diff --git a/google/node_config.go b/google/node_config.go
index f8b3f46a038..60fddc55d07 100644
--- a/google/node_config.go
+++ b/google/node_config.go
@@ -32,6 +32,28 @@ var schemaNodeConfig = &schema.Schema{
 				ValidateFunc: validation.IntAtLeast(10),
 			},
 
+			"guest_accelerator": &schema.Schema{
+				Type:     schema.TypeList,
+				Optional: true,
+				Computed: true,
+				ForceNew: true,
+				Elem: &schema.Resource{
+					Schema: map[string]*schema.Schema{
+						"count": &schema.Schema{
+							Type:     schema.TypeInt,
+							Required: true,
+							ForceNew: true,
+						},
+						"type": &schema.Schema{
+							Type:             schema.TypeString,
+							Required:         true,
+							ForceNew:         true,
+							DiffSuppressFunc: linkDiffSuppress,
+						},
+					},
+				},
+			},
+
 			"image_type": {
 				Type:     schema.TypeString,
 				Optional: true,
@@ -128,6 +150,22 @@ func expandNodeConfig(v interface{}) *container.NodeConfig {
 		nc.MachineType = v.(string)
 	}
 
+	if v, ok := nodeConfig["guest_accelerator"]; ok {
+		accels := v.([]interface{})
+		guestAccelerators := make([]*container.AcceleratorConfig, 0, len(accels))
+		for _, raw := range accels {
+			data := raw.(map[string]interface{})
+			if data["count"].(int) == 0 {
+				continue
+			}
+			guestAccelerators = append(guestAccelerators, &container.AcceleratorConfig{
+				AcceleratorCount: int64(data["count"].(int)),
+				AcceleratorType:  data["type"].(string),
+			})
+		}
+		nc.Accelerators = guestAccelerators
+	}
+
 	if v, ok := nodeConfig["disk_size_gb"]; ok {
 		nc.DiskSizeGb = int64(v.(int))
 	}
@@ -196,16 +234,17 @@ func flattenNodeConfig(c *container.NodeConfig) []map[string]interface{} {
 	}
 
 	config = append(config, map[string]interface{}{
-		"machine_type":     c.MachineType,
-		"disk_size_gb":     c.DiskSizeGb,
-		"local_ssd_count":  c.LocalSsdCount,
-		"service_account":  c.ServiceAccount,
-		"metadata":         c.Metadata,
-		"image_type":       c.ImageType,
-		"labels":           c.Labels,
-		"tags":             c.Tags,
-		"preemptible":      c.Preemptible,
-		"min_cpu_platform": c.MinCpuPlatform,
+		"machine_type":      c.MachineType,
+		"disk_size_gb":      c.DiskSizeGb,
+		"guest_accelerator": c.Accelerators,
+		"local_ssd_count":   c.LocalSsdCount,
+		"service_account":   c.ServiceAccount,
+		"metadata":          c.Metadata,
+		"image_type":        c.ImageType,
+		"labels":            c.Labels,
+		"tags":              c.Tags,
+		"preemptible":       c.Preemptible,
+		"min_cpu_platform":  c.MinCpuPlatform,
 	})
 
 	if len(c.OauthScopes) > 0 {
diff --git a/google/resource_container_node_pool_test.go b/google/resource_container_node_pool_test.go
index 0e8d4fde2bf..b1c30ee9d0c 100644
--- a/google/resource_container_node_pool_test.go
+++ b/google/resource_container_node_pool_test.go
@@ -92,6 +92,24 @@ func TestAccContainerNodePool_withNodeConfig(t *testing.T) {
 	})
 }
 
+func TestAccContainerNodePool_withGPU(t *testing.T) {
+	t.Parallel()
+
+	resource.Test(t, resource.TestCase{
+		PreCheck:     func() { testAccPreCheck(t) },
+		Providers:    testAccProviders,
+		CheckDestroy: testAccCheckContainerNodePoolDestroy,
+		Steps: []resource.TestStep{
+			resource.TestStep{
+				Config: testAccContainerNodePool_withGPU(),
+				Check: resource.ComposeTestCheckFunc(
+					testAccCheckContainerNodePoolMatches("google_container_node_pool.np_with_gpu"),
+				),
+			},
+		},
+	})
+}
+
 func TestAccContainerNodePool_withManagement(t *testing.T) {
 	t.Parallel()
 
@@ -315,6 +333,18 @@ func testAccCheckContainerNodePoolMatches(n string) resource.TestCheckFunc {
 
 		}
 
+		tfGA := attributes["node_config.0.guest_accelerator.#"] == "1"
+		if gcpGA := nodepool.Config.Accelerators != nil && len(nodepool.Config.Accelerators) == 1; tfGA != gcpGA {
+			if tf := attributes["node_config.0.guest_accelerator.0.type"]; nodepool.Config.Accelerators[0].AcceleratorType != tf {
+				return fmt.Errorf("Mismatched NodeConfig.Accelerators type. TF State: %s. GCP State: %d",
+					tf, nodepool.Config.Accelerators[0].AcceleratorType)
+			}
+			if tf := attributes["node_config.0.guest_accelerator.0.count"]; strconv.FormatInt(nodepool.Config.Accelerators[0].AcceleratorCount, 10) != tf {
+				return fmt.Errorf("Mismatched NodeConfig.Accelerators count. TF State: %s. GCP State: %d",
+					tf, nodepool.Config.Accelerators[0].AcceleratorCount)
+			}
+		}
+
 		return nil
 	}
 }
@@ -583,6 +613,44 @@ resource "google_container_node_pool" "np_with_node_config" {
 }`, acctest.RandString(10), acctest.RandString(10))
 }
 
+func testAccContainerNodePool_withGPU() string {
+	return fmt.Sprintf(`
+resource "google_container_cluster" "cluster" {
+	name = "tf-cluster-nodepool-test-%s"
+	zone = "us-central1-c"
+	initial_node_count = 1
+  node_version = "1.9.2-gke.1"
+  min_master_version = "1.9.2-gke.1"
+}
+resource "google_container_node_pool" "np_with_gpu" {
+	name = "tf-nodepool-test-%s"
+	zone = "us-central1-c"
+	cluster = "${google_container_cluster.cluster.name}"
+	initial_node_count = 1
+	node_config {
+		machine_type = "n1-standard-1"
+		disk_size_gb = 10
+    oauth_scopes = [
+			"https://www.googleapis.com/auth/devstorage.read_only", 
+			"https://www.googleapis.com/auth/logging.write", 
+			"https://www.googleapis.com/auth/monitoring", 
+			"https://www.googleapis.com/auth/service.management.readonly",
+			"https://www.googleapis.com/auth/servicecontrol", 
+			"https://www.googleapis.com/auth/trace.append"
+    ]
+		preemptible = true
+    service_account = "default"
+		image_type = "COS"
+    guest_accelerator = [
+      {
+        type = "nvidia-tesla-k80"
+        count = 1
+      }
+    ]
+	}
+}`, acctest.RandString(10), acctest.RandString(10))
+}
+
 func testAccContainerNodePool_withNodeConfigScopeAlias() string {
 	return fmt.Sprintf(`
 resource "google_container_cluster" "cluster" {
diff --git a/website/docs/r/container_node_pool.html.markdown b/website/docs/r/container_node_pool.html.markdown
index 962a306b375..601cebf1728 100644
--- a/website/docs/r/container_node_pool.html.markdown
+++ b/website/docs/r/container_node_pool.html.markdown
@@ -45,6 +45,10 @@ resource "google_container_cluster" "primary" {
       "https://www.googleapis.com/auth/logging.write",
       "https://www.googleapis.com/auth/monitoring",
     ]
+    guest_accelerator = [{
+      type="nvidia-tesla-k80"
+      count=1
+    }]
   }
 }
 ```