From 02756c25e8f8443145f8c0ccf8a3698bf6a4328d Mon Sep 17 00:00:00 2001 From: bdmoore1 Date: Fri, 3 May 2024 16:35:30 -0700 Subject: [PATCH 1/3] Update github pages for DAALL-7867 Update to fix daal4py conversion of XGBoost model error for non-numerical data used for training. --- daal4py/.buildinfo | 2 +- daal4py/_modules/index.html | 18 +- daal4py/_sources/algorithms.rst.txt | 157 +++++++------ daal4py/_sources/contents.rst.txt | 28 ++- daal4py/_sources/data.rst.txt | 2 +- daal4py/_sources/examples.rst.txt | 116 +++++----- daal4py/_sources/index.rst.txt | 12 +- daal4py/_sources/model-builders.rst.txt | 77 +++++-- daal4py/_sources/scaling.rst.txt | 18 +- daal4py/_sources/sklearn.rst.txt | 3 +- daal4py/_sources/streaming.rst.txt | 16 +- .../_sphinx_javascript_frameworks_compat.js | 123 ++++++++++ daal4py/_static/basic.css | 2 +- daal4py/_static/css/theme.css | 2 +- daal4py/_static/documentation_options.js | 2 +- daal4py/_static/jquery.js | 2 + daal4py/_static/pygments.css | 1 + daal4py/_static/style.css | 4 +- daal4py/algorithms.html | 210 ++++++++++-------- daal4py/contents.html | 29 ++- daal4py/data.html | 18 +- daal4py/examples.html | 132 +++++------ daal4py/genindex.html | 24 +- daal4py/index.html | 31 ++- daal4py/model-builders.html | 74 +++++- daal4py/objects.inv | Bin 4053 -> 4063 bytes daal4py/scaling.html | 36 +-- daal4py/search.html | 18 +- daal4py/searchindex.js | 2 +- daal4py/sklearn.html | 25 ++- daal4py/streaming.html | 34 +-- 31 files changed, 780 insertions(+), 438 deletions(-) create mode 100644 daal4py/_static/_sphinx_javascript_frameworks_compat.js create mode 100644 daal4py/_static/jquery.js diff --git a/daal4py/.buildinfo b/daal4py/.buildinfo index 318f389..c1894ee 100755 --- a/daal4py/.buildinfo +++ b/daal4py/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: b3f9dd5f9dffbf1afeba6d7177901aa9 +config: 5727c6c3a991336e14ffc8135d56206e tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/daal4py/_modules/index.html b/daal4py/_modules/index.html index aac2e8a..1de80aa 100755 --- a/daal4py/_modules/index.html +++ b/daal4py/_modules/index.html @@ -1,15 +1,18 @@ - + - Overview: module code — daal4py 2021 documentation - - + Overview: module code — daal4py 2021.1 documentation + + + + + @@ -44,6 +47,9 @@ daal4py +
+ 2021 +
@@ -52,7 +58,7 @@

Conversion

@@ -149,7 +163,7 @@

Conversion

Classification and Regression Inference

The API is the same for classification and regression inference. -Based on the original model passed to the convert_model, d4p_prediction is either the classification or regression output.

+Based on the original model passed to the convert_model(), d4p_prediction is either the classification or regression output.

d4p_prediction = d4p_model.predict(test_data)
@@ -157,6 +171,35 @@

Classification and Regression Inferencepredict() method of d4p_model is being used to make predictions on the test_data dataset. The d4p_prediction variable stores the predictions made by the predict() method.

+

+
+

SHAP Value Calculation for Regression Models

+

SHAP contribution and interaction value calculation are natively supported by models created with daal4py Model Builders. +For these models, the predict() method takes additional keyword arguments:

+
+
d4p_model.predict(test_data, pred_contribs=True)      # for SHAP contributions
+d4p_model.predict(test_data, pred_interactions=True)  # for SHAP interactions
+
+
+
+

The returned prediction has the shape:

+
+
    +

  • (n_rows, n_features + 1) for SHAP contributions

    • +

  • (n_rows, n_features + 1, n_features + 1) for SHAP interactions

    • +
+
+

Here, n_rows is the number of rows (i.e., observations) in +test_data, and n_features is the number of features in the dataset.

+

The prediction result for SHAP contributions includes a feature attribution value for each feature and a bias term for each observation.

+

The prediction result for SHAP interactions comprises (n_features + 1) x (n_features + 1) values for all possible +feature combinations, along with their corresponding bias terms.

+
+

Note

+

The shapes of SHAP contributions and interactions are consistent with the XGBoost results. +In contrast, the SHAP Python package drops bias terms, resulting +in SHAP contributions (SHAP interactions) with one fewer column (one fewer column and row) per observation.

+

Scikit-learn-style Estimators

You can also use the scikit-learn-style classes GBTDAALClassifier and GBTDAALRegressor to convert and infer your models. For example:

@@ -168,13 +211,22 @@

Scikit-learn-style Estimators +

Limitations

+

Model Builders support only base inference with prediction and probabilities prediction. The functionality is to be extended. +Therefore, there are the following limitations: +- The categorical features are not supported for conversion and prediction. +- The multioutput models are not supported for conversion and prediction. +- SHAP values can be calculated for regression models only.

+

Examples

Model Builders models conversion

@@ -196,7 +248,7 @@

Articles and Blog Posts
-

© Copyright 2023, Intel.

+

© Copyright Intel.

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+ 2021 +
@@ -55,7 +61,7 @@
Built with Sphinx using a diff --git a/daal4py/search.html b/daal4py/search.html index aa3b8fc..410dc64 100755 --- a/daal4py/search.html +++ b/daal4py/search.html @@ -1,16 +1,19 @@ - + - Search — daal4py 2021 documentation - - + Search — daal4py 2021.1 documentation + + + + + @@ -47,6 +50,9 @@ daal4py +
+ 2021 +
@@ -55,7 +61,7 @@
Built with Sphinx using a diff --git a/daal4py/streaming.html b/daal4py/streaming.html index 71a3447..7d0ac4b 100755 --- a/daal4py/streaming.html +++ b/daal4py/streaming.html @@ -1,16 +1,19 @@ - + - Streaming Data — daal4py 2021 documentation - - + Streaming Data — daal4py 2021.1 documentation + + + + + @@ -47,6 +50,9 @@ daal4py +
+ 2021 +
@@ -55,7 +61,7 @@
Built with Sphinx using a From 75add7fa4bfb8dd540d1869c0922cd8ec093137c Mon Sep 17 00:00:00 2001 From: bdmoore1 Date: Mon, 6 May 2024 14:36:22 -0700 Subject: [PATCH 2/3] GH Pages for DAALL-7867 --- daal4py/.buildinfo | 2 +- daal4py/.nojekyll | 0 daal4py/_modules/index.html | 4 +- daal4py/_sources/note.rst.txt | 4 -- daal4py/_static/basic.css | 2 +- daal4py/_static/pygments.css | 118 +++++++++++++++---------------- daal4py/algorithms.html | 4 +- daal4py/contents.html | 4 +- daal4py/data.html | 4 +- daal4py/examples.html | 4 +- daal4py/genindex.html | 4 +- daal4py/index.html | 4 +- daal4py/model-builders.html | 4 +- daal4py/note.html | 126 ---------------------------------- daal4py/scaling.html | 4 +- daal4py/search.html | 4 +- daal4py/sklearn.html | 4 +- daal4py/streaming.html | 4 +- 18 files changed, 97 insertions(+), 203 deletions(-) create mode 100644 daal4py/.nojekyll delete mode 100644 daal4py/_sources/note.rst.txt delete mode 100644 daal4py/note.html diff --git a/daal4py/.buildinfo b/daal4py/.buildinfo index c1894ee..037945d 100755 --- a/daal4py/.buildinfo +++ b/daal4py/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 5727c6c3a991336e14ffc8135d56206e +config: e1589d1aed29dd35620ebcc85aa22a53 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/daal4py/.nojekyll b/daal4py/.nojekyll new file mode 100644 index 0000000..e69de29 diff --git a/daal4py/_modules/index.html b/daal4py/_modules/index.html index 1de80aa..eadb05b 100755 --- a/daal4py/_modules/index.html +++ b/daal4py/_modules/index.html @@ -4,7 +4,9 @@ Overview: module code — daal4py 2021.1 documentation - + + + - - - - - - - - - - - - - -
- - -
- -
-
-
- -
-
-
-
- -
-

Note

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Scikit-learn patching functionality in daal4py was deprecated and moved to a separate package, Intel(R) Extension for Scikit-learn*. -All future patches will be available only in Intel(R) Extension for Scikit-learn*. Use the scikit-learn-intelex package instead of daal4py for the scikit-learn acceleration.

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- - - - \ No newline at end of file diff --git a/daal4py/scaling.html b/daal4py/scaling.html index aed6dba..a06d5eb 100755 --- a/daal4py/scaling.html +++ b/daal4py/scaling.html @@ -5,7 +5,9 @@ Scaling on Distributed Memory (Multiprocessing) — daal4py 2021.1 documentation - + + +