Adding particle filter notebook for updating deep learning models

.env

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+#!/bin/bash
+
+# Source helper functions
+source .fun
+
+# Proxy settings [optional] - set if your network requires a proxy to connect to the Internet
+export http_proxy=
+export https_proxy=
+export no_proxy=
+
+# Docker image settings
+## REGISTRY: [optional] - Docker registry path including trailing "/". Example: registry.company.com/demo/
+export REGISTRY=
+## IMAGE: <required> - Docker image name for this project. Example: myapp
+export IMAGE=dod_pf_unkunk
+## VERSION: [optional] - Version tag for this Docker image. Example: v20180302
+export VERSION=
+export TAG=$(if [ -z "${VERSION}" ]; then echo ""; else echo ":${VERSION}"; fi) 
+## BUILD_OPTS: [optional] - arguments for the docker image build command
+export BUILD_OPTS="--build-arg http_proxy=${http_proxy} --build-arg https_proxy=${https_proxy} --build-arg no_proxy=${no_proxy}"
+
+# Docker container runtime settings
+## CONTAINER_NAME: [optional] - Name of the Docker container including the --name switch. Example --name myapp
+export CONTAINER=${IMAGE}
+export CONTAINER_NAME="--name ${CONTAINER}"
+## Port map [optional] - Mapping of external to internal ports including the -p switch. Example -p 80:8080 
+export PORT_MAP="-p 5555:8888"
+## Volume map [optional] - Mapping of external to internal paths including the -v switch. Example $(pwd):/wd
+export VOL_MAP="-v $(pwd):/wd"
+## Network [optional] - Network name including the --net switch. Example --net mynet
+export NETWORK=
+## RUN_OPTS [optional] - additional options to specify with the run comman. Example -e POSTGRES_DB=dbname
+export RUN_OPTS="-e http_proxy=$http_proxy -e https_proxy=$https_proxy -e no_proxy=$no_proxy --rm"
+

.fun

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+#!/bin/bash
+
+# Helper functions
+## Detect current operating system
+function os
+{
+        UNAME=$(uname -a)
+        if [ $(echo $UNAME | awk '{print $1}') == "Darwin" ]; then
+                export OPERATING_SYSTEM="MacOS"
+        elif [ $(echo $UNAME | awk '{print $1}') == "Linux" ]; then
+                export OPERATING_SYSTEM="Linux"
+        elif [ ${UNAME:0:5} == "MINGW" ]; then
+                export OPERATING_SYSTEM="Windows"
+                export MSYS_NO_PATHCONV=1 # turn off path conversion
+        else
+                export OPERATING_SYSTEM="Other"
+        fi
+}
+## End os function
+os
+
+## Determine current host IP address
+function hostip
+{
+	case "${OPERATING_SYSTEM}" in
+        "Linux")
+                export HOST_IP=$(hostname -I | tr " " "\n" | head -1) # Linux
+                ;;
+        "MacOS")
+                export HOST_IP=$(ifconfig | grep -v 127.0.0.1 | grep -v inet6 | grep inet | head -n 1 | awk '{print $2}') # Mac OS
+                ;;
+        "Windows")
+                export HOST_IP=$( ((ipconfig | grep IPv4 | grep 10.187 | tail -1) && (ipconfig | grep IPv4 | grep 3. | head -1)) | tail -1 | awk '{print $14}' ) # Git bash
+                ;;
+        *)
+                export HOST_IP=$(hostname)
+                ;;
+	esac
+}
+## End hostip function 
+hostip
+

Container-Root/requirements.txt

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+numpy
+sklearn
+matplotlib
+jupyter
+

Container-Root/setup.sh

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+#!/bin/sh
+
+if [ -d /etc/apt ]; then
+        [ -n "$http_proxy" ] && echo "Acquire::http::proxy \"${http_proxy}\";" > /etc/apt/apt.conf; \
+        [ -n "$https_proxy" ] && echo "Acquire::https::proxy \"${https_proxy}\";" >> /etc/apt/apt.conf; \
+        [ -f /etc/apt/apt.conf ] && cat /etc/apt/apt.conf
+fi
+
+

Container-Root/startup.sh

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+#!/bin/sh
+
+# Container startup script
+/bin/bash -c "jupyter notebook --allow-root --ip 0.0.0.0 --no-browser --NotebookApp.token=''"
+#./run_jupyter.sh --allow-root