diff --git a/tuner/.gitignore b/tuner/.gitignore
index 10842e542..94d12c89f 100644
--- a/tuner/.gitignore
+++ b/tuner/.gitignore
@@ -2,4 +2,3 @@
 
 # Tuning artifacts
 tuning_*/
-
diff --git a/tuner/examples/punet/README.md b/tuner/examples/punet/README.md
index 012e86fcb..777d1c194 100644
--- a/tuner/examples/punet/README.md
+++ b/tuner/examples/punet/README.md
@@ -31,16 +31,16 @@ cp ./dump-mmt/module_main_0_dispatch_0_rocm_hsaco_fb_benchmark.mlir test-benchma
 ### Recommended Trial Run
 For an initial trial to test the tuning loop, use:
 ```shell
-python -m tuner.examples.punet test-benchmark.mlir --num-candidates=10
+python -m examples.punet test-benchmark.mlir --num-candidates=10
 ```
 
 ### Dry Run Test
 To perform a dry run (no GPU required), use:
 ```shell
-python -m tuner.examples.punet test-benchmark.mlir --num-candidates=64 --num-model-candidates=10 --dry-run
+python -m examples.punet test-benchmark.mlir --num-candidates=64 --num-model-candidates=10 --dry-run
 ```
 
 ### Basic Usage
 ```shell
-python -m tuner.examples.punet test-benchmark.mlir
+python -m examples.punet test-benchmark.mlir
 ```