[Feature] Zigzag Ring attention (#5905)

* halfway

* fix cross-PP-stage position id length diff bug

* fix typo

* fix typo

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* change tester name

* remove buffer clone; support packed seq layout

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

---------

Co-authored-by: Edenzzzz <wtan45@wisc.edu>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
This commit is contained in:
Edenzzzz
2024-08-16 13:56:38 +08:00
committed by GitHub
parent 887d2d579b
commit f5c84af0b0
50 changed files with 1870 additions and 326 deletions

View File

@@ -88,6 +88,7 @@ def check_attn_func(dtype: torch.dtype, attn_func, attn_kwargs: dict, padding_ma
padding_mask = padding_mask[:, None, :, None].logical_not()
ref_output = ref_output.masked_fill(padding_mask, 0)
output = output.masked_fill(padding_mask, 0)
assert_close(output, ref_output, **tols)
output.mean().backward()
ref_output.mean().backward()
@@ -128,6 +129,8 @@ def test_flash_attn_func(dtype: torch.dtype):
attn_kwargs, padding_mask = gen_kwargs_func(dtype)
for attn_func, name, need_postprocess in attn_funcs:
print(f"{dtype}, {name}, {mask_type}")
if mask_type == "padded":
pass
if need_postprocess:
check_attn_func(dtype, attn_func, post_process_kwargs_for_raw_attn(attn_kwargs), padding_mask)
else: