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| # Copyright (c) 2025 SandAI. All Rights Reserved. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| import torch | |
| def replace_fa_with_sage(gm: torch.fx.GraphModule) -> torch.fx.GraphModule: | |
| for node in gm.graph.nodes: | |
| if node.op == "call_function" and node.target == torch.ops.athena.flash_attn_func: | |
| node.target = torch.ops.athena.sage_attn_func | |
| class FullGraphPassManager: | |
| """ | |
| A manager to apply various graph passes on the full graph before splitting. | |
| """ | |
| def __init__(self, pass_config): | |
| self.pass_config = pass_config | |
| def __call__(self, gm: torch.fx.GraphModule): | |
| if self.pass_config.enable_sage_attn: | |
| replace_fa_with_sage(gm) | |