## What does this PR do?
**Type of change:** Bug fix <!-- Use one of the following: Bug fix, new
feature, new example, new tests, documentation. -->
**Overview:** ?
Please check Bug ticket
## Usage
<!-- You can potentially add a usage example below. -->
```python
# Add a code snippet demonstrating how to use this
```
## Testing
Tested with
```
./scripts/run_auto_quant_and_deploy.sh --hf_ckpt ./models/Qwen/Qwen3-8B --save_quantized_ckpt ./qwen3_8B_autoquant --quant fp8 --effective_bits 10.0
```
## Before your PR is "*Ready for review*"
<!-- If you haven't finished some of the above items you can still open
`Draft` PR. -->
- **Make sure you read and follow [Contributor
guidelines](https://github.com/NVIDIA/Model-Optimizer/blob/main/CONTRIBUTING.md)**
and your commits are signed.
- **Is this change backward compatible?**: Yes/No <!--- If No, explain
why. -->
- **Did you write any new necessary tests?**: Yes/No
- **Did you add or update any necessary documentation?**: Yes/No
- **Did you update
[Changelog](https://github.com/NVIDIA/Model-Optimizer/blob/main/CHANGELOG.rst)?**:
Yes/No <!--- Only for new features, API changes, critical bug fixes or
bw breaking changes. -->
## Additional Information
<!-- E.g. related issue. -->
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **Refactor**
* Simplified LLM initialization by removing intermediate configuration
layer
* Updated attention backend from triton to flashinfer
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
## What does this PR do?
**Type of change:** bug fix <!-- Use one of the following: Bug fix, new
feature, new example, new tests, documentation. -->
**Overview:** update the example with new API
## Usage
<!-- You can potentially add a usage example below. -->
```python
# Add a code snippet demonstrating how to use this
```
## Testing
<!-- Mention how have you tested your change if applicable. -->
python examples/llm_autodeploy/api_server.py --ckpt_path
TinyLlama/TinyLlama-1.1B-Chat-v1.0 --world_size 1
## Before your PR is "*Ready for review*"
<!-- If you haven't finished some of the above items you can still open
`Draft` PR. -->
- **Make sure you read and follow [Contributor
guidelines](https://github.com/NVIDIA/Model-Optimizer/blob/main/CONTRIBUTING.md)**
and your commits are signed.
- **Is this change backward compatible?**: Yes/No <!--- If No, explain
why. -->
- **Did you write any new necessary tests?**: Yes/No
- **Did you add or update any necessary documentation?**: Yes/No
- **Did you update
[Changelog](https://github.com/NVIDIA/Model-Optimizer/blob/main/CHANGELOG.rst)?**:
Yes/No <!--- Only for new features, API changes, critical bug fixes or
bw breaking changes. -->
## Additional Information
<!-- E.g. related issue. -->
<!-- This is an auto-generated comment: release notes by coderabbit.ai
-->
## Summary by CodeRabbit
* **Refactor**
* AutoDeployConfig parameter handling has been updated to improve how
parameters are prepared for language model initialization. The
configuration method now uses optimized keyword argument formatting to
ensure consistency and clarity across the deployment system.
<sub>✏️ Tip: You can customize this high-level summary in your review
settings.</sub>
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
---------
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
Frida Hou