Created
October 3, 2024 21:00
-
-
Save rahuljantwal-8451/3d18a37ffbbb98e2d379191ec1584120 to your computer and use it in GitHub Desktop.
Export the ensemble model to deploy on triton
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
from merlin.systems.dag.ops.workflow import TransformWorkflow | |
from merlin.systems.dag.ensemble import Ensemble | |
import nvtabular as nvt | |
import os | |
BASE_DIR = "." | |
if not os.path.isdir(os.path.join(BASE_DIR, 'ensemble')): | |
os.makedirs(os.path.join(BASE_DIR, 'ensemble')) | |
saved_workflow = nvt.Workflow.load('./data/simulated/processed_dataset') | |
user_graph = saved_workflow.get_subworkflow('user') | |
retrieval = ["col1", "col2"] >> TransformWorkflow(user_graph) | |
# define the path where all the models and config files exported to | |
export_path = os.path.join(BASE_DIR, 'ensemble') | |
ensemble = Ensemble(retrieval, user_graph.input_schema) | |
ens_config, node_configs = ensemble.export(export_path) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment