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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_llama.py
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@@ -165,7 +165,6 @@ def check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn,
"zero_stage": 0,
"precision": "fp16",
"initial_scale": 1,
"inner_ring_size": 2,
},
# Ring Attention + PP
{
@@ -215,18 +214,7 @@ def check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn,
"sequence_parallelism_mode": "all_to_all",
"enable_all_optimization": True,
"use_lazy_init": True,
"zero_stage": 0,
"precision": "fp16",
"initial_scale": 1,
},
{
"tp_size": 4,
"pp_size": 1,
"num_microbatches": 1,
"enable_sequence_parallelism": True,
"sequence_parallelism_mode": "split_gather",
"enable_flash_attention": True,
"use_lazy_init": True,
"zero_stage": 1,
"precision": "fp16",
"initial_scale": 1,
},
@@ -294,6 +282,7 @@ def run_llama_test(test_config):
except Exception as e:
print(f"Failed config: {test_config}, model name: {name}")
raise e
clear_layout_converter()
Randomizer.reset_index()
torch.cuda.empty_cache()