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mitdbg
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brad
A virtualization layer for cloud data infrastructures.
https://dsg.csail.mit.edu/projects/brad
MIT License
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#487
Closed
geoffxy
closed
5 months ago
geoffxy
commented
6 months ago
New experiments
[x] Run CH-BenCHmark on some fixed configuration and show BRAD's blueprint planner in action
[x] Add support for CH-BenCHmark (#486)
[x] Model updates
[x] Generate new training data based on the benchmark
[x] Update the GNN
[x] Implement and run data gathering
[x] Fit models
[x] Update the transaction models
[x] Implement and run data gathering
[x] Get to the bottom of the high transaction latency, decide on a path forward
[x] Fit models
[x] Update the hardware scaling models
[x] Implement and run data gathering
[x] Fit models
[x] Check in precomputed predictions
[x] Tune and select experiment scenario
[x] Plot results and add to revision
[x] Add TiDB baseline results to the plot
[x] Scenario with changed SLOs
[x] Add ability to change the SLOs while BRAD is running (#489)
[x] Tune and select experiment scenario
[x] Plot results and add to revision
[x] Add TiDB baseline
[x] Update BRAD starting instance to improve cost differential obviousness
[x] Re-run with table movement enabled
[x] Scale down
[x] Scale up (transactions)
Not needed to re-run; there will be no effect since the table placement does not change in the scenario
[x] Specialized functionality workload
[x] Beam search sensitivity experiment
Writing changes
[x] Add responses to reviewer comments
[x] Write polystore response (R1)
[x] Edit the baseline response (R1)
[x] Writing adjustments
[x] Slightly alter introduction to better present the blueprint planning idea (requested by R4)
[x] Add short paragraph describing extensibility to additional engines (requested by R4)
[x] Major writing adjustments
[x] Add more detail on the search algorithm
[x] Highlight physical plan novelty on the model, hoist this up more into the key ideas section
[x] Sprinkle in discussion points throughout the paper (Incorporate every comment into the main paper)
Nice to haves
[x]
Re-run scale down to have a larger transactional latency SLO buffer
geoffxy
commented
5 months ago
This is complete!
New experiments
Writing changes
Nice to haves
Re-run scale down to have a larger transactional latency SLO buffer