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[Experimental][Kleidi] Add GEMM operator tests (#1638)
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,128 @@ | ||
| #!/usr/bin/env python3 | ||
| # Copyright (c) Meta Platforms, Inc. and affiliates. | ||
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| # Simple script to generate test cases for the torchao ops | ||
| from string import Template | ||
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| def add_test_string(kernel, m, n, k, g, has_bias, has_clamp): | ||
| name = f"m{m}xn{n}xk{k}xg{g}{'_bias' if has_bias else ''}{'_clamp' if has_clamp else ''}" | ||
| d = { | ||
| "name": name, | ||
| "kernel": kernel, | ||
| "m": m, | ||
| "n": n, | ||
| "k": k, | ||
| "g": g, | ||
| "has_bias": "true" if has_bias else "false", | ||
| "has_clamp": "true" if has_clamp else "false", | ||
| } | ||
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| test_template = Template( | ||
| """ | ||
| TEST(test_linear_8bit_act_xbit_weight, Kleidi_${kernel}_${name}) { | ||
| UKernelConfig ukernel_config = get_ukernel_config_kleidi<${kernel}>(); | ||
| test_linear_8bit_act_xbit_weight< | ||
| 4 /*weight_nbit*/, | ||
| false /*has_weight_zeros*/, | ||
| $has_bias /*has_bias*/, | ||
| $has_clamp /*has_clamp*/, | ||
| true /*has_kleidi*/>( | ||
| /*m=*/$m, /*n=*/$n, /*k=*/$k, /*group_size=*/$g, &ukernel_config); | ||
| } | ||
| """ | ||
| ) | ||
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| return [test_template.safe_substitute(d)] | ||
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| def get_test_block(kernel): | ||
| # Assuming given kleidi kernel can run with all these test cases | ||
| tests = [] | ||
| # GEMV, m == 1 | ||
| ## subtile | ||
| tests += add_test_string(kernel, 1, 2 * 1, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 1, 2 * 2, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 1, 2 * 3, 32, 32, True, False) | ||
| tests += add_test_string(kernel, 1, 2 * 2, 32, 32, True, True) | ||
| tests += add_test_string(kernel, 1, 2 * 3, 32, 32, False, True) | ||
| ## larger: n - must be multiple of 2 | ||
| tests += add_test_string(kernel, 1, 2 * 11, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 1, 2 * 13, 32, 32, True, False) | ||
| tests += add_test_string(kernel, 1, 2 * 51, 32, 32, False, True) | ||
| tests += add_test_string(kernel, 1, 2 * 111, 32, 32, False, False) | ||
| ## larger: k, g - must be multiple of 32 | ||
| tests += add_test_string(kernel, 1, 2 * 7, 64, 32, False, False) | ||
| tests += add_test_string(kernel, 1, 2 * 11, 128, 32, True, False) | ||
| tests += add_test_string(kernel, 1, 2 * 13, 64, 64, False, True) | ||
| tests += add_test_string(kernel, 1, 2 * 17, 128, 64, False, False) | ||
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| # GEMM, m > 1 | ||
| ## subtile | ||
| tests += add_test_string(kernel, 2, 2 * 1, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 2, 2 * 2, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 3, 2 * 3, 32, 32, True, False) | ||
| tests += add_test_string(kernel, 4, 2 * 4, 32, 32, True, True) | ||
| tests += add_test_string(kernel, 3, 2 * 3, 32, 32, False, True) | ||
| ## larger: m | ||
| tests += add_test_string(kernel, 31, 2 * 1, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 32, 2 * 2, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 33, 2 * 3, 32, 32, True, False) | ||
| tests += add_test_string(kernel, 34, 2 * 4, 32, 32, True, True) | ||
| tests += add_test_string(kernel, 35, 2 * 3, 32, 32, False, True) | ||
| ## larger: n - must be multiple of 2 | ||
| tests += add_test_string(kernel, 7, 2 * 11, 32, 32, False, False) | ||
| tests += add_test_string(kernel, 17, 2 * 13, 32, 32, True, False) | ||
| tests += add_test_string(kernel, 23, 2 * 51, 32, 32, False, True) | ||
| tests += add_test_string(kernel, 41, 2 * 111, 32, 32, False, False) | ||
| ## larger: k, g - must be multiple of 32 | ||
| tests += add_test_string(kernel, 19, 2 * 7, 64, 32, False, False) | ||
| tests += add_test_string(kernel, 23, 2 * 11, 128, 32, True, False) | ||
| tests += add_test_string(kernel, 29, 2 * 13, 64, 64, False, True) | ||
| tests += add_test_string(kernel, 101, 2 * 17, 128, 64, False, False) | ||
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| return "".join(tests) | ||
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| def main(): | ||
| kleidi_template = Template( | ||
| """ | ||
| /*****************/ | ||
| // ${kernel} tests | ||
| /*****************/ | ||
| ${prologue} | ||
| ${tests} | ||
| ${epilogue} | ||
| """ | ||
| ) | ||
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| kleidi_kernels = [ | ||
| "dotprod_1x4x32", | ||
| "dotprod_1x8x32", | ||
| "i8mm_4x8x32", | ||
| "i8mm_8x4x32", | ||
| ] | ||
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| print("/* Generated by generate_tests.py */") | ||
| print("/* Do not modify */") | ||
| print() | ||
| print("#if defined(TORCHAO_ENABLE_KLEIDI)") | ||
| for kernel in kleidi_kernels: | ||
| prologue, epilogue = "", "" | ||
| if "i8mm" in kernel: | ||
| prologue = "#if defined(TORCHAO_ENABLE_ARM_I8MM)" | ||
| epilogue = "#endif // TORCHAO_ENABLE_ARM_I8MM" | ||
| tests = get_test_block(kernel) | ||
| d = { | ||
| "prologue": prologue, | ||
| "kernel": kernel, | ||
| "tests": tests, | ||
| "epilogue": epilogue, | ||
| } | ||
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| print(kleidi_template.safe_substitute(d)) | ||
| print("#endif // TORCHAO_ENABLE_KLEIDI") | ||
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| if __name__ == "__main__": | ||
| main() |
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