diff --git a/digits/device_query.py b/digits/device_query.py
index 7454a30f0..1122f597f 100755
--- a/digits/device_query.py
+++ b/digits/device_query.py
@@ -109,27 +109,52 @@ def get_library(name):
     Returns a ctypes.CDLL or None
     """
     try:
-        if platform.system() == 'Linux':
-            return ctypes.cdll.LoadLibrary('%s.so' % name)
-        elif platform.system() == 'Darwin':
-            return ctypes.cdll.LoadLibrary('%s.dylib' % name)
-        elif platform.system() == 'Windows':
-            return ctypes.windll.LoadLibrary('%s.dll' % name)
+        if platform.system() == 'Windows':
+            return ctypes.windll.LoadLibrary(name)
+        else:
+            return ctypes.cdll.LoadLibrary(name)
     except OSError:
         pass
     return None
 
-devices = None
-
 def get_cudart():
-    if not platform.system() == 'Windows':
-        return get_library('libcudart')
+    """
+    Return the ctypes.DLL object for cudart or None
+    """
+    if platform.system() == 'Windows':
+        arch = platform.architecture()[0]
+        for ver in range(90,50,-5):
+            cudart = get_library('cudart%s_%d.dll' % (arch[:2], ver))
+            if cudart is not None:
+                return cudart
+    else:
+        for name in (
+                'libcudart.so.7.0',
+                'libcudart.so.7.5',
+                'libcudart.so.8.0',
+                'libcudart.so'):
+            cudart = get_library(name)
+            if cudart is not None:
+                return cudart
+    return None
 
-    arch = platform.architecture()[0]
-    for ver in range(90,50,-5):
-        cudart = get_library('cudart%s_%d' % (arch[:2], ver))
-        if cudart is not None:
-            return cudart
+def get_nvml():
+    """
+    Return the ctypes.DLL object for cudart or None
+    """
+    if platform.system() == 'Windows':
+        return get_library('nvml.dll')
+    else:
+        for name in (
+                'libnvidia-ml.so.1',
+                'libnvidia-ml.so',
+                'nvml.so'):
+            nvml = get_library(name)
+            if nvml is not None:
+                return nvml
+    return None
+
+devices = None
 
 def get_devices(force_reload=False):
     """
@@ -192,11 +217,9 @@ def get_nvml_info(device_id):
     if device is None:
         return None
 
-    nvml = get_library('libnvidia-ml')
+    nvml = get_nvml()
     if nvml is None:
-        nvml = get_library('nvml')
-        if nvml is None:
-            return None
+        return None
 
     rc = nvml.nvmlInit()
     if rc != 0:
diff --git a/digits/model/forms.py b/digits/model/forms.py
index 867ffc003..bc162d7d6 100644
--- a/digits/model/forms.py
+++ b/digits/model/forms.py
@@ -274,13 +274,15 @@ def validate_custom_network_snapshot(form, field):
     select_gpu = wtforms.RadioField('Select which GPU you would like to use',
             choices = [('next', 'Next available')] + [(
                 index,
-                '#%s - %s%s' % (
+                '#%s - %s (%s memory)' % (
                     index,
                     get_device(index).name,
-                    ' (%s memory)' % sizeof_fmt(get_nvml_info(index)['memory']['total'])
-                        if get_nvml_info(index) and 'memory' in get_nvml_info(index) else '',
-                    ),
-                ) for index in config_value('gpu_list').split(',') if index],
+                    sizeof_fmt(
+                        get_nvml_info(index)['memory']['total']
+                        if get_nvml_info(index) and 'memory' in get_nvml_info(index)
+                        else get_device(index).totalGlobalMem)
+                ),
+            ) for index in config_value('gpu_list').split(',') if index],
             default = 'next',
             )
 
@@ -288,13 +290,15 @@ def validate_custom_network_snapshot(form, field):
     select_gpus = utils.forms.SelectMultipleField('Select which GPU[s] you would like to use',
             choices = [(
                 index,
-                '#%s - %s%s' % (
+                '#%s - %s (%s memory)' % (
                     index,
                     get_device(index).name,
-                    ' (%s memory)' % sizeof_fmt(get_nvml_info(index)['memory']['total'])
-                        if get_nvml_info(index) and 'memory' in get_nvml_info(index) else '',
-                    ),
-                ) for index in config_value('gpu_list').split(',') if index],
+                    sizeof_fmt(
+                        get_nvml_info(index)['memory']['total']
+                        if get_nvml_info(index) and 'memory' in get_nvml_info(index)
+                        else get_device(index).totalGlobalMem)
+                ),
+            ) for index in config_value('gpu_list').split(',') if index],
             tooltip = "The job won't start until all of the chosen GPUs are available."
             )