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[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>
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@@ -271,7 +271,7 @@ def check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn,
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],
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)
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def run_command_test(test_config):
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sub_model_zoo = model_zoo.get_sub_registry("transformers_command", "transformers_command_for_casual_lm")
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sub_model_zoo = model_zoo.get_sub_registry("transformers_command", "transformers_command_for_causal_lm")
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for name, (model_fn, data_gen_fn, output_transform_fn, loss_fn, _) in sub_model_zoo.items():
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check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn, test_config)
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@@ -321,7 +321,7 @@ def run_command_test(test_config):
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],
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)
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def run_command_3d_test(test_config):
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sub_model_zoo = model_zoo.get_sub_registry("transformers_command", "transformers_command_for_casual_lm")
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sub_model_zoo = model_zoo.get_sub_registry("transformers_command", "transformers_command_for_causal_lm")
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for name, (model_fn, data_gen_fn, output_transform_fn, loss_fn, _) in sub_model_zoo.items():
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check_forward_backward(model_fn, data_gen_fn, output_transform_fn, loss_fn, test_config)
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