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76 changes: 20 additions & 56 deletions yunchang/kernels/attention.py
Original file line number Diff line number Diff line change
Expand Up @@ -115,7 +115,6 @@ def flash_attn_forward(q, k, v,
assert HAS_FLASH_ATTN, "FlashAttention is not available"
if softmax_scale is None:
softmax_scale = q.shape[-1] ** (-0.5)
if flash_attn.__version__ < '2.6.3':
block_out, _, _, _, _, block_lse, _, _ = _flash_attn_forward(
q,
k,
Expand All @@ -128,68 +127,33 @@ def flash_attn_forward(q, k, v,
alibi_slopes=alibi_slopes,
return_softmax=return_softmax,
)
else:
block_out, block_lse, _, _ = _flash_attn_forward(
q,
k,
v,
dropout_p = dropout_p,
softmax_scale = softmax_scale,
causal=causal,
window_size_left=window_size[0],
window_size_right=window_size[1],
softcap=softcap,
alibi_slopes=alibi_slopes,
return_softmax=return_softmax,
)
return block_out, block_lse

def flash_attn_backward(dout, q, k, v, out, softmax_lse, block_dq_buffer, block_dk_buffer, block_dv_buffer, dropout_p, softmax_scale,
bwd_causal, window_size, softcap, alibi_slopes, deterministic, rng_state):
if softmax_scale is None:
softmax_scale = q.shape[-1] ** (-0.5)
assert HAS_FLASH_ATTN
if flash_attn.__version__ < '2.6.3':
_flash_attn_backward(
dout,
q,
k,
v,
out,
softmax_lse,
block_dq_buffer,
block_dk_buffer,
block_dv_buffer,
dropout_p,
softmax_scale,
bwd_causal,
window_size,
softcap,
alibi_slopes,
deterministic,
rng_state,
)
else:
_flash_attn_backward(
dout,
q,
k,
v,
out,
softmax_lse,
block_dq_buffer,
block_dk_buffer,
block_dv_buffer,
dropout_p,
softmax_scale,
bwd_causal,
window_size[0], # Pass window_size_left
window_size[1], # Pass window_size_right
softcap,
alibi_slopes,
deterministic,
rng_state,
)
_flash_attn_backward(
dout,
q,
k,
v,
out,
softmax_lse,
block_dq_buffer,
block_dk_buffer,
block_dv_buffer,
dropout_p,
softmax_scale,
bwd_causal,
window_size,
softcap,
alibi_slopes,
deterministic,
rng_state,
)



def flash_attn3_func_forward(q, k, v, dropout_p, softmax_scale, causal, window_size, softcap, alibi_slopes, return_softmax):
Expand Down