RapidRoute: Fast Assembly of Communication Structures for FPGA Overlays
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We can implement relocatable, bus-based communication structures on Xilinx FPGAs using RapidWright while delivering competitive frequency, single digit speedups in execution time, and orders of magnitude reduction in memory usage over Xilinx Vivado 2017.2. We develop RapidRoute, a custom router that exploits symmetry in placement and routing of bus endpoints, caching of reusable route segments, selective multi-threading of the router engine, and abutment-friendly tiling heuristics. The key idea is to reduce the amount of work necessary to generate these communication structures through the use of search heuristics, parallelism, and reuse. We are able to outperform Vivado router by as much as 8× for topologies ranging from 1D rings, torii, and meshes, while taking 1000× lower memory footprint, and delivering timing with 0.2ns of Vivado. RapidRoute opens the door to building a family of custom routing tools for constructing FPGA overlays for various application domains.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it