diff --git a/sleap/config/pipeline_form.yaml b/sleap/config/pipeline_form.yaml
index c6c095cc5..4d34881d0 100644
--- a/sleap/config/pipeline_form.yaml
+++ b/sleap/config/pipeline_form.yaml
@@ -367,6 +367,12 @@ inference:
 
   tracking-only:
 
+- name: batch_size
+  label: Batch Size 
+  type: int
+  default: 4
+  range: 1,512
+
 - name: tracking.tracker
   label: Tracker (cross-frame identity) Method
   type: stacked
diff --git a/sleap/gui/learning/dialog.py b/sleap/gui/learning/dialog.py
index 5a807f919..184088897 100644
--- a/sleap/gui/learning/dialog.py
+++ b/sleap/gui/learning/dialog.py
@@ -605,6 +605,7 @@ def get_selected_frames_to_predict(
 
     def get_items_for_inference(self, pipeline_form_data) -> runners.ItemsForInference:
         predict_frames_choice = pipeline_form_data.get("_predict_frames", "")
+        batch_size = pipeline_form_data.get("batch_size")
 
         frame_selection = self.get_selected_frames_to_predict(pipeline_form_data)
         frame_count = self.count_total_frames_for_selection_option(frame_selection)
@@ -617,6 +618,7 @@ def get_items_for_inference(self, pipeline_form_data) -> runners.ItemsForInferen
                     )
                 ],
                 total_frame_count=frame_count,
+                batch_size=batch_size,
             )
         elif predict_frames_choice.startswith("suggested"):
             items_for_inference = runners.ItemsForInference(
@@ -626,6 +628,7 @@ def get_items_for_inference(self, pipeline_form_data) -> runners.ItemsForInferen
                     )
                 ],
                 total_frame_count=frame_count,
+                batch_size=batch_size,
             )
         else:
             items_for_inference = runners.ItemsForInference.from_video_frames_dict(
@@ -633,6 +636,7 @@ def get_items_for_inference(self, pipeline_form_data) -> runners.ItemsForInferen
                 total_frame_count=frame_count,
                 labels_path=self.labels_filename,
                 labels=self.labels,
+                batch_size=batch_size,
             )
         return items_for_inference
 
diff --git a/sleap/gui/learning/runners.py b/sleap/gui/learning/runners.py
index ca60c4127..5e581a73e 100644
--- a/sleap/gui/learning/runners.py
+++ b/sleap/gui/learning/runners.py
@@ -151,6 +151,7 @@ class ItemsForInference:
 
     items: List[ItemForInference]
     total_frame_count: int
+    batch_size: int
 
     def __len__(self):
         return len(self.items)
@@ -160,6 +161,7 @@ def from_video_frames_dict(
         cls,
         video_frames_dict: Dict[Video, List[int]],
         total_frame_count: int,
+        batch_size: int,
         labels: Labels,
         labels_path: Optional[str] = None,
     ):
@@ -174,7 +176,9 @@ def from_video_frames_dict(
                         video_idx=labels.videos.index(video),
                     )
                 )
-        return cls(items=items, total_frame_count=total_frame_count)
+        return cls(
+            items=items, total_frame_count=total_frame_count, batch_size=batch_size
+        )
 
 
 @attr.s(auto_attribs=True)