A python based DIANA Client for interacting with the DIANA server with higher level apis.
Project description
DIANA Client
This is a python client for the DIANA REST API. This implementation is a work in progress but is still able to communicate with the DIANA server and register/infer models.
from diana_client import HTTPClient
client = HTTPClient(
diana_server_url = "https://diana.distributive.network",
model_registry_url = "https://models.diana.distributive.network"
)
print(f"Can we connect? {client.check_diana_server_connection()}")
#### Register a Model
response = client.register_model(
model_name = "my_model",
model_path = "./my_model.onnx",
preprocess_path = "./preprocess.py",
postprocess_path = "./postprocess.py",
password = "my_password",
language = "python",
packages = ["numpy", "pandas", "opencv-python"]
)
print(response.text) ### Model registered successfully!
#### Infer a Model
response = client.infer(
inputs = files, # a list of the bytes of each input
model_name = "my_model",
slice_batch = 1, # number of inputs per slice
inference_id = "my_inference_id", # An identifier for the inference
compute_group_info = "joinKey/joinSecret" # The compute group info for the inference
)
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