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feat: Add unsloth Dockerfile and gptoss 20b finetuning notebook for strix halo #126
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,53 @@ | ||
| FROM rocm/pytorch:rocm6.4.4_ubuntu24.04_py3.12_pytorch_release_2.7.1 | ||
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| # Create a new user with sudo privileges (passwordless) | ||
| RUN apt-get update && apt-get install -y sudo && \ | ||
| useradd -m -s /bin/bash user && \ | ||
| usermod -aG sudo user && \ | ||
| echo "user ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers && \ | ||
| apt-get clean && rm -rf /var/lib/apt/lists/* | ||
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| WORKDIR /opt/src | ||
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| # bitsandbytes (ROCm) | ||
| RUN git clone -b rocm_enabled_multi_backend https://github.com/ROCm/bitsandbytes.git | ||
| WORKDIR /opt/src/bitsandbytes | ||
| RUN cmake -S . -DGPU_TARGETS="gfx1151" -DBNB_ROCM_ARCH="gfx1151" -DCOMPUTE_BACKEND=hip && \ | ||
| make -j && \ | ||
| python -m pip install --no-cache-dir . | ||
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| # Python deps | ||
| RUN python -m pip install --no-cache-dir \ | ||
| 'datasets>=3.4.1' \ | ||
| 'sentencepiece>=0.2.0' \ | ||
| tqdm psutil 'wheel>=0.42.0' \ | ||
| 'accelerate>=0.34.1' \ | ||
| 'peft>=0.7.1,!=0.11.0' \ | ||
| einops packaging | ||
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| # xformers (pinned) | ||
| WORKDIR /opt/src | ||
| RUN git clone https://github.com/ROCm/xformers.git | ||
| WORKDIR /opt/src/xformers | ||
| RUN git submodule update --init --recursive && \ | ||
| git checkout 13c93f3 && \ | ||
| PYTORCH_ROCM_ARCH=gfx1151 python setup.py install | ||
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| ENV FLASH_ATTENTION_TRITON_AMD_ENABLE="TRUE" | ||
| WORKDIR /root | ||
| RUN git clone https://github.com/ROCm/flash-attention.git | ||
| RUN cd flash-attention && git checkout v2.7.4-cktile && python setup.py install | ||
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| # Unsloth (install first), then Zoo | ||
| WORKDIR /opt/src | ||
| RUN git clone https://github.com/unslothai/unsloth.git | ||
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| WORKDIR /opt/src/unsloth | ||
| RUN python -m pip install --no-cache-dir . | ||
| RUN python -m pip install --no-cache-dir jupyterlab ipywidgets ipykernel tqdm | ||
| RUN python -m pip install --no-cache-dir 'unsloth_zoo>=2025.5.7' | ||
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| # Set default user and working directory | ||
| USER user | ||
| WORKDIR /home/user | ||
| CMD ["/bin/bash"] | ||
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Granting the
userpasswordlesssudofor all commands (NOPASSWD:ALL) poses a significant security risk, as it provides unrestricted root access without any authentication. While this may be convenient for a development environment, it is a dangerous practice. Consider running as the root user and only switching to a non-root user at the end of the Dockerfile, or grant more specific, limitedsudopermissions if root access is required for certain operations.There was a problem hiding this comment.
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we should definitely prevent passwordless sudo for all commands.