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TheRock/rocm-libraries/projects/composablekernel/dispatcher/tests/test_grouped_conv_utils.py
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Flatten subprojects into a single base monorepo
2026-09-02 16:34:47 -07:00

350 lines
13 KiB
Python

#!/usr/bin/env python3
# Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
# SPDX-License-Identifier: MIT
"""
TDD tests for python/grouped_conv_utils.py -- grouped convolution Python utilities.
Phase 1 TDD: tests written BEFORE implementation exists.
Run: python3 -m pytest tests/test_grouped_conv_utils.py -v
"""
import sys
import unittest
from pathlib import Path
SCRIPT_DIR = Path(__file__).parent.resolve()
DISPATCHER_DIR = SCRIPT_DIR.parent
sys.path.insert(0, str(DISPATCHER_DIR / "python"))
sys.path.insert(0, str(DISPATCHER_DIR / "codegen"))
from dispatcher_common import ValidationResultBase # noqa: E402
from grouped_conv_utils import ( # noqa: E402
GroupedConvValidationResult,
validate_grouped_conv_config,
auto_correct_grouped_conv_config,
get_grouped_conv_default_config,
GroupedConvDataType,
format_grouped_conv_summary,
)
# =============================================================================
# VALID CONFIG FIXTURES
# =============================================================================
def make_valid_grouped_conv_config():
"""Return a valid grouped conv config dict for gfx942."""
return {
"tile_config": {
"tile_k": 128,
"tile_c": 128,
"wave_m": 2,
"wave_n": 2,
"wave_k": 1,
"warp_m": 32,
"warp_n": 32,
"warp_k": 16,
},
"trait_config": {
"pipeline": "compv4",
"epilogue": "cshuffle",
"scheduler": "intrawave",
},
"variant": "2d_fwd",
"ndim_spatial": 2,
"arch": "gfx942",
"layout": "nhwgc",
"dtype": "fp16",
}
# =============================================================================
# TestGroupedConvValidationResult
# =============================================================================
class TestGroupedConvValidationResult(unittest.TestCase):
"""Tests for GroupedConvValidationResult dataclass."""
def test_inherits_from_validation_result_base(self):
"""GroupedConvValidationResult should inherit from ValidationResultBase."""
self.assertTrue(
issubclass(GroupedConvValidationResult, ValidationResultBase),
"GroupedConvValidationResult must inherit from ValidationResultBase",
)
def test_valid_result_has_is_valid(self):
"""Valid result has is_valid=True."""
vr = GroupedConvValidationResult(is_valid=True)
self.assertTrue(vr.is_valid)
def test_invalid_result_has_is_valid_false(self):
"""Invalid result has is_valid=False."""
vr = GroupedConvValidationResult(is_valid=False, errors=["bad config"])
self.assertFalse(vr.is_valid)
def test_has_errors_list(self):
"""Result has errors list."""
vr = GroupedConvValidationResult(
is_valid=False,
errors=["invalid wave", "invalid trait"],
)
self.assertEqual(len(vr.errors), 2)
self.assertIn("invalid wave", vr.errors)
self.assertIn("invalid trait", vr.errors)
def test_has_warnings_list(self):
"""Result has warnings list."""
vr = GroupedConvValidationResult(
is_valid=True,
warnings=["deprecated option"],
)
self.assertEqual(len(vr.warnings), 1)
self.assertIn("deprecated option", vr.warnings)
def test_has_suggested_fixes_dict(self):
"""Result has suggested_fixes dict."""
vr = GroupedConvValidationResult(
is_valid=False,
suggested_fixes={"wave_m": 2, "wave_n": 2},
)
self.assertIn("wave_m", vr.suggested_fixes)
self.assertEqual(vr.suggested_fixes["wave_m"], 2)
self.assertIn("wave_n", vr.suggested_fixes)
self.assertEqual(vr.suggested_fixes["wave_n"], 2)
def test_default_empty_errors_warnings_fixes(self):
"""Default result has empty errors, warnings, suggested_fixes."""
vr = GroupedConvValidationResult(is_valid=True)
self.assertEqual(vr.errors, [])
self.assertEqual(vr.warnings, [])
self.assertEqual(vr.suggested_fixes, {})
# =============================================================================
# TestValidateGroupedConvConfig
# =============================================================================
class TestValidateGroupedConvConfig(unittest.TestCase):
"""Tests for validate_grouped_conv_config."""
def test_valid_config_passes(self):
"""Valid config should pass validation."""
config = make_valid_grouped_conv_config()
result = validate_grouped_conv_config(config)
self.assertTrue(result.is_valid, f"Expected valid, got errors: {result.errors}")
self.assertEqual(result.errors, [])
def test_invalid_wave_config_fails(self):
"""Invalid wave config should fail validation."""
config = make_valid_grouped_conv_config()
config["tile_config"]["wave_m"] = 3
config["tile_config"]["wave_n"] = 3
result = validate_grouped_conv_config(config)
self.assertFalse(result.is_valid)
self.assertGreater(len(result.errors), 0)
error_str = " ".join(result.errors).lower()
self.assertIn("wave", error_str)
def test_invalid_trait_fails(self):
"""Invalid trait combination should fail validation."""
config = make_valid_grouped_conv_config()
config["trait_config"]["pipeline"] = "compv4"
config["trait_config"]["epilogue"] = "cshuffle"
config["trait_config"]["scheduler"] = "interwave" # Invalid combo
result = validate_grouped_conv_config(config)
self.assertFalse(result.is_valid)
self.assertGreater(len(result.errors), 0)
error_str = " ".join(result.errors).lower()
self.assertIn("trait", error_str)
def test_missing_fields_fails(self):
"""Config with missing required fields should fail validation."""
config = {"arch": "gfx942"} # Missing tile_config, trait_config, etc.
result = validate_grouped_conv_config(config)
self.assertFalse(result.is_valid)
self.assertGreater(len(result.errors), 0)
# =============================================================================
# TestAutoCorrectGroupedConvConfig
# =============================================================================
class TestAutoCorrectGroupedConvConfig(unittest.TestCase):
"""Tests for auto_correct_grouped_conv_config."""
def test_invalid_wave_gets_corrected(self):
"""Invalid wave config should be auto-corrected."""
config = make_valid_grouped_conv_config()
config["tile_config"]["wave_m"] = 3
config["tile_config"]["wave_n"] = 3
corrected, result = auto_correct_grouped_conv_config(config)
self.assertIsInstance(corrected, dict)
self.assertIsInstance(result, GroupedConvValidationResult)
# Corrected wave should be valid for arch
wave_m = corrected.get("tile_config", {}).get("wave_m")
wave_n = corrected.get("tile_config", {}).get("wave_n")
self.assertIn(wave_m, [1, 2, 4])
self.assertIn(wave_n, [1, 2, 4])
def test_invalid_trait_gets_corrected(self):
"""Invalid trait combination should be auto-corrected."""
config = make_valid_grouped_conv_config()
config["trait_config"]["scheduler"] = "interwave"
config["trait_config"]["pipeline"] = "compv4"
config["trait_config"]["epilogue"] = "cshuffle"
corrected, result = auto_correct_grouped_conv_config(config)
self.assertIsInstance(corrected, dict)
self.assertIsInstance(result, GroupedConvValidationResult)
# Scheduler should be corrected to intrawave for compv4+cshuffle
scheduler = corrected.get("trait_config", {}).get("scheduler")
self.assertEqual(scheduler, "intrawave")
# =============================================================================
# TestGetGroupedConvDefaultConfig
# =============================================================================
class TestGetGroupedConvDefaultConfig(unittest.TestCase):
"""Tests for get_grouped_conv_default_config."""
def test_returns_config(self):
"""Should return a GroupedConvKernelConfig (or dict via to_dict)."""
config = get_grouped_conv_default_config("2d_fwd")
# Accepts both dataclass and dict
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIsInstance(d, dict)
def test_has_tile_config(self):
"""Returned config has tile_config key."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("tile_config", d)
self.assertIsInstance(d["tile_config"], dict)
def test_has_trait_config(self):
"""Returned config has trait_config key."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("trait_config", d)
self.assertIsInstance(d["trait_config"], dict)
def test_has_variant(self):
"""Returned config has variant."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("variant", d)
def test_has_ndim_spatial(self):
"""Returned config has ndim_spatial."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("ndim_spatial", d)
def test_has_arch(self):
"""Returned config has arch."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("arch", d)
def test_has_layout(self):
"""Returned config has layout."""
config = get_grouped_conv_default_config("2d_fwd")
d = config.to_dict() if hasattr(config, "to_dict") else config
self.assertIn("layout", d)
# =============================================================================
# TestGroupedConvDataType
# =============================================================================
class TestGroupedConvDataType(unittest.TestCase):
"""Tests for GroupedConvDataType enum."""
def test_fp16_exists(self):
"""GroupedConvDataType has FP16."""
self.assertIsNotNone(GroupedConvDataType.FP16)
def test_bf16_exists(self):
"""GroupedConvDataType has BF16."""
self.assertIsNotNone(GroupedConvDataType.BF16)
def test_fp32_exists(self):
"""GroupedConvDataType has FP32."""
self.assertIsNotNone(GroupedConvDataType.FP32)
def test_fp8_exists(self):
"""GroupedConvDataType has FP8."""
self.assertIsNotNone(GroupedConvDataType.FP8)
def test_bf8_exists(self):
"""GroupedConvDataType has BF8."""
self.assertIsNotNone(GroupedConvDataType.BF8)
def test_int8_exists(self):
"""GroupedConvDataType has INT8."""
self.assertIsNotNone(GroupedConvDataType.INT8)
def test_enum_values_unique(self):
"""All enum values should be unique."""
values = [
GroupedConvDataType.FP16,
GroupedConvDataType.BF16,
GroupedConvDataType.FP32,
GroupedConvDataType.FP8,
GroupedConvDataType.BF8,
GroupedConvDataType.INT8,
]
self.assertEqual(len(values), len(set(values)))
# =============================================================================
# TestFormatGroupedConvSummary
# =============================================================================
class TestFormatGroupedConvSummary(unittest.TestCase):
"""Tests for format_grouped_conv_summary."""
def test_returns_non_empty_string(self):
"""Should return a non-empty string."""
config = make_valid_grouped_conv_config()
summary = format_grouped_conv_summary(config)
self.assertIsInstance(summary, str)
self.assertGreater(len(summary), 0)
def test_contains_key_info(self):
"""Summary should contain key config info (variant, arch, layout, dtype)."""
config = make_valid_grouped_conv_config()
summary = format_grouped_conv_summary(config)
# Should mention at least some of: variant, arch, layout, dtype
summary_lower = summary.lower()
has_key_info = (
"2d" in summary_lower
or "fwd" in summary_lower
or "gfx" in summary_lower
or "nhwgc" in summary_lower
or "fp16" in summary_lower
)
self.assertTrue(
has_key_info,
f"Summary should contain key info, got: {summary}",
)
def test_empty_config_returns_something(self):
"""Empty or minimal config should still return a string."""
summary = format_grouped_conv_summary({})
self.assertIsInstance(summary, str)
self.assertGreaterEqual(len(summary), 0)
if __name__ == "__main__":
unittest.main()