team14 / generate_dev_files.py
Roman
chore: remove CML client/server API by only using CN
7b32412 unverified
raw
history blame
1.12 kB
"A script to generate all development files necessary for the image filtering demo."
import shutil
import onnx
from common import AVAILABLE_FILTERS, FILTERS_PATH
from filters import Filter
from client_server_interface import FHEDev
print("Generating deployment files for all available filters")
for filter_name in AVAILABLE_FILTERS:
print("Filter:", filter_name, "\n")
# Create the filter instance
filter = Filter(filter_name)
# Compile the model on a representative inputset
filter.compile()
# Define the directory path associated to this filter
filter_path = FILTERS_PATH / filter_name
# Define the directory path associated to this filter's deployment files
deployment_path = filter_path / "deployment"
# Delete the deployment folder and its content if it already exists
if deployment_path.is_dir():
shutil.rmtree(deployment_path)
# Save the files needed for deployment
fhe_dev_filter = FHEDev(filter, deployment_path)
fhe_dev_filter.save()
# Save the ONNX model
onnx.save(filter.onnx_graph, filter_path / "server.onnx")
print("Done !")