From e15be9bd063148e01c1d6dc80bd2cf712d3b915e Mon Sep 17 00:00:00 2001 From: "mergify[bot]" <37929162+mergify[bot]@users.noreply.github.com> Date: Thu, 26 Nov 2020 19:45:30 +0300 Subject: [PATCH] [DOC] Updated readme and contributing files (bp #1284) (#1294) * [DOC] Updated readme and contributing files (#1284) * Updated readme and contributing files (cherry picked from commit 6a64398015fe9b37e99012723e7d5c828d0b3656) # Conflicts: # README.md * Update README.md Fix merge conflicts in README * Added pics for README Co-authored-by: Ekaterina Mekhnetsova Co-authored-by: Ekaterina Mekhnetsova --- CONTRIBUTING.md | 21 +- README.md | 241 ++++++++++++++---- ...ation compared with stock scikit-learn.png | Bin 0 -> 73404 bytes .../Intel oneDAL KMeans strong scaling.png | Bin 0 -> 46452 bytes .../intel oneDAL KMeans weak scaling.png | Bin 0 -> 44402 bytes ...AL Spark samples vs Apache Spark MLlib.png | Bin 0 -> 58166 bytes 6 files changed, 214 insertions(+), 48 deletions(-) create mode 100644 docs/readme-charts/IDP scikit-learn accelearation compared with stock scikit-learn.png create mode 100644 docs/readme-charts/Intel oneDAL KMeans strong scaling.png create mode 100644 docs/readme-charts/intel oneDAL KMeans weak scaling.png create mode 100644 docs/readme-charts/intel oneDAL Spark samples vs Apache Spark MLlib.png diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 56d14401aca..8a8f3181387 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -16,10 +16,20 @@ *******************************************************************************/--> # How to Contribute -We welcome community contributions to Intel(R) oneAPI Data Analytics Library. If you have an idea how to improve the product, you can: +We welcome community contributions to Intel(R) oneAPI Data Analytics Library. You can: -* Let us know about your proposal via [Issues on oneDAL GitHub\*](https://github.com/oneapi-src/oneDAL/issues). -* Contribute your changes directly to the repository through [pull request](#pull-requests). +- Submit your changes directly with a [pull request](https://github.com/oneapi-src/oneDAL/pulls). +- Log a bug or make a feature request with an [issue](https://github.com/oneapi-src/oneDAL/issues). + +Refer to our guidelines on [pull requests](#pull-requests) and [issues](#issues) before you proceed. + +## Issues + +Use [GitHub issues](https://github.com/oneapi-src/oneDAL/issues) to: +- report an issue +- make a feature request + +**Note**: To report a vulnerability, refer to [Intel vulnerability reporting policy](https://www.intel.com/content/www/us/en/security-center/default.html). ## Pull Requests @@ -27,6 +37,7 @@ To contribute your changes directly to the repository, do the following: - Make sure you can build the product and run all the examples with your patch. - Make sure your code is in line with our [coding style](#code-style) as `clang-format` is one of the checks in our public CI. - For a larger feature, provide a relevant example. +- [Document](#documentation-guidelines) your code. - [Submit](https://github.com/oneapi-src/oneDAL/pulls) a pull request into the `master` branch. Public and private CIs are enabled for the repository. Your PR should pass all of our checks. We will review your contribution and, if any additional fixes or modifications are necessary, we may give some feedback to guide you. When accepted, your pull request will be merged into our GitHub* repository. @@ -49,6 +60,10 @@ Refer to [ClangFormat documentation](https://clang.llvm.org/docs/ClangFormat.htm For your convenience we also added [coding guidelines](http://oneapi-src.github.io/oneDAL/contribution/coding_guide.html) with examples and detailed descriptions of the coding style oneDAL follows. We encourage you to consult them when writing your code. +## Documentation Guidelines + +oneDAL uses `Doxygen` for inline comments in public header files that are used to build the API reference and `reStructuredText` for the Developer Guide. See [oneDAL documentation](https://oneapi-src.github.io/oneDAL/) for reference. + --- **Note:** oneDAL is licensed under [Apache License, Version 2.0](http://www.apache.org/licenses/LICENSE-2.0). By contributing to the project, you agree to the license and copyright terms therein and release your contribution under these terms. diff --git a/README.md b/README.md index 7e236db14eb..4c319551921 100644 --- a/README.md +++ b/README.md @@ -15,82 +15,233 @@ * limitations under the License. *******************************************************************************/--> -# Intel(R) oneAPI Data Analytics Library +# Intel® oneAPI Data Analytics Library -[Installation](#installation)   |   [Documentation](http://oneapi-src.github.io/oneDAL/)   |   [Examples](#examples)   |   [Get Help](https://software.intel.com/en-us/forums/intel-data-analytics-acceleration-library)   |   [How to Contribute](CONTRIBUTING.md)    +[Installation](#installation)   |   [Documentation](#documentation)   |   [Examples](#examples)   |   [Samples](#samples)   |   [Get Help](https://software.intel.com/en-us/forums/intel-data-analytics-acceleration-library)   |   [How to Contribute](CONTRIBUTING.md)    [![Build Status](https://dev.azure.com/daal/DAAL/_apis/build/status/oneapi-src.oneDAL?branchName=master)](https://dev.azure.com/daal/DAAL/_build/latest?definitionId=5&branchName=master) ![License](https://img.shields.io/github/license/oneapi-src/oneDAL.svg) +Intel® oneAPI Data Analytics Library (oneDAL) is a powerful machine learning library that helps speed up big data analysis. oneDAL solvers are also used in [Intel Distribution for Python](https://software.intel.com/content/www/us/en/develop/tools/distribution-for-python.html) in Scikit-learn optimization. -Intel(R) oneAPI Data Analytics Library (oneDAL) is a library that helps speed up big data analysis. -We provide highly optimized algorithmic building blocks for all stages of data analytics: **preprocessing**, **transformation**, **analysis**, **modeling**, **validation**, and **decision making**. Our algorithms suppost **batch**, **online**, and **distributed** processing modes of computation. +Intel® oneAPI Data Analytics Library is an extension of Intel® Data Analytics Acceleration Library (Intel® DAAL). -The current version of oneDAL provides Data Parallel C++ (DPC++) API extensions to the traditional C++ interface. ## Table of Contents - -- [Technical Preview Features](#preview-features) -- [oneDAL and Intel(R) DAAL](#onedal-and-intelr-daal) +- [Python API](#python-api) + - [Scikit-learn patching](#scikit-learn-patching) + - [Distributed multi-node mode](#distributed-multi-node-mode) +- [oneDAL Apache Spark MLlib samples](#onedal-apache-spark-mllib-samples) - [Installation](#installation) -- [Examples](#examples) - [Documentation](#documentation) -- [API](#api) +- [Technical Preview Features](#technical-preview-features) +- [oneDAL and Intel® DAAL](#onedal-and-intel-daal) -## Technical Preview Features +## Build yours high-performance data science application with oneDAL -Technical preview features are introduced to gain early feedback from developers. A preview feature is subject to change in the future releases. Using a preview feature in a production code base is therefore strongly discouraged. -The preview features list: -- `MultiNodeBatch` for K-Means, a stepless distributed algorithm based on oneCCL -- Graph Analytics: - - Undirected graph without edge and vertex weights (undirected_adjacency_array_graph) - 32bit vertex index only - - Jaccard Similarity Coefficients for all vertex pairs, a batch algorithm which processes the graph by blocks +oneDAL uses all capabilities of Intel® hardware, which allows you to get an significant performance boost on the classic machine learning algorithms. -## oneDAL and Intel(R) DAAL +We provide highly optimized algorithmic building blocks for all stages of data analytics: **preprocessing**, **transformation**, **analysis**, **modeling**, **validation**, and **decision making**. -Intel(R) oneAPI Data Analytics Library is an extenstion of Intel(R) Data Analytics Acceleration Library (Intel(R) DAAL). +The current version of oneDAL provides Data Parallel C++ (DPC++) API extensions to the traditional C++ interface. -This repository contains branches corresponding to both oneAPI and classical versions of the library. We encourage you to use oneDAL located under the `master` branch. +The size of the data is growing exponentially, as is the need for high-performance and scalable frameworks to analyze all this data and extract some benefits from it. +Besides superior performance on a single node, the oneDAL distributed computation mode also provides excellent strong and weak scaling (check charts below). -|Product|Latest release|Branch|Resources| -|-------|--------------|------|:-------------:| -|oneDAL |2021.1-beta06|[master](https://github.com/oneapi-src/oneDAL)
[rls/onedal-beta06-rls](https://github.com/oneapi-src/oneDAL/tree/rls/onedal-beta06-rls)|   [Home page](https://software.intel.com/en-us/oneapi/onedal)   
   [Documentation](http://oneapi-src.github.io/oneDAL/)   
   [System Requirements](https://software.intel.com/en-us/articles/system-requirements-for-oneapi-data-analytics-library#)| -|Intel(R) DAAL|2020 Gold|[rls/daal-2020-rls](https://github.com/oneapi-src/oneDAL/tree/rls/daal-2020-rls)
[rls/daal-2020-mnt](https://github.com/oneapi-src/oneDAL/tree/rls/daal-2020-mnt) (contains ongoing fixes)|   [Home page](https://software.intel.com/en-us/daal)   
   [Developer Guide](https://software.intel.com/en-us/daal-programming-guide)   
   [System Requirements](https://software.intel.com/en-us/articles/intel-data-analytics-acceleration-library-2020-system-requirements)| +oneDAL K-means fit, strong scaling result | oneDAL K-means fit, weak scaling results +:-------------------------:|:-------------------------: +![](docs/readme-charts/Intel%20oneDAL%20KMeans%20strong%20scaling.png) | ![](docs/readme-charts/intel%20oneDAL%20KMeans%20weak%20scaling.png) + +>*technical details: FPType: float32; HW: Intel Xeon Processor E5-2698 v3 @2.3GHz, 2 sockets, 16 cores per socket; SW: Intel® DAAL (2019.3), MPI4Py (3.0.0), Intel® Distribution Of Python (IDP) 3.6.8; Details available in the article https://arxiv.org/abs/1909.11822* + +Refer to our [examples](#examples) and [documentation](#documentation) for more information about our API. + +## Python API + +oneDAL has a python API that is provided as a standalone python library called [daal4py](https://github.com/IntelPython/daal4py). +Below is an example of how daal4py can be used for calculation KMeans clusters + +```python +import numpy as np +import pandas as pd +import daal4py as d4p + +data = pd.read_csv("local_kmeans_data.csv", dtype = np.float32) + +init_alg = d4p.kmeans_init(nClusters = 10, + fptype = "float", + method = "randomDense") + +centroids = init_alg.compute(data).centroids +alg = d4p.kmeans(nClusters = 10, maxIterations = 50, fptype = "float", + accuracyThreshold = 0, assignFlag = False) +result = alg.compute(data, centroids) +``` + +### Scikit-learn patching + +Python interface to efficient Intel® oneDAL provided by daal4py allows one to create scikit-learn compatible estimators, transformers, clusterers, etc. powered by oneDAL which are nearly as efficient as native programs. + +| *Speedups of oneDAL powered Scikit-learn over the original Scikit-learn, 28 cores, 1 thread/core* | +|:--:| +| ![](docs/readme-charts/IDP%20scikit-learn%20accelearation%20compared%20with%20stock%20scikit-learn.png) | +| *technical details: FPType: float32; HW: Intel(R) Xeon(R) Platinum 8276L CPU @ 2.20GHz, 2 sockets, 28 cores per socket; SW: scikit-learn 0.22.2, Intel® DAAL (2019.5), Intel® Distribution Of Python (IDP) 3.7.4; Details available in the article https://medium.com/intel-analytics-software/accelerate-your-scikit-learn-applications-a06cacf44912* | + +daal4py have an API which matches API from scikit-learn. +This framework allows you to speed up your existing projects by changing one line of code + +```python +from daal4py.sklearn.svm import SVC +from sklearn.datasets import load_digits + +digits = load_digits() +X, y = digits.data, digits.target + +svm = SVC(kernel='rbf', gamma='scale', C = 0.5).fit(X, y) +print(svm.score(X, y)) +``` + +In addition daal4py provides an option to replace some scikit-learn methods by oneDAL solvers which makes it possible to get a performance gain **without any code changes**. This approach is the basis of Intel distribution for python scikit-learn. You can patch stock scikit-learn by using the only following commandline flag +```bash +python -m daal4py my_application.py +``` +Patches can also be enabled programmatically: +```python +from sklearn.svm import SVC +from sklearn.datasets import load_digits +from time import time + +svm_sklearn = SVC(kernel="rbf", gamma="scale", C=0.5) + +digits = load_digits() +X, y = digits.data, digits.target + +start = time() +svm_sklearn = svm_sklearn.fit(X, y) +end = time() +print(end - start) # output: 0.141261... +print(svm_sklearn.score(X, y)) # output: 0.9905397885364496 + +from daal4py.sklearn import patch_sklearn +patch_sklearn() # <-- apply patch +from sklearn.svm import SVC + +svm_d4p = SVC(kernel="rbf", gamma="scale", C=0.5) + +start = time() +svm_d4p = svm_d4p.fit(X, y) +end = time() +print(end - start) # output: 0.032536... +print(svm_d4p.score(X, y)) # output: 0.9905397885364496 +``` + +### Distributed multi-node mode + +Often data scientists require different tools for analysis regular and big data. daal4py offers various processing models, which makes it easy to enable distributed multi-node mode. + +```python +import numpy as np +import pandas as pd +import daal4py as d4p + +d4p.daalinit() # <-- Initialize SPMD mode +data = pd.read_csv("local_kmeans_data.csv", dtype = np.float32) + +init_alg = d4p.kmeans_init(nClusters = 10, + fptype = "float", + method = "randomDense", + distributed = True) # <-- change model to distributed + +centroids = init_alg.compute(data).centroids + +alg = d4p.kmeans(nClusters = 10, maxIterations = 50, fptype = "float", + accuracyThreshold = 0, assignFlag = False, + distributed = True) # <-- change model to distributed + +result = alg.compute(data, centroids) +``` + +For more details browse [daal4py documentation](https://intelpython.github.io/daal4py/). + +## oneDAL Apache Spark MLlib samples + + + +oneDAL provides scala / java interfaces that match Apache Spark MlLib API and use oneDAL solvers under the hood. This implementation allows you to get a 3-18X increase in performance compared to default Apache Spark MLlib. + +>*technical details: FPType: double; HW: 7 x m5.2xlarge AWS instances; SW: Intel DAAL 2020 Gold, Apache Spark 2.4.4, emr-5.27.0; Spark config num executors 12, executor cores 8, executor memory 19GB, task cpus 8* + +Check [samples](#samples) tab for more details. ## Installation -You can install oneDAL: +You can install oneDAL: -- from [oneDAL home page](https://software.intel.com/en-us/oneapi/onedal) as a part of Intel(R) oneAPI Base Toolkit. +- from [oneDAL home page](https://software.intel.com/content/www/us/en/develop/tools/oneapi/components/onedal.html) as a part of Intel® oneAPI Base Toolkit. - from [GitHub\*](https://github.com/oneapi-src/oneDAL/releases). +### Installation from Source See [Installation from Sources](INSTALL.md) for details. -## Examples +## Examples + +Except C++ and Python API oneDAL also provide API for C++ SYCL and Java languages. Check out tabs below for more examples. +- [C++](https://github.com/oneapi-src/oneDAL/tree/master/examples/daal/cpp) +- [oneAPI C++](https://github.com/oneapi-src/oneDAL/tree/master/examples/oneapi/cpp) +- [oneAPI DPC++](https://github.com/oneapi-src/oneDAL/tree/master/examples/oneapi/dpc) +- [Java](https://github.com/oneapi-src/oneDAL/tree/master/examples/daal/java) +- [Python](https://github.com/IntelPython/daal4py/tree/master/examples) + +## Documentation +- [System Requirements](https://software.intel.com/content/www/us/en/develop/articles/system-requirements-for-oneapi-data-analytics-library.html) +- [Get Started Guide](http://oneapi-src.github.io/oneDAL/getstarted.html) +- [Developer Guide](http://oneapi-src.github.io/oneDAL/) +- [daal4py documentation](https://intelpython.github.io/daal4py/) +- [Specification](https://spec.oneapi.com/versions/latest/elements/oneDAL/source/index.html) +- [Release Notes](https://software.intel.com/content/www/us/en/develop/articles/oneapi-dal-release-notes.html) +- [Known Issues](https://oneapi-src.github.io/oneDAL/notes/known_issues.html) -Examples for different programming languages: +## Samples +Samples is an examples of how oneDAL can be used in different applications. +- [Apache Arrow](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/cpp/arrow) +- [KDB](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/cpp/kdb) +- [MPI](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/cpp/mpi) +- [MySQL](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/cpp/mysql) +- [Hadoop](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/java/hadoop) +- [Java Spark](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/java/spark) +- [Scala Spark](https://github.com/oneapi-src/oneDAL/tree/master/samples/daal/scala/spark) -- [C++](https://github.com/oneapi-src/oneDAL/tree/master/examples/cpp) -- [C++ SYCL*](https://github.com/oneapi-src/oneDAL/tree/master/examples/cpp_sycl) -- [Java](https://github.com/oneapi-src/oneDAL/tree/master/examples/java) +## Technical Preview Features -Data Examples for different computation modes: +Technical preview features are introduced to gain early feedback from developers. A technical preview feature is subject to change in the future releases. Using a technical preview feature in a production code base is therefore strongly discouraged. -- [Batch](https://github.com/oneapi-src/oneDAL/tree/master/examples/data/batch) -- [Distributed](https://github.com/oneapi-src/oneDAL/tree/master/examples/data/distributed) -- [Online](https://github.com/oneapi-src/oneDAL/tree/master/examples/data/online) +In C++ APIs, technical preview features are located in `daal::preview` and `oneapi::dal::preview` namespaces. In Java APIs, technical preview features are located in packages that have the `com.intel.daal.preview` name prefix. -## Documentation +The preview features list: +- Graph Analytics: + - Undirected graph without edge and vertex weights (`undirected_adjacency_array_graph`), where vertex indices can only be of type int32 + - Jaccard Similarity Coefficients for all pairs of vertices, a batch algorithm that processes the graph by blocks -- [Get Started](http://oneapi-src.github.io/oneDAL/getstarted.html) -- [System Requirements](https://software.intel.com/en-us/articles/system-requirements-for-oneapi-data-analytics-library#) -- [oneDAL documentation](http://oneapi-src.github.io/oneDAL/) -- [Specifications](https://spec.oneapi.com/versions/latest/elements/oneDAL/source/index.html) -- [Release Notes](https://software.intel.com/en-us/articles/oneapi-dal-release-notes) -- [Known Issues](https://oneapi-src.github.io/oneDAL/notes/known_issues.html) +## oneDAL and Intel® DAAL + +Intel® oneAPI Data Analytics Library is an extension of Intel® Data Analytics Acceleration Library (Intel® DAAL). + +This repository contains branches corresponding to both oneAPI and classical versions of the library. We encourage you to use oneDAL located under the `master` branch. + +|Product|Latest release|Branch|Resources| +|-------|--------------|------|:-------------:| +|oneDAL |2021.1-beta10|[master](https://github.com/oneapi-src/oneDAL)
[rls/onedal-beta10-rls](https://github.com/oneapi-src/oneDAL/tree/rls/onedal-beta10-rls)|   [Home page](https://software.intel.com/content/www/us/en/develop/tools/oneapi/components/onedal.html)   
   [Documentation](http://oneapi-src.github.io/oneDAL/)   
   [System Requirements](https://software.intel.com/content/www/us/en/develop/articles/system-requirements-for-oneapi-data-analytics-library.html)| +|Intel® DAAL|2020 Update 3|[rls/daal-2020-u3-rls](https://github.com/oneapi-src/oneDAL/tree/rls/daal-2020-u3-rls)|   [Home page](https://software.intel.com/content/www/us/en/develop/tools/data-analytics-acceleration-library.html)   
   [Developer Guide](https://software.intel.com/content/www/us/en/develop/documentation/daal-programming-guide/top.html)   
   [System Requirements](https://software.intel.com/content/www/us/en/develop/articles/intel-data-analytics-acceleration-library-2020-system-requirements.html)| + +## Contribute + +See [CONTRIBUTING](CONTRIBUTING.md) for more information. + +## License -## API +Distributed under the Apache License 2.0 license. See [LICENSE](LICENSE) for more +information. -Intel(R) DAAL [provides](https://software.intel.com/en-us/articles/daal-api-reference) downloadable API References for C++, Python, and Java. +## Security -You can also use [daal4py](https://github.com/IntelPython/daal4py), a simplified Python API to Intel(R) DAAL that allows fast usage of the framework suited for Data Scientists or Machine Learning users. +To report a vulnerability, refer to [Intel vulnerability reporting policy](https://www.intel.com/content/www/us/en/security-center/default.html). diff --git a/docs/readme-charts/IDP scikit-learn accelearation compared with stock scikit-learn.png b/docs/readme-charts/IDP scikit-learn accelearation compared with stock scikit-learn.png new file mode 100644 index 0000000000000000000000000000000000000000..5d6c2e6fa0f06ce0ad4a5fb825b3250cd6ce544a GIT binary patch literal 73404 zcmd432T)UO*ER~GL8Pdl0wQ1m0)liwLWzJ%FN#tWX;MV#geD|_poj%D^cs*RMY~Zx`Cgd@wPG6u+`C_xeB~LPIHv@Jk9>0w7^S=mg|4Lze6iX 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