# Heterogeneous Resource Scheduling on TPC-H 50 (3 pools)

Source: [Heterogeneous Resource Scheduling on TPC-H 50 (3 pools)](<https://www.sota2.com/research/sota/heterogeneous-resource-scheduling-on-tpc-h-50-3-pools>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-25T15:08:31.118Z

Evaluation of heterogeneous resource scheduling performance using the TPC-H 50 dataset configured with 3 pools, reporting Makespan and Time metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Heterogeneous Resource Scheduling |
| Dataset (including any stated split) | TPC-H 50 (3 pools) |
| Metric | Makespan |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 14 of 14 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Makespan](<https://www.sota2.com/research/sota/heterogeneous-resource-scheduling-on-tpc-h-50-3-pools.md?metric=Makespan>): Lower is better; unit: TIME.

- [Time](<https://www.sota2.com/research/sota/heterogeneous-resource-scheduling-on-tpc-h-50-3-pools.md?metric=Time>): Lower is better; unit: TIME.

## Recorded results

| Method | Makespan | Result date | Report paper |
| --- | --- | --- | --- |
| WeCAN | 32814 | Not recorded | 69c36c500636e5bf4afc67bd |
| WeCAN | 32912 | Not recorded | 69c36c500636e5bf4afc67bd |
| WeCAN | 33428 | Not recorded | 69c36c500636e5bf4afc67bd |
| PPO-BiHyb | 35085 | Not recorded | 69c36c500636e5bf4afc67bd |
| One-Shot | 35561 | Not recorded | 69c36c500636e5bf4afc67bd |
| ScheduleNet | 36607 | Not recorded | 69c36c500636e5bf4afc67bd |
| HGN-Two-Stage | 37068 | Not recorded | 69c36c500636e5bf4afc67bd |
| IPPTS | 37164 | Not recorded | 69c36c500636e5bf4afc67bd |
| Tetris | 38654 | Not recorded | 69c36c500636e5bf4afc67bd |
| HEFT | 39315 | Not recorded | 69c36c500636e5bf4afc67bd |
| PEFT | 39881 | Not recorded | 69c36c500636e5bf4afc67bd |
| CP | 41597 | Not recorded | 69c36c500636e5bf4afc67bd |
| MOPNR | 43545 | Not recorded | 69c36c500636e5bf4afc67bd |
| SFT | 49172 | Not recorded | 69c36c500636e5bf4afc67bd |

### WeCAN

Makespan: 32814. Result ID: 69c3fa5e47f34ce924ae0fb7.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Sampling","Number of Samples":"256"}. This record does not assert independent reproduction.

### WeCAN

Makespan: 32912. Result ID: 69c3fa5e47f34ce924ae0fb6.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Sampling","Number of Samples":"64"}. This record does not assert independent reproduction.

### WeCAN

Makespan: 33428. Result ID: 69c3fa5e47f34ce924ae0fb5.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Greedy"}. This record does not assert independent reproduction.

### PPO-BiHyb

Makespan: 35085. Result ID: 69c3fa5e47f34ce924ae0fb1.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a41e209131ce9aff1a.md>)

[Implementation](<https://github.com/Thinklab-SJTU/PPO-BiHyb>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### One-Shot

Makespan: 35561. Result ID: 69c3fa5e47f34ce924ae0fb2.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Sampling","Number of Samples":"256"}. This record does not assert independent reproduction.

### ScheduleNet

Makespan: 36607. Result ID: 69c3fa5e47f34ce924ae0fb3.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Sampling","Number of Samples":"256"}. This record does not assert independent reproduction.

### HGN-Two-Stage

Makespan: 37068. Result ID: 69c3fa5e47f34ce924ae0fb4.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: {"Evaluation Mode":"Sampling","Number of Samples":"256"}. This record does not assert independent reproduction.

### IPPTS

Makespan: 37164. Result ID: 69c3fa5e47f34ce924ae0fb0.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Tetris

Makespan: 38654. Result ID: 69c3fa5e47f34ce924ae0fae.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HEFT

Makespan: 39315. Result ID: 69c3fa5e47f34ce924ae0fad.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PEFT

Makespan: 39881. Result ID: 69c3fa5e47f34ce924ae0faf.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CP

Makespan: 41597. Result ID: 69c3fa5e47f34ce924ae0fac.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MOPNR

Makespan: 43545. Result ID: 69c3fa5e47f34ce924ae0fab.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SFT

Makespan: 49172. Result ID: 69c3fa5e47f34ce924ae0faa.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c500636e5bf4afc67bd.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
