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[MLOB-1556] LLM Observability tagger #4718

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Sep 26, 2024
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2 changes: 2 additions & 0 deletions package.json
Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,8 @@
"test:core:ci": "npm run test:core -- --coverage --nyc-arg=--include=\"packages/datadog-core/src/**/*.js\"",
"test:lambda": "mocha -r \"packages/dd-trace/test/setup/mocha.js\" \"packages/dd-trace/test/lambda/**/*.spec.js\"",
"test:lambda:ci": "nyc --no-clean --include \"packages/dd-trace/src/lambda/**/*.js\" -- npm run test:lambda",
"test:llmobs": "mocha -r \"packages/dd-trace/test/setup/mocha.js\" \"packages/dd-trace/test/llmobs/**/*.spec.js\"",
"test:llmobs:ci": "nyc --no-clean --include \"packages/dd-trace/src/llmobs/**/*.js\" -- npm run test:llmobs",
"test:plugins": "mocha -r \"packages/dd-trace/test/setup/mocha.js\" \"packages/datadog-instrumentations/test/@($(echo $PLUGINS)).spec.js\" \"packages/datadog-plugin-@($(echo $PLUGINS))/test/**/*.spec.js\"",
"test:plugins:ci": "yarn services && nyc --no-clean --include \"packages/datadog-instrumentations/src/@($(echo $PLUGINS)).js\" --include \"packages/datadog-instrumentations/src/@($(echo $PLUGINS))/**/*.js\" --include \"packages/datadog-plugin-@($(echo $PLUGINS))/src/**/*.js\" -- npm run test:plugins",
"test:plugins:upstream": "node ./packages/dd-trace/test/plugins/suite.js",
Expand Down
26 changes: 26 additions & 0 deletions packages/dd-trace/src/llmobs/constants.js
Original file line number Diff line number Diff line change
@@ -0,0 +1,26 @@
'use strict'

module.exports = {
SPAN_KIND: '_ml_obs.meta.span.kind',
SESSION_ID: '_ml_obs.session_id',
METADATA: '_ml_obs.meta.metadata',
METRICS: '_ml_obs.metrics',
ML_APP: '_ml_obs.meta.ml_app',
PROPAGATED_PARENT_ID_KEY: '_dd.p.llmobs_parent_id',
PARENT_ID_KEY: '_ml_obs.llmobs_parent_id',
TAGS: '_ml_obs.tags',
NAME: '_ml_obs.name',
TRACE_ID: '_ml_obs.trace_id',
PROPAGATED_TRACE_ID_KEY: '_dd.p.llmobs_trace_id',

MODEL_NAME: '_ml_obs.meta.model_name',
MODEL_PROVIDER: '_ml_obs.meta.model_provider',

INPUT_DOCUMENTS: '_ml_obs.meta.input.documents',
INPUT_MESSAGES: '_ml_obs.meta.input.messages',
INPUT_VALUE: '_ml_obs.meta.input.value',

OUTPUT_DOCUMENTS: '_ml_obs.meta.output.documents',
OUTPUT_MESSAGES: '_ml_obs.meta.output.messages',
OUTPUT_VALUE: '_ml_obs.meta.output.value'
}
206 changes: 206 additions & 0 deletions packages/dd-trace/src/llmobs/tagger.js
Original file line number Diff line number Diff line change
@@ -0,0 +1,206 @@
'use strict'

const logger = require('../log')
const {
SPAN_TYPE
} = require('../../../../ext/tags')
const {
MODEL_NAME,
MODEL_PROVIDER,
SESSION_ID,
ML_APP,
SPAN_KIND,
INPUT_VALUE,
OUTPUT_DOCUMENTS,
INPUT_DOCUMENTS,
OUTPUT_VALUE,
METADATA,
METRICS,
PARENT_ID_KEY,
INPUT_MESSAGES,
OUTPUT_MESSAGES,
TAGS,
NAME,
PROPAGATED_PARENT_ID_KEY
} = require('./constants')

class LLMObsTagger {
constructor (config) {
this._config = config
}

setLLMObsSpanTags (
span,
kind,
{ modelName, modelProvider, sessionId, mlApp, parentLLMObsSpan } = {},
name
) {
if (kind) span.setTag(SPAN_TYPE, 'llm') // only mark it as an llm span if it was a valid kind
if (name) span.setTag(NAME, name)

span.setTag(SPAN_KIND, kind)
if (modelName) span.setTag(MODEL_NAME, modelName)
if (modelProvider) span.setTag(MODEL_PROVIDER, modelProvider)

sessionId = sessionId || parentLLMObsSpan?.context()._tags[SESSION_ID]
if (sessionId) span.setTag(SESSION_ID, sessionId)

if (!mlApp) mlApp = parentLLMObsSpan?.context()._tags[ML_APP] || this._config.llmobs.mlApp
span.setTag(ML_APP, mlApp)

const parentId =
parentLLMObsSpan?.context().toSpanId() ||
span.context()._trace.tags[PROPAGATED_PARENT_ID_KEY] ||
'undefined'
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span.setTag(PARENT_ID_KEY, parentId)
}

tagLLMIO (span, inputData, outputData) {
this._tagMessages(span, inputData, INPUT_MESSAGES)
this._tagMessages(span, outputData, OUTPUT_MESSAGES)
}

tagEmbeddingIO (span, inputData, outputData) {
this._tagDocuments(span, inputData, INPUT_DOCUMENTS)
this._tagText(span, outputData, OUTPUT_VALUE)
}

tagRetrievalIO (span, inputData, outputData) {
this._tagText(span, inputData, INPUT_VALUE)
this._tagDocuments(span, outputData, OUTPUT_DOCUMENTS)
}

tagTextIO (span, inputData, outputData) {
this._tagText(span, inputData, INPUT_VALUE)
this._tagText(span, outputData, OUTPUT_VALUE)
}

tagMetadata (span, metadata) {
try {
span.setTag(METADATA, JSON.stringify(metadata))
} catch {
logger.warn('Failed to parse span metadata. Metadata key-value pairs must be JSON serializable.')
}
}

tagMetrics (span, metrics) {
try {
span.setTag(METRICS, JSON.stringify(metrics))
} catch {
logger.warn('Failed to parse span metrics. Metrics key-value pairs must be JSON serializable.')
}
}

tagSpanTags (span, tags) {
try {
const currentTags = span.context()._tags[TAGS]
if (currentTags) {
Object.assign(tags, currentTags)
}
span.setTag(TAGS, JSON.stringify(tags))
} catch {
logger.warn('Failed to parse span tags. Tag key-value pairs must be JSON serializable.')
}
}

_tagText (span, data, key) {
if (data) {
if (typeof data === 'string') {
span.setTag(key, data)
} else {
try {
// this will help showcase unfinished promises being passed in as values
span.setTag(key, JSON.stringify(data))
} catch {
const type = key === INPUT_VALUE ? 'input' : 'output'
logger.warn(`Failed to parse ${type} value, must be JSON serializable.`)
}
}
}
}

_tagDocuments (span, data, key) {
if (data) {
if (!Array.isArray(data)) {
data = [data]
}

try {
const documents = data.map(document => {
if (typeof document === 'string') {
return document
}

const { text, name, id, score } = document

if (text && typeof text !== 'string') {
logger.warn(`Invalid property found in ${document}: text must be a string.`)
return undefined
}

if (name && typeof name !== 'string') {
logger.warn(`Invalid property found in ${document}: name must be a string.`)
return undefined
}

if (id && typeof id !== 'string') {
logger.warn(`Invalid property found in ${document}: id must be a string.`)
return undefined
}

if (score && typeof score !== 'number') {
logger.warn(`Invalid property found in ${document}: score must be a number.`)
return undefined
}

return document
}).filter(doc => !!doc) // filter out bad documents?

span.setTag(key, JSON.stringify(documents))
} catch {
const type = key === INPUT_DOCUMENTS ? 'input' : 'output'
logger.warn(`Failed to parse ${type} documents.`)
}
}
}

_tagMessages (span, data, key) {
if (data) {
if (!Array.isArray(data)) {
data = [data]
}

try {
const messages = data.map(message => {
if (typeof message === 'string') {
return message
}

const content = message.content || ''
const role = message.role

if (typeof content !== 'string') {
logger.warn(`Invalid property found in ${message}: content must be a string.`)
return undefined
}

message.content = content

if (role && typeof role !== 'string') {
logger.warn(`Invalid property found in ${message}: role must be a string.`)
return undefined
}

return message
}).filter(msg => !!msg) // filter out bad messages?

span.setTag(key, JSON.stringify(messages))
} catch {
const type = key === INPUT_MESSAGES ? 'input' : 'output'
logger.warn(`Failed to parse ${type} messages.`)
}
}
}
}

module.exports = LLMObsTagger
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