diff --git a/pkg/abstractions/container/container.go b/pkg/abstractions/container/container.go
index 04994060a..f85edfe2b 100644
--- a/pkg/abstractions/container/container.go
+++ b/pkg/abstractions/container/container.go
@@ -150,8 +150,8 @@ func (cs *CmdContainerService) ExecuteCommand(in *pb.CommandExecutionRequest, st
 
 	env = append(secrets, env...)
 
-	gpuCount := 0
-	if stubConfig.Runtime.Gpu != "" {
+	gpuCount := stubConfig.Runtime.GpuCount
+	if stubConfig.Runtime.Gpu != "" && gpuCount == 0 {
 		gpuCount = 1
 	}
 
diff --git a/pkg/abstractions/endpoint/instance.go b/pkg/abstractions/endpoint/instance.go
index 77893e08a..93e9f9301 100644
--- a/pkg/abstractions/endpoint/instance.go
+++ b/pkg/abstractions/endpoint/instance.go
@@ -53,8 +53,8 @@ func (i *endpointInstance) startContainers(containersToRun int) error {
 
 	env = append(secrets, env...)
 
-	gpuCount := 0
-	if i.StubConfig.Runtime.Gpu != "" {
+	gpuCount := i.StubConfig.Runtime.GpuCount
+	if i.StubConfig.Runtime.Gpu != "" && gpuCount == 0 {
 		gpuCount = 1
 	}
 
diff --git a/pkg/abstractions/function/task.go b/pkg/abstractions/function/task.go
index 601e04747..f9bfd45cd 100644
--- a/pkg/abstractions/function/task.go
+++ b/pkg/abstractions/function/task.go
@@ -127,8 +127,8 @@ func (t *FunctionTask) run(ctx context.Context, stub *types.StubWithRelated) err
 		return err
 	}
 
-	gpuCount := 0
-	if stubConfig.Runtime.Gpu != "" {
+	gpuCount := stubConfig.Runtime.GpuCount
+	if stubConfig.Runtime.Gpu != "" && gpuCount == 0 {
 		gpuCount = 1
 	}
 
diff --git a/pkg/abstractions/taskqueue/instance.go b/pkg/abstractions/taskqueue/instance.go
index 1e1a0ed12..e832cd506 100644
--- a/pkg/abstractions/taskqueue/instance.go
+++ b/pkg/abstractions/taskqueue/instance.go
@@ -50,8 +50,8 @@ func (i *taskQueueInstance) startContainers(containersToRun int) error {
 
 	env = append(secrets, env...)
 
-	gpuCount := 0
-	if i.StubConfig.Runtime.Gpu != "" {
+	gpuCount := i.StubConfig.Runtime.GpuCount
+	if i.StubConfig.Runtime.Gpu != "" && gpuCount == 0 {
 		gpuCount = 1
 	}
 
diff --git a/pkg/gateway/gateway.proto b/pkg/gateway/gateway.proto
index 2d91b3ceb..c74747c1f 100644
--- a/pkg/gateway/gateway.proto
+++ b/pkg/gateway/gateway.proto
@@ -34,7 +34,8 @@ service GatewayService {
   // Deployments
   rpc ListDeployments(ListDeploymentsRequest) returns (ListDeploymentsResponse);
   rpc StopDeployment(StopDeploymentRequest) returns (StopDeploymentResponse);
-  rpc DeleteDeployment(DeleteDeploymentRequest) returns (DeleteDeploymentResponse);
+  rpc DeleteDeployment(DeleteDeploymentRequest)
+      returns (DeleteDeploymentResponse);
 
   // Pools
   rpc ListPools(ListPoolsRequest) returns (ListPoolsResponse);
@@ -222,6 +223,7 @@ message GetOrCreateStubRequest {
   bool authorized = 20;
   repeated SecretVar secrets = 21;
   Autoscaler autoscaler = 22;
+  uint32 gpu_count = 23;
 }
 
 message GetOrCreateStubResponse {
diff --git a/pkg/gateway/services/stub.go b/pkg/gateway/services/stub.go
index 99b09a31f..f7fb8ee3f 100644
--- a/pkg/gateway/services/stub.go
+++ b/pkg/gateway/services/stub.go
@@ -32,12 +32,17 @@ func (gws *GatewayService) GetOrCreateStub(ctx context.Context, in *pb.GetOrCrea
 		autoscaler.TasksPerContainer = uint(in.Autoscaler.TasksPerContainer)
 	}
 
+	if in.Gpu != "" && in.GpuCount == 0 {
+		in.GpuCount = uint32(1)
+	}
+
 	stubConfig := types.StubConfigV1{
 		Runtime: types.Runtime{
-			Cpu:     in.Cpu,
-			Gpu:     types.GpuType(in.Gpu),
-			Memory:  in.Memory,
-			ImageId: in.ImageId,
+			Cpu:      in.Cpu,
+			Gpu:      types.GpuType(in.Gpu),
+			Memory:   in.Memory,
+			ImageId:  in.ImageId,
+			GpuCount: in.GpuCount,
 		},
 		Handler:       in.Handler,
 		OnStart:       in.OnStart,
diff --git a/pkg/types/backend.go b/pkg/types/backend.go
index d1effb29e..19c4ec1b8 100644
--- a/pkg/types/backend.go
+++ b/pkg/types/backend.go
@@ -269,10 +269,11 @@ type Image struct {
 }
 
 type Runtime struct {
-	Cpu     int64   `json:"cpu"`
-	Gpu     GpuType `json:"gpu"`
-	Memory  int64   `json:"memory"`
-	ImageId string  `json:"image_id"`
+	Cpu      int64   `json:"cpu"`
+	Gpu      GpuType `json:"gpu"`
+	GpuCount uint32  `json:"gpu_count"`
+	Memory   int64   `json:"memory"`
+	ImageId  string  `json:"image_id"`
 }
 
 type GpuType string
diff --git a/proto/gateway.pb.go b/proto/gateway.pb.go
index b80dbdd08..0e0325dc0 100644
--- a/proto/gateway.pb.go
+++ b/proto/gateway.pb.go
@@ -1858,6 +1858,7 @@ type GetOrCreateStubRequest struct {
 	Authorized      bool         `protobuf:"varint,20,opt,name=authorized,proto3" json:"authorized,omitempty"`
 	Secrets         []*SecretVar `protobuf:"bytes,21,rep,name=secrets,proto3" json:"secrets,omitempty"`
 	Autoscaler      *Autoscaler  `protobuf:"bytes,22,opt,name=autoscaler,proto3" json:"autoscaler,omitempty"`
+	GpuCount        uint32       `protobuf:"varint,23,opt,name=gpu_count,json=gpuCount,proto3" json:"gpu_count,omitempty"`
 }
 
 func (x *GetOrCreateStubRequest) Reset() {
@@ -2039,6 +2040,13 @@ func (x *GetOrCreateStubRequest) GetAutoscaler() *Autoscaler {
 	return nil
 }
 
+func (x *GetOrCreateStubRequest) GetGpuCount() uint32 {
+	if x != nil {
+		return x.GpuCount
+	}
+	return 0
+}
+
 type GetOrCreateStubResponse struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -3739,7 +3747,7 @@ var file_gateway_proto_rawDesc = []byte{
 	0x61, 0x69, 0x6e, 0x65, 0x72, 0x73, 0x12, 0x2e, 0x0a, 0x13, 0x74, 0x61, 0x73, 0x6b, 0x73, 0x5f,
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@@ -3782,332 +3790,334 @@ var file_gateway_proto_rawDesc = []byte{
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+	0x74, 0x6f, 0x33,
 }
 
 var (
diff --git a/sdk/src/beta9/abstractions/base/runner.py b/sdk/src/beta9/abstractions/base/runner.py
index b56ae2873..e4694ac52 100644
--- a/sdk/src/beta9/abstractions/base/runner.py
+++ b/sdk/src/beta9/abstractions/base/runner.py
@@ -46,6 +46,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         workers: int = 1,
         keep_warm_seconds: float = 10.0,
@@ -81,6 +82,7 @@ def __init__(
         self.cpu = cpu
         self.memory = self._parse_memory(memory) if isinstance(memory, str) else memory
         self.gpu = gpu
+        self.gpu_count = gpu_count
         self.volumes = volumes or []
         self.secrets = [SecretVar(name=s) for s in (secrets or [])]
         self.workers = workers
@@ -90,6 +92,9 @@ def __init__(
         self.timeout = timeout
         self.autoscaler = autoscaler
 
+        if self.gpu != "" and self.gpu_count == 0:
+            self.gpu_count = 1
+
         if on_start is not None:
             self._map_callable_to_attr(attr="on_start", func=on_start)
 
@@ -320,6 +325,7 @@ def prepare_runtime(
                     cpu=self.cpu,
                     memory=self.memory,
                     gpu=self.gpu,
+                    gpu_count=self.gpu_count,
                     handler=self.handler,
                     on_start=self.on_start,
                     callback_url=self.callback_url,
diff --git a/sdk/src/beta9/abstractions/container.py b/sdk/src/beta9/abstractions/container.py
index 92198c9c0..f98271f51 100644
--- a/sdk/src/beta9/abstractions/container.py
+++ b/sdk/src/beta9/abstractions/container.py
@@ -59,6 +59,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         volumes: Optional[List[Volume]] = None,
         secrets: Optional[List[str]] = None,
@@ -68,6 +69,7 @@ def __init__(
             cpu=cpu,
             memory=memory,
             gpu=gpu,
+            gpu_count=gpu_count,
             image=image,
             volumes=volumes,
             secrets=secrets,
diff --git a/sdk/src/beta9/abstractions/endpoint.py b/sdk/src/beta9/abstractions/endpoint.py
index d0dbf10a7..f5ff71c61 100644
--- a/sdk/src/beta9/abstractions/endpoint.py
+++ b/sdk/src/beta9/abstractions/endpoint.py
@@ -100,6 +100,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         timeout: int = 180,
         workers: int = 1,
@@ -117,6 +118,7 @@ def __init__(
             cpu=cpu,
             memory=memory,
             gpu=gpu,
+            gpu_count=gpu_count,
             image=image,
             workers=workers,
             timeout=timeout,
@@ -150,6 +152,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         timeout: int = 180,
         workers: int = 1,
@@ -167,6 +170,7 @@ def __init__(
             cpu,
             memory,
             gpu,
+            gpu_count,
             image,
             timeout,
             workers,
diff --git a/sdk/src/beta9/abstractions/function.py b/sdk/src/beta9/abstractions/function.py
index 4ed0f35aa..19f154cff 100644
--- a/sdk/src/beta9/abstractions/function.py
+++ b/sdk/src/beta9/abstractions/function.py
@@ -76,6 +76,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         timeout: int = 3600,
         retries: int = 3,
@@ -88,6 +89,7 @@ def __init__(
             cpu=cpu,
             memory=memory,
             gpu=gpu,
+            gpu_count=gpu_count,
             image=image,
             timeout=timeout,
             retries=retries,
diff --git a/sdk/src/beta9/abstractions/taskqueue.py b/sdk/src/beta9/abstractions/taskqueue.py
index 08fcf383a..9d598a15a 100644
--- a/sdk/src/beta9/abstractions/taskqueue.py
+++ b/sdk/src/beta9/abstractions/taskqueue.py
@@ -97,6 +97,7 @@ def __init__(
         cpu: Union[int, float, str] = 1.0,
         memory: Union[int, str] = 128,
         gpu: GpuTypeAlias = GpuType.NoGPU,
+        gpu_count: int = 0,
         image: Image = Image(),
         timeout: int = 3600,
         retries: int = 3,
@@ -114,6 +115,7 @@ def __init__(
             cpu=cpu,
             memory=memory,
             gpu=gpu,
+            gpu_count=gpu_count,
             image=image,
             workers=workers,
             timeout=timeout,
diff --git a/sdk/src/beta9/clients/gateway/__init__.py b/sdk/src/beta9/clients/gateway/__init__.py
index 6b7f2e8ab..f0bcb6168 100644
--- a/sdk/src/beta9/clients/gateway/__init__.py
+++ b/sdk/src/beta9/clients/gateway/__init__.py
@@ -259,6 +259,7 @@ class GetOrCreateStubRequest(betterproto.Message):
     authorized: bool = betterproto.bool_field(20)
     secrets: List["SecretVar"] = betterproto.message_field(21)
     autoscaler: "Autoscaler" = betterproto.message_field(22)
+    gpu_count: int = betterproto.uint32_field(23)
 
 
 @dataclass(eq=False, repr=False)