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| 1 | +# Copyright (c) 2025, Jingze Shi. |
| 2 | + |
| 3 | +from typing import Optional |
| 4 | + |
| 5 | +__version__ = "1.2.3" |
| 6 | + |
| 7 | + |
| 8 | +# Import CUDA functions when available |
| 9 | +try: |
| 10 | + from flash_sparse_attn.flash_sparse_attn_interface import flash_sparse_attn_func, flash_sparse_attn_varlen_func |
| 11 | + CUDA_AVAILABLE = True |
| 12 | +except ImportError: |
| 13 | + CUDA_AVAILABLE = False |
| 14 | + flash_sparse_attn_func, flash_sparse_attn_varlen_func = None, None |
| 15 | + |
| 16 | +# Import Triton functions when available |
| 17 | +try: |
| 18 | + from flash_sparse_attn.flash_sparse_attn_triton import triton_sparse_attn_func |
| 19 | + TRITON_AVAILABLE = True |
| 20 | +except ImportError: |
| 21 | + TRITON_AVAILABLE = False |
| 22 | + triton_sparse_attn_func = None |
| 23 | + |
| 24 | +# Import Flex functions when available |
| 25 | +try: |
| 26 | + from flash_sparse_attn.flash_sparse_attn_flex import flex_sparse_attn_func |
| 27 | + FLEX_AVAILABLE = True |
| 28 | +except ImportError: |
| 29 | + FLEX_AVAILABLE = False |
| 30 | + flex_sparse_attn_func = None |
| 31 | + |
| 32 | + |
| 33 | +def get_available_backends(): |
| 34 | + """Return a list of available backends.""" |
| 35 | + backends = [] |
| 36 | + if CUDA_AVAILABLE: |
| 37 | + backends.append("cuda") |
| 38 | + if TRITON_AVAILABLE: |
| 39 | + backends.append("triton") |
| 40 | + if FLEX_AVAILABLE: |
| 41 | + backends.append("flex") |
| 42 | + return backends |
| 43 | + |
| 44 | + |
| 45 | +def flash_sparse_attn_func_auto(backend: Optional[str] = None, **kwargs): |
| 46 | + """ |
| 47 | + Flash Dynamic Mask Attention function with automatic backend selection. |
| 48 | + |
| 49 | + Args: |
| 50 | + backend (str, optional): Backend to use ('cuda', 'triton', 'flex'). |
| 51 | + If None, will use the first available backend in order: cuda, triton, flex. |
| 52 | + **kwargs: Arguments to pass to the attention function. |
| 53 | + |
| 54 | + Returns: |
| 55 | + The attention function for the specified or auto-selected backend. |
| 56 | + """ |
| 57 | + if backend is None: |
| 58 | + # Auto-select backend |
| 59 | + if CUDA_AVAILABLE: |
| 60 | + backend = "cuda" |
| 61 | + elif TRITON_AVAILABLE: |
| 62 | + backend = "triton" |
| 63 | + elif FLEX_AVAILABLE: |
| 64 | + backend = "flex" |
| 65 | + else: |
| 66 | + raise RuntimeError("No flash attention backend is available. Please install at least one of: triton, transformers, or build the CUDA extension.") |
| 67 | + |
| 68 | + if backend == "cuda": |
| 69 | + if not CUDA_AVAILABLE: |
| 70 | + raise RuntimeError("CUDA backend is not available. Please build the CUDA extension.") |
| 71 | + return flash_sparse_attn_func |
| 72 | + |
| 73 | + elif backend == "triton": |
| 74 | + if not TRITON_AVAILABLE: |
| 75 | + raise RuntimeError("Triton backend is not available. Please install triton: pip install triton") |
| 76 | + return triton_sparse_attn_func |
| 77 | + |
| 78 | + elif backend == "flex": |
| 79 | + if not FLEX_AVAILABLE: |
| 80 | + raise RuntimeError("Flex backend is not available. Please install transformers: pip install transformers") |
| 81 | + return flex_sparse_attn_func |
| 82 | + |
| 83 | + else: |
| 84 | + raise ValueError(f"Unknown backend: {backend}. Available backends: {get_available_backends()}") |
| 85 | + |
| 86 | + |
| 87 | +__all__ = [ |
| 88 | + "CUDA_AVAILABLE", |
| 89 | + "TRITON_AVAILABLE", |
| 90 | + "FLEX_AVAILABLE", |
| 91 | + "flash_sparse_attn_func", |
| 92 | + "flash_sparse_attn_varlen_func", |
| 93 | + "triton_sparse_attn_func", |
| 94 | + "flex_sparse_attn_func", |
| 95 | + "get_available_backends", |
| 96 | + "flash_sparse_attn_func_auto", |
| 97 | +] |
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