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Internal cleanup: process global and nonlocal in a more consistent fashion during static analysis. Disconnect definitions of symbols between local functions and their parent.

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Change-Id: Ib4e89016c825c6a3a9089b774a44dfc48ec01612

This op arises during many dynamic-shape lowerings. For example, when lowering dot_general to a single batch matmul op that has a single innermost contracting dimension, one needs to transpose/reshape all the contracting dimensions to the innermost dimension and "flatten" them to a single dimension with a dynamic reshape.

Also, move the folder and verifier of the non-dynamic reshape op to be next to each other. They somehow got separated.

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Change-Id: I9154295d9c865b77674975392adb09438072b67c

PrimitiveType::F16 maps to Eigen::half and interpreting it as float will fail. This incorrect handling is removed for now and later on this type along with bf16 and complex types can be supported by constructing appropriate ElementsAttr.
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This enables unary ops in unary_ops_test.py that have kernel defined in tf2xla/kernels/unary_ops.cc and doesn't already have legalizations. Some tests are disabled if the op is not supported or either using unsigned int or complex constants.

This also deletes unary_mlir_ops_test test now the old and new bridge tests are consolidated.

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Change-Id: I23c2e7c4301c0478ad16c26d46a7ad0f0cecef70

Unprotect should only be called on local handles. In order to test the
triggering of forwarding for remote inputs to a function we add an
optimization whereby EagerExecute releases the inputs of the eager
operation. This enforces that a TFE_Op cannot be reused since the inputs
would have been removed. This was technically already true since if the
inputs were ever forwarded we should not be re-using the TFE_Op.

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This activation range is determined by the default min/max, scale and zero
point from the UniformQuantizedType, and the activation function.

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Change-Id: Ib48414263931b921295239499cc86cf2c92baa1b

- Return immediately instead of break and returning at the end.
- Don't reinterpret_cast or static_cast; just assign the pointer.
- Add TF_LITE_ENSURE_STATUS around ConvertTensorType calls.
- Fix a Clang warning (const auto& -> const auto*)

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Change-Id: Ieeb765ae47fe337fa4fc0a57bb4177fe90069b90

Support Hexagon delegate to have an option to specify the max number of partitions to be delegated, and changed the benchmark tool to support this feature.

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