Domain name for API request: tione.intl.tencentcloudapi.com.
This API is used to create a model training task.
A maximum of 20 requests can be initiated per second for this API.
The following request parameter list only provides API request parameters and some common parameters. For the complete common parameter list, see Common Request Parameters.
| Parameter Name | Required | Type | Description |
|---|---|---|---|
| Action | Yes | String | Common Params. The value used for this API: CreateTrainingTask. |
| Version | Yes | String | Common Params. The value used for this API: 2021-11-11. |
| Region | Yes | String | Common Params. For more information, please see the list of regions supported by the product. |
| Name | Yes | String | Training task name. The name cannot exceed 60 characters in length, and can contain only Chinese characters, letters, digits, underscores (_), and hyphens (-). It must start with a Chinese character, letter, or digit. |
| ChargeType | Yes | String | Billing mode. For example, PREPAID indicates yearly/monthly subscription (resource group). POSTPAID_BY_HOUR indicates pay-as-you-go mode. |
| ResourceConfigInfos.N | Yes | Array of ResourceConfigInfo | Resource configuration. Specify the CVM instance specification ID and number of nodes. The API for querying the CVM instance specification ID is DescribeBillingSpecsPrice. For example, [{"Role":"WORKER", "InstanceType": "TI.S.MEDIUM.POST", "InstanceNum": 1}]. |
| TiProjectId | No | String | TI Workspace ID. Used solely for the "Workspace" allowlist feature. To use this feature, please contact a TI administrator to enable allowlisting. |
| FrameworkName | No | String | Training framework name, which can be queried via the DescribeTrainingFrameworks API. For example, SPARK, PYSPARK, TENSORFLOW, and PYTORCH. |
| FrameworkVersion | No | String | Training framework version, which can be queried via the DescribeTrainingFrameworks API. For example, 1.15 and 1.9. |
| FrameworkEnvironment | No | String | Training framework environment, which can be queried via the DescribeTrainingFrameworks API. For example, tf1.15-py3.7-cpu and torch1.9-py3.8-cuda11.1-gpu. |
| ResourceGroupId | No | String | ID of the prepaid dedicated resource group, which can be queried via the DescribeBillingResourceGroups API. |
| Tags.N | No | Array of Tag | Tag configuration. |
| ImageInfo | No | ImageInfo | Custom image information. |
| CodePackagePath | No | CosPathInfo | COS code package path. |
| StartCmdInfo | No | StartCmdInfo | Task startup command. Specify this parameter based on the task training mode. If the configuration fails due to special characters, use the EncodedStartCmdInfo parameter instead. |
| TrainingMode | No | String | Training mode, which can be queried via the DescribeTrainingFrameworks API. For example, PS_WORKER, DDP, MPI, and HOROVOD. |
| DataConfigs.N | No | Array of DataConfig | Data configurations. This parameter depends on the DataSource field. The maximum number of configurations is 10. |
| VpcId | No | String | VPC Id |
| SubnetId | No | String | Subnet ID. |
| Output | No | CosPathInfo | COS training output path. |
| LogConfig | No | LogConfig | CLS logging configuration. |
| TuningParameters | No | String | Tuning parameters. The value of this parameter cannot exceed 2048 characters in length. |
| LogEnable | No | Boolean | Indicates whether to report logs. |
| Remark | No | String | Remarks. The value of this parameter cannot exceed 1024 characters. |
| DataSource | No | String | Data source. For example, DATASET, COS, CFS, CFSTurbo, HDFS, and GooseFSx. |
| CallbackUrl | No | String | Callback URL. This parameter is used for the asynchronous callback to create, start, or stop training tasks. For the callback format and content, see [TI-ONE API Callback Description]. |
| EncodedStartCmdInfo | No | EncodedStartCmdInfo | Encoded task startup command. If StartCmdInfo is also configured, only this parameter takes effect. |
| CodeRepos.N | No | Array of CodeRepoConfig | Code repository configuration. |
| ExposeNetworkConfig | No | ExposeNetworkConfig | Network exposure configuration. |
| Envs.N | No | Array of EnvVar | Environment Variables. |
| TrainToolConfig | No | TrainToolConfig | Train tool configuration. |
| ResourceSupplyAttribute | No | ResourceSupplyAttribute | Training Diagnostic Tool Configuration. |
| Queues.N | No | Array of String | Queue ID. |
| Parameter Name | Type | Description |
|---|---|---|
| Id | String | Training task ID. |
| RequestId | String | The unique request ID, generated by the server, will be returned for every request (if the request fails to reach the server for other reasons, the request will not obtain a RequestId). RequestId is required for locating a problem. |
This example shows you how to create a training task.
POST / HTTP/1.1
Host: tione.intl.tencentcloudapi.com
Content-Type: application/json
X-TC-Action: CreateTrainingTask
<Common request parameters>
{
"Name": "zhangsan-lora",
"FrameworkName": "PYTORCH",
"FrameworkEnvironment": "tilearn-llm1.0-torch2.1-angel-vllm1.0-py3.10-cuda12.1-gpu",
"TrainingMode": "DDP",
"ChargeType": "PREPAID",
"ResourceConfigInfos": [
{
"Role": "WORKER",
"Cpu": 1000,
"Memory": 1024,
"GpuType": "",
"Gpu": 0,
"InstanceType": "",
"InstanceTypeAlias": "",
"InstanceNum": 1
}
],
"ResourceGroupId": "ersg-rf6p8zb8",
"Tags": [],
"Remark": "",
"CodePackagePath": {
"Bucket": "test-gz-1256580188",
"Region": "ap-guangzhou",
"Paths": [
"test/"
]
},
"EncodedStartCmdInfo": {
"StartCmdInfo": "eyJTdGFydENtZCI6IiIsIlBzU3RhcnRDbWQiOiIiLCJXb3JrZXJTdGFydENtZCI6InNsZWVwIDEwIn0="
},
"DataConfigs": [
{
"DataSourceType": "CFS",
"MappingPath": "/opt/ml/input/data/",
"CFSSource": {
"Id": "cfs-pchxhlg9",
"Path": "/bin"
}
}
],
"TuningParameters": "{\"test\":\"test\"}",
"Output": {
"Bucket": "test-gz-1256580188",
"Region": "ap-guangzhou",
"Paths": [
"cos_test/"
]
},
"LogEnable": false,
"VpcId": "vpc-a26qv3af",
"SubnetId": "subnet-m7xhqcyc"
}{
"Response": {
"Id": "train-1208038387393233920",
"RequestId": "0161f5a9-3f60-4e39-86ab-fb87b225964d"
}
}TencentCloud API 3.0 integrates SDKs that support various programming languages to make it easier for you to call APIs.
The following only lists the error codes related to the API business logic. For other error codes, see Common Error Codes.
| Error Code | Description |
|---|---|
| FailedOperation | Operation failed. |
| FailedOperation.DuplicateNameTaskIsCreating | The training task name already exists. Change the name. |
| FailedOperation.FreezeBillFailed | Failed to freeze due to insufficient balance. |
| FailedOperation.QueryResourceSpecFailed | Failed to query billable item details. |
| InternalError | Internal error. |
| InternalError.BindingTagsFailed | Failed to bind the tag. |
| InternalError.CFSNotFound | The file system does not exist. |
| InternalError.CheckFSPathAccessibilityFailed | Failed to validate the permissions of the file system path. |
| InternalError.CreateTcrInstanceTokenFailed | Failed to create the long-term access credential for the TCR image repository. |
| InternalError.GetCFSFileSystemsFailed | Failed to query the file system information. |
| InternalError.GetCFSMountInfoFailed | Failed to query the file system mount information. |
| InternalError.QueryHDFSInfoFailed | Failed to retrieve the HDFS storage information. |
| InternalError.QueryResourceGroupFailed | Failed to query prepaid resource group details. |
| InternalError.QueryResourceSpecFailed | Failed to query the resource package specification. |
| InternalError.QuerySubnetInfoFailed | Failed to query the subnet information. |
| InternalError.QueryVPCInfoFailed | Failed to query VPC information. |
| InternalError.ValidateCreateTaskFailed | Failed to validate task parameters. |
| InvalidParameter | Parameter error. |
| InvalidParameterValue | Parameter value error. |
| InvalidParameterValue.AIMarketOutputConfigEmpty | The platform's built-in CFS code is selected for the task, but the /opt/ml/output/data output path is incorrect. Unable to submit the task. |
| InvalidParameterValue.AIMarketPublicAlgoVersionNotExist | The version ID of the AI market public algorithm does not exist. |
| InvalidParameterValue.BackOffLimitIllegal | Invalid auto-restart count. |
| InvalidParameterValue.BackOffLimitNotSupport | Auto-restart is not supported for this task. |
| InvalidParameterValue.CosPathNotExist | The COS path does not exist. |
| InvalidParameterValue.DatasetNumLimitExceeded | The number of data sets has exceeded the limit. |
| InvalidParameterValue.DuplicateName | Instance name conflict. Change the name and try again. |
| InvalidParameterValue.FSPathInaccessible | Access to the file system path is restricted. |
| InvalidParameterValue.FrameworkVersionNotSupport | Unsupported training framework version. Read the documentation to view the frameworks and versions supported by TI-ONE. |
| InvalidParameterValue.GetCFSMountIPFailed | Failed to retrieve the mount IP address for CFS. |
| InvalidParameterValue.GetGooseFSFailed | Failed to retrieve the GooseFS instance. |
| InvalidParameterValue.GooseFSNotExist | The selected GooseFS instance does not exist. |
| InvalidParameterValue.ImageIllegal | Invalid image address. |
| InvalidParameterValue.ImageNotFound | The training task image does not exist. |
| InvalidParameterValue.NotAllow | The operation is not allowed. |
| InvalidParameterValue.ParamLengthExceedLimit | The parameter length has exceeded the limit. |
| InvalidParameterValue.PathIllegal | Invalid local disk path. |
| InvalidParameterValue.QueryVPCInfoFailed | Failed to query the VPC information. |
| InvalidParameterValue.RDMAConfigIllegal | Invalid RDMA configuration. |
| InvalidParameterValue.ResourceConfigIllegal | Invalid resource configuration. |
| InvalidParameterValue.TAIJIResourceConfigIllegal | Failed to create a fine-tuning task. Configure the resources according to the template recommendations. |
| InvalidParameterValue.UnsupportedDataConfig | Bare metal resource groups do not support input data configuration. |
| MissingParameter | Error of missing parameters. |
| OperationDenied.BalanceInsufficient | Insufficient balance. Failed to create or update. |
| OperationDenied.BillingException | Billing platform error. |
| OperationDenied.BillingStatusResourceInsufficient | Pay-as-you-go resources are sold out. |
| OperationDenied.IpIllegal | Invalid IP address. |
| OperationDenied.MIYINGBalanceInsufficient | Insufficient balance in the Miying resource package. Top up first. |
| OperationDenied.NetworkCidrIllegal | Invalid IP address range. |
| OperationDenied.NotAllow | The operation is not allowed. |
| OperationDenied.ResourceGroupInsufficient | Insufficient remaining quota in the prepaid resource group. |
| OperationDenied.SubnetIllegal | Invalid subnet. |
| OperationDenied.TAIJIApplicationGroupInsufficient | Insufficient resources in the Taiji application group to meet training requirements. |
| OperationDenied.WhitelistQuotaExceed | Insufficient free quota for the allowlist. |
| ResourceNotFound.CfsNotFound | The file system does not exist. |
| ResourceNotFound.VPCNotFound | The VPC does not exist. |
| UnknownParameter | Unknown parameter error. |
피드백