Microsoft Azure Cognitive Services

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Overview

Azure Cognitive Services are APIs, SDKs, and services available to help developers build intelligent applications without having direct AI or data science skills or knowledge.

Use the Datadog Azure integration to collect metrics from Azure Cognitive Services.

Setup

Installation

If you haven’t already, set up the Microsoft Azure integration first. There are no other installation steps.

Data Collected

Metrics

azure.cognitiveservices_accounts.action_feature_occurrences
(count)
Number of times each action feature appears.
azure.cognitiveservices_accounts.action_features_per_event
(gauge)
Average number of action features per event.
azure.cognitiveservices_accounts.action_occurences
(count)
Number of times each action appears.
azure.cognitiveservices_accounts.action_namespaces_per_event
(gauge)
Average number of action namespaces per event.
azure.cognitiveservices_accounts.actions_per_event
(gauge)
Number of actions per event.
azure.cognitiveservices_accounts.audio_seconds_transcribed
(count)
Number of seconds transcribed.
azure.cognitiveservices_accounts.audio_seconds_translated
(count)
Number of seconds translated.
azure.cognitiveservices_accounts.baseline_estimator_overall_reward
(gauge)
Baseline estimator overall reward.
azure.cognitiveservices_accounts.baseline_estimator_slot_reward
(gauge)
Baseline estimator reward by slot.
azure.cognitiveservices_accounts.baseline_random_estimator_overall_reward
(gauge)
Baseline random estimator overall reward.
azure.cognitiveservices_accounts.baseline_random_estimator_slot_reward
(gauge)
Baseline random estimator reward by slot.
azure.cognitiveservices_accounts.baseline_random_event_count
(count)
Estimation for baseline random event count.
azure.cognitiveservices_accounts.baseline_random_reward
(count)
Estimation for baseline random reward.
azure.cognitiveservices_accounts.blocked_calls
(count)
Number of calls that exceeded rate or quota limit.
azure.cognitiveservices_accounts.inference_count
(count)
Inference count of carnegie frontdoor service.
azure.cognitiveservices_accounts.characters_trained_deprecated
(count)
Total number of characters trained.
azure.cognitiveservices_accounts.characters_translated_deprecated
(count)
Total number of characters in incoming text request.
azure.cognitiveservices_accounts.client_errors
(count)
Number of calls with client side error (HTTP response code 4xx).
azure.cognitiveservices_accounts.computer_vision_transactions
(count)
Number of computer vision transactions.
azure.cognitiveservices_accounts.context_feature_occurrences
(count)
Number of times each context feature appears.
azure.cognitiveservices_accounts.context_features_per_event
(gauge)
Number of context features per event.
azure.cognitiveservices_accounts.context_namespaces_per_event
(gauge)
Number of context namespaces per event.
azure.cognitiveservices_accounts.custom_vision_training_time
(count)
Custom vision training time.
Shown as second
azure.cognitiveservices_accounts.custom_vision_transactions
(count)
Number of custom vision prediction transactions.
azure.cognitiveservices_accounts.data_in
(count)
Size of incoming data in bytes.
Shown as byte
azure.cognitiveservices_accounts.data_out
(count)
Size of outgoing data in bytes.
Shown as byte
azure.cognitiveservices_accounts.document_characters_translated
(count)
Number of characters in document translation request.
azure.cognitiveservices_accounts.document_custom_characters_translated
(count)
Number of characters in custom document translation request.
azure.cognitiveservices_accounts.face_images_trained
(count)
Number of images trained. 1,000 images trained per transaction.
azure.cognitiveservices_accounts.faces_stored
(count)
Number of faces stored, prorated daily. The number of faces stored is reported daily.
azure.cognitiveservices_accounts.face_transactions
(count)
Number of API calls made to face service.
azure.cognitiveservices_accounts.feature_cardinality_by_action
(gauge)
Feature cardinality based on action.
azure.cognitiveservices_accounts.feature_cardinality_by_context
(gauge)
Feature cardinality based on context.
azure.cognitiveservices_accounts.feature_cardinality_by_slot
(gauge)
Feature cardinality based on slot.
azure.cognitiveservices_accounts.generated_completion_tokens
(count)
Number of Generated Completion Tokens from an OpenAI model.
azure.cognitiveservices_accounts.processed_fine_tuned_training_hours
(count)
Number of training hours processed on an OpenAI finetuned model.
azure.cognitiveservices_accounts.processed_prompt_tokens
(count)
Number of Prompt Tokens Processed on an OpenAI model
azure.cognitiveservices_accounts.images_stored
(count)
Number of custom vision images stored.
azure.cognitiveservices_accounts.latency
(gauge)
Latency in milliseconds.
Shown as millisecond
azure.cognitiveservices_accounts.learned_events
(count)
Number of learned events.
azure.cognitiveservices_accounts.luis_speech_requests
(count)
Number of LUIS speech to intent understanding requests.
azure.cognitiveservices_accounts.luis_text_requests
(count)
Number of LUIS text requests.
azure.cognitiveservices_accounts.matched_rewards
(count)
Number of matched rewards.
azure.cognitiveservices_accounts.non_activated_events
(count)
Number of skipped events.
azure.cognitiveservices_accounts.slots
(gauge)
Number of slots per event.
azure.cognitiveservices_accounts.number_of_speaker_profiles
(count)
Number of speaker profiles enrolled. Prorated hourly.
azure.cognitiveservices_accounts.observed_rewards
(count)
Number of observed rewards.
azure.cognitiveservices_accounts.online_estimator_overall_reward
(gauge)
Online estimator overall reward.
azure.cognitiveservices_accounts.online_estimator_slot_reward
(gauge)
Online estimator reward by slot.
azure.cognitiveservices_accounts.online_event_count
(count)
Estimation for online event count.
azure.cognitiveservices_accounts.online_reward
(count)
Estimation for online reward.
azure.cognitiveservices_accounts.processed_characters
(count)
Number of characters processed by immersive reader.
azure.cognitiveservices_accounts.processed_health_text_records
(count)
Number of health text records processed.
azure.cognitiveservices_accounts.processed_images
(count)
Number of images processed.
azure.cognitiveservices_accounts.processed_pages
(count)
Number of pages processed.
azure.cognitiveservices_accounts.processed_text_records
(count)
Count of text records.
azure.cognitiveservices_accounts.qa_text_records
(count)
Number of text records processed.
azure.cognitiveservices_accounts.ratelimit
(count)
Current rate limit of the ratelimit key.
azure.cognitiveservices_accounts.average_reward_per_event
(gauge)
Average reward per event.
azure.cognitiveservices_accounts.server_errors
(count)
Number of calls with service internal error (HTTP response code 5xx).
azure.cognitiveservices_accounts.slot_feature_occurrences
(count)
Number of times each slot feature appears.
azure.cognitiveservices_accounts.slot_features_per_event
(gauge)
Average number of slot features per event.
azure.cognitiveservices_accounts.slot_occurrences
(count)
Number of times each slot appears.
azure.cognitiveservices_accounts.slot_namespaces_per_event
(gauge)
Average number of slot namespaces per event.
azure.cognitiveservices_accounts.slot_reward
(gauge)
Reward per slot.
azure.cognitiveservices_accounts.speaker_recognition_transactions
(count)
Number of speaker recognition transactions.
azure.cognitiveservices_accounts.speech_model_hosting_hours
(count)
Number of speech model hosting hours.
azure.cognitiveservices_accounts.speech_session_duration_deprecated
(count)
Total duration of speech session in seconds.
Shown as second
azure.cognitiveservices_accounts.successful_calls
(count)
Number of successful calls.
azure.cognitiveservices_accounts.availability
(gauge)
Availability percentage with the following calculation: (total calls - server errors)/total calls. Server errors include any HTTP responses greater than or equal to 500.
Shown as percent
azure.cognitiveservices_accounts.synthesized_characters
(count)
Number of characters.
azure.cognitiveservices_accounts.text_characters_translated
(count)
Number of characters in incoming text translation request.
azure.cognitiveservices_accounts.text_custom_characters_translated
(count)
Number of characters in incoming custom text translation request.
azure.cognitiveservices_accounts.text_trained_characters
(count)
Number of characters trained using text translation.
azure.cognitiveservices_accounts.processed_inference_tokens
(count)
Number of inference tokens processed on an OpenAI model.
azure.cognitiveservices_accounts.total_calls
(count)
Total number of calls.
azure.cognitiveservices_accounts.total_errors
(count)
Total number of calls with error response (HTTP response code 4xx or 5xx).
azure.cognitiveservices_accounts.total_events
(count)
Number of events.
azure.cognitiveservices_accounts.total_token_calls
(count)
Total number of token calls.
azure.cognitiveservices_accounts.total_transactions_deprecated
(count)
Total number of transactions.
azure.cognitiveservices_accounts.user_baseline_event_count
(count)
Estimation for user-defined baseline event count.
azure.cognitiveservices_accounts.user_baseline_reward
(count)
Estimation for user-defined baseline reward.
azure.cognitiveservices_accounts.voice_model_hosting_hours
(count)
Number of hours.
azure.cognitiveservices_accounts.voice_model_training_minutes
(count)
Number of minutes.
azure.cognitiveservices_accounts.count
(gauge)
Count of CognitiveServices accounts.
azure.cognitiveservices_accounts.status
(gauge)
Status of CognitiveServices accounts(deprecated).

Events

The Azure Cognitive Services integration does not include any events.

Service Checks

The Azure Cognitive Services integration does not include any service checks.

Troubleshooting

Need help? Contact Datadog support.