The LLM-Length Filter (DLC) component of Platform for AI (PAI) is used to filter texts based on the text length, average length of lines in the text, and maximum line length. The input Object Storage Service (OSS) data file must be in the JSON Lines format and meet the following requirements: Each line in the file is a valid JSON object and the file consists of multiple lines of JSON objects, but the file is not a valid JSON object. For more information, see Example.
Supported computing resources
Configure the component
On the pipeline page of Machine Learning Designer, configure the parameters of the LLM-Length Filter (DLC) component.
Tab | Parameter | Required | Description | Default value | |
Fields Setting | Target Process Field | Yes | The name of the field that you want to process. | N/A | |
Whether to Filter with Text Length | No | Specifies whether to filter texts based on the text length. If you select this option, you must configure the following parameters:
| Unselected | ||
Whether to Filter with the Average Length of the Sample | No | The algorithm splits the text based on line breaks, calculates the average line length of the text, and then filters the text based on the average line length of the text. If you select this option, you must configure the following parameters:
| Unselected | ||
Whether to Filter with the Longest Line Length of the Sample | No | The algorithm splits the text based on line breaks, calculates the maximum line length of the text, and filters the texts based on the maximum line length of the text. If you select this option, you must configure the following parameters:
| Unselected | ||
OSS Directory for Saving OutputData | No | The OSS directory in which the generated data is stored. If you do not specify this parameter, the default path of the workspace is used. | N/A | ||
Tuning | Number of Processes | No | The number of processes. | 8 | |
Select Resource Group | Public Resource Group | No | The instance type (CPU or GPU), number of instances, and virtual private cloud (VPC) that you want to use. | N/A | |
Dedicated resource group | No | The number of vCPUs, memory, shared memory, number of GPUs, and number of instances that you want to use. | N/A | ||
Maximum Running Duration | No | The maximum period of time for which the component can run. If this period of time is exceeded, the job is terminated. | N/A | ||