The Trellis data flow can be broken down into four steps:

  1. Upload your assets

  2. Extract your assets

  3. Define and run your transformations.

  4. Get your results

We’ll go over the main functionality for each step with our Python SDK. For full SDK code, check out https://github.com/Trellis-insights/trellis-python.

To begin, first run

pip install trellis-python

Upload, get, and delete assets

Python
from trellis.client import TrellisApi

client = TrellisApi(api_key="YOUR_API_KEY")

# Upload files with filepath
client.assets.upload_assets(
    proj_name="proj_name",
    files="path/to/file.pdf"
)

# OR Upload files with URLs
client.assets.upload_assets(
    proj_name="proj_name",
    urls=["http://example.com/file1.pdf", "http://example.com/file2.pdf"]
)

# Get assets
client.assets.get_assets()

# Delete assets based on ID
client.assets.delete_assets(asset_id="asset_id")

Run Extraction

Python

from trellis.client import TrellisApi

client = TrellisApi(api_key="YOUR_API_KEY")

# Extract files based on asset_ids
client.assets_extract.extract_files(
    asset_ids=["id1", "id2"]
)

# Extract files based on project
client.assets_extract.extract_files(
    proj_name="your_project_name"
)

Run Transformation

Python
 from trellis import TransformationOperation, TransformParams
from trellis.client import TrellisApi

# Initialize the Trellis API client with your API key
client = TrellisApi(api_key="YOUR_API_KEY")

# Define the transformation operation
transformation_operation = TransformationOperation(
    column_name="column_name",          # Enter column name here as snake case
    column_type="text",                 # Enter valid Postgres type. Most common type is `text`
    transform_type="transform_type",    # Enter `classification`, `extraction`, or `generation`
    task_description="task_description" # Enter the task you want to do
)

# Define the transformation parameters
transform_params = TransformParams(
    model="trellis-premium",
    operations=[transformation_operation]
)

# Run the transform operation
client.transforms.create_transform(
    proj_name="your_project_name",
    transform_params=transform_params
)

Get Results

Python
from trellis.client import TrellisApi

client = TrellisApi(api_key="YOUR_API_KEY")
client.transforms.get_transform_results(transform_id="transform_id")