InferenceJob
- class InferenceJob(job_pb, owner, device, model, date, inputs)
Inference job for a model, user provided inputs, and a device.
An inference job should not be constructed directly. It is constructed by the hub client through
qai_hub.submit_inference_job()
, orqai_hub.get_job()
.- date
The time this job was submitted.
- Type:
datetime
- disable_sharing()
Disable all sharing for this job.
- Return type:
None
- download_output_data(filename=None)
Returns the downloaded output data, either in memory or as a h5f file.
If the job is not ready, this function will block until completion.
- Parameters:
filename (
Optional
[str
]) – If filename is specified the output data is downloaded to file, otherwise to memory.- Returns:
The downloaded output data, filename, or None if the job failed.
- Return type:
DatasetEntries | str | None
- download_results(artifacts_dir)
Returns all the results of an inference job.
If the job is not ready, this function will block until completion.
- Parameters:
artifacts_dir (
str
) – Directory name where the job artifacts are stored. If the directory does not exist, it is cretaed.- Returns:
Job results.
- Return type:
- get_output_dataset()
Returns the output dataset for a job.
If the job is not ready, this function will block until completion.
- Returns:
The output data if the job succeeded
- Return type:
Dataset | None
- get_sharing()
Get the list of email addresses of users that this job has been shared with.
- Return type:
List
[str
]
- modify_sharing(add_emails=[], delete_emails=[])
Modifies the list of users that the job is shared with.
- Return type:
None
- set_name(job_name)
Sets the name of a job to the specified value.
- Return type:
None
- property url: str
Returns the URL for the job.
- Returns:
The URL for the job.
- Return type:
str
- wait(timeout=None)
Block until this job finishes.
- Parameters:
timeout (
Optional
[int
]) –If provided, a TimeoutError will be raised after waiting this many seconds.
If None, this client will not time out the job, meaning it will block an indefinite amount of time waiting for the job to finish.
HOWEVER, Qualcomm AI Hub will fail / time out any job a set amount of time after its creation. Therefore, even if timeout is None, the runtime of this method will still have a finite upper bound.
- Returns:
The final, “finished” (SUCCESS or FAILED) status for this job.
- Return type:
str
- Raises:
TimeoutError – Raised only if a client-side timeout occurs, when param “timeout” != None. If the Qualcomm AI Hub server times out the job, this error will NOT be raised, and a FAILED job status will be returned instead.