Quotas and limits

This page lists the default quotas that apply to Vertex AI. Your quotas might differ from the defaults if you have previously requested higher quotas.

For more information about quotas in Google Cloud, including how to request an increase, see the quotas documentation.

Request quotas

The following quotas apply to Vertex AI requests for a given project and region. For example, in a single project, you can have up to 30,000 online prediction requests per minute in one region and another 30,000 online prediction requests per minute in another region.

Request quota	Value
Resource management requests^* per minute	600
Job or long-running operation requests per minute	60
Online prediction requests per minute	30,000
Online explanation requests per minute	600
Vertex AI Vizier requests per minute	6,000
Vertex AI Feature Store online serving requests per minute	300,000
Vertex ML Metadata requests per minute	12,000

* Resource management requests include any request that is not a job, long-running operation, online prediction request, or Vertex AI Vizier request.

Jobs or long-running operations include the following requests:

Creating or deleting a dataset
Importing or exporting data to or from a dataset
Creating an endpoint
Creating or deleting a custom job
Creating or deleting a data labeling job
Creating or deleting a hyper parameter tuning job
Creating or deleting a batch prediction job
Creating or deleting a model
Uploading, deleting, or exporting a model

AutoML model quotas

The following quotas apply to each data type and objective for a given project and region. For example, in a particular project and region, you can deploy 10 AutoML image classification models and 10 AutoML image object detection models for a total of 20 deployed models.

Image

Classification

Quota	Value
Concurrent training jobs	5
Concurrent training jobs with explainable AI	2
Concurrent batch prediction jobs	5
Number of deployed models	10

Object detection

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5
Number of deployed models	10

Tabular

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5
Number of deployed models	30

Text

Classification

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5
Number of deployed models	10

Entity extraction

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5
Number of deployed models	10

Sentiment analysis

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5
Number of deployed models	10

Video

Action Recognition

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5

Classification

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5

Object tracking

Quota	Value
Concurrent training jobs	5
Concurrent batch prediction jobs	5

AutoML Video Intelligence specific limits

The following describes current restrictions on the use of AutoML Video Intelligence.

Type of limits	Value
Maximum video length	3 hours
Maximum video file size	50GB
Minimum labels per dataset	2
Minimum videos per label	10 (1000 is recommended)
Batch input CSV file size	Maximum: 100MB
Number of video segments in batch input	Maximum: 1,000

Custom-trained model quotas

The following quotas apply to Vertex AI custom-trained models for a given project and region.

Training

Number of concurrent N1 + E2 CPUs for training, per region
Region	Value
`us-west1`	450
`us-west2`	20
`us-west4`	20
`us-central1`	2,200
`us-east1`	450
`us-east4`	20
`us-south1`	20
`northamerica-northeast1`	2,200
`northamerica-northeast2`	20
`southamerica-east1`	20
`europe-west2`	2,200
`europe-west1`	2,200
`europe-west4`	2,200
`europe-west6`	20
`europe-west3`	2,200
`europe-west9`	450
`asia-south1`	2,200
`asia-southeast1`	2,200
`asia-east2`	2,200
`asia-east1`	2,200
`asia-northeast1`	2,200
`australia-southeast1`	2,200
`asia-northeast3`	2,200

Number of concurrent A2 CPUs for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	96
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	96
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	96
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent N2 CPUs for training, per region
Region	Value
`us-west1`	20
`us-west2`	20
`us-west4`	20
`us-central1`	450
`us-east1`	20
`us-east4`	20
`us-south1`	20
`northamerica-northeast1`	20
`northamerica-northeast2`	20
`southamerica-east1`	20
`europe-west2`	20
`europe-west1`	20
`europe-west4`	450
`europe-west6`	20
`europe-west3`	20
`europe-west9`	450
`asia-south1`	20
`asia-southeast1`	20
`asia-east2`	20
`asia-east1`	450
`asia-northeast1`	20
`australia-southeast1`	20
`asia-northeast3`	20

Number of concurrent C2 CPUs for training, per region
Region	Value
`us-west1`	20
`us-west2`	20
`us-west4`	20
`us-central1`	450
`us-east1`	20
`us-east4`	20
`us-south1`	20
`northamerica-northeast1`	20
`northamerica-northeast2`	20
`southamerica-east1`	20
`europe-west2`	20
`europe-west1`	20
`europe-west4`	450
`europe-west6`	20
`europe-west3`	20
`europe-west9`	450
`asia-south1`	20
`asia-southeast1`	20
`asia-east2`	20
`asia-east1`	450
`asia-northeast1`	20
`australia-southeast1`	20
`asia-northeast3`	20

Number of concurrent A100 GPUs for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	8
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	8
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	8
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent K80 GPUs for training, per region
Region	Value
`us-west1`	30
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	56
`us-east1`	30
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	30
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	56
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent P100 GPUs for training, per region
Region	Value
`us-west1`	30
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	56
`us-east1`	30
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	30
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	30
`asia-northeast1`	Not available
`australia-southeast1`	6
`asia-northeast3`	Not available

Number of concurrent P4 GPUs for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	6
`us-west4`	Not available
`us-central1`	6
`us-east1`	Not available
`us-east4`	1
`us-south1`	Not available
`northamerica-northeast1`	6
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	6
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	6
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	6
`asia-northeast3`	Not available

Number of concurrent T4 GPUs for training, per region
Region	Value
`us-west1`	2
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	12
`us-east1`	2
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	6
`europe-west1`	Not available
`europe-west4`	2
`europe-west6`	Not available
`europe-west3`	0
`europe-west9`	Not available
`asia-south1`	6
`asia-southeast1`	1
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	6
`australia-southeast1`	Not available
`asia-northeast3`	1

Number of concurrent V100 GPUs for training, per region
Region	Value
`us-west1`	6
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	6
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	6
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	6
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent TPU V2 cores for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	8
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	8
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	8
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent TPU V2 pod cores for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	Not available
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent TPU V3 cores for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	8
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	8
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	8
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent TPU V3 pod cores for training, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	Not available
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

HDD usage (GB) during training, per region
Region	Value
`us-west1`	180,000
`us-west2`	3,600
`us-west4`	3,600
`us-central1`	180,000
`us-east1`	180,000
`us-east4`	3,600
`us-south1`	3,600
`northamerica-northeast1`	180,000
`northamerica-northeast2`	3,600
`southamerica-east1`	3,600
`europe-west2`	180,000
`europe-west1`	180,000
`europe-west4`	180,000
`europe-west6`	3,600
`europe-west3`	180,000
`europe-west9`	180,000
`asia-south1`	180,000
`asia-southeast1`	180,000
`asia-east2`	180,000
`asia-east1`	180,000
`asia-northeast1`	180,000
`australia-southeast1`	180,000
`asia-northeast3`	180,000

SSD usage (GB) during training, per region
Region	Value
`us-west1`	75,000
`us-west2`	450
`us-west4`	450
`us-central1`	75,000
`us-east1`	75,000
`us-east4`	450
`us-south1`	450
`northamerica-northeast1`	75,000
`northamerica-northeast2`	450
`southamerica-east1`	450
`europe-west2`	75,000
`europe-west1`	75,000
`europe-west4`	75,000
`europe-west6`	450
`europe-west3`	75,000
`europe-west9`	75,000
`asia-south1`	75,000
`asia-southeast1`	75,000
`asia-east2`	75,000
`asia-east1`	75,000
`asia-northeast1`	75,000
`australia-southeast1`	75,000
`asia-northeast3`	75,000

Serving

Quota	Value
Number of deployed custom models	100

Number of concurrent N1 CPUs for serving, per region
Region	Value
`us-west1`	2,200
`us-west2`	2,200
`us-west4`	16
`us-central1`	2,200
`us-east1`	2,200
`us-east4`	2,200
`us-south1`	16
`northamerica-northeast1`	2,200
`northamerica-northeast2`	450
`southamerica-east1`	16
`europe-west2`	2,200
`europe-west1`	2,200
`europe-west4`	2,200
`europe-west6`	2,200
`europe-west3`	2,200
`europe-west9`	16
`asia-south1`	2,200
`asia-southeast1`	2,200
`asia-east2`	2,200
`asia-east1`	2,200
`asia-northeast1`	2,200
`australia-southeast1`	2,200
`asia-northeast3`	2,200

Number of concurrent K80 GPUs for serving, per region
Region	Value
`us-west1`	Not available
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	56
`us-east1`	30
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	30
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	56
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent P100 GPUs for serving, per region
Region	Value
`us-west1`	30
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	56
`us-east1`	30
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	30
`europe-west4`	Not available
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	30
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Number of concurrent P4 GPUs for serving, per region
Region	Value
`us-west1`	Not available
`us-west2`	6
`us-west4`	Not available
`us-central1`	6
`us-east1`	Not available
`us-east4`	6
`us-south1`	Not available
`northamerica-northeast1`	6
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	6
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	6
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	6
`asia-northeast3`	Not available

Number of concurrent T4 GPUs for serving, per region
Region	Value
`us-west1`	12
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	12
`us-east1`	12
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	12
`europe-west1`	Not available
`europe-west4`	12
`europe-west6`	Not available
`europe-west3`	0
`europe-west9`	Not available
`asia-south1`	6
`asia-southeast1`	6
`asia-east2`	Not available
`asia-east1`	6
`asia-northeast1`	6
`australia-southeast1`	Not available
`asia-northeast3`	6

Number of concurrent V100 GPUs for serving, per region
Region	Value
`us-west1`	6
`us-west2`	Not available
`us-west4`	Not available
`us-central1`	6
`us-east1`	Not available
`us-east4`	Not available
`us-south1`	Not available
`northamerica-northeast1`	Not available
`northamerica-northeast2`	Not available
`southamerica-east1`	Not available
`europe-west2`	Not available
`europe-west1`	Not available
`europe-west4`	6
`europe-west6`	Not available
`europe-west3`	Not available
`europe-west9`	Not available
`asia-south1`	Not available
`asia-southeast1`	Not available
`asia-east2`	Not available
`asia-east1`	Not available
`asia-northeast1`	Not available
`australia-southeast1`	Not available
`asia-northeast3`	Not available

Vertex AI Feature Store

The following quotas apply to a given project and region. For example, in a single project, you can have 75 concurrent batch jobs in us-central1 and another 75 jobs in europe-west4.

Quota	Value
Online serving requests per minute	300,000
Feature creation requests per minute	100
Online serving nodes across all featurestores	30
Concurrent batch jobs (ingestion and serving combined)	75
Entity types across all featurestores	75

Vertex AI Feature Store also has the following limits. Note that, unlike quotas, you cannot request an increase to a limit.

Limit	Value
Data retention (oldest feature value timestamp after which the values are deleted)	4,000 days from the current date
Features per entity type	5,000
Number of create, update, and delete featurestore requests per day per project per region	500
For streaming read, the number of entities that can be included per request	100
For batch import, the number of files that can be included per request	5,000 for Avro or 500 for CSV
For batch serving and exports, the number of features you can request	5,000

Vertex AI Matching Engine

The following quotas apply to Vertex AI Matching Engine for a given project in each region.

Quota	Value
Concurrent index creation operations	5
Concurrent index update operations	5
Number of deployed index nodes	50

Vertex AI Pipelines

The following quotas and limits apply to Vertex AI Pipelines for a given project in each region.

Quota	Value
Running pipeline tasks in parallel	600
Concurrent pipeline job*	300

* Pipeline runs beyond this limit will be queued until resources are available.

Vertex AI Pipelines also has the following limits. Note that, unlike quotas, you cannot request an increase to a limit.

Limit	Value
Number of pipeline tasks per job	10,000
Input and output artifacts per pipeline task	100
Input and output artifacts per pipeline job	10,000

Quota increases

If you want to increase any of your quotas for Vertex AI, you can use the Google Cloud console to request a quota increase.

For more information about submitting a quota increase request, see the following sections of Working with quotas:

Requesting a higher quota