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[BugFix] fix num_cpu_blocks computation (#6438)
* [BugFix] fix num_cpu_blocks computation * [fix] fix syntax and log * [fix] pre-commit * [fix] use getattr * [fix] ci test
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@@ -196,6 +196,131 @@ class TestConfig(unittest.TestCase):
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]
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)
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def test_fdconfig_get_cache_bytes(self):
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"""Test CacheConfig.get_cache_bytes static method for various dtypes."""
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# Test float32/fp32 variants
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for dtype in ["float32", "fp32"]:
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assert CacheConfig.get_cache_bytes(dtype) == 4
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# Test float16/bf16/fp16 variants
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for dtype in ["float16", "bf16", "fp16"]:
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assert CacheConfig.get_cache_bytes(dtype) == 2
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# Test 8-bit types
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for dtype in ["uint8", "int8", "float8", "fp8"]:
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assert CacheConfig.get_cache_bytes(dtype) == 1
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# Test int4
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assert CacheConfig.get_cache_bytes("int4") == 0.5
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# Test unsupported dtype raises ValueError
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with self.assertRaises(ValueError) as ctx:
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CacheConfig.get_cache_bytes("bf11")
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assert "Unsupported cache dtype" in str(ctx.exception)
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def test_fdconfig_num_cpu_blocks(self):
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"""Test num_cpu_blocks calculation with swap_space."""
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# Create mock model config with required attributes
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model_config = Mock()
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model_config.num_key_value_heads = 32
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model_config.num_attention_heads = 32
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model_config.head_dim = 128
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model_config.num_hidden_layers = 24
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model_config.quantization = None
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model_config.quantization_config = None
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# Test case 1: swap_space is None -> num_cpu_blocks = 0
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "bfloat16",
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"swap_space": None,
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}
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)
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assert cache_config.num_cpu_blocks == 0
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# Test case 2: swap_space = 1GB
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# bytes_per_block = head_num * head_dim * byte_size * kv_factor * block_size * num_hidden_layers
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# = 32 * 128 * 2 * 2 * 64 * 24 = 25165824 bytes
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# num_cpu_blocks = 1 * 1024^3 / 25165824 = 42
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "bfloat16",
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"swap_space": 1,
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}
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)
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expected_blocks = int(1 * 1024**3 / (32 * 128 * 2 * 2 * 64 * 24))
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assert cache_config.num_cpu_blocks == expected_blocks
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assert cache_config.num_cpu_blocks == 42
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# Test case 3: swap_space = 2GB
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "bfloat16",
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"swap_space": 2,
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}
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)
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assert cache_config.num_cpu_blocks == 85
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# Test case 4: with fp32 dtype (4 bytes)
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "float32",
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"swap_space": 1,
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}
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)
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expected_blocks = int(1 * 1024**3 / (32 * 128 * 4 * 2 * 64 * 24))
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assert cache_config.num_cpu_blocks == expected_blocks
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assert cache_config.num_cpu_blocks == 21
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# Test case 5: with int8 dtype (1 byte)
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "int8",
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"swap_space": 1,
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}
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)
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expected_blocks = int(1 * 1024**3 / (32 * 128 * 1 * 2 * 64 * 24))
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assert cache_config.num_cpu_blocks == expected_blocks
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assert cache_config.num_cpu_blocks == 85
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# Test case 6: num_cpu_blocks is explicitly set (not affected by swap_space)
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cache_config = CacheConfig(
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{
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"model_cfg": model_config,
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"cache_dtype": "bfloat16",
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"swap_space": 10,
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"num_cpu_blocks": 100,
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}
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)
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assert cache_config.num_cpu_blocks == 100
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# Test case 7: with num_key_value_heads (GQA)
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model_config_with_gqa = Mock()
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model_config_with_gqa.num_key_value_heads = 8 # GQA
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model_config_with_gqa.num_attention_heads = 32
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model_config_with_gqa.head_dim = 128
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model_config_with_gqa.num_hidden_layers = 24
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model_config_with_gqa.quantization = None
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model_config_with_gqa.quantization_config = None
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cache_config = CacheConfig(
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{
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"model_cfg": model_config_with_gqa,
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"cache_dtype": "bfloat16",
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"swap_space": 1,
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}
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)
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# bytes_per_block = 8 * 128 * 2 * 2 * 64 * 24 = 6291456 bytes
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# num_cpu_blocks = 1 * 1024^3 / 6291456 = 170
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expected_blocks = int(1 * 1024**3 / (8 * 128 * 2 * 2 * 64 * 24))
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assert cache_config.num_cpu_blocks == expected_blocks
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assert cache_config.num_cpu_blocks == 170
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if __name__ == "__main__":
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unittest.main()
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