Create benchmark-checklist.md for r-gat (#1985)

* Create benchmark-checklist.md for r-gat

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Co-authored-by: Miro <[email protected]>

graph/R-GAT/benchmark-checklist.md

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+
+#### **1. Applicable Categories**
+- Datacenter
+
+---
+
+#### **2. Applicable Scenarios for Each Category**
+- Offline
+
+---
+
+#### **3. Applicable Compliance Tests**
+- TEST01
+
+---
+
+#### **4. Latency Threshold for Server Scenarios**
+- Not applicable
+
+---
+
+#### **5. Validation Dataset: Unique Samples**
+Number of **unique samples** in the validation dataset and the QSL size specified in 
+- [ ] [inference policies benchmark section](https://github.com/mlcommons/inference_policies/blob/master/inference_rules.adoc#41-benchmarks)
+- [X] [mlperf.conf](https://github.com/mlcommons/inference/blob/master/loadgen/mlperf.conf)
+- [X] [Inference benchmark docs](https://github.com/mlcommons/inference/blob/docs/docs/index.md)
+  *(Ensure QSL size overflows the system cache if possible.)*
+
+---
+
+#### **6. Equal Issue Mode Applicability**
+Documented whether **Equal Issue Mode** is applicable in 
+- [X] [mlperf.conf](https://github.com/mlcommons/inference/blob/master/loadgen/mlperf.conf#L42)
+- [X] [Inference benchmark docs](https://github.com/mlcommons/inference/blob/docs/docs/index.md)
+  *(Relevant if sample processing times are inconsistent across inputs.)*
+
+---
+
+#### **7. Expected Accuracy and `accuracy.txt` Contents**
+- [ ] Detailed expected accuracy and the required contents of the `accuracy.txt` file.
+
+---
+
+#### **8. Reference Model Details**
+- [ ] Reference model details updated in [Inference benchmark docs](https://github.com/mlcommons/inference/blob/docs/docs/index.md)  
+
+---
+
+#### **9. Reference Implementation Dataset Coverage**
+- [ ] Reference implementation successfully processes the entire validation dataset during:
+  - [ ] Performance runs
+  - [ ] Accuracy runs
+  - [ ] Compliance runs  
+- [ ] Valid log files passing the submission checker are generated for all runs.
+
+---
+
+#### **10. Test Runs with Smaller Input Sets**
+- [X] Verified the reference implementation can perform test runs with a smaller subset of inputs for:
+  - [X] Performance runs
+  - [X] Accuracy runs
+
+---
+
+#### **11. Dataset and Reference Model Instructions**
+- [X] Clear instructions provided for:
+  - [X] Downloading the dataset and reference model.
+  - [X] Using the dataset and model for the benchmark.
+
+---
+
+#### **12. Documentation of Recommended System Requirements to run the reference implementation**
+- [X] Added [here](https://github.com/mlcommons/inference/blob/docs/docs/system_requirements.yml#L44)
+
+---
+
+#### **13. Submission Checker Modifications**
+- [X] All necessary changes made to the **submission checker** to validate the benchmark.
+
+---
+
+#### **14. Sample Log Files**
+- [ ] Include sample logs for all the applicable scenario runs:
+  - [ ] `mlperf_log_summary.txt`
+  - [ ] `mlperf_log_detail.txt`  
+- [ ] Ensure sample logs successfully pass the submission checker and applicable compliance runs.