Reputation: 197
I am deploying a custom pytorch model on AWS sagemaker, Following this tutorial. In my case I have few dependencies to install some modules.
I need pycocotools in my inference.py script. I can easily install pycocotool inside a separate notebook using this bash command,
%%bash
pip -g install pycocotools
But when I create my endpoint for deployment, I get this error that pycocotools in not defined. I need pycocotools inside my inference.py script. How I can install this inside a .py file
Upvotes: 0
Views: 421
Reputation: 166
At the beginning of inference.py add these lines:
from subprocess import check_call, run, CalledProcessError
import sys
import os
# Since it is likely that you're going to run inference.py multiple times, this avoids reinstalling the same package:
if not os.environ.get("INSTALL_SUCCESS"):
try:
check_call(
[ sys.executable, "pip", "install", "pycocotools",]
)
except CalledProcessError:
run(
["pip", "install", "pycocotools",]
)
os.environ["INSTALL_SUCCESS"] = "True"
Upvotes: 1