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[v1.9.x]Update git repo reference (#20496)
* update git repo url * remove incubator * fix typo Co-authored-by: Wei Chu <weichu@amazon.com>
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3rdparty/mshadow/README.md

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Projects Using MShadow
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----------------------
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* [MXNet: Efficient and Flexible Distributed Deep Learning Framework](https://github.com/dmlc/mxnet)
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* [MXNet: Efficient and Flexible Distributed Deep Learning Framework](https://github.com/apache/mxnet)
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* [CXXNet: A lightweight C++ based deep learnig framework](https://github.com/dmlc/cxxnet)

NEWS.md

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- ImageRecordIter now stores data in pinned memory to improve GPU memcopy speed.
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### Bugfixes
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- Cython interface is fixed. `make cython` and `python setup.py install --with-cython` should install the cython interface and reduce overhead in applications that use imperative/bucketing.
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- Fixed various bugs in Faster-RCNN example: https://github.com/dmlc/mxnet/pull/6486
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- Fixed various bugs in Faster-RCNN example: https://github.com/apache/mxnet/pull/6486
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- Fixed various bugs in SSD example.
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- Fixed `out` argument not working for `zeros`, `ones`, `full`, etc.
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- `expand_dims` now supports backward shape inference.
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- Support CuDNN v5 by @antinucleon
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- More applications
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- Speech recognition by @yzhang87
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- [Neural art](https://github.com/dmlc/mxnet/tree/master/example/neural-style) by @antinucleon
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- [Detection](https://github.com/dmlc/mxnet/tree/master/example/rcnn), RCNN bt @precedenceguo
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- [Segmentation](https://github.com/dmlc/mxnet/tree/master/example/fcn-xs), FCN by @tornadomeet
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- [Neural art](https://github.com/apache/mxnet/tree/v0.7.0/example/neural-style) by @antinucleon
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- [Detection](https://github.com/apache/mxnet/tree/v0.7.0/example/rcnn), RCNN bt @precedenceguo
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- [Segmentation](https://github.com/apache/mxnet/tree/v0.7.0/example/fcn-xs), FCN by @tornadomeet
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- [Face identification](https://github.com/tornadomeet/mxnet-face) by @tornadomeet
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- More on the example
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R-package/R/zzz.R

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if (!interactive() || stats::runif(1) > 0.1) return()
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tips <- c(
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"Need help? Feel free to open an issue on https://github.com/dmlc/mxnet/issues",
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"Need help? Feel free to open an issue on https://github.com/apache/mxnet/issues",
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"For more documents, please visit https://mxnet.io",
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"Use suppressPackageStartupMessages() to eliminate package startup messages."
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)

R-package/vignettes/CallbackFunction.Rmd

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## How to write your own callback functions
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You can find the source code for two callback functions from [here](https://github.com/dmlc/mxnet/blob/master/R-package/R/callback.R) and they can be used as your template:
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You can find the source code for two callback functions from [here](https://github.com/apache/mxnet/blob/v1.x/R-package/R/callback.R) and they can be used as your template:
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Basically, all callback functions follow the structure below:
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R-package/vignettes/CustomIterator.Rmd

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## Custom CSV Iterator
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Next we are going to create a custom CSV Iterator based on the [C++ CSVIterator class](https://github.com/dmlc/mxnet/blob/master/src/io/iter_csv.cc).
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Next we are going to create a custom CSV Iterator based on the [C++ CSVIterator class](https://github.com/apache/mxnet/blob/master/src/io/iter_csv.cc).
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For that we are going to use the R function `mx.io.CSVIter` as a base class. This class has as parameters `data.csv, data.shape, batch.size` and two main functions, `iter.next()` that calls the iterator in the next batch of data and `value()` that returns the train data and the label.
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R-package/vignettes/mnistCompetition.Rmd

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# Handwritten Digits Classification Competition
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[MNIST](http://yann.lecun.com/exdb/mnist/) is a handwritten digits image data set created by Yann LeCun. Every digit is represented by a 28x28 image. It has become a standard data set to test classifiers on simple image input. Neural network is no doubt a strong model for image classification tasks. There's a [long-term hosted competition](https://www.kaggle.com/c/digit-recognizer) on Kaggle using this data set.
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We will present the basic usage of [mxnet](https://github.com/dmlc/mxnet/tree/master/R-package) to compete in this challenge.
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We will present the basic usage of [mxnet](https://github.com/apache/mxnet/tree/v1.x/R-package) to compete in this challenge.
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## Data Loading
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README.md

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* [0.12.0 Release](https://github.com/apache/incubator-mxnet/releases/tag/0.12.0) - MXNet 0.12.0 Release.
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* [0.11.0 Release](https://github.com/apache/incubator-mxnet/releases/tag/0.11.0) - MXNet 0.11.0 Release.
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* [Apache Incubator](http://incubator.apache.org/projects/mxnet.html) - We are now an Apache Incubator project.
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* [0.10.0 Release](https://github.com/dmlc/mxnet/releases/tag/v0.10.0) - MXNet 0.10.0 Release.
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* [0.10.0 Release](https://github.com/apache/mxnet/releases/tag/v0.10.0) - MXNet 0.10.0 Release.
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* [0.9.3 Release](./docs/architecture/release_note_0_9.md) - First 0.9 official release.
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* [0.9.1 Release (NNVM refactor)](./docs/architecture/release_note_0_9.md) - NNVM branch is merged into master now. An official release will be made soon.
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* [0.8.0 Release](https://github.com/dmlc/mxnet/releases/tag/v0.8.0)
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* [0.8.0 Release](https://github.com/apache/mxnet/releases/tag/v0.8.0)
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### Ecosystem News
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docker/Dockerfiles/Dockerfile.in.lib.cpu

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COPY install/cpp.sh install/
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RUN install/cpp.sh
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RUN git clone --recursive https://github.com/dmlc/mxnet && cd mxnet && \
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RUN git clone --recursive https://github.com/apache/mxnet && cd mxnet && \
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make -j$(nproc) && \
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rm -r build

docker/Dockerfiles/Dockerfile.in.lib.gpu

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RUN git clone --recursive https://github.com/dmlc/mxnet && cd mxnet && \
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RUN git clone --recursive https://github.com/apache/mxnet && cd mxnet && \
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make -j$(nproc) $BUILD_OPTS

docs/static_site/src/pages/api/faq/caffe.md

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## Converting Caffe trained models to MXNet
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The converting tool is available at
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[tools/caffe_converter](https://github.com/dmlc/mxnet/tree/master/tools/caffe_converter). On
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[tools/caffe_converter](https://github.com/apache/mxnet/tree/v1.x/tools/caffe_converter). On
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the remaining of this section, we assume we are on the `tools/caffe_converter`
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directory.
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### Put it all together
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The complete example is available at
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[example/caffe](https://github.com/dmlc/mxnet/blob/master/example/caffe/)
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[example/caffe](https://github.com/apache/mxnet/blob/v1.x/example/caffe/)

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