mirror of
https://github.com/ROCm/composable_kernel.git
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[rocm-libraries] ROCm/rocm-libraries#6445 (commit 2225e10)
[CK][CK_TILE] Fix library caching bug in gemm dispatcher (#6445) ## Motivation setup_gemm_dispatcher() was rebuilding libraries on every call instead of reusing cached libraries. **Root Cause**: 1. Library names only included dtype+layout, causing different tile/wave/warp configs to overwrite each other 2. No cache checking - always loaded default library, detected mismatch, then rebuilt ## Technical Details **Solution**: 1. Complete library naming with all distinguishing parameters: libdispatcher_gemm_{dtype}_{layout}_{tile}_{wave}_{warp}_{pipeline}_{epilogue}_{scheduler}.so 2. Cache checking before rebuild: - Check if library for exact config already exists - Reuse if found (500x faster: 0.02s vs 10s) - Only rebuild when no cached library exists 3. Better error handling for kernel generation failures Files Changed: - dispatcher/python/ctypes_utils.py - dispatcher/tests/test_library_caching.py (new unit test) ## Test Plan Use `dispatcher/tests/test_library_caching.py ` to ensure that libraries are cached and only rebuilt if they are not present in build directory 1. **test_01_unique_library_naming** - Library names include all parameters (dtype, layout, tile, wave, warp, pipeline, epilogue, scheduler) 2. **test_02_library_build_and_cache** - Libraries are built once and then cached for reuse 3. **test_03_different_configs_different_libraries** - Different configs create different library files 4. **test_04_cache_message_verification** - Cache hit messages are logged correctly 5. **test_05_code_fix_verification** - Code changes are present in ctypes_utils.py ## Test Result All the test above passed. ## Submission Checklist - [ x] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests.
This commit is contained in:
committed by
assistant-librarian[bot]
parent
ac942a32b3
commit
470ff04817
@@ -1946,8 +1946,16 @@ class CodegenRunner:
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Returns: Path to new library, or None on failure
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"""
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build_dir = get_build_dir()
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# Use unique filename based on dtype/layout to avoid overwriting loaded library
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lib_name = f"libdispatcher_gemm_{config.dtype_a}_{config.layout}_lib.so"
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# Use unique filename based on ALL distinguishing config parameters
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# Include: dtype, layout, tile, wave, warp, pipeline, epilogue, scheduler
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# This ensures different configs don't collide even if tile/pipeline match
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wave_str = f"{config.wave_m}x{config.wave_n}x{config.wave_k}"
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warp_str = f"{config.warp_m}x{config.warp_n}x{config.warp_k}"
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lib_name = (
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f"libdispatcher_gemm_{config.dtype_a}_{config.layout}_"
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f"{config.tile_str}_{wave_str}_{warp_str}_"
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f"{config.pipeline}_{config.epilogue}_{config.scheduler}.so"
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)
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lib_path = build_dir / "examples" / lib_name
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print(f" Rebuilding library: {lib_name}")
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@@ -2548,29 +2556,66 @@ def setup_gemm_dispatcher(
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if needs_rebuild and auto_rebuild:
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log(f" Library kernel doesn't match config: {', '.join(mismatches)}")
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log(" Rebuilding library for exact config match...")
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# First ensure we have a kernel header for this exact config
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if not kernel_header:
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# Generate kernel for the exact config
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log(" Generating kernel for config...")
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codegen_result = codegen.generate_from_config(config, force=True)
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kernel_header = find_matching_kernel_header(config)
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result.kernel_header = kernel_header
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# Check if a rebuilt library for this exact config already exists
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build_dir = get_build_dir()
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wave_str = f"{config.wave_m}x{config.wave_n}x{config.wave_k}"
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warp_str = f"{config.warp_m}x{config.warp_n}x{config.warp_k}"
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cached_lib_name = (
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f"libdispatcher_gemm_{config.dtype_a}_{config.layout}_"
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f"{config.tile_str}_{wave_str}_{warp_str}_"
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f"{config.pipeline}_{config.epilogue}_{config.scheduler}.so"
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)
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cached_lib_path = build_dir / "examples" / cached_lib_name
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if kernel_header:
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new_lib_path = codegen._rebuild_library_for_config(config, kernel_header)
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if new_lib_path:
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lib = DispatcherLib.load(new_lib_path)
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if lib is None or not lib.initialize():
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result.error = "Failed to load rebuilt library"
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return result
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if cached_lib_path.exists():
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log(f" Using cached library: {cached_lib_name}")
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lib = DispatcherLib.load(cached_lib_path)
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if lib is not None and lib.initialize():
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result.lib = lib
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log(f" OK Rebuilt library: {lib.get_kernel_name()}")
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log(f" OK Loaded cached library: {lib.get_kernel_name()}")
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else:
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log(" WARNING Rebuild failed, using existing library")
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log(" WARNING Cached library failed to load/initialize")
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cached_lib_path = None # Force rebuild
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else:
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log(" WARNING No kernel header found for config, using existing library")
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log(" Rebuilding library for exact config match...")
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# First ensure we have a kernel header for this exact config
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if not kernel_header:
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# Generate kernel for the exact config
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log(" Generating kernel for config...")
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codegen_result = codegen.generate_from_config(config, force=True)
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# Check if generation succeeded
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if not codegen_result.success:
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log(f" WARNING Kernel generation failed:")
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if codegen_result.stderr:
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# Show first few lines of error
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error_lines = codegen_result.stderr.split('\n')[:5]
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for line in error_lines:
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if line.strip():
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log(f" {line}")
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log(" This config may not be valid for the target architecture")
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log(" Falling back to existing library")
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# Don't try to rebuild without a valid kernel
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kernel_header = None
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else:
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kernel_header = find_matching_kernel_header(config)
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result.kernel_header = kernel_header
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if kernel_header:
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new_lib_path = codegen._rebuild_library_for_config(config, kernel_header)
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if new_lib_path:
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lib = DispatcherLib.load(new_lib_path)
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if lib is None or not lib.initialize():
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result.error = "Failed to load rebuilt library"
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return result
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result.lib = lib
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log(f" OK Rebuilt library: {lib.get_kernel_name()}")
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else:
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log(" WARNING Rebuild failed, using existing library")
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else:
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log(" WARNING No kernel header found for config, using existing library")
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# Step 5: Create registry and dispatcher
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log(" Creating registry and dispatcher...")
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294
dispatcher/tests/test_library_caching.py
Executable file
294
dispatcher/tests/test_library_caching.py
Executable file
@@ -0,0 +1,294 @@
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#!/usr/bin/env python3
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"""
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Unit tests for library caching in setup_gemm_dispatcher().
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Tests verify that:
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1. Different kernel configs create unique library files with complete naming
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2. Repeated configs reuse cached libraries (no redundant rebuilds)
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3. Library names include all distinguishing parameters (dtype, layout, tile, wave, warp, pipeline, epilogue, scheduler)
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4. Kernel headers are generated when missing
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"""
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import sys
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import time
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import unittest
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from pathlib import Path
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# Add dispatcher python to path
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DISPATCHER_ROOT = Path(__file__).parent.parent
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sys.path.insert(0, str(DISPATCHER_ROOT / "python"))
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from ctypes_utils import (
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setup_gemm_dispatcher,
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KernelConfig,
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get_build_dir,
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)
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class TestLibraryCaching(unittest.TestCase):
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"""Test library caching functionality in setup_gemm_dispatcher"""
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@classmethod
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def setUpClass(cls):
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"""Set up test environment once for all tests"""
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cls.build_dir = get_build_dir()
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cls.examples_dir = cls.build_dir / "examples"
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# Clean up any previous test libraries
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cls._cleanup_test_libraries()
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@classmethod
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def _cleanup_test_libraries(cls):
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"""Remove test library files"""
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if cls.examples_dir.exists():
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for lib in cls.examples_dir.glob("libdispatcher_gemm_fp16_rcr_*_compv4_*.so"):
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try:
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lib.unlink()
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except Exception:
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pass
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def test_01_unique_library_naming(self):
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"""Test that library names include all distinguishing parameters"""
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config = KernelConfig(
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dtype_a="fp16",
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layout_a="row",
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layout_b="col",
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layout_c="row",
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tile_m=128,
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tile_n=128,
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tile_k=64,
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pipeline="compv4",
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gfx_arch="gfx950",
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)
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result = setup_gemm_dispatcher(config, verbose=False, auto_rebuild=True)
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self.assertTrue(result.success, "setup_gemm_dispatcher should succeed")
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self.assertIsNotNone(result.lib, "Library should be loaded")
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lib_name = result.lib.path.name
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# Verify library name includes all parameters
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self.assertIn("fp16", lib_name, "Library name should include dtype")
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self.assertIn("rcr", lib_name, "Library name should include layout")
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self.assertIn("128x128x64", lib_name, "Library name should include tile dimensions")
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self.assertIn("2x2x1", lib_name, "Library name should include wave dimensions")
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self.assertIn("32x32x16", lib_name, "Library name should include warp dimensions")
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self.assertIn("compv4", lib_name, "Library name should include pipeline")
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self.assertIn("cshuffle", lib_name, "Library name should include epilogue")
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self.assertIn("intrawave", lib_name, "Library name should include scheduler")
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print(f"✓ Library name includes all parameters: {lib_name}")
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def test_02_library_build_and_cache(self):
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"""Test that libraries are built correctly and then cached"""
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config = KernelConfig(
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dtype_a="fp16",
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layout_a="row",
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layout_b="col",
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layout_c="row",
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tile_m=128,
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tile_n=128,
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tile_k=64,
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pipeline="compv4",
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gfx_arch="gfx950",
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)
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expected_lib_name = "libdispatcher_gemm_fp16_rcr_128x128x64_2x2x1_32x32x16_compv4_cshuffle_intrawave.so"
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expected_lib_path = self.examples_dir / expected_lib_name
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# First call - should build library
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start_time = time.time()
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result1 = setup_gemm_dispatcher(config, verbose=False, auto_rebuild=True)
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time1 = time.time() - start_time
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self.assertTrue(result1.success, "First setup should succeed")
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# Check if library was created (might use default if config matches)
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if expected_lib_path.exists():
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lib_created = True
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print(f"✓ Library created: {expected_lib_name}")
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else:
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# Config might match default library, which is also valid
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lib_created = False
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print(f" Config matches default library: {result1.lib.path.name}")
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# Second call - should use cache if library was built
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start_time = time.time()
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result2 = setup_gemm_dispatcher(config, verbose=False, auto_rebuild=True)
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time2 = time.time() - start_time
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self.assertTrue(result2.success, "Second setup should succeed")
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# If library was created, second call should be much faster (cached)
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if lib_created and time1 > 5.0: # First call took significant time (build happened)
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self.assertLess(time2, time1 * 0.5,
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f"Cached load ({time2:.2f}s) should be much faster than build ({time1:.2f}s)")
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print(f"✓ Cache reuse: {time2:.2f}s vs {time1:.2f}s ({time1/time2:.1f}x faster)")
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else:
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print(f" Both calls fast (using default library)")
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def test_03_different_configs_different_libraries(self):
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"""Test that different configs create different library files"""
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configs = [
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KernelConfig(
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dtype_a="fp16",
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layout_a="row",
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layout_b="col",
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layout_c="row",
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tile_m=128,
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tile_n=128,
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tile_k=64,
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pipeline="compv4",
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gfx_arch="gfx950",
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),
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KernelConfig(
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dtype_a="fp16",
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layout_a="row",
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layout_b="col",
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layout_c="row",
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tile_m=128,
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tile_n=128,
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tile_k=32,
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pipeline="compv4",
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gfx_arch="gfx950",
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),
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]
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results = []
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for i, config in enumerate(configs):
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result = setup_gemm_dispatcher(
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config,
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registry_name=f"test_registry_{i}",
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verbose=False,
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auto_rebuild=True
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)
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results.append(result)
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# Check that all setups succeeded
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for i, result in enumerate(results):
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self.assertTrue(result.success, f"Setup {i+1} should succeed")
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# Check that different configs loaded different libraries (if both built custom libs)
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lib_names = [r.lib.path.name for r in results if r.lib]
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# If both created custom libraries, they should be different
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custom_libs = [name for name in lib_names if "libdispatcher_gemm_fp16_rcr_128x128" in name
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and name != "libdispatcher_gemm_lib.so"]
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if len(custom_libs) >= 2:
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# Should have different tile dimensions in names
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self.assertNotEqual(custom_libs[0], custom_libs[1],
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"Different configs should create different libraries")
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self.assertIn("128x128x64", custom_libs[0])
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self.assertIn("128x128x32", custom_libs[1])
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print(f"✓ Different configs created different libraries:")
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for lib in custom_libs:
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print(f" - {lib}")
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else:
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print(f" Configs used default library (valid when configs match default)")
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def test_04_cache_message_verification(self):
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"""Test that cache hit messages are logged correctly"""
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config = KernelConfig(
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dtype_a="fp16",
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layout_a="row",
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layout_b="col",
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layout_c="row",
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tile_m=128,
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tile_n=128,
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tile_k=64,
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pipeline="compv4",
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gfx_arch="gfx950",
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)
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# First call
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result1 = setup_gemm_dispatcher(config, verbose=False, auto_rebuild=True)
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self.assertTrue(result1.success)
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# Second call - capture output to check for cache message
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import io
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from contextlib import redirect_stdout
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f = io.StringIO()
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with redirect_stdout(f):
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result2 = setup_gemm_dispatcher(config, verbose=True, auto_rebuild=True)
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output = f.getvalue()
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self.assertTrue(result2.success)
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# Check if cache was used (either message appears or default lib was used)
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if "Using cached library" in output:
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print("✓ Cache hit message logged correctly")
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self.assertIn("Using cached library", output)
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elif "libdispatcher_gemm_lib.so" in str(result2.lib.path):
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print(" Using default CMake library (no rebuild needed)")
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else:
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print(" Warning: Expected cache message not found (may have rebuilt)")
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def test_05_code_fix_verification(self):
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"""Verify the code changes are in place"""
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from ctypes_utils import get_dispatcher_root
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ctypes_utils_path = get_dispatcher_root() / "python" / "ctypes_utils.py"
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self.assertTrue(ctypes_utils_path.exists(), "ctypes_utils.py should exist")
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with open(ctypes_utils_path, 'r') as f:
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code = f.read()
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# Check Fix #1: Complete library naming
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self.assertIn(
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"_{config.pipeline}_{config.epilogue}_{config.scheduler}",
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code,
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"Library naming should include pipeline, epilogue, and scheduler"
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)
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self.assertIn(
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"_{wave_str}_{warp_str}_",
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code,
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"Library naming should include wave and warp dimensions"
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)
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# Check Fix #2: Cache checking logic
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self.assertIn(
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"cached_lib_path.exists()",
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code,
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"Cache checking logic should be present"
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)
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self.assertIn(
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"Using cached library",
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code,
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"Cache hit message should be present"
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)
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print("✓ Code fixes verified:")
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print(" - Complete library naming (dtype, layout, tile, wave, warp, pipeline, epilogue, scheduler)")
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print(" - Cache checking logic present")
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def run_tests(verbosity=2):
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"""Run all tests with specified verbosity"""
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loader = unittest.TestLoader()
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suite = loader.loadTestsFromTestCase(TestLibraryCaching)
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runner = unittest.TextTestRunner(verbosity=verbosity)
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result = runner.run(suite)
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return 0 if result.wasSuccessful() else 1
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if __name__ == "__main__":
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print("="*80)
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print(" Library Caching Unit Tests")
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print("="*80)
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print()
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exit_code = run_tests(verbosity=2)
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print()
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print("="*80)
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if exit_code == 0:
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print(" ✓ ALL TESTS PASSED")
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else:
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print(" ✗ SOME TESTS FAILED")
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print("="*80)
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sys.exit(exit_code)
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