docs: organize offloader feature designs
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
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@@ -138,10 +138,10 @@ nav:
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- Backend Selection: design/feature/attention_backend_selection.md
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- Skip-Softmax: design/feature/skip_softmax.md
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- CPU Offloading:
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- Overview: design/feature/cpu_offloading.md
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- Model-Level: design/feature/model_level_offload.md
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- Layerwise: design/feature/layerwise_offload.md
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- Distributed Layerwise: design/feature/distributed_layerwise_offload.md
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- Overview: design/feature/offloader/README.md
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- Model-Level: design/feature/offloader/cpu_offload.md
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- Layerwise: design/feature/offloader/layerwise_offload.md
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- Distributed Layerwise: design/feature/offloader/distributed_layerwise_offload.md
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- Cache-DiT: design/feature/cache_dit.md
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- TeaCache: design/feature/teacache.md
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- Diffusion Continuous Batching: design/feature/diffusion_continuous_batching.md
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@@ -406,7 +406,7 @@ the source for configuration, compatibility, and implementation details.
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stage contract.
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* **Quantization and memory efficiency:** [Quantization](feature/quantization.md)
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resolves per-pipeline or per-component quantization configurations, while
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[Distributed Layerwise Offload](feature/distributed_layerwise_offload.md)
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[Distributed Layerwise Offload](feature/offloader/distributed_layerwise_offload.md)
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streams diffusion blocks from host memory within the existing parallel
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topology.
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@@ -5,9 +5,9 @@ The three strategies have separate user and design pages:
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| Strategy | User guide | Design contract |
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| --- | --- | --- |
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| Model-level | [Guide](../../user_guide/diffusion/offloader/cpu_offload.md) | [Design](model_level_offload.md) |
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| Layerwise | [Guide](../../user_guide/diffusion/offloader/layerwise_offload.md) | [Design](layerwise_offload.md) |
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| Distributed layerwise | [Guide](../../user_guide/diffusion/offloader/distributed_layerwise_offload.md) | [Design](distributed_layerwise_offload.md) |
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| Model-level | [Guide](../../../user_guide/diffusion/offloader/cpu_offload.md) | [Design](cpu_offload.md) |
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| Layerwise | [Guide](../../../user_guide/diffusion/offloader/layerwise_offload.md) | [Design](layerwise_offload.md) |
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| Distributed layerwise | [Guide](../../../user_guide/diffusion/offloader/distributed_layerwise_offload.md) | [Design](distributed_layerwise_offload.md) |
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## Strategy selection
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@@ -76,5 +76,5 @@ ownership.
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- Platform streams, events, synchronization, and cache management go through
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the vLLM-Omni platform abstraction.
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The diffusion [Offloader module design](../module/diffusion/offloader.md)
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The diffusion [Offloader module design](../../module/diffusion/offloader.md)
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describes how these feature contracts fit into the larger diffusion runtime.
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@@ -2,7 +2,7 @@
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Model-level offload enforces mutual exclusion between pipeline component
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groups. For commands and model support, see the
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[model-level user guide](../../user_guide/diffusion/offloader/cpu_offload.md).
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[model-level user guide](../../../user_guide/diffusion/offloader/cpu_offload.md).
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## Generic hook path
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@@ -53,4 +53,4 @@ attribute-name heuristics.
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residency is restored.
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Shared selection and lifecycle behavior is defined in the
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[CPU Offloading design](cpu_offloading.md).
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[CPU Offloading design](README.md).
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@@ -7,7 +7,7 @@ either shard those host-side weights across an existing parallel group or keep
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the standard loader's rank-local weights and avoid an additional collective.
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For user-facing commands, see the
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[distributed layerwise offloading guide](../../user_guide/diffusion/offloader/distributed_layerwise_offload.md)
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[distributed layerwise offloading guide](../../../user_guide/diffusion/offloader/distributed_layerwise_offload.md)
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and the [Cosmos3 recipe](https://github.com/vllm-project/vllm-omni/blob/main/recipes/cosmos3/Cosmos3-DistOffload.md).
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## Status
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@@ -56,7 +56,7 @@ AllGather: [full N+1] [full N+2]
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Buffers: [current slot] [prefetch slot] [current slot]
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```
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The backend uses two shared device buffers, so accelerator weight residency is
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bounded by the largest streamed blocks rather than the complete model.
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@@ -2,7 +2,7 @@
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Layerwise offload streams transformer blocks through one accelerator. For
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commands and model support, see the
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[layerwise user guide](../../user_guide/diffusion/offloader/layerwise_offload.md).
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[layerwise user guide](../../../user_guide/diffusion/offloader/layerwise_offload.md).
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## Hook ring
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@@ -54,4 +54,4 @@ streamed by this backend.
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[Distributed Layerwise Offload](distributed_layerwise_offload.md).
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Shared selection and lifecycle behavior is defined in the
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[CPU Offloading design](cpu_offloading.md).
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[CPU Offloading design](README.md).
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@@ -186,7 +186,7 @@ Distributed layerwise offload has an additional boundary: its sharded mmap
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AllGather path is not compatible with online quantization because the path
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expects already materialized checkpoint weights. Use the rank-local
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`--dlo-no-use-allgather` path or a compatible pre-quantized checkpoint when
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combining these features. See the [DLO design document](distributed_layerwise_offload.md)
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combining these features. See the [DLO design document](offloader/distributed_layerwise_offload.md)
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for the full compatibility matrix.
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## Adding a quantization backend
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@@ -61,10 +61,10 @@ The design contracts separate selection mechanics from backend algorithms:
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#### CPU offloading
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- [Overview and Shared Contracts](feature/cpu_offloading.md)
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- [Model-Level Offload](feature/model_level_offload.md)
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- [Layerwise Offload](feature/layerwise_offload.md)
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- [Distributed Layerwise Offload](feature/distributed_layerwise_offload.md)
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- [Overview and Shared Contracts](feature/offloader/README.md)
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- [Model-Level Offload](feature/offloader/cpu_offload.md)
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- [Layerwise Offload](feature/offloader/layerwise_offload.md)
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- [Distributed Layerwise Offload](feature/offloader/distributed_layerwise_offload.md)
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- [Cache-DiT](feature/cache_dit.md)
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- [TeaCache](feature/teacache.md)
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@@ -48,7 +48,7 @@ defines the shared configuration and backend extension points.
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| Goal | User guide | Related design contract |
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| --- | --- | --- |
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| Compare acceleration methods and supported combinations | [Overview](../user_guide/diffusion_features.md), [Feature Compatibility](../user_guide/feature_compatibility.md) | [Diffusion acceleration designs](../design/index.md#diffusion-acceleration) |
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| Move weights between host and device memory | [CPU Offloading](../user_guide/diffusion/cpu_offload.md) | [CPU Offloading](../design/feature/cpu_offloading.md) |
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| Move weights between host and device memory | [CPU Offloading](../user_guide/diffusion/cpu_offload.md) | [CPU Offloading](../design/feature/offloader/README.md) |
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| Reuse denoising computation | [Cache Acceleration](../user_guide/diffusion/cache_acceleration/cache_dit.md) | [Cache-DiT](../design/feature/cache_dit.md), [TeaCache](../design/feature/teacache.md) |
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| Distribute diffusion work across devices | [Parallelism](../user_guide/diffusion/parallelism/overview.md) | [Parallelism designs](../design/index.md#parallelism) |
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| Select dense, sparse, or quantized attention paths | [Attention Backends](../user_guide/diffusion/attention_backends.md) | [Attention Backend Selection](../design/feature/attention_backend_selection.md) |
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@@ -5,7 +5,7 @@ the coarsest strategy that meets your memory target: finer-grained streaming
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saves more device memory but adds more transfer and setup overhead.
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For the shared factory, discovery, and lifecycle contract, see the
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[CPU Offloading design](../../design/feature/cpu_offloading.md).
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[CPU Offloading design](../../design/feature/offloader/README.md).
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## Choose a strategy
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@@ -77,5 +77,5 @@ while reusing sequential `.to()` movers.
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- Higher cold-start latency.
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- Transfers between encoder and denoising phases add latency.
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See the [model-level design](../../../design/feature/model_level_offload.md)
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See the [model-level design](../../../design/feature/offloader/cpu_offload.md)
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for lifecycle and extension invariants.
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@@ -5,7 +5,7 @@ deployments. With AllGather enabled, each rank stores roughly `1 / dp_size` of
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the host weights and reconstructs each layer at runtime. Without AllGather,
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each rank streams its standard-loader rank-local weights independently.
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See the [DLO feature design](../../../design/feature/distributed_layerwise_offload.md)
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See the [DLO feature design](../../../design/feature/offloader/distributed_layerwise_offload.md)
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for the implementation contract and compatibility matrix.
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## Execution model
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@@ -53,7 +53,7 @@ class Flux2Transformer2DModel(nn.Module):
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]
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```
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See the [layerwise design](../../../design/feature/layerwise_offload.md) for
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See the [layerwise design](../../../design/feature/offloader/layerwise_offload.md) for
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the discovery and hook invariants. `OffloadPlan` is a separate declarative
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topology path for distributed layerwise offload.
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@@ -79,6 +79,10 @@ plugins:
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user_guide/quantization/index.md: user_guide/quantization/overview.md
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design/feature/diffusion_request_level_batching.md: design/feature/diffusion_continuous_batching.md
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design/feature/diffusion_step_execution.md: design/feature/diffusion_continuous_batching.md
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design/feature/cpu_offloading.md: design/feature/offloader/README.md
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design/feature/model_level_offload.md: design/feature/offloader/cpu_offload.md
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design/feature/layerwise_offload.md: design/feature/offloader/layerwise_offload.md
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design/feature/distributed_layerwise_offload.md: design/feature/offloader/distributed_layerwise_offload.md
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- glightbox
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- git-revision-date-localized:
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# exclude files
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