diff --git a/armory/data/README.md b/armory/data/README.md
index 26bb48eb..870ca113 100644
--- a/armory/data/README.md
+++ b/armory/data/README.md
@@ -1,20 +1,37 @@
 # Datasets
 
-The data module implements functionality to download external and internal datasets to
-the armory repository and standardizes them across all evaluations.
+The datasets module implements functionality to download external and internal 
+datasets to the armory repository and standardizes them across all evaluations.
+
+### Image Datasets
+
+| Dataset    | Description | x_shape | x_dtype  | y_shape  | y_dtype |
+|:---------- |:----------- |:------- |:-------- |:-------- |:------- |
+| `cifar10` | CIFAR 10 classes image dataset | (N, 32, 32, 3) | uint8 | (N,) | int64 |
+| `german_traffic_sign` | German traffic sign dataset | (N, variable_height, variable_width, 3) | uint8 | (N,) | int64 |
+| `imagenet_adversarial` | ILSVRC12 adversarial image dataset from ResNet50 | (N, 224, 224, 3) | float32 | (N,) | int32 |
+| `imagenette` | Smaller subset of 10 classes from Imagenet | (N, variable_height, variable_width, 3) | uint8  | (N,) | int64 |
+| `mnist` | MNIST hand written digit image dataset | (N, 28, 28, 1) | uint8 | (N,) | int64 |
+| `resisc45` | REmote Sensing Image Scene Classification | (N, 256, 256, 3) | uint8 | (N,) | int64 |
+
+### Audio Datasets
+| Dataset    | Description | x_shape | x_dtype  | y_shape  | y_dtype |
+|:---------- |:----------- |:------- |:-------- |:-------- |:------- |
+| `digit` | Audio dataset of spoken digits | (N, variable_length) | int16 | (N,) | int64 |
+| `librispeech_dev_clean` | Librispeech dev dataset for speaker identification  | (N, variable_length)  | int64 | (N,)  | int64 |
+
+### Video Datasets
+| Dataset    | Description | x_shape | x_dtype  | y_shape  | y_dtype |
+|:---------- |:----------- |:------- |:-------- |:-------- |:------- |
+| `ucf101` | UCF 101 Action Recognition | (N, variable_frames, 240, 320, 3) | uint8 | (N,) | int64 |
 
-### Available Datasets
-* `mnist` : MNIST hand written digit image dataset
-* `cifar10`: CIFAR 10 classes image dataset
-* `digit`:  Audio dataset of spoken digits
-* `imagenet_adversarial`: ILSVRC12 adversarial image dataset for ResNet50
 
 ### TF Data Loading
 We load datasets using `tf.data` and convert the data to numpy arrays for ingestion in 
 any framework. While not the most efficient strategy, this current implementation 
 helps us standardize evaluations across all frameworks.
 
-### In-Memory or Generator
-At the moment we have all datasets return as in memory NumPy arrays. This was done for 
-the initial release so all examples align with their ART counterparts. Going forward 
-we plan to generators so that larger datasets can be processed.
\ No newline at end of file
+### ArmoryDataSet Generator
+*  All DataSets return an `ArmoryDataGenerator` which implements the methods needed 
+by the ART framework. Specifically `get_batch` will return a tuple of `(data, labels)` 
+for a specficied batch size.
diff --git a/armory/docker/management.py b/armory/docker/management.py
index 013341fa..8e665e40 100644
--- a/armory/docker/management.py
+++ b/armory/docker/management.py
@@ -19,11 +19,22 @@ class ArmoryInstance(object):
     """
 
     def __init__(
-        self, image_name, runtime: str = "runc", envs: dict = None, ports: dict = None
+        self,
+        image_name,
+        runtime: str = "runc",
+        envs: dict = None,
+        ports: dict = None,
+        container_subdir: str = None,
     ):
+        self.docker_client = docker.from_env(version="auto")
+
         host_paths = paths.host()
         docker_paths = paths.docker()
-        self.docker_client = docker.from_env(version="auto")
+        host_tmp_dir = host_paths.tmp_dir
+        host_output_dir = host_paths.output_dir
+        if container_subdir:
+            host_tmp_dir = os.path.join(host_tmp_dir, container_subdir)
+            host_output_dir = os.path.join(host_output_dir, container_subdir)
 
         container_args = {
             "runtime": runtime,
@@ -39,8 +50,8 @@ def __init__(
                     "bind": docker_paths.saved_model_dir,
                     "mode": "rw",
                 },
-                host_paths.output_dir: {"bind": docker_paths.output_dir, "mode": "rw"},
-                host_paths.tmp_dir: {"bind": docker_paths.tmp_dir, "mode": "rw"},
+                host_output_dir: {"bind": docker_paths.output_dir, "mode": "rw"},
+                host_tmp_dir: {"bind": docker_paths.tmp_dir, "mode": "rw"},
             },
         }
         if ports is not None:
@@ -87,10 +98,14 @@ def __init__(self, image_name: str, runtime="runc"):
         self.name = image_name
 
     def start_armory_instance(
-        self, envs: dict = None, ports: dict = None
+        self, envs: dict = None, ports: dict = None, container_subdir: str = None,
     ) -> ArmoryInstance:
         temp_inst = ArmoryInstance(
-            self.name, runtime=self.runtime, envs=envs, ports=ports
+            self.name,
+            runtime=self.runtime,
+            envs=envs,
+            ports=ports,
+            container_subdir=container_subdir,
         )
         self.instances[temp_inst.docker_container.short_id] = temp_inst
         return temp_inst
diff --git a/armory/docker/volumes_util.py b/armory/docker/volumes_util.py
new file mode 100644
index 00000000..ced52680
--- /dev/null
+++ b/armory/docker/volumes_util.py
@@ -0,0 +1,42 @@
+"""
+Utility functions for dealing with docker directories and mounted volumes
+"""
+
+import datetime
+import logging
+import os
+
+from armory import paths
+
+logger = logging.getLogger(__name__)
+
+
+def tmp_output_subdir(retries=10):
+    """
+    Return (<subdir name>, <tmp subdir path>, <output subdir path>)
+
+    retries - number of times to retry folder creation before returning an error
+        if retries < 0, it will retry indefinitely.
+        retries are necessary to prevent timestamp collisions.
+    """
+    tries = int(retries) + 1
+    host_paths = paths.host()
+    while tries:
+        subdir = datetime.datetime.utcnow().isoformat()
+        # ":" characters violate docker-py volume specifications
+        subdir = subdir.replace(":", "-")
+        # Use tmp_subdir for locking
+        try:
+            tmp_subdir = os.path.join(host_paths.tmp_dir, subdir)
+            os.mkdir(tmp_subdir)
+        except FileExistsError:
+            tries -= 1
+            if tries:
+                logger.warning(f"Failed to create {tmp_subdir}. Retrying...")
+            continue
+
+        output_subdir = os.path.join(host_paths.output_dir, subdir)
+        os.mkdir(output_subdir)
+        return subdir, tmp_subdir, output_subdir
+
+    raise ValueError("Failed to create tmp and output subdirectories")
diff --git a/armory/eval/evaluator.py b/armory/eval/evaluator.py
index 0f33fd6c..50e939a3 100644
--- a/armory/eval/evaluator.py
+++ b/armory/eval/evaluator.py
@@ -15,6 +15,7 @@
 from docker.errors import ImageNotFound
 
 from armory.docker.management import ManagementInstance
+from armory.docker import volumes_util
 from armory.utils.configuration import load_config
 from armory.utils import external_repo
 from armory.utils.printing import bold, red
@@ -43,9 +44,17 @@ def __init__(
             self.config = config_path
         else:
             raise ValueError(f"config_path {config_path} must be a str or dict")
-        self.tmp_config = os.path.join(self.host_paths.tmp_dir, container_config_name)
+        (
+            self.container_subdir,
+            self.tmp_dir,
+            self.output_dir,
+        ) = volumes_util.tmp_output_subdir()
+        self.tmp_config = os.path.join(self.tmp_dir, container_config_name)
+        self.external_repo_dir = paths.get_external(self.tmp_dir)
         self.docker_config_path = Path(
-            os.path.join(self.docker_paths.tmp_dir, container_config_name)
+            os.path.join(
+                self.docker_paths.tmp_dir, self.container_subdir, container_config_name
+            )
         ).as_posix()
 
         kwargs = dict(runtime="runc")
@@ -71,16 +80,22 @@ def __init__(
         except ImageNotFound:
             logger.info(f"Image {image_name} was not found. Downloading...")
             docker_api.pull_verbose(docker_client, image_name)
+        except requests.exceptions.ConnectionError:
+            logger.error(f"Docker connection refused. Is Docker Daemon running?")
+            raise
 
         self.manager = ManagementInstance(**kwargs)
 
     def _download_external(self):
         external_repo.download_and_extract_repo(
-            self.config["sysconfig"]["external_github_repo"]
+            self.config["sysconfig"]["external_github_repo"],
+            external_repo_dir=self.external_repo_dir,
         )
 
     def _download_private(self):
-        external_repo.download_and_extract_repo("twosixlabs/armory-private")
+        external_repo.download_and_extract_repo(
+            "twosixlabs/armory-private", external_repo_dir=self.external_repo_dir
+        )
         self.extra_env_vars.update(
             {
                 "ARMORY_PRIVATE_S3_ID": os.getenv("ARMORY_PRIVATE_S3_ID"),
@@ -89,26 +104,34 @@ def _download_private(self):
         )
 
     def _write_tmp(self):
-        os.makedirs(self.host_paths.tmp_dir, exist_ok=True)
+        os.makedirs(self.tmp_dir, exist_ok=True)
         if os.path.exists(self.tmp_config):
             logger.warning(f"Overwriting previous temp config: {self.tmp_config}...")
         with open(self.tmp_config, "w") as f:
             json.dump(self.config, f)
 
     def _delete_tmp(self):
-        if os.path.exists(self.host_paths.external_repo_dir):
+        if os.path.exists(self.external_repo_dir):
             try:
-                shutil.rmtree(self.host_paths.external_repo_dir)
+                shutil.rmtree(self.external_repo_dir)
             except OSError as e:
                 if not isinstance(e, FileNotFoundError):
                     logger.exception(
-                        f"Error removing external repo {self.host_paths.external_repo_dir}"
+                        f"Error removing external repo {self.external_repo_dir}"
                     )
+
+        logger.info(f"Deleting tmp_dir {self.tmp_dir}")
         try:
-            os.remove(self.tmp_config)
+            shutil.rmtree(self.tmp_dir)
         except OSError as e:
             if not isinstance(e, FileNotFoundError):
-                logger.exception(f"Error removing tmp config {self.tmp_config}")
+                logger.exception(f"Error removing tmp_dir {self.tmp_dir}")
+
+        logger.info(f"Removing output_dir {self.output_dir} if empty")
+        try:
+            os.rmdir(self.output_dir)
+        except OSError:
+            pass
 
     def run(
         self, interactive=False, jupyter=False, host_port=8888, command=None
@@ -118,8 +141,11 @@ def run(
         ports = {container_port: host_port} if jupyter else None
         try:
             runner = self.manager.start_armory_instance(
-                envs=self.extra_env_vars, ports=ports
+                envs=self.extra_env_vars,
+                ports=ports,
+                container_subdir=self.container_subdir,
             )
+            logger.warning(f"Outputs will be written to {self.output_dir}")
             try:
                 if jupyter:
                     self._run_jupyter(runner, host_port=host_port)
diff --git a/armory/paths.py b/armory/paths.py
index 710bd802..930e4948 100644
--- a/armory/paths.py
+++ b/armory/paths.py
@@ -105,6 +105,10 @@ def __init__(self):
         os.makedirs(self.output_dir, exist_ok=True)
 
 
+def get_external(tmp_dir):
+    return os.path.join(tmp_dir, "external")
+
+
 class HostDefault:
     def __init__(self):
         self.cwd = os.getcwd()
@@ -116,7 +120,7 @@ def __init__(self):
         self.saved_model_dir = os.path.join(self.armory_dir, "saved_models")
         self.tmp_dir = os.path.join(self.armory_dir, "tmp")
         self.output_dir = os.path.join(self.armory_dir, "outputs")
-        self.external_repo_dir = os.path.join(self.tmp_dir, "external")
+        self.external_repo_dir = get_external(self.tmp_dir)
 
 
 class DockerPaths:
diff --git a/armory/utils/external_repo.py b/armory/utils/external_repo.py
index c0a49ff8..9e28570f 100644
--- a/armory/utils/external_repo.py
+++ b/armory/utils/external_repo.py
@@ -14,16 +14,19 @@
 logger = logging.getLogger(__name__)
 
 
-def download_and_extract_repo(external_repo_name: str) -> None:
+def download_and_extract_repo(
+    external_repo_name: str, external_repo_dir: str = None
+) -> None:
     """
     Downloads and extracts an external repository for use within ARMORY.
 
     Private repositories require a `GITHUB_TOKEN` environment variable.
     :param external_repo_name: String name of "organization/repo-name"
     """
-    host_paths = paths.host()
+    if external_repo_dir is None:
+        external_repo_dir = paths.host().external_repo_dir
 
-    os.makedirs(host_paths.external_repo_dir, exist_ok=True)
+    os.makedirs(external_repo_dir, exist_ok=True)
     headers = {}
     repo_name = external_repo_name.split("/")[-1]
 
@@ -39,20 +42,19 @@ def download_and_extract_repo(external_repo_name: str) -> None:
     if response.status_code == 200:
         logging.info(f"Downloading external repo: {external_repo_name}")
 
-        tar_filename = os.path.join(host_paths.external_repo_dir, repo_name + ".tar.gz")
+        tar_filename = os.path.join(external_repo_dir, repo_name + ".tar.gz")
         with open(tar_filename, "wb") as f:
             f.write(response.raw.read())
         tar = tarfile.open(tar_filename, "r:gz")
         dl_directory_name = tar.getnames()[0]
-        tar.extractall(path=host_paths.external_repo_dir)
+        tar.extractall(path=external_repo_dir)
 
         # Always overwrite existing repositories to keep them at HEAD
-        final_dir_name = os.path.join(host_paths.external_repo_dir, repo_name)
+        final_dir_name = os.path.join(external_repo_dir, repo_name)
         if os.path.isdir(final_dir_name):
             shutil.rmtree(final_dir_name)
         os.rename(
-            os.path.join(host_paths.external_repo_dir, dl_directory_name),
-            final_dir_name,
+            os.path.join(external_repo_dir, dl_directory_name), final_dir_name,
         )
         # os.remove(tar_filename)
 

diff --git a/tests/test_host/test_external_repo.py b/tests/test_host/test_external_repo.py
index 726d4f34..6b6cdb71 100644
--- a/tests/test_host/test_external_repo.py
+++ b/tests/test_host/test_external_repo.py
@@ -9,20 +9,17 @@
 
 class ExternalRepoTest(unittest.TestCase):
     def test_download(self):
-        host_paths = paths.host()
+        tmp_subdir = pathlib.Path(paths.host().tmp_dir, "test-external-repo-subdir")
+        external_repo_dir = pathlib.Path(paths.get_external(tmp_subdir))
         repo = "twosixlabs/armory-example"
         repo_name = repo.split("/")[-1]
 
-        download_and_extract_repo(repo)
-        self.assertTrue(os.path.exists(f"{host_paths.external_repo_dir}/{repo_name}"))
-        self.assertTrue(
-            os.path.isfile(
-                str(
-                    pathlib.Path(
-                        f"{host_paths.external_repo_dir}/{repo_name}/README.md"
-                    )
-                )
-            )
-        )
+        download_and_extract_repo(repo, external_repo_dir=external_repo_dir)
+        basedir = external_repo_dir / repo_name
 
-        shutil.rmtree(str(pathlib.Path(f"{host_paths.external_repo_dir}/{repo_name}")))
+        self.assertTrue(os.path.exists(basedir))
+        self.assertTrue(os.path.isfile(basedir / "README.md"))
+        shutil.rmtree(basedir)
+        os.remove(external_repo_dir / (repo_name + ".tar.gz"))
+        os.rmdir(external_repo_dir)
+        os.rmdir(tmp_subdir)

Multiple Docker container write/delete collisions
Currently, the `tmp` directory (including the evaluation file) is created and deleted by each docker container. The evaluation file may also be overwritten by a second docker container running concurrently. Similar issues may exist with the output directory and the data directory (I am unsure what would happen if two docker containers attempted to download the same model or dataset simultaneously).

For multiuser systems and evaluations with multiple containers, this behavior will need to be modified.
tests/test_host/test_external_repo.py::ExternalRepoTest::test_download