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[Feature] Split cross-entropy computation in SP (#5959)

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* halfway

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

* 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

* 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

* adapt chatglm, command-R, qwen

* debug

* 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

* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

* add comments

* q1 index only once

* remove events to simplify stream sync

* simplify forward/backward logic

* 2d ring forward passed

* 2d ring backward passed

* fixes

* fix ring attn loss

* 2D ring backward + llama passed

* merge

* update logger

* fix typo

* rebase

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

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

* fix typo

* remove typos

* fixes

* support GPT

---------

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:
Wenxuan Tan
2024-09-10 12:06:50 +08:00
committed by GitHub
parent b3db1058ec
commit 8fd25d6e09
25 changed files with 527 additions and 1173 deletions
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15
tests/test_shardformer/test_model/test_shard_command.py
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@@ -125,7 +125,14 @@ def check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn,
atol, rtol = 5e-3, 5e-3
if org_model.__class__.__name__ == "CohereModel":
check_output_hidden_state(org_output, sharded_output, stage_manager, atol=atol, rtol=rtol)
check_output_hidden_state(
org_output,
sharded_output,
stage_manager,
atol=atol,
rtol=rtol,
shard_config=booster.plugin.shard_config,
)
check_loss(org_loss, sharded_loss, atol=atol, rtol=rtol)
@@ -274,7 +281,11 @@ def run_command_test(test_config):
sub_model_zoo = model_zoo.get_sub_registry("transformers_command", "transformers_command_for_causal_lm")
for name, (model_fn, data_gen_fn, output_transform_fn, loss_fn, _) in sub_model_zoo.items():
check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn, test_config)
try:
check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn, test_config)
except Exception as e:
print(f"Failed test config: {test_config}")
raise e
clear_layout_converter()
Randomizer.reset_index()