text-generation-inference/server/text_generation_server/layers/attention/__init__.py
Daniël de Kok 653193a942 Improve support for GPUs with capability < 8 (#2575)
* Improve support for GPUs with capability < 8

- For models that cannot use flashinfer, use flash-attn v1 + paged
  attention for models with a compute capability older than 8.
- Disable prefix caching when using paged attention.
- When using flash-attn v1, pass the key/value, rather than the
  cache, since v1 cannot use block tables.

* nix: add flash-attn-v1 to the server environment

* Move disabling prefix caching into the block of exceptions

* Capability as `usize`s
2024-10-25 09:01:04 +00:00

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Python

from text_generation_server.utils.import_utils import SYSTEM
import os
from .common import Seqlen
if os.getenv("USE_FLASH_ATTENTION", "").lower() == "false":
raise ImportError("`USE_FLASH_ATTENTION` is false.")
if SYSTEM == "cuda":
from .cuda import (
attention,
paged_attention,
reshape_and_cache,
SUPPORTS_WINDOWING,
PREFILL_IN_KV_CACHE,
)
elif SYSTEM == "rocm":
from .rocm import (
attention,
paged_attention,
reshape_and_cache,
PREFILL_IN_KV_CACHE,
SUPPORTS_WINDOWING,
)
elif SYSTEM == "ipex":
from .ipex import (
attention,
paged_attention,
reshape_and_cache,
PREFILL_IN_KV_CACHE,
SUPPORTS_WINDOWING,
)
else:
raise ImportError(f"System {SYSTEM} doesn't support flash/paged attention")
__all__ = [
"attention",
"paged_attention",
"reshape_and_cache",
"PREFILL_IN_KV_CACHE",
"SUPPORTS_WINDOWING",
"Seqlen",
]