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tensorflow/tools/graph_transforms/README.md
@@ -94,7 +94,10 @@ transforms to modify the graph with. The transforms are given as a list of
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names, and can each have arguments themselves. These transforms define the
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pipeline of modifications that are applied in order to produce the output.
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Sometimes you need some transforms to happen before others, and the ordering
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-within the list lets you specify which happen first.
+within the list lets you specify which happen first.
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+Note that the optimization
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+`remove_nodes(op=Identity, op=CheckNumerics)` will break the model with control
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+flow operations, such as `tf.cond`, `tf.map_fn`, and `tf.while`.
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## Inspecting Graphs
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