[Prefix Cache] Add reproducible prefix-cache block hashing using SHA-256 + CBOR (64bit) (#20511)

Signed-off-by: Maroon Ayoub <maroon.ayoub@ibm.com>

requirements/common.txt

@@ -47,3 +47,4 @@ python-json-logger # Used by logging as per examples/others/logging_configuratio
 scipy # Required for phi-4-multimodal-instruct
 ninja # Required for xgrammar, rocm, tpu, xpu
 pybase64 # fast base64 implementation
+cbor2 # Required for cross-language serialization of hashable objects

requirements/docs.txt

@@ -11,6 +11,7 @@ ruff
 # Required for argparse hook only
 -f https://download.pytorch.org/whl/cpu
 cachetools
+cbor2
 cloudpickle
 fastapi
 msgspec

tests/v1/core/test_kv_cache_utils.py

@@ -8,7 +8,7 @@ import torch
 from vllm.config import ModelConfig, SchedulerConfig, VllmConfig
 from vllm.multimodal.inputs import MultiModalKwargs, PlaceholderRange
 from vllm.sampling_params import SamplingParams
-from vllm.utils import GiB_bytes, sha256
+from vllm.utils import GiB_bytes, sha256, sha256_cbor_64bit
 from vllm.v1.core.kv_cache_manager import KVCacheManager
 # disable yapf here as it formats differently than isort such that both fail
 # yapf: disable
@@ -16,7 +16,8 @@ from vllm.v1.core.kv_cache_utils import (
     FreeKVCacheBlockQueue, KVCacheBlock, PrefixCachingMetrics,
     estimate_max_model_len, generate_block_hash_extra_keys,
     get_kv_cache_config, get_max_concurrency_for_kv_cache_config,
-    hash_block_tokens, hash_request_tokens, unify_kv_cache_configs)
+    hash_block_tokens, hash_request_tokens, init_none_hash,
+    unify_kv_cache_configs)
 from vllm.v1.kv_cache_interface import (FullAttentionSpec, KVCacheConfig,
                                         KVCacheGroupSpec, KVCacheTensor,
                                         SlidingWindowSpec)
@@ -78,24 +79,27 @@ def new_sliding_window_spec(block_size=16,
                              sliding_window=sliding_window)
 
 
-def test_none_hash(monkeypatch):
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
+def test_none_hash(monkeypatch, hash_fn):
     import vllm.v1.core.kv_cache_utils
 
     # case 1: PYTHONHASHSEED is not set, use random
     with monkeypatch.context() as m:
         m.delenv('PYTHONHASHSEED', raising=False)
         reloaded_kv_cache_utils = importlib.reload(vllm.v1.core.kv_cache_utils)
+        reloaded_kv_cache_utils.init_none_hash(hash_fn)
         assert reloaded_kv_cache_utils.NONE_HASH is not None
         assert isinstance(reloaded_kv_cache_utils.NONE_HASH, int)
         assert reloaded_kv_cache_utils.NONE_HASH != 0
 
-    # case 2: PYTHONHASHSEED is set, use the seed
+    # case 2: PYTHONHASHSEED is set, use the seed and hash_fn
     with monkeypatch.context() as m:
         m.setenv('PYTHONHASHSEED', 'python hash seed')
         reloaded_kv_cache_utils = importlib.reload(vllm.v1.core.kv_cache_utils)
+        reloaded_kv_cache_utils.init_none_hash(hash_fn)
         assert reloaded_kv_cache_utils.NONE_HASH is not None
         assert isinstance(reloaded_kv_cache_utils.NONE_HASH, int)
-        assert sha256('python hash seed') == reloaded_kv_cache_utils.NONE_HASH
+        assert hash_fn('python hash seed') == reloaded_kv_cache_utils.NONE_HASH
 
 
 def test_kv_cache_block():
@@ -287,9 +291,10 @@ def test_generate_block_hash_extra_keys_cache_salt():
     assert next_mm_idx == 1
 
 
-@pytest.mark.parametrize("hash_fn", [sha256, hash])
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
 def test_hash_block_tokens(hash_fn):
     import vllm.v1.core.kv_cache_utils
+    init_none_hash(hash_fn)
     parent_block_hash = 123
     curr_block_token_ids = (1, 2, 3)
     extra_keys = ("key1", "key2")
@@ -303,9 +308,10 @@ def test_hash_block_tokens(hash_fn):
     assert block_hash.extra_keys == extra_keys
 
 
-@pytest.mark.parametrize("hash_fn", [sha256, hash])
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
 def test_hash_request_tokens(hash_fn):
     import vllm.v1.core.kv_cache_utils
+    init_none_hash(hash_fn)
     request = make_request(
         request_id=0,
         prompt_token_ids=[_ for _ in range(6)],
@@ -332,8 +338,10 @@ def test_hash_request_tokens(hash_fn):
     assert block_hashes[1].extra_keys == ("hash2", )
 
 
-@pytest.mark.parametrize("hash_fn", [sha256, hash])
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
 def test_hash_tokens_different_mm_input(hash_fn):
+    init_none_hash(hash_fn)
+
     request1 = make_request(
         request_id=0,
         prompt_token_ids=[_ for _ in range(6)],
@@ -359,8 +367,10 @@ def test_hash_tokens_different_mm_input(hash_fn):
     assert block_hashes1[1] != block_hashes2[1]
 
 
-@pytest.mark.parametrize("hash_fn", [sha256, hash])
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
 def test_hash_request_tokens_no_mm_inputs(hash_fn):
+    init_none_hash(hash_fn)
+
     request = make_request(
         request_id=0,
         prompt_token_ids=[_ for _ in range(6)],
@@ -916,4 +926,4 @@ def test_get_kv_cache_config():
         ],
         kv_cache_groups=[
             KVCacheGroupSpec(["layer_1", "layer_2"], new_kv_cache_spec())
-        ])
+        ])

tests/v1/core/test_prefix_caching.py

@@ -11,11 +11,12 @@ import torch
 from vllm.distributed.kv_events import AllBlocksCleared, BlockRemoved
 from vllm.multimodal.inputs import MultiModalKwargs, PlaceholderRange
 from vllm.sampling_params import SamplingParams
-from vllm.utils import sha256
+from vllm.utils import sha256, sha256_cbor_64bit
 from vllm.v1.core.block_pool import BlockPool
 from vllm.v1.core.kv_cache_manager import KVCacheManager, Request
 from vllm.v1.core.kv_cache_utils import (BlockHash, BlockHashWithGroupId,
-                                         KVCacheBlock, hash_block_tokens)
+                                         KVCacheBlock, hash_block_tokens,
+                                         init_none_hash)
 from vllm.v1.kv_cache_interface import (FullAttentionSpec, KVCacheConfig,
                                         KVCacheGroupSpec, SlidingWindowSpec)
 
@@ -91,7 +92,7 @@ def make_kv_cache_config_hybrid_model(block_size: int,
     )
 
 
-@pytest.mark.parametrize("hash_algo", ["sha256", "hash"])
+@pytest.mark.parametrize("hash_algo", ["sha256", "sha256_cbor_64bit", "hash"])
 def test_prefill(hash_algo):
     manager = KVCacheManager(
         make_kv_cache_config(16, 11),
@@ -101,7 +102,8 @@ def test_prefill(hash_algo):
     )
 
     # choose the hash function according to the parameter
-    hash_fn = sha256 if hash_algo == "sha256" else hash
+    hash_fn = (sha256_cbor_64bit if hash_algo == "sha256_cbor_64bit" else
+               sha256 if hash_algo == "sha256" else hash)
 
     # Complete 3 blocks (48 tokens)
     common_token_ids = [i for i in range(3) for _ in range(16)]
@@ -696,12 +698,14 @@ def test_basic_prefix_caching_disabled():
     assert not blocks
 
 
-@pytest.mark.parametrize("hash_fn", [sha256, hash])
+@pytest.mark.parametrize("hash_fn", [sha256, sha256_cbor_64bit, hash])
 def test_cache_blocks(hash_fn):
     """
     This is a unit test that tests the correctness of the _cache_full_blocks
     function of KVCacheManager.
     """
+    init_none_hash(hash_fn)
+
     block_size = 4
     block_pool = BlockPool(
         num_gpu_blocks=5,

vllm/config.py

@@ -1564,7 +1564,7 @@ class ModelConfig:
 
 BlockSize = Literal[1, 8, 16, 32, 64, 128]
 CacheDType = Literal["auto", "fp8", "fp8_e4m3", "fp8_e5m2"]
-PrefixCachingHashAlgo = Literal["builtin", "sha256"]
+PrefixCachingHashAlgo = Literal["builtin", "sha256", "sha256_cbor_64bit"]
 
 
 @config
@@ -1609,7 +1609,12 @@ class CacheConfig:
     prefix_caching_hash_algo: PrefixCachingHashAlgo = "builtin"
     """Set the hash algorithm for prefix caching:\n
     - "builtin" is Python's built-in hash.\n
-    - "sha256" is collision resistant but with certain overheads."""
+    - "sha256" is collision resistant but with certain overheads.
+    This option uses Pickle for object serialization before hashing.\n
+    - "sha256_cbor_64bit" provides a reproducible, cross-language compatible 
+    hash. It serializes objects using canonical CBOR and hashes them with 
+    SHA-256. The resulting hash consists of the lower 64 bits of the SHA-256
+    digest."""
     cpu_offload_gb: float = 0
     """The space in GiB to offload to CPU, per GPU. Default is 0, which means
     no offloading. Intuitively, this argument can be seen as a virtual way to

vllm/utils/__init__.py

@@ -52,6 +52,7 @@ from urllib.parse import urlparse
 from uuid import uuid4
 
 import cachetools
+import cbor2
 import cloudpickle
 import numpy as np
 import numpy.typing as npt
@@ -3177,6 +3178,29 @@ def sha256(input) -> int:
                           byteorder="big")
 
 
+def sha256_cbor_64bit(input) -> int:
+    """
+    Hash objects using CBOR serialization and SHA-256, then truncate to 64bits.
+
+    This option is useful for non-Python-dependent serialization and hashing.
+
+    Args:
+        input: Object to be serialized and hashed. Supported types include
+            basic Python types and complex structures like lists, tuples, and
+            dictionaries.
+            Custom classes must implement CBOR serialization methods.
+
+    Returns:
+        An integer in the range [0, 2^64-1] representing the lower 64 bits
+        of the SHA-256 hash of the CBOR serialized input.
+    """
+    input_bytes = cbor2.dumps(input, canonical=True)
+    full_hash = int.from_bytes(hashlib.sha256(input_bytes).digest(),
+                               byteorder="big")
+
+    return full_hash & ((1 << 64) - 1)
+
+
 def is_torch_equal_or_newer(target: str) -> bool:
     """Check if the installed torch version is >= the target version.
 

vllm/v1/core/kv_cache_manager.py

@@ -7,10 +7,10 @@ from typing import Optional
 
 from vllm.distributed.kv_events import KVCacheEvent
 from vllm.logger import init_logger
-from vllm.utils import sha256
+from vllm.utils import sha256, sha256_cbor_64bit
 from vllm.v1.core.kv_cache_coordinator import get_kv_cache_coordinator
 from vllm.v1.core.kv_cache_utils import (BlockHash, KVCacheBlock,
-                                         hash_request_tokens)
+                                         hash_request_tokens, init_none_hash)
 from vllm.v1.kv_cache_interface import KVCacheConfig
 from vllm.v1.metrics.stats import PrefixCacheStats
 from vllm.v1.request import Request, RequestStatus
@@ -79,7 +79,10 @@ class KVCacheManager:
         self.max_model_len = max_model_len
 
         self.enable_caching = enable_caching
-        self.caching_hash_fn = sha256 if caching_hash_algo == "sha256" else hash
+        self.caching_hash_fn = (
+            sha256_cbor_64bit if caching_hash_algo == "sha256_cbor_64bit" else
+            sha256 if caching_hash_algo == "sha256" else hash)
+        init_none_hash(self.caching_hash_fn)
         self.use_eagle = use_eagle
         self.log_stats = log_stats
         # FIXME: make prefix cache stats conditional on log_stats

vllm/v1/core/kv_cache_utils.py

@@ -10,7 +10,7 @@ from typing import Any, Callable, NamedTuple, Optional
 
 from vllm.config import VllmConfig
 from vllm.logger import init_logger
-from vllm.utils import GiB_bytes, cdiv, sha256
+from vllm.utils import GiB_bytes, cdiv, sha256_cbor_64bit
 from vllm.v1.kv_cache_interface import (FullAttentionSpec, KVCacheConfig,
                                         KVCacheGroupSpec, KVCacheSpec,
                                         KVCacheTensor, SlidingWindowSpec)
@@ -46,18 +46,30 @@ class BlockHashWithGroupId(NamedTuple):
         return self.block_hash.hash_value
 
 
-# The hash seed for the first block of the prefix block sequence.
+# The hash seed for the first block of any prefix block sequence.
-#
-# Even if the hash function is the builtin hash(), we use sha256 to generate
-# the initial hash to simplify the code. This is not performance critical
-# as it is done one per process.
 #
 # We use a random value to avoid hash collisions or PYTHONHASHSEED environment
 # variable if set such that processes can share the seed if needed.
 # This aligns with the behavior of Python's hash() function, which also uses
 # a random seed if PYTHONHASHSEED is not set.
-NONE_HASH = int.from_bytes(os.urandom(32), byteorder="big") if os.getenv(
+#
-    "PYTHONHASHSEED") is None else sha256(os.getenv("PYTHONHASHSEED"))
+# The function `init_none_hash` initializes this variable globally.
+NONE_HASH: int
+
+
+def init_none_hash(hash_fn: Callable):
+    global NONE_HASH
+
+    hash_seed = os.getenv("PYTHONHASHSEED")
+    if hash_seed is None and hash_fn is sha256_cbor_64bit:
+        logger.warning(
+            "PYTHONHASHSEED is not set. This will lead to non-reproducible "
+            "block-hashes when using sha256_cbor_64bit as the hash function."
+            "Consider setting PYTHONHASHSEED to a fixed value for "
+            "reproducibility.")
+
+    NONE_HASH = (int.from_bytes(os.urandom(32), byteorder="big")
+                 if hash_seed is None else hash_fn(hash_seed))
 
 
 class PrefixCachingMetrics: