Fix typo and sort redirects

Author: janeyx99

index.rst

@@ -409,7 +409,7 @@ Welcome to PyTorch Tutorials
 
 .. customcarditem::
    :header: Autograd in C++ Frontend
-   :card_description: The autograd package helps build flexible and dynamic nerural netorks. In this tutorial, exploreseveral examples of doing autograd in PyTorch C++ frontend
+   :card_description: The autograd package helps build flexible and dynamic neural netorks. In this tutorial, explore several examples of doing autograd in PyTorch C++ frontend
    :image: _static/img/thumbnails/cropped/Autograd-in-Cpp-Frontend.png
    :link: advanced/cpp_autograd.html
    :tags: Frontend-APIs,C++
@@ -851,4 +851,4 @@ Additional Resources
    :maxdepth: 1
    :hidden:
 
-   prototype/prototype_index
+   prototype/prototype_index

redirects.py

@@ -1,39 +1,39 @@
 redirects = {
-    "intermediate/flask_rest_api_tutorial": "../index.html",
-    "beginner/ptcheat.html": "../index.html",
-    "beginner/deploy_seq2seq_hybrid_frontend_tutorial.html": "../index.html",
-    "recipes/bundled_inputs.html": "../index.html",
-    "recipes/recipes_index.html": "../recipes_index.html",
+    "advanced/dynamic_quantization_tutorial.html": "../index.html",
+    "advanced/static_quantization_tutorial.html": "../index.html",
     "advanced/super_resolution_with_onnxruntime.html": "../index.html",
-    "intermediate/torchserve_with_ipex.html": "../index.html",
-    "intermediate/torchserve_with_ipex_2.html": "../index.html",
-    "recipes/torchserve_vertexai_tutorial.html": "../index.html",
+    "advanced/torch_script_custom_classes": "../index.html",
+    "beginner/Intro_to_TorchScript_tutorial.html": "../index.html",
+    "beginner/deploy_seq2seq_hybrid_frontend_tutorial.html": "../index.html",
     "beginner/flava_finetuning_tutorial.html": "../index.html",
-    "advanced/static_quantization_tutorial.html": "../index.html",
-    "advanced/dynamic_quantization_tutorial.html": "../index.html",
+    "beginner/ptcheat.html": "../index.html",
+    "intermediate/FSDP_adavnced_tutorial.html": "https://docs.pytorch.org/tutorials/intermediate/FSDP_advanced_tutorial.html",
     "intermediate/dynamic_quantization_bert_tutorial.html": "../index.html",
+    "intermediate/flask_rest_api_tutorial": "../index.html",
     "intermediate/quantized_transfer_learning_tutorial.html": "../index.html",
-    "intermediate/FSDP_adavnced_tutorial.html": "https://docs.pytorch.org/tutorials/intermediate/FSDP_advanced_tutorial.html",
-    "prototype/graph_mode_dynamic_bert_tutorial.html": "../index.html",
+    "intermediate/torchserve_with_ipex.html": "../index.html",
+    "intermediate/torchserve_with_ipex_2.html": "../index.html",
+    "prototype/backend_config_tutorial.html": "../index.html",
     "prototype/flight_recorder_tutorial.html": "https://docs.pytorch.org/tutorials/unstable/flight_recorder_tutorial.html",
     "prototype/fx_graph_mode_ptq_dynamic.html": "../index.html",
     "prototype/fx_graph_mode_ptq_static.html": "../index.html",
     "prototype/fx_graph_mode_quant_guide.html": "../index.html",
-    "prototype/backend_config_tutorial.html": "../index.html",
-    "prototype/numeric_suite_tutorial.html": "../index.html",
-    "prototype/quantization_in_pytorch_2_0_export_tutorial.html": "../index.html",
+    "prototype/graph_mode_dynamic_bert_tutorial.html": "../index.html",
     "prototype/inductor_windows.html": "https://pytorch.org/tutorials/unstable/inductor_windows.html",
+    "prototype/numeric_suite_tutorial.html": "../index.html",
+    "prototype/openvino_quantizer.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_openvino_inductor.html",
     "prototype/pt2e_quant_ptq.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_ptq.html",
+    "prototype/pt2e_quant_ptq_x86_inductor.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_x86_inductor.html",
     "prototype/pt2e_quant_qat.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_qat.html",
-    "prototype/pt2e_quantizer.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quantizer.html",
     "prototype/pt2e_quant_x86_inductor.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_x86_inductor.html",
-    "prototype/pt2e_quant_ptq_x86_inductor.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_x86_inductor.html",
     "prototype/pt2e_quant_xpu_inductor.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_xpu_inductor.html",
-    "prototype/openvino_quantizer.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_openvino_inductor.html",
+    "prototype/pt2e_quantizer.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quantizer.html",
+    "prototype/quantization_in_pytorch_2_0_export_tutorial.html": "../index.html",
+    "prototype/torchscript_freezing.html": "../index.html",
     "receipes/fuse.html": "../index.html",
     "receipes/quantization.html": "../index.html",
     "receipes/receipes/dynamic_quantization.html": "../index.html",
-    "advanced/torch_script_custom_classes": "../index.html",
-    "beginner/Intro_to_TorchScript_tutorial.html": "../index.html",
-    "prototype/torchscript_freezing.html": "../index.html",
+    "recipes/bundled_inputs.html": "../index.html",
+    "recipes/recipes_index.html": "../recipes_index.html",
+    "recipes/torchserve_vertexai_tutorial.html": "../index.html",
 }