diff --git a/engines/onnxruntime/onnxruntime-engine/README.md b/engines/onnxruntime/onnxruntime-engine/README.md
index 87e690fb674..cc689131949 100644
--- a/engines/onnxruntime/onnxruntime-engine/README.md
+++ b/engines/onnxruntime/onnxruntime-engine/README.md
@@ -85,3 +85,11 @@ Gradle:
     }
     implementation "com.microsoft.onnxruntime:onnxruntime_gpu:1.11.0"
 ```
+
+#### Enable TensorRT execution
+
+ONNXRuntime offers TensorRT execution as the backend. In DJL, user can specify the followings in the Criteria to enable:
+
+```
+optOption("OrtDevice", "TensorRT")
+```
diff --git a/engines/onnxruntime/onnxruntime-engine/src/main/java/ai/djl/onnxruntime/engine/OrtModel.java b/engines/onnxruntime/onnxruntime-engine/src/main/java/ai/djl/onnxruntime/engine/OrtModel.java
index dfd9caa1fbc..0e9ae348660 100644
--- a/engines/onnxruntime/onnxruntime-engine/src/main/java/ai/djl/onnxruntime/engine/OrtModel.java
+++ b/engines/onnxruntime/onnxruntime-engine/src/main/java/ai/djl/onnxruntime/engine/OrtModel.java
@@ -78,7 +78,20 @@ public void load(Path modelPath, String prefix, Map<String, ?> options)
         try {
             SessionOptions ortOptions = getSessionOptions(options);
             Device device = manager.getDevice();
-            if (device.isGpu()) {
+            if (options.containsKey("OrtDevice")) {
+                String ortDevice = (String) options.get("OrtDevice");
+                switch (ortDevice) {
+                    case "TensorRT":
+                        ortOptions.addTensorrt(manager.getDevice().getDeviceId());
+                    case "ROCM":
+                        ortOptions.addROCM();
+                    case "CoreML":
+                        ortOptions.addCoreML();
+                    default:
+                        throw new UnsupportedOperationException(
+                                ortDevice + " not supported by DJL");
+                }
+            } else if (device.isGpu()) {
                 ortOptions.addCUDA(manager.getDevice().getDeviceId());
             }
             OrtSession session = env.createSession(modelFile.toString(), ortOptions);