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Return to LGPL (#638)
`mergekit` is once again under the LGPL 3.0 license. Happy Halloween.
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LICENSE

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License text copyright (c) 2020 MariaDB Corporation Ab, All Rights Reserved.
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"Business Source License" is a trademark of MariaDB Corporation Ab.
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Parameters
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Licensor: Arcee AI
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Licensed Work: MergeKit Version 0.1.0 or later. The Licensed Work is (c) 2025
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Arcee AI.
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For clarity, the use of the Licensed Work to create models for
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production use constitutes production use.
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Change Date: Two years from the date the Licensed Work is published.
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Change License: GNU Lesser General Public License v3.0 or later
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For information about alternative licensing arrangements for the Licensed Work,
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please contact [email protected].
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README.md

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- [Multi-Stage Merging (`mergekit-multi`)](#multi-stage-merging-mergekit-multi)
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- [Raw PyTorch Model Merging (`mergekit-pytorch`)](#raw-pytorch-model-merging-mergekit-pytorch)
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- [Tokenizer Transplantation (`mergekit-tokensurgeon`)](#tokenizer-transplantation-mergekit-tokensurgeon)
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- [Merge in the Cloud](#-merge-in-the-cloud-)
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- [Citation](#citation)
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## Why Merge Models?
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- [Multi-stage merging](#multi-stage-merging-mergekit-multi) for complex workflows.
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- [Merging of raw PyTorch models (`mergekit-pytorch`)](#raw-pytorch-model-merging-mergekit-pytorch).
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🌐 GUI Launch Alert 🤗 - We are excited to announce the launch of a mega-GPU backed graphical user interface for mergekit in Arcee! This GUI simplifies the merging process, making it more accessible to a broader audience. Check it out and contribute at the [Arcee App](https://app.arcee.ai). There is also a [Hugging Face Space](https://huggingface.co/mergekit-community) with limited amounts of GPUs.
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## Installation
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```sh
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`mergekit-tokensurgeon` is a specialized tool for transplanting tokenizers between models, allowing you to align the vocabulary of one model with another. This is particularly useful for cheaply producing draft models for speculative decoding or for cross-tokenizer knowledge distillation. See the [documentation](docs/tokensurgeon.md) for more details and how to use it.
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## ✨ Merge in the Cloud ✨
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We host merging on Arcee's cloud GPUs - you can launch a cloud merge in the [Arcee App](https://app.arcee.ai). Or through python - grab an ARCEE_API_KEY:
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`export ARCEE_API_KEY=<your-api-key>`
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`pip install -q arcee-py`
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```python
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import arcee
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arcee.merge_yaml("bio-merge","./examples/bio-merge.yml")
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```
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Check your merge status at the [Arcee App](https://app.arcee.ai)
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When complete, either deploy your merge:
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```python
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arcee.start_deployment("bio-merge", merging="bio-merge")
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```
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Or download your merge:
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`!arcee merging download bio-merge`
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## Citation
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If you find `mergekit` useful in your research, please consider citing the [paper](https://aclanthology.org/2024.emnlp-industry.36/):

mergekit/architecture/__init__.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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import logging
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from functools import lru_cache

mergekit/architecture/auto.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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import logging
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import re

mergekit/architecture/base.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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from abc import ABC, abstractmethod
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from typing import Dict, List, Optional, Tuple

mergekit/architecture/json_definitions.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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import importlib
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import importlib.resources

mergekit/architecture/moe_defs.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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from typing import ClassVar, List, Optional
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mergekit/card.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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import os
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from typing import Generator, List, Optional

mergekit/common.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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import binascii
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mergekit/config.py

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# Copyright (C) 2025 Arcee AI
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# SPDX-License-Identifier: BUSL-1.1
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# SPDX-License-Identifier: LGPL-3.0-only
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from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
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