update urls (#206)

* update urls

* doc

* fix

Author: xadupre

_doc/conf.py

@@ -105,7 +105,7 @@ def linkcode_resolve(domain, info):
     "scipy": ("https://docs.scipy.org/doc/scipy/", None),
     "sklearn": ("https://scikit-learn.org/stable/", None),
     "skl2onnx": ("https://onnx.ai/sklearn-onnx/", None),
-    "torch": ("https://pytorch.org/docs/main/", None),
+    "torch": ("https://docs.pytorch.org/docs/stable/", None),
     # Not a sphinx documentation
     # "transformers": ("https://huggingface.co/docs/transformers/index", None),
 }
@@ -208,7 +208,7 @@ def linkcode_resolve(domain, info):
 epkg_dictionary = {
     "aten functions": "https://pytorch.org/cppdocs/api/namespace_at.html#functions",
     "azure pipeline": "https://azure.microsoft.com/en-us/products/devops/pipelines",
-    "Custom Backends": "https://pytorch.org/docs/stable/torch.compiler_custom_backends.html",
+    "Custom Backends": "https://docs.pytorch.org/docs/stable/torch.compiler_custom_backends.html",
     "diffusers": "https://github.com/huggingface/diffusers",
     "DOT": "https://graphviz.org/doc/info/lang.html",
     "executorch": "https://pytorch.org/executorch/stable/intro-overview.html",
@@ -218,8 +218,8 @@ def linkcode_resolve(domain, info):
     "experimental-experiment": "https://sdpython.github.io/doc/experimental-experiment/dev/",
     "JIT": "https://en.wikipedia.org/wiki/Just-in-time_compilation",
     "FunctionProto": "https://onnx.ai/onnx/api/classes.html#functionproto",
-    "graph break": "https://pytorch.org/docs/stable/torch.compiler_faq.html#graph-breaks",
-    "GraphModule": "https://pytorch.org/docs/stable/fx.html#torch.fx.GraphModule",
+    "graph break": "https://docs.pytorch.org/docs/stable/torch.compiler_faq.html#graph-breaks",
+    "GraphModule": "https://docs.pytorch.org/docs/stable/fx.html#torch.fx.GraphModule",
     "HuggingFace": "https://huggingface.co/docs/hub/en/index",
     "huggingface_hub": "https://github.com/huggingface/huggingface_hub",
     "Linux": "https://www.linux.org/",
@@ -232,7 +232,7 @@ def linkcode_resolve(domain, info):
     "onnx.helper": "https://onnx.ai/onnx/api/helper.html",
     "ONNX": "https://onnx.ai/",
     "ONNX Operators": "https://onnx.ai/onnx/operators/",
-    "onnxrt backend": "https://pytorch.org/docs/stable/onnx_dynamo_onnxruntime_backend.html",
+    "onnxrt backend": "https://docs.pytorch.org/docs/stable/onnx_dynamo_onnxruntime_backend.html",
     "onnxruntime": "https://onnxruntime.ai/",
     "onnxruntime-training": "https://onnxruntime.ai/docs/get-started/training-on-device.html",
     "onnxruntime kernels": "https://onnxruntime.ai/docs/reference/operators/OperatorKernels.html",
@@ -257,12 +257,12 @@ def linkcode_resolve(domain, info):
     "Supported Operators and Data Types": "https://github.com/microsoft/onnxruntime/blob/main/docs/OperatorKernels.md",
     "sympy": "https://www.sympy.org/en/index.html",
     "timm": "https://github.com/huggingface/pytorch-image-models",
-    "torch": "https://pytorch.org/docs/stable/torch.html",
+    "torch": "https://docs.pytorch.org/docs/stable/torch.html",
     "torchbench": "https://github.com/pytorch/benchmark",
     "torch.compile": "https://pytorch.org/tutorials/intermediate/torch_compile_tutorial.html",
-    "torch.compiler": "https://pytorch.org/docs/stable/torch.compiler.html",
-    "torch.export.export": "https://pytorch.org/docs/stable/export.html#torch.export.export",
-    "torch.onnx": "https://pytorch.org/docs/stable/onnx.html",
+    "torch.compiler": "https://docs.pytorch.org/docs/stable/torch.compiler.html",
+    "torch.export.export": "https://docs.pytorch.org/docs/stable/export.html#torch.export.export",
+    "torch.onnx": "https://docs.pytorch.org/docs/stable/onnx.html",
     "transformers": "https://huggingface.co/docs/transformers/en/index",
     "vocos": "https://github.com/gemelo-ai/vocos",
     "Windows": "https://www.microsoft.com/windows",

_doc/examples/plot_export_tiny_llm_patched.py

@@ -29,7 +29,7 @@
       to non-tensor type <class 'transformers.cache_utils.DynamicCache'>
       at `inputs['past_key_values']` (expected None)
   For more information about this error,
-  see: https://pytorch.org/docs/main/generated/exportdb/index.html#dynamic-shapes-validation
+  see: https://docs.pytorch.org/docs/stable/generated/exportdb/index.html#dynamic-shapes-validation
 
 With ``transformers==4.50``, it shows the following: