chore(train-deps): bump the train-minor-and-patch group

Bumps the train-minor-and-patch group in /tools/train with 6 updates:

| Package | From | To |
| --- | --- | --- |
| [torch](https://github.com/pytorch/pytorch) | `2.9.1` | `2.13.0` |
| [numpy](https://github.com/numpy/numpy) | `2.3.4` | `2.5.1` |
| [onnx](https://github.com/onnx/onnx) | `1.19.1` | `1.22.0` |
| [onnxruntime](https://github.com/microsoft/onnxruntime) | `1.23.2` | `1.28.0` |
| [scikit-learn](https://github.com/scikit-learn/scikit-learn) | `1.7.2` | `1.9.0` |
| [tqdm](https://github.com/tqdm/tqdm) | `4.67.1` | `4.70.0` |


Updates `torch` from 2.9.1 to 2.13.0
- [Release notes](https://github.com/pytorch/pytorch/releases)
- [Changelog](https://github.com/pytorch/pytorch/blob/main/RELEASE.md)
- [Commits](pytorch/pytorch@v2.9.1...v2.13.0)

Updates `numpy` from 2.3.4 to 2.5.1
- [Release notes](https://github.com/numpy/numpy/releases)
- [Changelog](https://github.com/numpy/numpy/blob/main/doc/RELEASE_WALKTHROUGH.rst)
- [Commits](numpy/numpy@v2.3.4...v2.5.1)

Updates `onnx` from 1.19.1 to 1.22.0
- [Release notes](https://github.com/onnx/onnx/releases)
- [Changelog](https://github.com/onnx/onnx/blob/main/docs/Changelog-ml.md)
- [Commits](onnx/onnx@v1.19.1...v1.22.0)

Updates `onnxruntime` from 1.23.2 to 1.28.0
- [Release notes](https://github.com/microsoft/onnxruntime/releases)
- [Changelog](https://github.com/microsoft/onnxruntime/blob/main/docs/ReleaseManagement.md)
- [Commits](microsoft/onnxruntime@v1.23.2...v1.28.0)

Updates `scikit-learn` from 1.7.2 to 1.9.0
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](scikit-learn/scikit-learn@1.7.2...1.9.0)

Updates `tqdm` from 4.67.1 to 4.70.0
- [Release notes](https://github.com/tqdm/tqdm/releases)
- [Commits](tqdm/tqdm@v4.67.1...v4.70.0)

---
updated-dependencies:
- dependency-name: torch
  dependency-version: 2.13.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
- dependency-name: numpy
  dependency-version: 2.5.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
- dependency-name: onnx
  dependency-version: 1.22.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
- dependency-name: onnxruntime
  dependency-version: 1.28.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
- dependency-name: scikit-learn
  dependency-version: 1.9.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
- dependency-name: tqdm
  dependency-version: 4.70.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: train-minor-and-patch
...

Signed-off-by: dependabot[bot] <support@github.com>

Author: dependabot[bot]

tools/train/requirements.txt

@@ -1,9 +1,9 @@
 # Offline training pipeline for the LSE vocabulary head.
 # Never installed by the app or by CI — the browser only ever loads the exported ONNX.
-torch==2.9.1
-numpy==2.3.4
-onnx==1.19.1
-onnxruntime==1.23.2
+torch==2.13.0
+numpy==2.5.1
+onnx==1.22.0
+onnxruntime==1.28.0
 pandas==2.3.4
-scikit-learn==1.7.2
-tqdm==4.67.1
+scikit-learn==1.9.0
+tqdm==4.70.0