[diffusion] feat: support cache-dit integration (#14234)

Co-authored-by: shuxiguo <shuxiguo@meituan.com>
Co-authored-by: DefTruth <qiustudent_r@163.com>
Co-authored-by: Mick <mickjagger19@icloud.com>
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2025-12-06 00:52:22 +08:00
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co-authored by shuxiguo DefTruth Mick
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## Cache-DiT Acceleration
These variables configure cache-dit caching acceleration for Diffusion Transformer (DiT) models.
See [cache-dit documentation](cache_dit.md) for details.
| Environment Variable | Default | Description |
|-------------------------------------|---------|------------------------------------------|
| `SGLANG_CACHE_DIT_ENABLED` | false | Enable Cache-DiT acceleration |
| `SGLANG_CACHE_DIT_FN` | 1 | First N blocks to always compute |
| `SGLANG_CACHE_DIT_BN` | 0 | Last N blocks to always compute |
| `SGLANG_CACHE_DIT_WARMUP` | 4 | Warmup steps before caching |
| `SGLANG_CACHE_DIT_RDT` | 0.24 | Residual difference threshold |
| `SGLANG_CACHE_DIT_MC` | 3 | Max continuous cached steps |
| `SGLANG_CACHE_DIT_TAYLORSEER` | false | Enable TaylorSeer calibrator |
| `SGLANG_CACHE_DIT_TS_ORDER` | 1 | TaylorSeer order (1 or 2) |
| `SGLANG_CACHE_DIT_SCM_PRESET` | none | SCM preset (none/slow/medium/fast/ultra) |
| `SGLANG_CACHE_DIT_SCM_POLICY` | dynamic | SCM caching policy |
| `SGLANG_CACHE_DIT_SCM_COMPUTE_BINS` | not set | Custom SCM compute bins |
| `SGLANG_CACHE_DIT_SCM_CACHE_BINS` | not set | Custom SCM cache bins |