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Feature Support Matrix

Status of vLLM features on Qualcomm Cloud AI hardware.

Status Legend

Symbol Meaning
โœ… Supported and validated
๐Ÿงช Experimental
๐Ÿ“ Planned
โŒ Not supported

Feature Matrix

Feature AOT Mode Eager Mode Notes
Inference
Text generation โœ… โœ… Core serving capability
Continuous batching โœ… โœ…
Quantization
mxfp6 โœ… โŒ Hardware-native compute quantization
mxint8 KV cache โœ… โŒ --kv-cache-dtype mxint8
Speculative Decoding
N-gram โœ… โŒ
Suffix โœ… โŒ
Draft model โœ… โŒ Separate DLM on same device
Advanced Features
LoRA adapters โœ… โŒ Hot-swap adapters
Disaggregated serving โœ… โŒ xEyPzD prefill/decode split
Multimodal (VLM) โœ… ๐Ÿงช kv_offload architecture
Embedding models โœ… โŒ Pooling tasks (Score, embed, classify, rerank)
Encoder-decoder โœ… โŒ Whisper
Tensor parallelism โœ… โœ… Across QIDs
Pipeline parallelism โœ… โŒ Across QIDs

Known Constraints

Constraint Scope Notes
Prefix caching Both modes ๐Ÿ“ Planned
MLA attention Both modes Multi-head Latent Attention โ€” ๐Ÿ“ Planned
Async output Both modes supports_async_output is False โ€” ๐Ÿ“ Planned

Feature Combinations

Some features cannot be used together. Here is the compatibility matrix for common combinations:

Combination AOT Eager Notes
SpD + Disaggregated โœ… โŒ Supported on decode node
LoRA + Disaggregated โŒ โŒ Not supported
Multimodal + CCL (Compiled Context Lengths) โœ… ๐Ÿงช Supported (vision encoder on separate device)
Tensor Parallel + Disaggregated โœ… โŒ Supported (TP within each node)
Quantization + LoRA โœ… โŒ Supported (quantized base + LoRA adapters)