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Pin torchtune pkg version (#791)

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## context
This is the follow up of
https://github.com/meta-llama/llama-stack/pull/674. Since torchtune is
still in alpha stage and the apis are not guarantee backward compatible.
Pin the torchtune and torchao pkg version to avoid the latest torchtune
release breaks llama stack post training.

We will bump the version number manually after with the new pkg release
some testing

## test 
ping an old torchtune pkg version (0.4.0) and the 0.4.0 was installed 
<img width="1016" alt="Screenshot 2025-01-16 at 3 06 47 PM"
src="https://github.com/user-attachments/assets/630b05d0-8d0d-4e2f-8b48-22e578a62659"
/>
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Botao Chen 2025-01-16 16:31:13 -08:00 • committed by GitHub
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llama_stack/providers/registry/post_training.py
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@ -14,7 +14,7 @@ def available_providers() -> List[ProviderSpec]:
InlineProviderSpec(
api=Api.post_training,
provider_type="inline::torchtune",
pip_packages=["torch", "torchtune", "torchao", "numpy"],
pip_packages=["torch", "torchtune==0.5.0", "torchao==0.8.0", "numpy"],
module="llama_stack.providers.inline.post_training.torchtune",
config_class="llama_stack.providers.inline.post_training.torchtune.TorchtunePostTrainingConfig",
api_dependencies=[