Updated github_topic for benchmark & matrix-multiplication. Updated aiter

PyTorchConference2025_GithubRepos.json

@@ -20,7 +20,8 @@
     "repo_link": "https://github.com/flashinfer-ai/flashinfer-bench",
     "category": "benchmark",
     "github_about_section": "Building the Virtuous Cycle for AI-driven LLM Systems",
-    "homepage_link": "https://bench.flashinfer.ai"
+    "homepage_link": "https://bench.flashinfer.ai",
+    "github_topic_closest_fit": "benchmark"
   },
   {
     "repo_name": "KernelBench",
@@ -43,34 +44,37 @@
     "repo_link": "https://github.com/laude-institute/terminal-bench",
     "category": "benchmark",
     "github_about_section": "A benchmark for LLMs on complicated tasks in the terminal",
-    "homepage_link": "https://www.tbench.ai"
+    "homepage_link": "https://www.tbench.ai",
+    "github_topic_closest_fit": "benchmark"
   },
   {
     "repo_name": "TritonBench",
     "repo_link": "https://github.com/thunlp/TritonBench",
     "category": "benchmark",
-    "github_about_section": "TritonBench: Benchmarking Large Language Model Capabilities for Generating Triton Operators"
+    "github_about_section": "TritonBench: Benchmarking Large Language Model Capabilities for Generating Triton Operators",
+    "github_topic_closest_fit": "benchmark"
   },
   {
     "repo_name": "BitBLAS",
     "repo_link": "https://github.com/microsoft/BitBLAS",
-    "category": "BLAS",
-    "github_about_section": "BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment."
+    "category": "Basic Linear Algebra Subprograms (BLAS)",
+    "github_about_section": "BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.",
+    "github_topic_closest_fit": "matrix-multiplication"
   },
   {
     "repo_name": "hipBLAS",
     "repo_link": "https://github.com/ROCm/hipBLAS",
-    "category": "BLAS",
+    "category": "Basic Linear Algebra Subprograms (BLAS)",
     "github_about_section": "[DEPRECATED] Moved to ROCm/rocm-libraries repo",
-    "homepage_link": "https://github.com/ROCm/rocm-libraries",
-    "github_topic_closest_fit": "hip"
+    "github_topic_closest_fit": "matrix-multiplication"
   },
   {
     "repo_name": "hipBLASLt",
     "repo_link": "https://github.com/AMD-AGI/hipBLASLt",
-    "category": "BLAS",
+    "category": "Basic Linear Algebra Subprograms (BLAS)",
     "github_about_section": "hipBLASLt is a library that provides general matrix-matrix operations with a flexible API and extends functionalities beyond a traditional BLAS library",
-    "homepage_link": "https://rocm.docs.amd.com/projects/hipBLASLt/en/latest/index.html"
+    "homepage_link": "https://rocm.docs.amd.com/projects/hipBLASLt/en/latest/index.html",
+    "github_topic_closest_fit": "matrix-multiplication"
   },
   {
     "repo_name": "AdaptiveCpp",
@@ -387,7 +391,7 @@
   {
     "repo_name": "jupyterlab",
     "repo_link": "https://github.com/jupyterlab/jupyterlab",
-    "category": "ui",
+    "category": "user interface",
     "github_about_section": "JupyterLab computational environment.",
     "homepage_link": "https://jupyterlab.readthedocs.io/",
     "github_topic_closest_fit": "jupyter"
@@ -411,7 +415,10 @@
   {
     "repo_name": "aiter",
     "repo_link": "https://github.com/ROCm/aiter",
-    "github_about_section": "AI Tensor Engine for ROCm"
+    "category": "ai tensor engine",
+    "github_about_section": "AI Tensor Engine for ROCm",
+    "homepage_link": "https://rocm.blogs.amd.com/software-tools-optimization/aiter-ai-tensor-engine/README.html",
+    "github_topic_closest_fit": "gpu-acceleration"
   },
   {
     "repo_name": "ao",