## What does this PR do?
**Type of change:** ? <!-- Use one of the following: Bug fix, new
feature, new example, new tests, documentation. -->
**Overview:** ?
Missing one file in last
PR:https://github.com/NVIDIA/Model-Optimizer/pull/689/changes
## 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. -->
## 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. -->
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Optimize calibrate_draft_vocab to read only required lines when
calibrate_size is set
## What does this PR do?
**Type of change:** Performance improvement
**Overview:**
This PR optimizes the
[calibrate_draft_vocab.py](cci:7://file:///Users/obenshoham/PycharmProjects/TensorRT-Model-Optimizer/examples/speculative_decoding/scripts/calibrate_draft_vocab.py:0:0-0:0)
script to improve memory efficiency and I/O performance when using the
`--calibrate_size` parameter. Previously, the script would read all
lines from the data file into memory before slicing to the specified
`calibrate_size`, causing unnecessary resource usage for large datasets.
The optimization uses `itertools.islice` to read only the required
number of lines when `calibrate_size` is specified.
## Usage
The script usage remains unchanged. When using `--calibrate_size`, the
script now only reads the specified number of lines instead of loading
the entire dataset:
```bash
# Only reads first 1000 lines from the dataset (optimized)
python scripts/calibrate_draft_vocab.py \
--model meta-llama/Llama-3.2-1B-Instruct \
--data input_conversations/daring-anteater.jsonl \
--draft_vocab_size 32000 \
--calibrate_size 1000 \
--save_dir draft_vocab_cache
Signed-off-by: Ofir Ben Shoham <ofir_benshoham@intuit.com>
## What does this PR do?
**Type of change:** New feature, new tests; <!-- Use one of the
following: Bug fix, new feature, new example, new tests, documentation.
-->
**Overview:**
- Add conversion scripts for eagle3 llm-compressor style checkpoint
- Jira Ticket: https://jirasw.nvidia.com/browse/OMNIML-2866
- Add unit tests for `ar_validate.py`, `export_hf_checkpoint.py`, and
`convert_to_vllm_ckpt.py`.
## Usage
<!-- You can potentially add a usage example below. -->
```python
python scripts/convert_to_vllm_ckpt.py --input <eagle3 ckpt> --verifier <base model> --output <path>
```
## Testing
<!-- Mention how have you tested your change if applicable. -->
## 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/TensorRT-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/TensorRT-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. -->
---------
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
h-guo18