Create tests.md

Author: arjunsuresh

tests.md

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+The below tables lists the actively tests being carried out by MLCommons for the currently active MLPerf inference benchmarks. Please contact [Support](support@mlcommons.org) if you would like to add any new tests here. The tests are run using GitHub actions and the test results go to the below two repositories.
+1. Short Runs: https://github.com/mlcommons/mlperf_inference_test_submissions_v5.0/
+2. Full Runs: https://github.com/mlcommons/mlperf_inference_unofficial_submissions_v5.0/
+
+These reporitories are per inference round.
+
+## Reference Implementation
+| Benchmark            | CPU/GPU | Test Type | 
+|----------------------|---------|-----------|
+| resnet50            |   CPU | Short   |     
+| retinanet           |   CPU | Short        |
+| 3d-unet             |    -  |   TBD        |
+| bert               |   CPU  |  Short       |
+| gptj               |   Both | Short        |               
+| llama2-70b         |   CPU  |  Short       |
+| mixtral-8x7b       |   CPU  |  Short       |
+| llama3.1-405b      |   -    |      -       |
+| rgat               |   CPU      |   Short  |
+| pointpainting      |   GPU      |    -     |
+| stable-diffusion-xl |  GPU      |   Short  |
+| dlrm_v2            | CPU        | Short    |
+
+## Nvidia Implementation
+| Benchmark            |  Test Type | 
+|----------------------|-----------|
+| resnet50            | Full   |     
+| retinanet           | Full        |
+| 3d-unet             | Full         |
+| bert               |  Full       |
+| gptj               |  Full        |               
+| llama2-70b         |     -        |
+| mixtral-8x7b       |     -        |
+| llama3.1-405b      |     -      |
+| rgat               |   NA       |
+| pointpainting      |   NA       |
+| stable-diffusion-xl | TBD       |
+| dlrm_v2            |  TBD         |