Class UsageReport

Namespace

LMKit.Telemetry

Assembly

LM-Kit.NET.dll

What the work run inside a UsageScope fed to each model family and what it produced. Input is what actually reached a model: a page that was uploaded but never read counts nowhere, and a page read several times by the same family (a second pass, a crop of a table or a chart) counts once for that family.

public sealed class UsageReport

Inheritance

object

UsageReport

Inherited Members

object.Equals(object)

object.Equals(object, object)

object.GetHashCode()

object.GetType()

object.ReferenceEquals(object, object)

object.ToString()

Remarks

The figures in Llm, Vlm, Ocr, Layout, Image, Embedding, Speech, Training and Tools are units a host can price. Token counts and Models describe the cost of the work (instructions, repeated passes and internal re-reads included) and are not meant to be billed.

Properties

Embedding

Text and images given to embedding and reranking models.

Image

Images processed by non-generative image models (background detection).

IsEmpty

Whether nothing was recorded at all.

Layout

Pages analyzed by layout detection models.

Llm

Text given to language models.

Models

Per-model cost of the work: calls, tokens and time.

Ocr

Images and pages read by OCR engines.

Output

What the models produced.

Speech

Audio analyzed and transcribed by speech models.

Tools

Tool calls made by conversations and agents.

Training

Fine-tuning work.

Vlm

Images and pages read by vision-language models.