From ca7b9d899c5bf40048af8fe0aa6ae96974f45bed Mon Sep 17 00:00:00 2001
From: Mishig <mishig.davaadorj@coloradocollege.edu>
Date: Fri, 29 Sep 2023 13:04:43 +0200
Subject: [PATCH] Fix index.mdx rendering (#1423)

---
 docs/source/index.mdx | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/source/index.mdx b/docs/source/index.mdx
index b9eefcd9999..52e35d61d7c 100644
--- a/docs/source/index.mdx
+++ b/docs/source/index.mdx
@@ -23,27 +23,27 @@ As such, Optimum enables developers to efficiently use any of these platforms wi
   <div class="w-full flex flex-col space-y-4 md:space-y-0 md:grid md:grid-cols-3 md:gap-y-4 md:gap-x-5">
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./habana/index"
       ><div class="w-full text-center bg-gradient-to-br from-indigo-400 to-indigo-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Habana</div>
-      <p class="text-gray-700">Maximize training throughput and efficiency with Habana's Gaudi processor</p>
+      <p class="text-gray-700">Maximize training throughput and efficiency with <span class="underline" onclick="event.preventDefault(); window.open('https://docs.habana.ai/en/latest/Gaudi_Overview/Gaudi_Architecture.html', '_blank');">Habana's Gaudi processor</span></p>
     </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./intel/index"
       ><div class="w-full text-center bg-gradient-to-br from-blue-400 to-blue-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">Intel</div>
-      <p class="text-gray-700">Optimize your model to speedup inference with OpenVINO and Neural Compressor</p>
+      <p class="text-gray-700">Optimize your model to speedup inference with <span class="underline" onclick="event.preventDefault(); window.open('https://docs.openvino.ai/latest/index.html', '_blank');">OpenVINO</span> and <span class="underline" onclick="event.preventDefault(); window.open('https://www.intel.com/content/www/us/en/developer/tools/oneapi/neural-compressor.html', '_blank');">Neural Compressor</span></p>
     </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="https://huggingface.co/docs/optimum-neuron/index"
       ><div class="w-full text-center bg-gradient-to-br from-orange-400 to-orange-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">AWS Trainium/Inferentia</div>
-      <p class="text-gray-700">Accelerate your training and inference workflows with AWS Trainium and AWS Inferentia</p>
+      <p class="text-gray-700">Accelerate your training and inference workflows with <span class="underline" onclick="event.preventDefault(); window.open('https://aws.amazon.com/machine-learning/trainium/', '_blank');">AWS Trainium</span> and <span class="underline" onclick="event.preventDefault(); window.open('https://aws.amazon.com/machine-learning/inferentia/', '_blank');">AWS Inferentia</span></p>
     </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./furiosa/index"
       ><div class="w-full text-center bg-gradient-to-br from-green-400 to-green-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">FuriosaAI</div>
-      <p class="text-gray-700">Fast and efficient inference on FuriosaAI WARBOY</p>
+      <p class="text-gray-700">Fast and efficient inference on <span class="underline" onclick="event.preventDefault(); window.open('https://www.furiosa.ai/', '_blank');">FuriosaAI WARBOY</span></p>
     </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./onnxruntime/overview"
       ><div class="w-full text-center bg-gradient-to-br from-pink-400 to-pink-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">ONNX Runtime</div>
-      <p class="text-gray-700">Apply quantization and graph optimization to accelerate Transformers models training and inference with ONNX Runtime</p>
+      <p class="text-gray-700">Apply quantization and graph optimization to accelerate Transformers models training and inference with <span class="underline" onclick="event.preventDefault(); window.open('https://onnxruntime.ai/', '_blank');">ONNX Runtime</span></p>
     </a>
     <a class="!no-underline border dark:border-gray-700 p-5 rounded-lg shadow hover:shadow-lg" href="./bettertransformer/overview"
       ><div class="w-full text-center bg-gradient-to-br from-yellow-400 to-yellow-500 rounded-lg py-1.5 font-semibold mb-5 text-white text-lg leading-relaxed">BetterTransformer</div>
-      <p class="text-gray-700">A one-liner integration to use PyTorch's BetterTransformer with Transformers models</p>
+      <p class="text-gray-700">A one-liner integration to use <span class="underline" onclick="event.preventDefault(); window.open('https://pytorch.org/blog/a-better-transformer-for-fast-transformer-encoder-inference/', '_blank');">PyTorch's BetterTransformer</span> with Transformers models</p>
     </a>
   </div>
 </div>