# Evaluation Datasets

## Create

`agents.evaluation_datasets.create(EvaluationDatasetCreateParams**kwargs)  -> EvaluationDatasetCreateResponse`

**post** `/v2/gen-ai/evaluation_datasets`

To create an evaluation dataset, send a POST request to `/v2/gen-ai/evaluation_datasets`.

### Parameters

- **file\_upload\_dataset:** `APIFileUploadDataSourceParam`

  File to upload as data source for knowledge base.

- **name:** `str`

  The name of the agent evaluation dataset.

### Returns

- `class EvaluationDatasetCreateResponse`

  Output for creating an agent evaluation dataset

  - **evaluation\_dataset\_uuid:** `Optional[str]`

    Evaluation dataset uuid.

### Example

```python
from gradient import Gradient

client = Gradient()
evaluation_dataset = client.agents.evaluation_datasets.create()
print(evaluation_dataset.evaluation_dataset_uuid)
```

## Create File Upload Presigned URLs

`agents.evaluation_datasets.create_file_upload_presigned_urls(EvaluationDatasetCreateFileUploadPresignedURLsParams**kwargs)  -> EvaluationDatasetCreateFileUploadPresignedURLsResponse`

**post** `/v2/gen-ai/evaluation_datasets/file_upload_presigned_urls`

To create presigned URLs for evaluation dataset file upload, send a POST request to `/v2/gen-ai/evaluation_datasets/file_upload_presigned_urls`.

### Parameters

- **files:** `Iterable[File]`

  A list of files to generate presigned URLs for.

  - **file\_name:** `str`

    Local filename

  - **file\_size:** `str`

    The size of the file in bytes.

### Returns

- `class EvaluationDatasetCreateFileUploadPresignedURLsResponse`

  Response with pre-signed urls to upload files.

  - **request\_id:** `Optional[str]`

    The ID generated for the request for Presigned URLs.

  - **uploads:** `Optional[List[Upload]]`

    A list of generated presigned URLs and object keys, one per file.

    - **expires\_at:** `Optional[datetime]`

      The time the url expires at.

    - **object\_key:** `Optional[str]`

      The unique object key to store the file as.

    - **original\_file\_name:** `Optional[str]`

      The original file name.

    - **presigned\_url:** `Optional[str]`

      The actual presigned URL the client can use to upload the file directly.

### Example

```python
from gradient import Gradient

client = Gradient()
response = client.agents.evaluation_datasets.create_file_upload_presigned_urls()
print(response.request_id)
```