Model Capabilities
Referencing Files as Input
Anywhere an Imagine endpoint accepts a public URL or base64-encoded image/video, you can substitute a file_id from your Files API storage. The file is fetched server-side from your private storage, so:
- No bandwidth uploading the same image twice — useful for iterative editing loops.
- The original file stays private (no need to make it public to use it as an input).
- Works with both uploaded files and assets generated by earlier Imagine calls (via
storage_options).
The referenced file must be the correct content type for the endpoint (images: PNG/JPEG/WebP; videos: MP4) and must be fully uploaded.
Editing a stored image
import os
import xai_sdk
client = xai_sdk.Client(api_key=os.getenv("XAI_API_KEY"))
response = client.image.sample(
prompt="Add a party hat to the dog",
model="grok-imagine-image-quality",
image_file_id="file_7de029f4-eb66-42ee-87f8-b2a9d9e7466a", # instead of image_url
)
print(response.url)
Editing with multiple stored images
response = client.image.sample(
prompt="Blend these two scenes into one cohesive composition",
model="grok-imagine-image-quality",
image_file_ids=[
"file_7de029f4-eb66-42ee-87f8-b2a9d9e7466a",
"file_2cd998e7-bf12-44aa-92c8-e3d1f1c1234f",
],
)
Image-to-video from a stored first frame
response = client.video.generate(
prompt="Pan across the scene as the sky darkens",
model="grok-imagine-video",
duration=5,
image_file_id="file_7de029f4-eb66-42ee-87f8-b2a9d9e7466a",
)
print(response.url)
Editing a stored video
response = client.video.generate(
prompt="Add rain and a moody atmosphere",
model="grok-imagine-video",
video_file_id="file_5be118c3-da55-31dd-76e7-a1b8c8d6355b",
)
Reference-to-video with multiple stored images
response = client.video.generate(
prompt="A woman in this dress walks down a city street at night",
model="grok-imagine-video",
duration=5,
reference_image_file_ids=[
"file_5be118c3-da55-31dd-76e7-a1b8c8d6355b", # subject
"file_2cd998e7-bf12-44aa-92c8-e3d1f1c1234f", # outfit
],
)
Related
- Files API Integration — Overview + capstone example showing inputs and outputs together.
- Persisting Generated Output — The output side:
storage_options, public URLs, expiry semantics. - Managing Files — Upload, list, retrieve, update, and delete files.
Last updated: May 26, 2026