Hugging Face TGI インテグレーションのメトリクス

Hugging Face TGI の監視に使う Datadog の公式インテグレーションです。収集するメトリクスは 54 件あります。

公式の紹介文 (英語)

Monitor the model serving performance and system health of your Hugging Face TGI servers.

種別の内訳

  • count (集計間隔内の発生回数): 50 件
  • gauge (その時点の値): 4 件

メトリクスの一覧

説明は公式の定義の英文をそのまま載せています。

メトリクス種別単位
hugging_face_tgi.batch.concat.countNumber of batch concatenatescount-
hugging_face_tgi.batch.concat.duration.bucketBatch concatenation duration distributioncount-
hugging_face_tgi.batch.concat.duration.countNumber of batch concatenation duration measurementscount-
hugging_face_tgi.batch.concat.duration.sumTotal batch concatenation durationcountsecond
hugging_face_tgi.batch.current.max_tokensMaximum tokens the current batch will grow togaugetoken
hugging_face_tgi.batch.current.sizeCurrent batch sizegaugerequest
hugging_face_tgi.batch.decode.duration.bucketBatch decode duration distributioncount-
hugging_face_tgi.batch.decode.duration.countNumber of batch decode duration measurementscount-
hugging_face_tgi.batch.decode.duration.sumTotal batch decode durationcountsecond
hugging_face_tgi.batch.filter.duration.bucketBatch filtering duration distributioncount-
hugging_face_tgi.batch.filter.duration.countNumber of batch filter duration measurementscount-
hugging_face_tgi.batch.filter.duration.sumTotal batch filter durationcountsecond
hugging_face_tgi.batch.forward.duration.bucketBatch forward duration distributioncount-
hugging_face_tgi.batch.forward.duration.countNumber of batch forward duration measurementscount-
hugging_face_tgi.batch.forward.duration.sumTotal batch forward durationcountsecond
hugging_face_tgi.batch.inference.countTotal number of batch inferencescount-
hugging_face_tgi.batch.inference.duration.bucketBatch inference duration distributioncount-
hugging_face_tgi.batch.inference.duration.countNumber of batch inference duration measurementscount-
hugging_face_tgi.batch.inference.duration.sumTotal batch inference durationcountsecond
hugging_face_tgi.batch.inference.success.countNumber of successful batch inferencescount-
hugging_face_tgi.batch.next.size.bucketNext batch size distributioncount-
hugging_face_tgi.batch.next.size.countNumber of next batch size measurementscount-
hugging_face_tgi.batch.next.size.sumTotal next batch sizecountrequest
hugging_face_tgi.queue.sizeNumber of requests waiting in the internal queuegaugerequest
hugging_face_tgi.request.countTotal number of requests receivedcountrequest
hugging_face_tgi.request.duration.bucketRequest duration distributioncount-
hugging_face_tgi.request.duration.countNumber of request duration measurementscount-
hugging_face_tgi.request.duration.sumTotal request durationcountsecond
hugging_face_tgi.request.failure.countNumber of failed requestscountrequest
hugging_face_tgi.request.generated_tokens.bucketGenerated tokens per request distributioncount-
hugging_face_tgi.request.generated_tokens.countNumber of generated token measurementscount-
hugging_face_tgi.request.generated_tokens.sumTotal generated tokenscounttoken
hugging_face_tgi.request.inference.duration.bucketRequest inference duration distributioncount-
hugging_face_tgi.request.inference.duration.countNumber of request inference duration measurementscount-
hugging_face_tgi.request.inference.duration.sumTotal request inference durationcountsecond
hugging_face_tgi.request.input_length.bucketInput token length per request distributioncount-
hugging_face_tgi.request.input_length.countNumber of input length measurementscount-
hugging_face_tgi.request.input_length.sumTotal input lengthcounttoken
hugging_face_tgi.request.max_new_tokens.bucketMaximum new tokens per request distributioncount-
hugging_face_tgi.request.max_new_tokens.countNumber of max new tokens measurementscount-
hugging_face_tgi.request.max_new_tokens.sumTotal max new tokenscounttoken
hugging_face_tgi.request.mean_time_per_token.duration.bucketMean time per token duration distributioncount-
hugging_face_tgi.request.mean_time_per_token.duration.countNumber of mean time per token measurementscount-
hugging_face_tgi.request.mean_time_per_token.duration.sumTotal mean time per token durationcountsecond
hugging_face_tgi.request.queue.duration.bucketRequest queue duration distributioncount-
hugging_face_tgi.request.queue.duration.countNumber of request queue duration measurementscount-
hugging_face_tgi.request.queue.duration.sumTotal request queue durationcountsecond
hugging_face_tgi.request.skipped_tokens.countNumber of skipped token measurementscount-
hugging_face_tgi.request.skipped_tokens.quantileSkipped tokens per request quantilegaugetoken
hugging_face_tgi.request.skipped_tokens.sumTotal skipped tokenscounttoken
hugging_face_tgi.request.success.countNumber of successful requestscountrequest
hugging_face_tgi.request.validation.duration.bucketRequest validation duration distributioncount-
hugging_face_tgi.request.validation.duration.countNumber of request validation duration measurementscount-
hugging_face_tgi.request.validation.duration.sumTotal request validation durationcountsecond

公式ドキュメント

Hugging Face TGI インテグレーションの公式ドキュメント

メトリクスの名前と説明は Datadog の公式インテグレーションの定義 (Copyright Datadog, Inc.・BSD-3-Clause) を英文のまま載せています。利用条件の全文は サイトについてにあります。