diff --git a/README.md b/README.md index 93d67885..1d5063e4 100644 --- a/README.md +++ b/README.md @@ -211,6 +211,10 @@ This project and everyone participating in it are governed by the [Code of Condu All content in these repositories including code has been provided by IBM under the associated open source software license and IBM is under no obligation to provide enhancements, updates, or support. IBM developers produced this code as an open source project (not as an IBM product), and IBM makes no assertions as to the level of quality nor security, and will not be maintaining this code going forward. +## Telemetry + +Some metrics are collected by default. See the [Native Telemetry](./docs/native-telemetry.md) for more detail. + ## Contributors Special thanks to our contributors for helping us improve Bee Agent Framework. diff --git a/docs/native-telemetry.md b/docs/native-telemetry.md new file mode 100644 index 00000000..a7e5dbaf --- /dev/null +++ b/docs/native-telemetry.md @@ -0,0 +1,26 @@ +# Native Telemetry in Bee Agent Framework + +The Bee Agent Framework comes with built-in telemetry capabilities to help users monitor and optimize their applications. This document provides an overview of the telemetry feature, including what data is collected and how to disable it if necessary. + +## Overview + +The telemetry functionality in the Bee Agent Framework collects performance metrics and operational data to provide insights into how the framework operates in real-world environments. This feature helps us: + +- Identify performance bottlenecks. +- Improve framework stability and reliability. +- Enhance user experience by understanding usage patterns. + +## Data Collected + +We value your privacy and ensure that **no sensitive data** is collected through telemetry. The following types of information are gathered: + +- Framework version and runtime environment details. +- Anonymized usage statistics for built-in features. + +## Disabling Telemetry + +We understand that not all users want to send telemetry data. You can easily disable this feature by setting an environment variable: + +```bash +BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true +``` diff --git a/package.json b/package.json index 9831d03d..c1c8403d 100644 --- a/package.json +++ b/package.json @@ -151,13 +151,13 @@ "lint:fix": "yarn eslint --fix", "format": "yarn prettier --check .", "format:fix": "yarn prettier --write .", - "test:unit": "vitest run src", - "test:unit:watch": "vitest run src", - "test:e2e": "vitest run tests/e2e", - "test:e2e:watch": "vitest watch tests/e2e", + "test:unit": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest run src", + "test:unit:watch": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest run src", + "test:e2e": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest run tests/e2e", + "test:e2e:watch": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest watch tests/e2e", "test:all": "yarn test:unit && yarn test:e2e && yarn test:examples", - "test:examples": "vitest --config ./examples/vitest.examples.config.ts run tests/examples", - "test:examples:watch": "vitest --config ./examples/vitest.examples.config.ts watch tests/examples", + "test:examples": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest --config ./examples/vitest.examples.config.ts run tests/examples", + "test:examples:watch": "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED=true vitest --config ./examples/vitest.examples.config.ts watch tests/examples", "prepare": "husky", "copyright": "./scripts/copyright.sh", "copyright:check": "TYPE=check ./scripts/copyright.sh", @@ -168,6 +168,11 @@ "dependencies": { "@ai-zen/node-fetch-event-source": "^2.1.4", "@opentelemetry/api": "^1.9.0", + "@opentelemetry/exporter-metrics-otlp-http": "^0.54.2", + "@opentelemetry/resources": "^1.27.0", + "@opentelemetry/sdk-metrics": "^1.27.0", + "@opentelemetry/sdk-node": "^0.54.2", + "@opentelemetry/semantic-conventions": "^1.27.0", "@streamparser/json": "^0.0.21", "ajv": "^8.17.1", "ajv-formats": "^3.0.1", @@ -277,6 +282,7 @@ "@googleapis/customsearch": "^3.2.0", "@grpc/grpc-js": "^1.12.4", "@grpc/proto-loader": "^0.7.13", + "@ibm-generative-ai/node-sdk": "~3.2.3", "@langchain/community": "~0.3.17", "@langchain/core": "~0.3.22", "@langchain/langgraph": "^0.2.39", diff --git a/src/agents/base.ts b/src/agents/base.ts index 1ae92110..4c192036 100644 --- a/src/agents/base.ts +++ b/src/agents/base.ts @@ -20,9 +20,13 @@ import { Serializable } from "@/internals/serializable.js"; import { GetRunContext, RunContext } from "@/context.js"; import { Emitter } from "@/emitter/emitter.js"; import { createTelemetryMiddleware } from "@/instrumentation/create-telemetry-middleware.js"; -import { INSTRUMENTATION_ENABLED } from "@/instrumentation/config.js"; +import { + INSTRUMENTATION_ENABLED, + INSTRUMENTATION_METRICS_ENABLED, +} from "@/instrumentation/config.js"; import { doNothing } from "remeda"; import { BaseMemory } from "@/memory/base.js"; +import { createTelemetryMetricsMiddleware } from "@/instrumentation/create-telemetry-metrics-middleware.js"; export class AgentError extends FrameworkError {} @@ -65,7 +69,11 @@ export abstract class BaseAgent< this.isRunning = false; } }, - ).middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()); + ) + .middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()) + .middleware( + INSTRUMENTATION_METRICS_ENABLED ? createTelemetryMetricsMiddleware() : doNothing(), + ); } protected abstract _run( diff --git a/src/instrumentation/config.ts b/src/instrumentation/config.ts index 0dbf1d96..20582687 100644 --- a/src/instrumentation/config.ts +++ b/src/instrumentation/config.ts @@ -18,6 +18,9 @@ import { parseEnv } from "@/internals/env.js"; import { z } from "zod"; export const INSTRUMENTATION_ENABLED = parseEnv.asBoolean("BEE_FRAMEWORK_INSTRUMENTATION_ENABLED"); +export const INSTRUMENTATION_METRICS_ENABLED = !parseEnv.asBoolean( + "BEE_FRAMEWORK_INSTRUMENTATION_METRICS_DISABLED", +); export const INSTRUMENTATION_IGNORED_KEYS = parseEnv( "BEE_FRAMEWORK_INSTRUMENTATION_IGNORED_KEYS", diff --git a/src/instrumentation/create-telemetry-metrics-middleware.ts b/src/instrumentation/create-telemetry-metrics-middleware.ts new file mode 100644 index 00000000..7a532bdf --- /dev/null +++ b/src/instrumentation/create-telemetry-metrics-middleware.ts @@ -0,0 +1,59 @@ +/** + * Copyright 2024 IBM Corp. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +import { GetRunContext, RunInstance } from "@/context.js"; +import { FrameworkError } from "@/errors.js"; +import { buildModuleUsageMetric, isMeasurementedInstance } from "./opentelemetry.js"; +import { GenerateCallbacks } from "@/llms/base.js"; +import { createFullPath } from "@/emitter/utils.js"; +import { metricReader } from "./sdk.js"; + +export const activeTracesMap = new Map(); + +/** + * This middleware collects the usage metrics from framework entities runs and sends them to the central collector + * @returns + */ +export function createTelemetryMetricsMiddleware() { + return (context: GetRunContext) => { + const traceId = context.emitter?.trace?.id; + if (!traceId) { + throw new FrameworkError(`Fatal error. Missing traceId`, [], { context }); + } + if (activeTracesMap.has(traceId)) { + return; + } + activeTracesMap.set(traceId, context.instance.constructor.name); + + const { emitter } = context; + const basePath = createFullPath(emitter.namespace, ""); + + const startEventName: keyof GenerateCallbacks = `start`; + const finishEventName: keyof GenerateCallbacks = `finish`; + + // collect module_usage metric for llm|tool|agent start event + emitter.match( + (event) => event.name === startEventName && isMeasurementedInstance(event.creator), + (_, meta) => buildModuleUsageMetric({ traceId, instance: meta.creator, eventId: meta.id }), + ); + + // send metrics to the public collector + emitter.match( + (event) => event.path === `${basePath}.run.${finishEventName}`, + async () => await metricReader.forceFlush(), + ); + }; +} diff --git a/src/instrumentation/create-telemetry-middleware.ts b/src/instrumentation/create-telemetry-middleware.ts index 3092f83d..349deaa9 100644 --- a/src/instrumentation/create-telemetry-middleware.ts +++ b/src/instrumentation/create-telemetry-middleware.ts @@ -27,7 +27,7 @@ import { Version } from "@/version.js"; import { Role } from "@/llms/primitives/message.js"; import type { GetRunContext, RunInstance } from "@/context.js"; import type { GeneratedResponse, FrameworkSpan } from "./types.js"; -import { activeTracesMap, buildTraceTree } from "./tracer.js"; +import { buildTraceTree } from "./opentelemetry.js"; import { traceSerializer } from "./helpers/trace-serializer.js"; import { INSTRUMENTATION_IGNORED_KEYS } from "./config.js"; import { createFullPath } from "@/emitter/utils.js"; @@ -36,6 +36,8 @@ import { instrumentationLogger } from "./logger.js"; import { BaseAgent } from "@/agents/base.js"; import { assertLLMWithMessagesToPromptFn } from "./helpers/utils.js"; +export const activeTracesMap = new Map(); + export function createTelemetryMiddleware() { return (context: GetRunContext) => { if (!context.emitter?.trace?.id) { diff --git a/src/instrumentation/opentelemetry.spec.ts b/src/instrumentation/opentelemetry.spec.ts new file mode 100644 index 00000000..cadcdbfe --- /dev/null +++ b/src/instrumentation/opentelemetry.spec.ts @@ -0,0 +1,106 @@ +/** + * Copyright 2024 IBM Corp. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +import { BeeAgent } from "@/agents/bee/agent.js"; +import { ElasticSearchTool } from "@/tools/database/elasticsearch.js"; +import { SQLTool } from "@/tools/database/sql.js"; +import { GoogleSearchTool } from "@/tools/search/googleSearch.js"; +import { OpenMeteoTool } from "@/tools/weather/openMeteo.js"; +import { expect, describe } from "vitest"; +import { isMeasurementedInstance } from "./opentelemetry.js"; +import { DuckDuckGoSearchTool } from "@/tools/search/duckDuckGoSearch.js"; +import { WebCrawlerTool } from "@/tools/web/webCrawler.js"; +import { ArXivTool } from "@/tools/arxiv.js"; +import { CalculatorTool } from "@/tools/calculator.js"; +import { LLMTool } from "@/tools/llm.js"; +import { OllamaLLM } from "@/adapters/ollama/llm.js"; +import { WatsonXLLM } from "@/adapters/watsonx/llm.js"; +import { LLM } from "@/llms/llm.js"; +import { Emitter } from "@/emitter/emitter.js"; +import { GenerateCallbacks, LLMMeta, BaseLLMTokenizeOutput, AsyncStream } from "@/llms/base.js"; +import { OllamaChatLLM } from "@/adapters/ollama/chat.js"; +import { TokenMemory } from "@/memory/tokenMemory.js"; +import { GraniteBeeAgent } from "@/agents/granite/agent.js"; +import { SlidingCache } from "@/cache/slidingCache.js"; + +export class CustomLLM extends LLM { + public readonly emitter = Emitter.root.child({ + namespace: ["bam", "llm"], + creator: this, + }); + meta(): Promise { + throw new Error("Method not implemented."); + } + tokenize(): Promise { + throw new Error("Method not implemented."); + } + protected _generate(): Promise { + throw new Error("Method not implemented."); + } + protected _stream(): AsyncStream { + throw new Error("Method not implemented."); + } +} + +const llm = new OllamaChatLLM({ modelId: "llama3.1" }); +const memory = new TokenMemory({ llm }); + +describe("opentelemetry", () => { + describe("isMeasurementedInstance", () => { + it.each([ + // tool + new OpenMeteoTool(), + new GoogleSearchTool({ apiKey: "xx", cseId: "xx", maxResults: 10 }), + new ElasticSearchTool({ connection: { cloud: { id: "" } } }), + new SQLTool({ connection: { dialect: "mariadb" }, provider: "mysql" }), + new DuckDuckGoSearchTool(), + new OpenMeteoTool(), + new WebCrawlerTool(), + new ArXivTool(), + new CalculatorTool(), + new LLMTool({ llm: new OllamaLLM({ modelId: "llama3.1" }) }), + // llm + new OllamaLLM({ modelId: "llama3.1" }), + new WatsonXLLM({ modelId: "llama3.1", apiKey: "xx" }), + new CustomLLM("llama3.1"), + new OllamaChatLLM({ modelId: "llama3.1" }), + // agent + new BeeAgent({ llm, memory, tools: [] }), + new GraniteBeeAgent({ llm, memory, tools: [] }), + ])("Should return true for '%s'", (value) => { + expect(isMeasurementedInstance(value)).toBeTruthy(); + }); + + it.each([ + null, + undefined, + "", + 0, + "string", + {}, + memory, + new SlidingCache({ + size: 50, + }), + new Emitter({ + namespace: ["app"], + creator: this, + }), + ])("Should return false for '%s'", (value) => { + expect(isMeasurementedInstance(value)).toBeFalsy(); + }); + }); +}); diff --git a/src/instrumentation/tracer.ts b/src/instrumentation/opentelemetry.ts similarity index 74% rename from src/instrumentation/tracer.ts rename to src/instrumentation/opentelemetry.ts index 789abf97..22c61153 100644 --- a/src/instrumentation/tracer.ts +++ b/src/instrumentation/opentelemetry.ts @@ -17,10 +17,16 @@ import { Version } from "@/version.js"; import opentelemetry, { SpanStatusCode, TimeInput } from "@opentelemetry/api"; import { FrameworkSpan, GeneratedResponse } from "./types.js"; +import { BaseAgent } from "@/agents/base.js"; +import { Tool } from "@/tools/base.js"; +import { BaseLLM } from "@/llms/base.js"; +import os from "os"; -export const tracer = opentelemetry.trace.getTracer("bee-agent-framework", Version); +const name = "bee-agent-framework"; -export const activeTracesMap = new Map(); +export const meter = opentelemetry.metrics.getMeter(name, Version); +export const tracer = opentelemetry.trace.getTracer(name, Version); +const moduleUsageGauge = meter.createGauge("module_usage"); interface ComputeTreeProps { prompt?: string | null; @@ -40,6 +46,11 @@ interface BuildSpansForParentProps { traceId: string; parentId: string | undefined; } +interface BuildModuleUsageMetricProps { + instance: object; + traceId: string; + eventId: string; +} function buildSpansForParent({ spans, parentId, traceId }: BuildSpansForParentProps) { spans @@ -116,3 +127,26 @@ export function buildTraceTree({ }, ); } + +export const isMeasurementedInstance = (instance: any) => + Boolean( + instance && + (instance instanceof BaseAgent || instance instanceof Tool || instance instanceof BaseLLM), + ); + +export function buildModuleUsageMetric({ + instance, + traceId, + eventId, +}: BuildModuleUsageMetricProps) { + moduleUsageGauge.record(1, { + source: instance.constructor.name, + type: instance instanceof BaseAgent ? "agent" : instance instanceof Tool ? "tool" : "llm", + framework_version: Version, + os_type: os.type(), + os_release: os.release(), + os_arch: os.arch(), + trace_id: traceId, + event_id: eventId, + }); +} diff --git a/src/instrumentation/sdk.ts b/src/instrumentation/sdk.ts new file mode 100644 index 00000000..69e43ec7 --- /dev/null +++ b/src/instrumentation/sdk.ts @@ -0,0 +1,48 @@ +/** + * Copyright 2024 IBM Corp. + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +import { Version } from "@/version.js"; +import { OTLPMetricExporter } from "@opentelemetry/exporter-metrics-otlp-http"; +import { Resource } from "@opentelemetry/resources"; +import { PeriodicExportingMetricReader } from "@opentelemetry/sdk-metrics"; +import { NodeSDK } from "@opentelemetry/sdk-node"; +import { ATTR_SERVICE_NAME, ATTR_SERVICE_VERSION } from "@opentelemetry/semantic-conventions"; +import { INSTRUMENTATION_METRICS_ENABLED } from "./config.js"; + +let sdkServerRunning = false; + +const metricExporter = new OTLPMetricExporter({ + url: "https://bee-collector.apps.fmaas-backend.fmaas.res.ibm.com/v1/metrics", +}); + +export const metricReader = new PeriodicExportingMetricReader({ + exporter: metricExporter, +}); + +export const sdk = new NodeSDK({ + resource: new Resource({ + [ATTR_SERVICE_NAME]: "bee-agent-framework", + [ATTR_SERVICE_VERSION]: Version, + }), + metricReader: metricReader, +}); + +export function startMetricNodeSdkReader() { + if (INSTRUMENTATION_METRICS_ENABLED && !sdkServerRunning) { + sdk.start(); + sdkServerRunning = true; + } +} diff --git a/src/internals/serializable.ts b/src/internals/serializable.ts index fd690d79..a36fc6eb 100644 --- a/src/internals/serializable.ts +++ b/src/internals/serializable.ts @@ -20,6 +20,9 @@ import * as R from "remeda"; import { extractClassName } from "@/serializer/utils.js"; import { SerializerError } from "@/serializer/error.js"; import { Cache } from "@/cache/decoratorCache.js"; +import { startMetricNodeSdkReader } from "@/instrumentation/sdk.js"; + +startMetricNodeSdkReader(); export type SerializableClass = ClassConstructor> & Pick, "fromSnapshot" | "fromSerialized">; diff --git a/src/llms/base.ts b/src/llms/base.ts index a55f4669..81a598d6 100644 --- a/src/llms/base.ts +++ b/src/llms/base.ts @@ -29,8 +29,12 @@ import { NullCache } from "@/cache/nullCache.js"; import { ObjectHashKeyFn } from "@/cache/decoratorCache.js"; import { doNothing, omit } from "remeda"; import { Task } from "promise-based-task"; -import { INSTRUMENTATION_ENABLED } from "@/instrumentation/config.js"; +import { + INSTRUMENTATION_ENABLED, + INSTRUMENTATION_METRICS_ENABLED, +} from "@/instrumentation/config.js"; import { createTelemetryMiddleware } from "@/instrumentation/create-telemetry-middleware.js"; +import { createTelemetryMetricsMiddleware } from "@/instrumentation/create-telemetry-metrics-middleware.js"; export interface BaseLLMEvents { newToken?: Callback<{ value: TOutput; callbacks: { abort: () => void } }>; @@ -220,7 +224,11 @@ export abstract class BaseLLM< await run.emitter.emit("finish", null); } }, - ).middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()); + ) + .middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()) + .middleware( + INSTRUMENTATION_METRICS_ENABLED ? createTelemetryMetricsMiddleware() : doNothing(), + ); } async *stream(input: TInput, options: Partial = {}): AsyncStream { @@ -269,7 +277,11 @@ export abstract class BaseLLM< await run.emitter.emit("finish", null); } }, - ).middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()); + ) + .middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()) + .middleware( + INSTRUMENTATION_METRICS_ENABLED ? createTelemetryMetricsMiddleware() : doNothing(), + ); }); } diff --git a/src/tools/base.ts b/src/tools/base.ts index 90dd0f33..87a9a238 100644 --- a/src/tools/base.ts +++ b/src/tools/base.ts @@ -37,9 +37,13 @@ import { Emitter } from "@/emitter/emitter.js"; import { Callback } from "@/emitter/types.js"; import { GetRunContext, RunContext } from "@/context.js"; import { shallowCopy } from "@/serializer/utils.js"; -import { INSTRUMENTATION_ENABLED } from "@/instrumentation/config.js"; +import { + INSTRUMENTATION_ENABLED, + INSTRUMENTATION_METRICS_ENABLED, +} from "@/instrumentation/config.js"; import { createTelemetryMiddleware } from "@/instrumentation/create-telemetry-middleware.js"; import { doNothing, toCamelCase } from "remeda"; +import { createTelemetryMetricsMiddleware } from "@/instrumentation/create-telemetry-metrics-middleware.js"; export class ToolError extends FrameworkError {} @@ -283,7 +287,11 @@ export abstract class Tool< await run.emitter.emit("finish", null); } }, - ).middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()); + ) + .middleware(INSTRUMENTATION_ENABLED ? createTelemetryMiddleware() : doNothing()) + .middleware( + INSTRUMENTATION_METRICS_ENABLED ? createTelemetryMetricsMiddleware() : doNothing(), + ); } protected async _runCached( diff --git a/yarn.lock b/yarn.lock index fabb7d74..776ee980 100644 --- a/yarn.lock +++ b/yarn.lock @@ -5,7 +5,7 @@ __metadata: version: 8 cacheKey: 10c0 -"@ai-zen/node-fetch-event-source@npm:^2.1.4": +"@ai-zen/node-fetch-event-source@npm:^2.1.2, @ai-zen/node-fetch-event-source@npm:^2.1.4": version: 2.1.4 resolution: "@ai-zen/node-fetch-event-source@npm:2.1.4" dependencies: @@ -15,13 +15,13 @@ __metadata: linkType: hard "@apidevtools/json-schema-ref-parser@npm:^11.5.5": - version: 11.7.0 - resolution: "@apidevtools/json-schema-ref-parser@npm:11.7.0" + version: 11.7.3 + resolution: "@apidevtools/json-schema-ref-parser@npm:11.7.3" dependencies: "@jsdevtools/ono": "npm:^7.1.3" "@types/json-schema": "npm:^7.0.15" js-yaml: "npm:^4.1.0" - 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