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[docs] 22 dead external links across the English docs #14886

Description

@pratikgx

A scan of the 1,772 external URLs in docs/source/en found 22 that return 404 or point at removed files. Grouped by cause:

  • Moved upstream docs: PyTorch torch.compile tutorial (stray underscore in the URL), PyTorch dynamic quantization recipe, torchao API reference and Int4WeightOnlyConfig page, NVIDIA NeMo AutoModel diffusion dataset and finetune guides, huggingface/kernels skill files (now under kernel-builder/skills/).
  • Renamed repos: Tencent/HunyuanVideo1-1.5 → Tencent-Hunyuan/HunyuanVideo-1.5 (2 files), pruna-ai/pruna → PrunaAI/pruna.
  • Removed files/pages: Lumina-Next and CogVideoX paper PDFs deleted from their repos (arXiv pages exist), webdataset docs site gone (repo exists), Stable Audio 3 announcement moved to a new slug (2 files), InstructPix2Pix project page gone.
  • Stale internal reference: training/t2i_adapters.md links a CI preview build (moon-ci-docs.../pr_5512/...) for create_dataset instead of the relative link used by the other training guides.

Files: using-diffusers/text-img2vid.md, optimization/fp16.md, optimization/pruna.md, quantization/torchao.md, training/controlnet.md, training/t2i_adapters.md, training/nemo_automodel.md, api/pipelines/lumina.md, api/pipelines/pix2pix.md, api/models/autoencoder_kl_hunyuan_video15.md, api/models/hunyuan_video15_transformer_3d.md, api/models/autoencoderkl_cogvideox.md, api/models/cogvideox_transformer3d.md, api/models/stable_audio_3_transformer.md, api/models/autoencoder_same.md.

I have a fix ready with all replacement URLs verified live and will open a PR if this is welcome. Not proposing changes for links inside quoted paper abstracts or code samples (e.g. the dead rhymes.ai gallery, the Kaggle cats-and-dogs zip). I used Claude Code to run the scan and prepare the edits; every replacement was checked by hand against the live target.

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