# LLM Serving Performance on Qwen 7B Uniform distribution 32 model variants 2.5

Source: [LLM Serving Performance on Qwen 7B Uniform distribution 32 model variants 2.5](<https://www.sota2.com/research/sota/llm-serving-performance-on-qwen-7b-uniform-distribution-32-model-variants-2-5>)

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

Data updated: 2026-02-26T06:06:25.538Z

Evaluation of the serving performance metrics (Throughput in requests per second and End-to-End latency) for 32 variants of the Qwen 7B model under uniform distribution load.

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 | LLM Serving Performance |
| Dataset (including any stated split) | Qwen 7B Uniform distribution 32 model variants 2.5 |
| Metric | Throughput (req/s) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Throughput (req/s)](<https://www.sota2.com/research/sota/llm-serving-performance-on-qwen-7b-uniform-distribution-32-model-variants-2-5.md?metric=Throughput%20(req%2Fs)>): Higher is better; unit: SCALAR.

- [E2E Latency (s)](<https://www.sota2.com/research/sota/llm-serving-performance-on-qwen-7b-uniform-distribution-32-model-variants-2-5.md?metric=E2E%20Latency%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Throughput (req/s) | Result date | Report paper |
| --- | --- | --- | --- |
| Delta-CoMe | 0.86 | Not recorded | 68fa7ba31e209131cea8984e |
| PRINMIX | 0.86 | Not recorded | 68fa7ba31e209131cea8984e |
| Delta-CoMe | 0.42 | Not recorded | 68fa7ba31e209131cea8984e |
| PRINMIX | 0.42 | Not recorded | 68fa7ba31e209131cea8984e |
| Naive | 0.08 | Not recorded | 68fa7ba31e209131cea8984e |
| Naive | 0.07 | Not recorded | 68fa7ba31e209131cea8984e |

### Delta-CoMe

Throughput (req/s): 0.86. Result ID: 699a67f45698665ec4f04663.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e71e209131cea6a8ac.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"1.0"}. This record does not assert independent reproduction.

### PRINMIX

Throughput (req/s): 0.86. Result ID: 699a67f45698665ec4f04665.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"1.0"}. This record does not assert independent reproduction.

### Delta-CoMe

Throughput (req/s): 0.42. Result ID: 699a67f45698665ec4f04662.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e71e209131cea6a8ac.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"0.5"}. This record does not assert independent reproduction.

### PRINMIX

Throughput (req/s): 0.42. Result ID: 699a67f45698665ec4f04664.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"0.5"}. This record does not assert independent reproduction.

### Naive

Throughput (req/s): 0.08. Result ID: 699a67f45698665ec4f04661.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"1.0"}. This record does not assert independent reproduction.

### Naive

Throughput (req/s): 0.07. Result ID: 699a67f45698665ec4f04660.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8984e.md>)

Recorded evaluation configuration: {"arrival rate (lambda)":"0.5"}. This record does not assert independent reproduction.

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