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5 changes: 5 additions & 0 deletions .changeset/rich-token-usage.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,5 @@
---
"@loveholidays/eval-kit": minor
---

Expose detailed AI SDK token usage on evaluator results.
51 changes: 51 additions & 0 deletions src/evaluators/evaluator.spec.ts
Original file line number Diff line number Diff line change
Expand Up @@ -85,6 +85,57 @@ describe("Evaluator", () => {
});
});

it("should preserve detailed token usage", async () => {
const model = createMockModel();

mockGenerateText.mockResolvedValue({
output: { score: 90, feedback: "Excellent fluency" },
usage: {
inputTokens: 150,
inputTokenDetails: {
noCacheTokens: 100,
cacheReadTokens: 40,
cacheWriteTokens: 10,
},
outputTokens: 25,
outputTokenDetails: {
textTokens: 15,
reasoningTokens: 10,
},
totalTokens: 175,
reasoningTokens: 10,
cachedInputTokens: 40,
},
});

const evaluator = new Evaluator({
name: "fluency",
model,
evaluationPrompt: "Rate the fluency of: {{candidateText}}",
});

const result = await evaluator.evaluate({
candidateText: "The quick brown fox jumps over the lazy dog.",
});

expect(result.processingStats.tokenUsage).toEqual({
inputTokens: 150,
inputTokenDetails: {
noCacheTokens: 100,
cacheReadTokens: 40,
cacheWriteTokens: 10,
},
outputTokens: 25,
outputTokenDetails: {
textTokens: 15,
reasoningTokens: 10,
},
totalTokens: 175,
reasoningTokens: 10,
cachedInputTokens: 40,
});
});

it("should evaluate with reference text", async () => {
const model = createMockModel();

Expand Down
76 changes: 59 additions & 17 deletions src/evaluators/evaluator.ts
Original file line number Diff line number Diff line change
Expand Up @@ -10,9 +10,24 @@ import type {
EvaluationInput,
EvaluatorConfig,
EvaluatorResult,
TokenUsage,
} from "../types/evaluator.js";
import { TemplateRenderer } from "../utils/template-engine.js";

function getNumber(value: unknown): number | undefined {
return typeof value === "number" ? value : undefined;
}

function getRecord(value: unknown): Record<string, unknown> | undefined {
return value && typeof value === "object"
? (value as Record<string, unknown>)
: undefined;
}

function hasNumberValue(value: Record<string, unknown>): boolean {
return Object.values(value).some((entry) => typeof entry === "number");
}

export class Evaluator {
readonly name: string;
readonly timeout?: number;
Expand Down Expand Up @@ -171,9 +186,7 @@ export class Evaluator {

private setTokenAttributes(
span: EvalKitSpan,
tokenUsage:
| { inputTokens?: number; outputTokens?: number; totalTokens?: number }
| undefined,
tokenUsage: TokenUsage | undefined,
): void {
if (tokenUsage?.inputTokens !== undefined) {
span.setAttribute(
Expand Down Expand Up @@ -207,22 +220,51 @@ export class Evaluator {
};
}

private extractTokenUsage(
usage: unknown,
):
| { inputTokens?: number; outputTokens?: number; totalTokens?: number }
| undefined {
private extractTokenUsage(usage: unknown): TokenUsage | undefined {
if (!usage) return undefined;
const usageRecord = getRecord(usage);
if (!usageRecord) return undefined;

const inputTokenDetails = this.extractInputTokenDetails(
usageRecord.inputTokenDetails,
);
const outputTokenDetails = this.extractOutputTokenDetails(
usageRecord.outputTokenDetails,
);

return {
inputTokens: getNumber(usageRecord.inputTokens),
...(inputTokenDetails ? { inputTokenDetails } : {}),
outputTokens: getNumber(usageRecord.outputTokens),
...(outputTokenDetails ? { outputTokenDetails } : {}),
totalTokens: getNumber(usageRecord.totalTokens),
reasoningTokens: getNumber(usageRecord.reasoningTokens),
cachedInputTokens: getNumber(usageRecord.cachedInputTokens),
};
}

private extractInputTokenDetails(
details: unknown,
): TokenUsage["inputTokenDetails"] | undefined {
const detailRecord = getRecord(details);
if (!detailRecord || !hasNumberValue(detailRecord)) return undefined;

return {
noCacheTokens: getNumber(detailRecord.noCacheTokens),
cacheReadTokens: getNumber(detailRecord.cacheReadTokens),
cacheWriteTokens: getNumber(detailRecord.cacheWriteTokens),
};
}

private extractOutputTokenDetails(
details: unknown,
): TokenUsage["outputTokenDetails"] | undefined {
const detailRecord = getRecord(details);
if (!detailRecord || !hasNumberValue(detailRecord)) return undefined;

return {
inputTokens: (usage as Record<string, unknown>).inputTokens as
| number
| undefined,
outputTokens: (usage as Record<string, unknown>).outputTokens as
| number
| undefined,
totalTokens: (usage as Record<string, unknown>).totalTokens as
| number
| undefined,
textTokens: getNumber(detailRecord.textTokens),
reasoningTokens: getNumber(detailRecord.reasoningTokens),
};
}

Expand Down
11 changes: 11 additions & 0 deletions src/types/evaluator.ts
Original file line number Diff line number Diff line change
Expand Up @@ -2,8 +2,19 @@ import type { LanguageModel } from "ai";

export interface TokenUsage {
readonly inputTokens?: number;
readonly inputTokenDetails?: {
readonly noCacheTokens?: number;
readonly cacheReadTokens?: number;
readonly cacheWriteTokens?: number;
};
readonly outputTokens?: number;
readonly outputTokenDetails?: {
readonly textTokens?: number;
readonly reasoningTokens?: number;
};
readonly totalTokens?: number;
readonly reasoningTokens?: number;
readonly cachedInputTokens?: number;
}

export interface ProcessingStats {
Expand Down
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