Apply Joshua's helpful suggestions.

Co-authored-by: Joshua Bell <[email protected]>

Author: fdwr

index.bs

@@ -4344,7 +4344,7 @@ partial dictionary MLOpSupportLimits {
 </dl>
 
 <div class="note">
-  The {{MLGraphBuilder/gatherElements(input, indices, options)/indices}} parameter to {{MLGraphBuilder/gatherElements()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the required clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
+  The {{MLGraphBuilder/gatherElements(input, indices, options)/indices}} parameter to {{MLGraphBuilder/gatherElements()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the specified clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
 </div>
 
 <details open algorithm>
@@ -4508,7 +4508,7 @@ partial dictionary MLOpSupportLimits {
 </dl>
 
 <div class="note">
-  The {{MLGraphBuilder/gatherND(input, indices, options)/indices}} parameter to {{MLGraphBuilder/gatherND()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the required clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
+  The {{MLGraphBuilder/gatherND(input, indices, options)/indices}} parameter to {{MLGraphBuilder/gatherND()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the specified clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
 </div>
 
 <details open algorithm>
@@ -8324,7 +8324,7 @@ partial dictionary MLOpSupportLimits {
 </dl>
 
 <div class="note">
-  The {{MLGraphBuilder/scatterElements(input, indices, updates, options)/indices}} parameter to {{MLGraphBuilder/scatterElements()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the required clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
+  The {{MLGraphBuilder/scatterElements(input, indices, updates, options)/indices}} parameter to {{MLGraphBuilder/scatterElements()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the specified clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
 </div>
 
 <details open algorithm>
@@ -8527,7 +8527,7 @@ partial dictionary MLOpSupportLimits {
 </dl>
 
 <div class="note">
-  The {{MLGraphBuilder/scatterND(input, indices, updates, options)/indices}} parameter to {{MLGraphBuilder/scatterND()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the required clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
+  The {{MLGraphBuilder/scatterND(input, indices, updates, options)/indices}} parameter to {{MLGraphBuilder/scatterND()}} can not be clamped to the allowed range when the graph is built because the inputs are not known until execution. Implementations can introduce {{MLGraphBuilder/clamp()}} in the compiled graph if the specified clamping behavior is not provided by the underlying platform. Similarly, if the underlying platform does not support negative indices, the implementation can introduce operations in the compiled graph to transform a negative index from the end of the dimension into a positive index.
 </div>
 
 <details open algorithm>
@@ -8537,7 +8537,7 @@ partial dictionary MLOpSupportLimits {
     1. If [=this=] [=MLGraphBuilder/can not build=], then [=exception/throw=] an "{{InvalidStateError}}" {{DOMException}}.
     1. If [=MLGraphBuilder/validating operand=] with [=this=] and any of |input|, |indices|, and |updates| returns false, then [=exception/throw=] a {{TypeError}}.
     1. If |input|'s or |indices|'s [=MLOperand/dataType=]'s are not one of their [=/allowed data types=] (according to [this table](#constraints-gather)), then [=exception/throw=] a {{TypeError}}.
-    1. If |udpates|'s [=MLOperand/dataType=] is not equal to |input|'s [=MLOperand/dataType=], then [=exception/throw=] a {{TypeError}}.
+    1. If |updates|'s [=MLOperand/dataType=] is not equal to |input|'s [=MLOperand/dataType=], then [=exception/throw=] a {{TypeError}}.
     1. Let |shapeInput| be |input|'s [=MLOperand/shape=] and |rankInput| be |input|'s [=MLOperand/rank=].
     1. Let |shapeIndices| be |indices|'s [=MLOperand/shape=] and |rankIndices| be |indices|'s [=MLOperand/rank=].
     1. If |rankInput| or |rankIndices| is less than 1, then [=exception/throw=] a {{TypeError}}.
@@ -8551,7 +8551,7 @@ partial dictionary MLOpSupportLimits {
         1. [=list/Append=] |shapeInput|[|index|] to |shapeUpdates|.
     1. Let |updates|'s [=MLOperand/shape=] is not equal to |shapeUpdates|, then [=exception/throw=] a {{TypeError}}.
     1. Let |outputShape| be a copy of |input|'s [=MLOperand/shape=].
-    1. Let |outputDesc| be the result of [=creating an MLOperandDescriptor=] given |input|'s [=MLOperand/dataType=] and |shapeOutput|.
+    1. Let |outputDesc| be the result of [=creating an MLOperandDescriptor=] given |input|'s [=MLOperand/dataType=] and |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given |outputDesc|.
         1. Let |operator| be an [=operator=] for the "scatterND" operation, given |input|, |indices|, |updates|, and |options|.