update func name
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# Copy from original implementation of src/axolotl/monkeypatch/multipack.py and src/axolotl/monkeypatch/utils.py from axolotl library with some changes
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"""
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Shared utils for the monkeypatches
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"""
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from typing import Optional, TYPE_CHECKING
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# Copyright 2024 Musab Gultekin and the LlamaFactory team.
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#
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# This code is based on the Musab Gultekin's functionary library.
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# https://github.com/MeetKai/functionary/blob/main/functionary/train/packing/monkey_patch_packing.py
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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# MIT License
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#
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# Copyright (c) 2023 Musab Gultekin
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#
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# Permission is hereby granted, free of charge, to any person obtaining a copy
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# of this software and associated documentation files (the "Software"), to deal
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# in the Software without restriction, including without limitation the rights
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# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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# copies of the Software, and to permit persons to whom the Software is
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# furnished to do so, subject to the following conditions:
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#
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# The above copyright notice and this permission notice shall be included in all
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# copies or substantial portions of the Software.
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#
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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# SOFTWARE.
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from typing import TYPE_CHECKING, Optional
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import torch
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import torch.nn.functional as F
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@ -18,8 +53,8 @@ from transformers.modeling_attn_mask_utils import (
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)
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from transformers.utils import is_torch_bf16_gpu_available
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from ...extras.constants import SUPPORTED_CLASS_FOR_BLOCK_DIAG_ATTN
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from ...extras.logging import get_logger
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from ...extras.constants import SUPPORTED_CLASS_EFFECIENT_PACKING
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if TYPE_CHECKING:
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from transformers import PretrainedConfig
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