Fix broken quantization tutorial links

- Updated redirects for dynamic_quantization_tutorial.html to point to gpu_quantization_torchao_tutorial
- Updated redirects for static_quantization_tutorial.html to point to pytorch.org/ao documentation
- Removed missing dynamic_quantization recipe from recipes_index.rst
- Updated recipes README to remove reference to missing dynamic_quantization.py

Fixes issue #3583

Author: patrocinio

recipes_index.rst

@@ -327,7 +327,6 @@ from our full-length tutorials.
    recipes/recipes/profile_with_itt
    recipes/recipes/Captum_Recipe
    recipes/recipes/tensorboard_with_pytorch
-   recipes/recipes/dynamic_quantization
    recipes/recipes/amp_recipe
    recipes/recipes/tuning_guide
    recipes/recipes/xeon_run_cpu

recipes_source/recipes/README.txt

@@ -21,26 +21,22 @@ PyTorch Recipes
 	 Model Interpretability using Captum
          https://pytorch.org/tutorials/recipes/recipes/Captum_Recipe.html
 
-6. dynamic_quantization.py
-         Dynamic Quantization
-         https://pytorch.org/tutorials/recipes/recipes/dynamic_quantization.html
-
-7. warmstarting_model_using_parameters_from_a_different_model.py
+6. warmstarting_model_using_parameters_from_a_different_model.py
          Warmstarting models using parameters from different model
          https://pytorch.org/tutorials/recipes/recipes/warmstarting_model_using_parameters_from_a_different_model.html
 
-8. zeroing_out_gradients.py
+7. zeroing_out_gradients.py
          Zeroing out gradients
          https://pytorch.org/tutorials/recipes/recipes/zeroing_out_gradients.html
 
-9. mobile_perf.py
+8. mobile_perf.py
          PyTorch Mobile Performance Recipes
          https://pytorch.org/tutorials/recipes/mobile_perf.html
 
-10. amp_recipe.py
+9. amp_recipe.py
          Automatic Mixed Precision
-         https://pytorch.org/tutorials/recipes/amp_recipe.html
+         https://pytorch.org/tutorials/recipes/recipes/amp_recipe.html
 
-11. regional_compilation.py
+10. regional_compilation.py
 	Reducing torch.compile cold start compilation time with regional compilation
          https://pytorch.org/tutorials/recipes/regional_compilation.html

redirects.py

@@ -1,11 +1,11 @@
 redirects = {
     "advanced/cpp_extension.html": "https://docs.pytorch.org/tutorials/advanced/custom_ops_landing_page.html",
     "advanced/cpp_cuda_graphs.html": "../index.html",
-    "advanced/dynamic_quantization_tutorial.html": "../index.html",
-    "advanced/static_quantization_tutorial.html": "../index.html",
+    "advanced/dynamic_quantization_tutorial.html": "https://pytorch.org/tutorials/unstable/gpu_quantization_torchao_tutorial.html",
+    "advanced/static_quantization_tutorial.html": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_ptq.html",
     "advanced/super_resolution_with_onnxruntime.html": "../index.html",
     "advanced/torch_script_custom_classes": "../index.html",
-    "advanced_source/static_quantization_tutorial.rst": "../index.html",
+    "advanced_source/static_quantization_tutorial.rst": "https://docs.pytorch.org/ao/main/tutorials_source/pt2e_quant_ptq.html",
     "beginner/Intro_to_TorchScript_tutorial.html": "../index.html",
     "beginner/deploy_seq2seq_hybrid_frontend_tutorial.html": "../index.html",
     "beginner/hybrid_frontend_tutorial": "../index.html",
@@ -14,7 +14,7 @@
     "beginner/ptcheat.html": "../index.html",
     "beginner/audio_io_tutorial.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/dynamic_quantization_bert_tutorial.html": "https://pytorch.org/tutorials/unstable/gpu_quantization_torchao_tutorial.html",
     "intermediate/flask_rest_api_tutorial": "../index.html",
     "intermediate/quantized_transfer_learning_tutorial.html": "../index.html",
     "intermediate/torchserve_with_ipex.html": "../index.html",
@@ -40,7 +40,7 @@
     "recipes_source/cuda_rpc.rst": "../index.html",
     "receipes/fuse.html": "../index.html",
     "receipes/quantization.html": "../index.html",
-    "receipes/receipes/dynamic_quantization.html": "../index.html",
+    "receipes/receipes/dynamic_quantization.html": "https://pytorch.org/tutorials/unstable/gpu_quantization_torchao_tutorial.html",
     "recipes/bundled_inputs.html": "../index.html",
     "recipes/inference_tuning_on_aws_graviton.html": "../index.html",
     "recipes/recipes_index.html": "../recipes_index.html",