diff --git a/docker/bash.sh b/docker/bash.sh
index 80f4a9577be1..9dfbf6d47d3f 100755
--- a/docker/bash.sh
+++ b/docker/bash.sh
@@ -22,7 +22,7 @@
 #
 # Usage: bash.sh <CONTAINER_TYPE> [-i] [--net=host] [--mount path] <CONTAINER_NAME>  <COMMAND>
 #
-# Usage: docker/bash.sh <CONTAINER_NAME>
+# Usage: docker/bash.sh [-i] [-- <CONTAINER_NAME>
 #     Starts an interactive session
 #
 # Usage2: docker/bash.sh [-i] <CONTAINER_NAME> [COMMAND]
@@ -34,29 +34,88 @@ set -e
 
 source "$(dirname $0)/dev_common.sh" || exit 2
 
-interactive=0
-if [ "$1" == "-i" ]; then
-    interactive=1
-    shift
-fi
+# Parse command-line options
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+WORKSPACE="$(pwd)"
 
-CI_DOCKER_EXTRA_PARAMS=( )
-if [[ "$1" == "--net=host" ]]; then
-    CI_DOCKER_EXTRA_PARAMS+=('--net=host')
-    shift 1
-fi
+function print_usage() {
+    echo "Usage: ${BASH_SOURCE[0]} [options] <CONTAINER_NAME> [COMMAND]"
+    echo
+    echo "Description:"
+    echo "   Run COMMAND in docker container named CONTAINER_NAME."
+    echo "   When CONTAINER_NAME matches a ci_ variable in Jenkinsfile, use the revision specified there."
+    echo
+    echo "[options]"
+    echo "  -i               Run docker interactively and allocated pseudo-terminal (pass -it to docker)"
+    echo "  --net=host       Use docker host networking"
+    echo "  --mount [<DIR>]: Mount <DIR> into docker container (pass -v <DIR>:<DIR>)"
+    echo "  --repo-mount-point <MOUNT_POINT>"
+    echo "                   Mount tvm repo at <MOUNT_POINT>. By default, mounts using the same path"
+    echo "                   as on the local filesystem."
+    echo
+    echo "Examples:"
+    echo
+    echo "  docker/bash.sh tlcpack/ci-cpu:v0.01 tests/scripts/task_config_build_cpu.sh"
+    echo "    - Run tests/scripts/task_config_build_cpu.sh non-interactively. This is the CI's"
+    echo "      usage pattern."
+    echo
+    echo "  docker/bash.sh -i ci_gpu bash"
+    echo "    - Run bash interactively in the container revision assigned to ci_gpu in Jenkinsfile"
+    echo
+    echo "  docker/bash.sh --net=host ci_gpu notebook path/to/jupyter/notebook.py"
+    echo "    - Run Jupyter notebook using host networking to expose the port."
+    echo "      NOTE: this method works only on linux."
+    echo
+    echo "  docker/bash.sh ci_cpu"
+    echo "    - Run bash in ci_cpu container (revision from Jenkinsfile) and either use host "
+    echo "      networking (linux/windows) or forward port 8080 (OS X) to enable Jupyter."
+}
 
-# Mount external directory to the docker
+interactive=0
+CI_DOCKER_EXTRA_PARAMS=( )
 CI_DOCKER_MOUNT_CMD=( )
-if [ "$1" == "--mount" ]; then
-    shift 1
-    CI_DOCKER_MOUNT_CMD=( -v "$1:$1" )
-    shift 1
-fi
+REPO_MOUNT_POINT="${WORKSPACE}"
+
+while [ true ]; do
+    case "$1" in
+        "-i")
+            interactive=1
+            shift
+            ;;
+        "--net=host")
+            CI_DOCKER_EXTRA_PARAMS+=('--net=host')
+            shift
+            ;;
+        "--mount")
+            shift
+            CI_DOCKER_MOUNT_CMD=( -v "$1:$1" )
+            shift
+            ;;
+        "--repo-mount-point")
+            shift
+            REPO_MOUNT_POINT="$1"
+            shift
+            ;;
+        "--help")
+            print_usage
+            exit 2
+            ;;
+        "--")
+            shift
+            break;
+            ;;
+        "-*")
+            echo "$0: unrecognized argument: $1" >&2
+            exit 2
+            ;;
+        *)
+            break;
+            ;;
+    esac
+done
 
 if [ "$#" -lt 1 ]; then
-    echo "Usage: docker/bash.sh [-i] [--net=host] <CONTAINER_NAME> [COMMAND]"
-    exit -1
+    exit 2
 fi
 
 DOCKER_IMAGE_NAME=$(lookup_image_spec "$1")
@@ -70,7 +129,7 @@ if [ "$#" -eq 1 ]; then
     if [[ $(uname) == "Darwin" ]]; then
         # Docker's host networking driver isn't supported on macOS.
         # Use default bridge network and expose port for jupyter notebook.
-        CI_DOCKER_EXTRA_PARAMS+=( "${CI_DOCKER_EXTRA_PARAMS[@]}" "-p 8888:8888" )
+        CI_DOCKER_EXTRA_PARAMS=( "${CI_DOCKER_EXTRA_PARAMS[@]}" "-p" "8888:8888" )
     else
         CI_DOCKER_EXTRA_PARAMS+=( "${CI_DOCKER_EXTRA_PARAMS[@]}" "--net=host" )
     fi
@@ -83,9 +142,6 @@ if [ $interactive -eq 1 ]; then
     CI_DOCKER_EXTRA_PARAMS=( "${CI_DOCKER_EXTRA_PARAMS[@]}" -it )
 fi
 
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-WORKSPACE="$(pwd)"
-
 # Use nvidia-docker if the container is GPU.
 if [[ ! -z $CUDA_VISIBLE_DEVICES ]]; then
     CUDA_ENV="-e CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES}"
@@ -160,12 +216,12 @@ fi
 ${DOCKER_BINARY} run --rm --pid=host\
     ${DOCKER_DEVICES}\
     ${WORKSPACE_VOLUMES}\
-    -v ${WORKSPACE}:/workspace \
+    -v ${WORKSPACE}:${REPO_MOUNT_POINT} \
     -v ${SCRIPT_DIR}:/docker \
     "${CI_DOCKER_MOUNT_CMD[@]}" \
     "${EXTRA_MOUNTS[@]}" \
-    -w /workspace \
-    -e "CI_BUILD_HOME=/workspace" \
+    -w "${REPO_MOUNT_POINT}" \
+    -e "CI_BUILD_HOME=${REPO_MOUNT_POINT}" \
     -e "CI_BUILD_USER=$(id -u -n)" \
     -e "CI_BUILD_UID=$(id -u)" \
     -e "CI_BUILD_GROUP=$(id -g -n)" \