diff --git a/buildflow/core/app/flow.py b/buildflow/core/app/flow.py
index ed99ce09..da154631 100644
--- a/buildflow/core/app/flow.py
+++ b/buildflow/core/app/flow.py
@@ -309,6 +309,8 @@ def pipeline(
         sink: Optional[Primitive] = None,
         *,
         num_cpus: float = 1.0,
+        num_gpus: Optional[float] = None,
+        memory: Optional[float] = None,
         num_concurrency: int = 1,
         autoscale_options: AutoscalerOptions = AutoscalerOptions.default(),
         log_level: str = "INFO",
@@ -329,6 +331,8 @@ def pipeline(
             sink_primitive=sink,
             processor_options=ProcessorOptions(
                 num_cpus=num_cpus,
+                num_gpu=num_gpus,
+                memory=memory,
                 num_concurrency=num_concurrency,
                 log_level=log_level,
                 autoscaler_options=autoscale_options,
@@ -344,6 +348,8 @@ def collector(
         sink: Optional[Primitive] = None,
         *,
         num_cpus: float = 1.0,
+        num_gpus: Optional[float] = None,
+        memory: Optional[float] = None,
         autoscale_options: AutoscalerOptions = AutoscalerOptions.default(),
         log_level: str = "INFO",
     ):
@@ -362,6 +368,8 @@ def collector(
             sink_primitive=sink,
             processor_options=ProcessorOptions(
                 num_cpus=num_cpus,
+                num_gpu=num_gpus,
+                memory=memory,
                 # Collectors always have a concurrency of 1
                 num_concurrency=1,
                 log_level=log_level,
@@ -376,6 +384,8 @@ def endpoint(
         method: Method,
         *,
         num_cpus: float = 1.0,
+        num_gpus: Optional[float] = None,
+        memory: Optional[float] = None,
         autoscale_options: AutoscalerOptions = AutoscalerOptions.default(),
         log_level: str = "INFO",
     ):
@@ -384,7 +394,9 @@ def endpoint(
             method=method,
             processor_options=ProcessorOptions(
                 num_cpus=num_cpus,
-                # Collectors always have a concurrency of 1
+                num_gpu=num_gpus,
+                memory=memory,
+                # Endpoints always have a concurrency of 1
                 num_concurrency=1,
                 log_level=log_level,
                 autoscaler_options=autoscale_options,
diff --git a/buildflow/core/app/runtime/actors/collector_pattern/receive_process_push_ack.py b/buildflow/core/app/runtime/actors/collector_pattern/receive_process_push_ack.py
index 83b95729..6ee55606 100644
--- a/buildflow/core/app/runtime/actors/collector_pattern/receive_process_push_ack.py
+++ b/buildflow/core/app/runtime/actors/collector_pattern/receive_process_push_ack.py
@@ -78,10 +78,19 @@ async def run(self) -> bool:
                 f"Method {self.processor.endpoint().method} is not supported "
                 "for collectors."
             )
+        
+        # Some ProcessorOptions fields are optional, so we need to filter out Nones
+        ray_actor_options = {
+            "num_cpus": self.processor_options.num_cpus,
+        }
+        if self.processor_options.num_gpu is not None:
+            ray_actor_options["num_gpus"] = self.options.num_gpu
+        if self.processor_options.memory is not None:
+            ray_actor_options["memory"] = self.options.memory
 
         @serve.deployment(
             route_prefix=self.endpoint.route,
-            ray_actor_options={"num_cpus": self.processor_options.num_cpus},
+            ray_actor_options=ray_actor_options,
             autoscaling_config={
                 "min_replicas": self.processor_options.autoscaler_options.min_replicas,
                 "initial_replicas": self.processor_options.autoscaler_options.num_replicas,  # noqa: E501
diff --git a/buildflow/core/app/runtime/actors/endpoint_pattern/receive_process_respond.py b/buildflow/core/app/runtime/actors/endpoint_pattern/receive_process_respond.py
index 00dcdfbe..81030c16 100644
--- a/buildflow/core/app/runtime/actors/endpoint_pattern/receive_process_respond.py
+++ b/buildflow/core/app/runtime/actors/endpoint_pattern/receive_process_respond.py
@@ -76,10 +76,19 @@ async def run(self) -> bool:
                 f"Method {self.processor.endpoint().method} is not supported "
                 "for endpoints."
             )
+        
+        # Some ProcessorOptions fields are optional, so we need to filter out Nones
+        ray_actor_options = {
+            "num_cpus": self.processor_options.num_cpus,
+        }
+        if self.processor_options.num_gpu is not None:
+            ray_actor_options["num_gpus"] = self.options.num_gpu
+        if self.processor_options.memory is not None:
+            ray_actor_options["memory"] = self.options.memory
 
         @serve.deployment(
             route_prefix=self.endpoint.route,
-            ray_actor_options={"num_cpus": self.processor_options.num_cpus},
+            ray_actor_options=ray_actor_options,
             autoscaling_config={
                 "min_replicas": self.processor_options.autoscaler_options.min_replicas,
                 "initial_replicas": self.processor_options.autoscaler_options.num_replicas,  # noqa: E501
diff --git a/buildflow/core/app/runtime/actors/pipeline_pattern/pipeline_pool.py b/buildflow/core/app/runtime/actors/pipeline_pattern/pipeline_pool.py
index 84b7fa00..3c554347 100644
--- a/buildflow/core/app/runtime/actors/pipeline_pattern/pipeline_pool.py
+++ b/buildflow/core/app/runtime/actors/pipeline_pattern/pipeline_pool.py
@@ -95,8 +95,17 @@ async def scale(self):
     # contain any runtime logic that applies to all Processor types.
     async def create_replica(self) -> ReplicaReference:
         replica_id = utils.uuid()
+        # Some options are optional, so we need to filter out None values
+        ray_actor_options = {
+            "num_cpus": self.options.num_cpus,
+        }
+        if self.options.num_gpu is not None:
+            ray_actor_options["num_gpus"] = self.options.num_gpu
+        if self.options.memory is not None:
+            ray_actor_options["memory"] = self.options.memory
+
         replica_actor_handle = PullProcessPushActor.options(
-            num_cpus=self.options.num_cpus,
+            **ray_actor_options
         ).remote(
             self.run_id,
             self.processor,
diff --git a/buildflow/core/options/runtime_options.py b/buildflow/core/options/runtime_options.py
index 24c29db4..3f62f3cb 100644
--- a/buildflow/core/options/runtime_options.py
+++ b/buildflow/core/options/runtime_options.py
@@ -1,5 +1,5 @@
 import dataclasses
-from typing import Dict
+from typing import Dict, Optional
 
 from buildflow.core.options._options import Options
 from buildflow.core.processor.processor import ProcessorID
@@ -53,7 +53,11 @@ def __post_init__(self):
 # TODO: Add options for other pattern types, or merge into a single options object
 @dataclasses.dataclass
 class ProcessorOptions(Options):
+    # ray actor options
     num_cpus: float
+    num_gpu: Optional[float]
+    memory: Optional[float]
+    # Runtime API options
     num_concurrency: int
     log_level: str
     # the configuration of the autoscaler for this processor
@@ -63,6 +67,8 @@ class ProcessorOptions(Options):
     def default(cls) -> "ProcessorOptions":
         return cls(
             num_cpus=1.0,
+            num_gpu=None,
+            memory=None,
             num_concurrency=1,
             log_level="INFO",
             autoscaler_options=AutoscalerOptions.default(),