feat: update cce for afmoe
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@@ -40,7 +40,7 @@
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"%%capture\n",
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"# This step can take ~5-10 minutes to install dependencies\n",
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"!pip install --no-build-isolation axolotl[flash-attn]>=0.9.1\n",
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"!pip install \"cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712\""
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"!pip install \"cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@e39ca1d\""
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]
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},
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{
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@@ -8,13 +8,15 @@ This guide shows how to fine-tune it with Axolotl with multi-turn conversations
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1. Install Axolotl following the main from the [installation guide](https://docs.axolotl.ai/docs/installation.html#sec-edge-build).
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2. Run the finetuning example:
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2. Install [Cut Cross Entropy](https://docs.axolotl.ai/docs/custom_integrations.html#cut-cross-entropy) to reduce training VRAM usage.
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3. Run the finetuning example:
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```bash
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axolotl train examples/trinity/trinity-nano-preview-qlora.yaml
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```
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This config uses about 24.9 GiB VRAM.
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This config uses about 24.9 GiB VRAM (w/o CCE).
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Let us know how it goes. Happy finetuning! 🚀
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@@ -31,7 +33,7 @@ Please check the [Optimizations doc](https://docs.axolotl.ai/docs/optimizations.
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## Limitations
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**Cut Cross Entropy (CCE)**: Currently not supported. We plan to include CCE support for Trinity in the near future.
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Please run on transformers v4. There are some issues on v5.
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## Related Resources
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@@ -5,9 +5,8 @@ revision_of_model: 2ee94b0
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# Automatically upload checkpoint and final model to HF
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# hub_model_id: username/custom_model_name
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# CCE - N/A as of now
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# plugins:
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# - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
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plugins:
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- axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
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load_in_8bit: false
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load_in_4bit: true
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@@ -29,5 +29,5 @@ UV_PREFIX = "uv " if USE_UV else ""
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print(
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UNINSTALL_PREFIX
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+ f'{UV_PREFIX}pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"'
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+ f'{UV_PREFIX}pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@e39ca1d"'
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)
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@@ -19,7 +19,7 @@ python scripts/cutcrossentropy_install.py | sh
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- If you are installing from pip
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```bash
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pip3 uninstall -y cut-cross-entropy && pip3 install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"
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pip3 uninstall -y cut-cross-entropy && pip3 install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@e39ca1d"
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```
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## Usage
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@@ -31,6 +31,7 @@ plugins:
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## Supported Models
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- afmoe
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- apertus
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- arcee
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- cohere
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@@ -35,7 +35,7 @@ LOG = get_logger(__name__)
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_CCE_INSTALL_MESSAGE = (
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"Please install Axolotl's fork of cut_cross_entropy with transformers support using "
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'`pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@f4b5712"`'
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'`pip install "cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@e39ca1d"`'
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)
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