| # custom_kernel_example |
| |
| This directory shows an example about how to use the kernel library framework to automatically test an ATen-compliant operator from a custom kernel. |
| |
| - my_functions.yaml: contains the op for my custom kernel. Contains only relu for now. |
| - op_relu.cpp: the impl for my custom kernel. The code is copied from portable kernel. |
| - targets.bzl: defines the op library and the ET codegen generated lib for the kernel. |
| - tests.bzl: defines the new targets needed to invoke tests from kernel library framework to test my relu implementation automatically. |
| |
| ## What's tests.bzl? |
| |
| To clarify, we don't need a separate bzl file for it. We can use targets.bzl and add targets there directly. Here it's for demo purpose. |
| |
| We need to invoke `generated_op_test` from executorch/kernels/test/util.bzl so we can test automatically. |
| |
| Follow steps in tests.bzl to define required targets. |
| |
| - Step 1: Define the function header wrapper in executorch/kernels/test/targets.bzl, like |
| `codegen_function_header_wrapper("executorch/kernels/test/custom_kernel_example", "custom_kernel_example")` |
| or generally `codegen_function_header_wrapper("<path-to-your-kernel>/<your-kernel-name>", "<your-kernel-name>")` |
| This is needed because tests need to know our Functions.h target. |
| TODO(T149423767): We should codegen this wrapper in #include, not let user define it. |
| |
| - Step 2: Use the helper to produce the supported feature list for tests. |
| |
| We need an additional supported_features_def.yaml for test codegen. See examples in executorch/kernels/test/supported_features.yaml and supported_features_def_example.yaml. |
| Need to override some default features if different. |
| |
| ``` |
| define_supported_features_lib() |
| ``` |
| |
| - Step 3: Use the helper generated_op_test to re-use existing tests |
| ``` |
| for op in MY_ATEN_COMPLIANT_OPS: |
| op_name = op["name"] |
| |
| generated_op_test( |
| name = op_name + "_test", |
| op_impl_target = ":my_operators", |
| generated_lib_headers_target = ":generated_lib_headers", |
| |
| # those two targets are defined in previous steps |
| supported_features_target = ":supported_features", |
| function_header_wrapper_target = "//executorch/kernels/test:function_header_wrapper_custom_kernel_example", |
| ) |
| ``` |