Update base for Update on "gemma3 e2e runner on cuda"

This diff introduces e2e runner for gemma3 model on cuda delegating using AOTI library, which is guarded by CI. Also other necessary infrastructure updates for building and running the `gemma3 e2e runner` on CUDA devices.

Differential Revision: [D85087532](https://our.internmc.facebook.com/intern/diff/D85087532/)

[ghstack-poisoned]

Author: Gasoonjia

backends/cuda/runtime/shims/memory.cpp

@@ -234,10 +234,9 @@ AOTITorchError aoti_torch_empty_strided(
     }
     // For each dimension, add stride[i] * (size[i] - 1)
     // This gives us the maximum offset in that dimension
-    int64_t stride_i = (strides_ptr != nullptr) ? strides_ptr[i] : 0;
+    int64_t stride_i = (strides_ptr != nullptr) ? strides_ptr[i] : 1;
     if (strides_ptr == nullptr) {
       // Calculate contiguous stride if not provided
-      stride_i = 1;
       for (int64_t j = i + 1; j < ndim; j++) {
         stride_i *= sizes_ptr[j];
       }