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@@ -192,7 +192,7 @@ We have used the `lm_eval` library to validate the models. For each model size (
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  We measured TPS (tokens per second) for each model size using 100 input tokens and 300 output tokens.
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- ![Latency Benchmarking](https://cdn.thestage.ai/production/cms_file_upload/1773422585-3065316c-5c07-4430-befb-61daac95f712/Elastic_Qwen2.5_7B_Instruct_latency.png)
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  ### Latency Benchmark Results
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@@ -202,11 +202,11 @@ Tokens per second for different model sizes on various GPUs.
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  | **GPU/Model Size**| **S**| **M**| **L**| **XL**| **Original**| **W8A8_int8** |
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  | --- | --- | --- | --- | --- | --- | --- |
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- | **H100** | 184 | 177 | 157 | 138 | 62 | 201 |
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- | **L40s** | 72 | 67 | 57 | 48 | 42 | 78 |
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- | **B200** | 239 | 232 | 216 | 199 | 114 | N/A |
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- | **GeForce RTX 5090** | 141 | N/A | N/A | N/A | 66 | N/A |
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- | **GeForce RTX 4090** | 95 | N/A | N/A | N/A | 45 | N/A |
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  ## Benchmarking Methodology
 
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  We measured TPS (tokens per second) for each model size using 100 input tokens and 300 output tokens.
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+ ![Latency Benchmarking](https://cdn.thestage.ai/production/cms_file_upload/1779128526-dac1999d-d2a4-45e7-ba9d-8a7c498549c7/Elastic_Qwen2.5_7B_Instruct_latency.png)
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  ### Latency Benchmark Results
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  | **GPU/Model Size**| **S**| **M**| **L**| **XL**| **Original**| **W8A8_int8** |
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  | --- | --- | --- | --- | --- | --- | --- |
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+ | **H100** | 202 | 191 | 168 | 147 | 62 | 201 |
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+ | **L40s** | 74 | 69 | 58 | 49 | 42 | 78 |
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+ | **B200** | 274 | 272 | 269 | 248 | 114 | N/A |
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+ | **GeForce RTX 5090** | 150 | N/A | N/A | N/A | 66 | N/A |
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+ | **GeForce RTX 4090** | 96 | N/A | N/A | N/A | 45 | N/A |
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  ## Benchmarking Methodology