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feat: Unnormalize waiting requests + predictive load updates for Python router (mirroring Rust) + softmax sampling to reduce thrashing (#1638)

Co-authored-by: Ryan McCormick <rmccormick@nvidia.com>

Signed-off-by: Tianer Zhou <ezhoureal@gmail.com>
Co-authored-by: Yan Ru Pei <yanrpei@gmail.com>

Signed-off-by: PeaBrane <yanrpei@gmail.com>
Signed-off-by: Yan Ru Pei <yanrpei@gmail.com>
Signed-off-by: jain-ria <riajain@NVIDIA.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
Co-authored-by: jain-ria <riajain@NVIDIA.com>

Signed-off-by: Hongkuan Zhou <tedzhouhk@gmail.com>

Signed-off-by: Kristen Kelleher <kkelleher@nvidia.com>
Co-authored-by: Ryan McCormick <rmccormick@nvidia.com>

Signed-off-by: Tianer Zhou <ezhoureal@gmail.com>
Co-authored-by: Yan Ru Pei <yanrpei@gmail.com>

Publish `generation_config.json` from worker to ingress, as part of Model Deployment Card. That allows ingress to read key fields out of it. Gemma 3 4B+ has some important information that's only in there.

Signed-off-by: Kristen Kelleher <kkelleher@nvidia.com>
- Content, format, and structural changes to the Dynamo docs for 0.3.0. 
- Includes copyediting and the first batch of changes from the DMO review.