Update standalone demo script

Author: johnkit

README.md

@@ -9,15 +9,15 @@ the Google NeuralHydrology package.
 To build locally:
 
 `cd neuralhydrology`
-`VERSION=$(cat neuralhydrology.version.txt) && docker build -f neuralhydrology.dockerfile -t neuralhydrology:${VERSION} .`
+`VERSION=$(cat neuralhydrology.version.txt) && docker build -f neuralhydrology.dockerfile -t neuralhydrology/base:${VERSION} .`
 
 
 ## neuralhydrology/demo1
 
 To build locally:
 
 `cd neuralhydrology/demo1`
-`VERSION=$(cat demo1.version.txt) && docker build -f demo1.dockerfile -t demo1:${VERSION} .`
+`VERSION=$(cat demo1.version.txt) && docker build -f demo1.dockerfile -t neuralhydrology/demo1:${VERSION} .`
 
 Local demo for single basin train & test
 
@@ -60,3 +60,7 @@ docker run --rm -it --gpus all \
 Then:
 * `python local_main.py -s train -d /data -e /experiments -b 02430085`
 * `python local_main.py -s test -d /data -e /experiments -b 02430085 -r <RUN_ID>`
+
+To run the standalone demo:
+`cd neuralhydrology`
+`python demo.py -s train -d /data -e /experiments -b 02430085 -r <RUN_ID>`

neuralhydrology/demo1.py

@@ -1,5 +1,7 @@
 """
 This script uses the demo1 container image to train and test neuralhyrology models.
+
+On turtleland4, use venv ~/.py3-venv/neuralhydrology
 """
 
 import argparse
@@ -12,7 +14,7 @@
 # Container image constants
 #[registry-hostname]/[username/organization-name]/[image-name]:[tag]
 IMAGE_REGISTRY_USER = 'ghcr.io/johnkit'
-IMAGE_NAME = 'nh/demo1:latest'
+IMAGE_NAME = 'neuralhydrology/demo1:1.0.0'
 
 # Optional filename for command line args
 ARGS_FILENAME = '.args.txt'