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yzhliuszha
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Update announcement for Scala improvement (#12346)
* update scala improvement for announcement * update grammar
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NEWS.md

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- This is the first step towards optimizing dynamic neural networks with variable computation graphs, by adding symbolic and imperative control flow operators. [Proposal](https://cwiki.apache.org/confluence/display/MXNET/Optimize+dynamic+neural+network+models+with+control+flow+operators).
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- New operators introduced: foreach([#11531](https://github.com/apache/incubator-mxnet/pull/11531)), while_loop([#11566](https://github.com/apache/incubator-mxnet/pull/11566)), cond([#11760](https://github.com/apache/incubator-mxnet/pull/11760)).
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### New Features - Rounding GPU Memory Pool for dynamic networks with variable-length input-output (experimental)
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### New Features - Scala API Improvements (experimental)
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- Improvements to MXNet Scala API usability([#10660](https://github.com/apache/incubator-mxnet/pull/10660), [#10787](https://github.com/apache/incubator-mxnet/pull/10787), [#10991](https://github.com/apache/incubator-mxnet/pull/10991))
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- Symbol.api and NDArray.api would bring new set of functions that have complete definition for all arguments.
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- Please see this [Type safe API design document](https://cwiki.apache.org/confluence/display/MXNET/Scala+Type-safe+API+Design+Doc) for more details.
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### New Features - Rounding GPU Memory Pool for dynamic networks with variable-length inputs and outputs (experimental)
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- MXNet now supports a new memory pool type for GPU memory (#11041).
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- Unlike the default memory pool requires exact size match to reuse released memory chunks, this new memory pool uses exponential-linear rounding so that similar sized memory chunks can all be reused, which is more suitable for all the workloads with dynamic-shape inputs and outputs. Set environment variable `MXNET_GPU_MEM_POOL_TYPE=Round` to enable.
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- Add DataDesc type for the Scala Package (#11844)
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### Usability Improvements
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- Improvements to MXNet Scala API usability([#10660](https://github.com/apache/incubator-mxnet/pull/10660), [#10787](https://github.com/apache/incubator-mxnet/pull/10787), [#10991](https://github.com/apache/incubator-mxnet/pull/10991))
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- Added NDArray auto-collector for Scala (#11751, #12232)
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- Added docs for mx.initializer.Constant (#10637)
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- Added build from souce instructions on windows (#11276)
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- Added a tutorial explaining how to use the profiler (#11274)

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