT;
+		}
+
 		setAlertDef({
 			...initialValue,
 			broadcastToAll: !broadcastToSpecificChannels,
+			ruleType,
 		});
-	}, [initialValue, isNewRule]);
+
+		setDetectionMethod(ruleType);
+	}, [initialValue, isNewRule, alertTypeFromURL]);
 
 	useEffect(() => {
 		// Set selectedQueryName based on the length of queryOptions
@@ -300,12 +363,15 @@ function FormAlertRules({
 		const postableAlert: AlertDef = {
 			...alertDef,
 			preferredChannels: alertDef.broadcastToAll ? [] : alertDef.preferredChannels,
-			alertType,
+			alertType:
+				alertType === AlertTypes.ANOMALY_BASED_ALERT
+					? AlertTypes.METRICS_BASED_ALERT
+					: alertType,
 			source: window?.location.toString(),
 			ruleType:
 				currentQuery.queryType === EQueryType.PROM
 					? 'promql_rule'
-					: 'threshold_rule',
+					: alertDef.ruleType,
 			condition: {
 				...alertDef.condition,
 				compositeQuery: {
@@ -322,6 +388,12 @@ function FormAlertRules({
 				},
 			},
 		};
+
+		if (alertDef.ruleType === AlertDetectionTypes.ANOMALY_DETECTION_ALERT) {
+			postableAlert.condition.algorithm = alertDef.condition.algorithm;
+			postableAlert.condition.seasonality = alertDef.condition.seasonality;
+		}
+
 		return postableAlert;
 	};
 
@@ -585,63 +657,97 @@ function FormAlertRules({
 		// eslint-disable-next-line react-hooks/exhaustive-deps
 	}, []);
 
-	function handleRedirection(option: AlertTypes): void {
-		let url = '';
-		switch (option) {
-			case AlertTypes.METRICS_BASED_ALERT:
-				url =
-					'https://signoz.io/docs/alerts-management/metrics-based-alerts/?utm_source=product&utm_medium=alert-creation-page#examples';
-				break;
-			case AlertTypes.LOGS_BASED_ALERT:
-				url =
-					'https://signoz.io/docs/alerts-management/log-based-alerts/?utm_source=product&utm_medium=alert-creation-page#examples';
-				break;
-			case AlertTypes.TRACES_BASED_ALERT:
-				url =
-					'https://signoz.io/docs/alerts-management/trace-based-alerts/?utm_source=product&utm_medium=alert-creation-page#examples';
-				break;
-			case AlertTypes.EXCEPTIONS_BASED_ALERT:
-				url =
-					'https://signoz.io/docs/alerts-management/exceptions-based-alerts/?utm_source=product&utm_medium=alert-creation-page#examples';
-				break;
-			default:
-				break;
-		}
-		logEvent('Alert: Check example alert clicked', {
-			dataSource: ALERTS_DATA_SOURCE_MAP[alertDef?.alertType as AlertTypes],
-			isNewRule: !ruleId || ruleId === 0,
-			ruleId,
-			queryType: currentQuery.queryType,
-			link: url,
-		});
-		window.open(url, '_blank');
-	}
+	const tabs = [
+		{
+			value: AlertDetectionTypes.THRESHOLD_ALERT,
+			label: 'Threshold Alert',
+		},
+		{
+			value: AlertDetectionTypes.ANOMALY_DETECTION_ALERT,
+			label: 'Anomaly Detection Alert',
+		},
+	];
+
+	const handleDetectionMethodChange = (value: any): void => {
+		setAlertDef((def) => ({
+			...def,
+			ruleType: value,
+		}));
+
+		setDetectionMethod(value);
+	};
 
 	return (
 		<>
 			{Element}
 
-			<PanelContainer id="top">
-				<StyledLeftContainer flex="5 1 600px" md={18}>
-					<MainFormContainer
-						initialValues={initialValue}
-						layout="vertical"
-						form={formInstance}
-						className="main-container"
-					>
+			<div id="top">
+				<div className="overview-header">
+					<div className="alert-type-container">
+						{isNewRule && (
+							<Typography.Title level={5} className="alert-type-title">
+								<BellDot size={14} />
+
+								{alertDef.alertType === AlertTypes.ANOMALY_BASED_ALERT &&
+									'Anomaly Detection Alert'}
+								{alertDef.alertType === AlertTypes.METRICS_BASED_ALERT &&
+									'Metrics Based Alert'}
+								{alertDef.alertType === AlertTypes.LOGS_BASED_ALERT &&
+									'Logs Based Alert'}
+								{alertDef.alertType === AlertTypes.TRACES_BASED_ALERT &&
+									'Traces Based Alert'}
+								{alertDef.alertType === AlertTypes.EXCEPTIONS_BASED_ALERT &&
+									'Exceptions Based Alert'}
+							</Typography.Title>
+						)}
+					</div>
+
+					<Button className="periscope-btn" icon={<ExternalLink size={14} />}>
+						Alert Setup Guide
+					</Button>
+				</div>
+
+				<MainFormContainer
+					initialValues={initialValue}
+					layout="vertical"
+					form={formInstance}
+					className="main-container"
+				>
+					<div className="chart-preview-container">
 						{currentQuery.queryType === EQueryType.QUERY_BUILDER &&
 							renderQBChartPreview()}
 						{currentQuery.queryType === EQueryType.PROM &&
 							renderPromAndChQueryChartPreview()}
 						{currentQuery.queryType === EQueryType.CLICKHOUSE &&
 							renderPromAndChQueryChartPreview()}
+					</div>
 
-						<StepContainer>
-							<BuilderUnitsFilter
-								onChange={onUnitChangeHandler}
-								yAxisUnit={yAxisUnit}
-							/>
-						</StepContainer>
+					<StepContainer>
+						<BuilderUnitsFilter
+							onChange={onUnitChangeHandler}
+							yAxisUnit={yAxisUnit}
+						/>
+					</StepContainer>
+
+					<div className="steps-container">
+						{alertDef.alertType === AlertTypes.METRICS_BASED_ALERT && (
+							<div className="detection-method-container">
+								<StepHeading> {t('alert_form_step1')}</StepHeading>
+
+								<Tabs2
+									key={detectionMethod}
+									tabs={tabs}
+									initialSelectedTab={detectionMethod}
+									onSelectTab={handleDetectionMethodChange}
+								/>
+
+								<div className="detection-method-description">
+									{detectionMethod === AlertDetectionTypes.ANOMALY_DETECTION_ALERT
+										? t('anomaly_detection_alert_desc')
+										: t('threshold_alert_desc')}
+								</div>
+							</div>
+						)}
 
 						<QuerySection
 							queryCategory={currentQuery.queryType}
@@ -662,79 +768,49 @@ function FormAlertRules({
 						/>
 
 						{renderBasicInfo()}
-						<ButtonContainer>
-							<Tooltip title={isAlertAvailableToSave ? MESSAGE.ALERT : ''}>
-								<ActionButton
-									loading={loading || false}
-									type="primary"
-									onClick={onSaveHandler}
-									icon={<SaveOutlined />}
-									disabled={
-										isAlertNameMissing ||
-										isAlertAvailableToSave ||
-										!isChannelConfigurationValid ||
-										queryStatus === 'error'
-									}
-								>
-									{isNewRule ? t('button_createrule') : t('button_savechanges')}
-								</ActionButton>
-							</Tooltip>
-
+					</div>
+					<ButtonContainer>
+						<Tooltip title={isAlertAvailableToSave ? MESSAGE.ALERT : ''}>
 							<ActionButton
 								loading={loading || false}
+								type="primary"
+								onClick={onSaveHandler}
+								icon={<SaveOutlined />}
 								disabled={
 									isAlertNameMissing ||
+									isAlertAvailableToSave ||
 									!isChannelConfigurationValid ||
 									queryStatus === 'error'
 								}
-								type="default"
-								onClick={onTestRuleHandler}
 							>
-								{' '}
-								{t('button_testrule')}
+								{isNewRule ? t('button_createrule') : t('button_savechanges')}
 							</ActionButton>
-							<ActionButton
-								disabled={loading || false}
-								type="default"
-								onClick={onCancelHandler}
-							>
-								{ruleId === 0 && t('button_cancelchanges')}
-								{ruleId > 0 && t('button_discard')}
-							</ActionButton>
-						</ButtonContainer>
-					</MainFormContainer>
-				</StyledLeftContainer>
-				<Col flex="1 1 300px">
-					<UserGuide queryType={currentQuery.queryType} />
-					<div className="info-help-btns">
-						<Button
-							style={{ height: 32 }}
-							onClick={(): void =>
-								handleRedirection(alertDef?.alertType as AlertTypes)
+						</Tooltip>
+
+						<ActionButton
+							loading={loading || false}
+							disabled={
+								isAlertNameMissing ||
+								!isChannelConfigurationValid ||
+								queryStatus === 'error'
 							}
-							className="doc-redirection-btn"
+							type="default"
+							onClick={onTestRuleHandler}
 						>
-							Check an example alert
-						</Button>
-						<LaunchChatSupport
-							attributes={{
-								alert: alertDef?.alert,
-								alertType: alertDef?.alertType,
-								id: ruleId,
-								ruleType: alertDef?.ruleType,
-								state: (alertDef as any)?.state,
-								panelType,
-								screen: isRuleCreated ? 'Edit Alert' : 'New Alert',
-							}}
-							className="facing-issue-btn"
-							eventName="Alert: Facing Issues in alert"
-							buttonText="Need help with this alert?"
-							message={alertHelpMessage(alertDef, ruleId)}
-							onHoverText="Click here to get help with this alert"
-						/>
-					</div>
-				</Col>
-			</PanelContainer>
+							{' '}
+							{t('button_testrule')}
+						</ActionButton>
+						<ActionButton
+							disabled={loading || false}
+							type="default"
+							onClick={onCancelHandler}
+						>
+							{ruleId === 0 && t('button_cancelchanges')}
+							{ruleId > 0 && t('button_discard')}
+						</ActionButton>
+					</ButtonContainer>
+				</MainFormContainer>
+			</div>
 		</>
 	);
 }

frontend/src/container/FormAlertRules/styles.ts

@@ -1,13 +1,9 @@
-import { Button, Card, Col, Form, Input, Row, Select, Typography } from 'antd';
+import { Button, Card, Col, Form, Input, Select, Typography } from 'antd';
 import styled from 'styled-components';
 
 const { TextArea } = Input;
 const { Item } = Form;
 
-export const PanelContainer = styled(Row)`
-	flex-wrap: nowrap;
-`;
-
 export const StyledLeftContainer = styled(Col)`
 	&&& {
 		margin-right: 1rem;

frontend/src/container/QueryBuilder/components/QueryFunctions/Function.tsx

@@ -33,7 +33,7 @@ export default function Function({
 	handleDeleteFunction,
 }: FunctionProps): JSX.Element {
 	const isDarkMode = useIsDarkMode();
-	const { showInput } = queryFunctionsTypesConfig[funcData.name];
+	const { showInput, disabled } = queryFunctionsTypesConfig[funcData.name];
 
 	let functionValue;
 
@@ -62,6 +62,7 @@ export default function Function({
 			<Select
 				className={cx('query-function-name-selector', showInput ? 'showInput' : '')}
 				value={funcData.name}
+				disabled={disabled}
 				style={{ minWidth: '100px' }}
 				onChange={(value): void => {
 					handleUpdateFunctionName(funcData, index, value);

frontend/src/lib/dashboard/getQueryResults.ts

@@ -32,7 +32,6 @@ export async function GetMetricQueryRange(
 		signal,
 		headers,
 	);
-	
 
 	if (response.statusCode >= 400) {
 		let error = `API responded with ${response.statusCode} -  ${response.error} status: ${response.message}`;
@@ -71,6 +70,19 @@ export async function GetMetricQueryRange(
 			},
 		);
 	}
+
+	if (response.payload?.data?.newResult?.data?.resultType === 'anomaly') {
+		response.payload.data.newResult.data.result = response.payload.data.newResult.data.result.map(
+			(queryData) => {
+				if (legendMap[queryData.queryName]) {
+					queryData.legend = legendMap[queryData.queryName];
+				}
+
+				return queryData;
+			},
+		);
+	}
+
 	return response;
 }
 

frontend/src/lib/newQueryBuilder/convertNewDataToOld.ts

@@ -1,3 +1,4 @@
+/* eslint-disable sonarjs/no-identical-functions */
 import {
 	MetricRangePayloadProps,
 	MetricRangePayloadV3,
@@ -12,8 +13,8 @@ export const convertNewDataToOld = (
 
 	result.forEach((item) => {
 		if (item.series) {
-			item.series.forEach((serie) => {
-				const values: QueryData['values'] = serie.values.reduce<
+			item.series.forEach((series) => {
+				const values: QueryData['values'] = series.values.reduce<
 					QueryData['values']
 				>((acc, currentInfo) => {
 					const renderValues: [number, string] = [
@@ -23,16 +24,87 @@ export const convertNewDataToOld = (
 
 					return [...acc, renderValues];
 				}, []);
+
 				const result: QueryData = {
-					metric: serie.labels,
+					metric: series.labels,
 					values,
-					queryName: item.queryName,
+					queryName: `${item.queryName}`,
+				};
+
+				oldResult.push(result);
+			});
+		}
+
+		if (item.predictedSeries) {
+			item.predictedSeries.forEach((series) => {
+				const values: QueryData['values'] = series.values.reduce<
+					QueryData['values']
+				>((acc, currentInfo) => {
+					const renderValues: [number, string] = [
+						currentInfo.timestamp / 1000,
+						currentInfo.value,
+					];
+
+					return [...acc, renderValues];
+				}, []);
+
+				const result: QueryData = {
+					metric: series.labels,
+					values,
+					queryName: `${item.queryName}`,
+				};
+
+				oldResult.push(result);
+			});
+		}
+
+		if (item.upperBoundSeries) {
+			item.upperBoundSeries.forEach((series) => {
+				const values: QueryData['values'] = series.values.reduce<
+					QueryData['values']
+				>((acc, currentInfo) => {
+					const renderValues: [number, string] = [
+						currentInfo.timestamp / 1000,
+						currentInfo.value,
+					];
+
+					return [...acc, renderValues];
+				}, []);
+
+				const result: QueryData = {
+					metric: series.labels,
+					values,
+					queryName: `${item.queryName}`,
+				};
+
+				oldResult.push(result);
+			});
+		}
+
+		if (item.lowerBoundSeries) {
+			item.lowerBoundSeries.forEach((series) => {
+				const values: QueryData['values'] = series.values.reduce<
+					QueryData['values']
+				>((acc, currentInfo) => {
+					const renderValues: [number, string] = [
+						currentInfo.timestamp / 1000,
+						currentInfo.value,
+					];
+
+					return [...acc, renderValues];
+				}, []);
+
+				const result: QueryData = {
+					metric: series.labels,
+					values,
+					queryName: `${item.queryName}`,
 				};
 
 				oldResult.push(result);
 			});
 		}
 	});
+
 	const oldResultType = resultType;
 
 	// TODO: fix it later for using only v3 version of api

frontend/src/lib/uPlotLib/getUplotChartOptions.ts

@@ -163,6 +163,8 @@ export const getUPlotChartOptions = ({
 
 	const stackBarChart = stackChart && isUndefined(hiddenGraph);
 
+	const isAnomalyRule = apiResponse?.data?.newResult?.data?.result[0].isAnomaly;
+
 	const series = getStackedSeries(apiResponse?.data?.result || []);
 
 	const bands = stackBarChart ? getBands(series) : null;
@@ -251,11 +253,14 @@ export const getUPlotChartOptions = ({
 		hooks: {
 			draw: [
 				(u): void => {
+					if (isAnomalyRule) {
+						return;
+					}
+
 					thresholds?.forEach((threshold) => {
 						if (threshold.thresholdValue !== undefined) {
 							const { ctx } = u;
 							ctx.save();
-
 							const yPos = u.valToPos(
 								convertValue(
 									threshold.thresholdValue,
@@ -265,30 +270,22 @@ export const getUPlotChartOptions = ({
 								'y',
 								true,
 							);
-
 							ctx.strokeStyle = threshold.thresholdColor || 'red';
 							ctx.lineWidth = 2;
 							ctx.setLineDash([10, 5]);
-
 							ctx.beginPath();
-
 							const plotLeft = u.bbox.left; // left edge of the plot area
 							const plotRight = plotLeft + u.bbox.width; // right edge of the plot area
-
 							ctx.moveTo(plotLeft, yPos);
 							ctx.lineTo(plotRight, yPos);
-
 							ctx.stroke();
-
 							// Text configuration
 							if (threshold.thresholdLabel) {
 								const text = threshold.thresholdLabel;
 								const textX = plotRight - ctx.measureText(text).width - 20;
-
 								const canvasHeight = ctx.canvas.height;
 								const yposHeight = canvasHeight - yPos;
 								const isHeightGreaterThan90Percent = canvasHeight * 0.9 < yposHeight;
-
 								// Adjust textY based on the condition
 								let textY;
 								if (isHeightGreaterThan90Percent) {
@@ -299,7 +296,6 @@ export const getUPlotChartOptions = ({
 								ctx.fillStyle = threshold.thresholdColor || 'red';
 								ctx.fillText(text, textX, textY);
 							}
-
 							ctx.restore();
 						}
 					});

frontend/src/lib/uPlotLib/utils/getUplotChartData.ts

@@ -1,3 +1,5 @@
+import getLabelName from 'lib/getLabelName';
+import { colors } from 'lib/getRandomColor';
 import { cloneDeep, isUndefined } from 'lodash-es';
 import { MetricRangePayloadProps } from 'types/api/metrics/getQueryRange';
 import { QueryData } from 'types/api/widgets/getQuery';
@@ -20,7 +22,7 @@ function getXAxisTimestamps(seriesList: QueryData[]): number[] {
 function fillMissingXAxisTimestamps(timestampArr: number[], data: any[]): any {
 	// Generate a set of all timestamps in the range
 	const allTimestampsSet = new Set(timestampArr);
-	const processedData = JSON.parse(JSON.stringify(data));
+	const processedData = cloneDeep(data);
 
 	// Fill missing timestamps with null values
 	processedData.forEach((entry: { values: (number | null)[][] }) => {
@@ -90,3 +92,70 @@ export const getUPlotChartData = (
 			: yAxisValuesArr),
 	];
 };
+
+const processAnomalyDetectionData = (
+	anomalyDetectionData: any,
+): Record<string, { data: number[][]; color: string }> => {
+	if (!anomalyDetectionData) {
+		return {};
+	}
+
+	const processedData: Record<
+		string,
+		{ data: number[][]; color: string; legendLabel: string }
+	> = {};
+
+	for (
+		let queryIndex = 0;
+		queryIndex < anomalyDetectionData.length;
+		queryIndex++
+	) {
+		const {
+			series,
+			predictedSeries,
+			upperBoundSeries,
+			lowerBoundSeries,
+			queryName,
+			legend,
+		} = anomalyDetectionData[queryIndex];
+
+		for (let index = 0; index < series?.length; index++) {
+			const label = getLabelName(
+				series[index].labels,
+				queryName || '', // query
+				legend || '',
+			);
+
+			const objKey = `${queryName}-${label}`;
+
+			processedData[objKey] = {
+				data: [
+					series[index].values.map((v: { timestamp: number }) => v.timestamp / 1000),
+					series[index].values.map((v: { value: number }) => v.value),
+					predictedSeries[index].values.map((v: { value: number }) => v.value),
+					upperBoundSeries[index].values.map((v: { value: number }) => v.value),
+					lowerBoundSeries[index].values.map((v: { value: number }) => v.value),
+				],
+				color: colors[index],
+				legendLabel: label,
+			};
+		}
+	}
+
+	return processedData;
+};
+
+export const getUplotChartDataForAnomalyDetection = (
+	apiResponse?: MetricRangePayloadProps,
+): Record<
+	string,
+	{
+		[x: string]: any;
+		data: number[][];
+		color: string;
+	}
+> => {
+	const anomalyDetectionData = apiResponse?.data?.newResult?.data?.result;
+
+	return processAnomalyDetectionData(anomalyDetectionData);
+};

frontend/src/lib/uPlotLib/utils/getYAxisScale.ts

@@ -233,6 +233,43 @@ GetYAxisScale): { auto?: boolean; range?: uPlot.Scale.Range } => {
 	return { auto: false, range: [min, max] };
 };
 
+function getMinMax(data: any): { minValue: number; maxValue: number } {
+	// Exclude the first array
+	const arrays = data.slice(1);
+
+	// Flatten the array and convert all elements to float
+	const flattened = arrays.flat().map(Number);
+
+	// Get min and max, with fallback of 0 for min
+	const minValue = flattened.length ? Math.min(...flattened) : 0;
+	const maxValue = Math.max(...flattened);
+
+	return { minValue, maxValue };
+}
+
+export const getYAxisScaleForAnomalyDetection = ({
+	seriesData,
+	selectedSeries,
+	initialData,
+}: {
+	seriesData: any;
+	selectedSeries: string | null;
+	initialData: any;
+	yAxisUnit?: string;
+}): { auto?: boolean; range?: uPlot.Scale.Range } => {
+	if (!selectedSeries && !initialData) {
+		return { auto: true };
+	}
+
+	const selectedSeriesData = selectedSeries
+		? seriesData[selectedSeries]?.data
+		: initialData;
+
+	const { minValue, maxValue } = getMinMax(selectedSeriesData);
+
+	return { auto: false, range: [minValue, maxValue] };
+};
+
 export type GetYAxisScale = {
 	thresholds?: ThresholdProps[];
 	series?: QueryDataV3[];

frontend/src/periscope/components/Tabs2/Tabs2.styles.scss

@@ -11,8 +11,8 @@
 			gap: 10px;
 			color: var(--text-vanilla-400);
 			background: var(--bg-ink-400);
-			font-size: 14px;
-			line-height: 20px;
+			font-size: 13px;
+			line-height: 18px;
 			letter-spacing: -0.07px;
 			padding: 6px 24px;
 			border-color: var(--bg-slate-400);

frontend/src/types/api/alerts/alertTypes.ts

@@ -1,5 +1,6 @@
 // this list must exactly match with the backend
 export enum AlertTypes {
+	ANOMALY_BASED_ALERT = 'ANOMALY_BASED_ALERT',
 	METRICS_BASED_ALERT = 'METRIC_BASED_ALERT',
 	LOGS_BASED_ALERT = 'LOGS_BASED_ALERT',
 	TRACES_BASED_ALERT = 'TRACES_BASED_ALERT',

frontend/src/types/api/alerts/def.ts

@@ -12,6 +12,10 @@ export const defaultFrequency = '1m0s';
 // default compare op: above
 export const defaultCompareOp = '1';
 
+export const defaultAlgorithm = 'standard';
+
+export const defaultSeasonality = 'hourly';
+
 export interface AlertDef {
 	id?: number;
 	alertType?: string;
@@ -40,6 +44,8 @@ export interface RuleCondition {
 	absentFor?: number | undefined;
 	requireMinPoints?: boolean | undefined;
 	requiredNumPoints?: number | undefined;
+	algorithm?: string;
+	seasonality?: string;
 }
 export interface Labels {
 	[key: string]: string;

frontend/src/types/api/widgets/getQuery.ts

@@ -8,6 +8,10 @@ export interface PayloadProps {
 export type ListItem = { timestamp: string; data: Omit<ILog, 'timestamp'> };
 
 export interface QueryData {
+	lowerBoundSeries?: [number, string][];
+	upperBoundSeries?: [number, string][];
+	predictedSeries?: [number, string][];
+	anomalyScores?: [number, string][];
 	metric: {
 		[key: string]: string;
 	};
@@ -34,6 +38,11 @@ export interface QueryDataV3 {
 	quantity?: number;
 	unitPrice?: number;
 	unit?: string;
+	lowerBoundSeries?: SeriesItem[] | null;
+	upperBoundSeries?: SeriesItem[] | null;
+	predictedSeries?: SeriesItem[] | null;
+	anomalyScores?: SeriesItem[] | null;
+	isAnomaly?: boolean;
 }
 
 export interface Props {

frontend/src/types/common/queryBuilder.ts

@@ -153,6 +153,7 @@ export enum LogsAggregatorOperator {
 }
 
 export enum QueryFunctionsTypes {
+	ANOMALY = 'anomaly',
 	CUTOFF_MIN = 'cutOffMin',
 	CUTOFF_MAX = 'cutOffMax',
 	CLAMP_MIN = 'clampMin',