Hybrid-Precision Asynchronous State Offloading (HP-ASO)
By asynchronously offloading 'stale' SSM states to CPU RAM using INT4 quantization (EGDP) and keeping the immediate state in FP16, we can maintain throughput while exceeding GPU memory limits.
ID: hybrid-precision-asynchronous-state-offloading-hp-aso
Folder: inventions/hybrid-precision-asynchronous-state-offloading-hp-aso
Created: 2026-03-09 06:41:32
Updated: 2026-03-09 06:41:32
Files: 3
Source: student_autonomy
README.md
ARES's plain-English description of what this invention does and how to run it.
# Hybrid-Precision Asynchronous State Offloading (HP-ASO)
By asynchronously offloading 'stale' SSM states to CPU RAM using INT4 quantization (EGDP) and keeping the immediate state in FP16, we can maintain throughput while exceeding GPU memory limits.
## Why This Exists
Validated signal from Hybrid-Precision Asynchronous State Offloading (HP-ASO) with status=Success and score=6.33.
## Validation Signal
- Status: `Success`
- Innovation score: `6.33`
- Source experiment: `not recorded`
## Enabling Hypotheses
- Hybrid-Precision Asynchronous State Offloading (HP-ASO)
## Techniques
- `ssm_mamba`
- `memory`
- `dynamic_precision`
- `cache`
## Benchmark Hypothesis
By asynchronously offloading 'stale' SSM states to CPU RAM using INT4 quantization (EGDP) and keeping the immediate state in FP16, we can maintain throughput while exceeding GPU memory limits.
## Next Build Steps
1. Convert the benchmark signal into a reusable design or package under `inventions/hybrid-precision-asynchronous-state-offloading-hp-aso/`.
2. Define a concrete API, artifact boundary, and acceptance checks beyond the original experiment.
3. Compare the invention against the benchmark baseline and document deltas in README or follow-on briefs.
## Original Plan
Implement a ring-buffer for SSM state. Define a 'hot' zone (last N tokens) in GPU memory and a 'cold' zone in pinned CPU memory. Perform asynchronous streams for transfer. Test on long-sequence synthetic data.
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| invention.json |
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| README.md |
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Manifest
Structured metadata ARES recorded when it created this project.
{
"id": "hybrid-precision-asynchronous-state-offloading-hp-aso",
"title": "Hybrid-Precision Asynchronous State Offloading (HP-ASO)",
"summary": "By asynchronously offloading 'stale' SSM states to CPU RAM using INT4 quantization (EGDP) and keeping the immediate state in FP16, we can maintain throughput while exceeding GPU memory limits.",
"source": "student_autonomy",
"kind": "invention",
"path": "inventions/hybrid-precision-asynchronous-state-offloading-hp-aso",
"created_at": "2026-03-09 06:41:32",
"updated_at": "2026-03-09 06:41:32"
}