From 0226b3ad7d6f4d091bed3aceb763db7e41b0673b Mon Sep 17 00:00:00 2001 From: Aditya Saini <49980787+adityasaini70@users.noreply.github.com> Date: Sat, 22 Aug 2020 21:29:41 +0530 Subject: [PATCH 1/2] Add files via upload --- cxplain/UML/UML.pyns | 42 ++++++++++++++++++++++++++++++++++++ cxplain/UML/UML_preview.PNG | Bin 0 -> 86761 bytes 2 files changed, 42 insertions(+) create mode 100644 cxplain/UML/UML.pyns create mode 100644 cxplain/UML/UML_preview.PNG diff --git a/cxplain/UML/UML.pyns b/cxplain/UML/UML.pyns new file mode 100644 index 0000000..187d137 --- /dev/null +++ b/cxplain/UML/UML.pyns @@ -0,0 +1,42 @@ +# PynSource Version 1.2 +{'type':'meta', 'info1':'Lorem ipsum dolor sit amet, consectetur adipiscing elit is latin. Comments are saved.'} +{'type':'umlshape', 'id':'CXPlain', 'x':407, 'y':413, 'width':154, 'height':298, 'attrs': 'model_builder|loss|num_models|last_masked_data|explained_model|masking_operation|prediction_model|downsample_factors', 'meths': 'explain|get_config|__init__|predict|_predict_multiple|fit|get_masked_data'} +{'type':'umlshape', 'id':'BaseEstimator', 'x':197, 'y':392, 'width':140, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'Plot', 'x':367, 'y':15, 'width':258, 'height':64, 'attrs': '', 'meths': 'squeeze_if_channel_dim_equals_1'} +{'type':'umlshape', 'id':'object', 'x':790, 'y':86, 'width':70, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'CountVectoriser', 'x':14, 'y':446, 'width':160, 'height':138, 'attrs': 'num_words', 'meths': 'fit_transform|__init__|fit|transform'} +{'type':'umlshape', 'id':'TestUtil', 'x':1121, 'y':9, 'width':203, 'height':80, 'attrs': '', 'meths': 'replace_none_with_random|replace_none_with_fixed'} +{'type':'umlshape', 'id':'NumpyInterface', 'x':1148, 'y':113, 'width':150, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'TensorflowCXPlain', 'x':677, 'y':390, 'width':226, 'height':346, 'attrs': 'model_filepath|last_masked_data|last_fit_score|last_history|flatten_for_explained_model|prediction_model|model', 'meths': '_build_ensemble|_score_single|score|save|_build_model|_build_single|__init__|get_config|get_last_fit_score|_predict_single|_fit_single'} +{'type':'umlshape', 'id':'TensorflowInterface', 'x':678, 'y':10, 'width':200, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'Validation', 'x':940, 'y':6, 'width':110, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'ModelSerialiser', 'x':546, 'y':153, 'width':160, 'height':28, 'attrs': '', 'meths': ''} +{'type':'umlshape', 'id':'PickleModelSerialiser', 'x':696, 'y':213, 'width':220, 'height':96, 'attrs': '', 'meths': 'load|save|get_file_extension'} +{'type':'umlshape', 'id':'TensorFlowModelSerialiser', 'x':372, 'y':218, 'width':260, 'height':96, 'attrs': '', 'meths': 'load|save|get_file_extension'} +{'type':'umlshape', 'id':'BaseModelBuilder', 'x':1348, 'y':93, 'width':194, 'height':298, 'attrs': 'optimizer|validation_fraction|learning_rate|num_epochs|shuffle|early_stopping_patience|batch_size|verbose|callbacks', 'meths': '__init__|evaluate|predict|build_explanation_model|fit|compile_model'} +{'type':'umlshape', 'id':'MLPModelBuilder', 'x':1376, 'y':458, 'width':160, 'height':170, 'attrs': 'num_units|num_layers|p_dropout|activation|with_bn', 'meths': '__init__|build'} +{'type':'umlshape', 'id':'RNNModelBuilder', 'x':1175, 'y':424, 'width':162, 'height':218, 'attrs': 'with_embedding|embedding_size|embedding_dimension|num_units|num_layers|p_dropout|activation|with_bn', 'meths': '__init__|build'} +{'type':'umlshape', 'id':'UNetModelBuilder', 'x':976, 'y':184, 'width':170, 'height':250, 'attrs': 'l2_weight|with_bias|skip_last_dense|num_units|num_layers|downsample_factors|p_dropout|num_output_channels|activation|with_bn', 'meths': '__init__|build'} +{'type':'umlshape', 'id':'BaseMasking', 'x':76, 'y':166, 'width':120, 'height':64, 'attrs': '', 'meths': '__init__'} +{'type':'umlshape', 'id':'MaskingUtil', 'x':257, 'y':96, 'width':186, 'height':64, 'attrs': '', 'meths': 'predict_with_i_imputed'} +{'type':'umlshape', 'id':'WordDropMasking', 'x':31, 'y':286, 'width':242, 'height':80, 'attrs': '', 'meths': 'get_predictions_after_masking|__init__'} +{'type':'umlshape', 'id':'ZeroMasking', 'x':10, 'y':22, 'width':242, 'height':80, 'attrs': '', 'meths': 'get_predictions_after_masking|__init__'} +{'type':'edge', 'id':'CXPlain_to_BaseEstimator', 'source':'CXPlain', 'target':'BaseEstimator', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'Plot_to_object', 'source':'Plot', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'CountVectoriser_to_BaseEstimator', 'source':'CountVectoriser', 'target':'BaseEstimator', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'TestUtil_to_object', 'source':'TestUtil', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'NumpyInterface_to_object', 'source':'NumpyInterface', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'TensorflowCXPlain_to_CXPlain', 'source':'TensorflowCXPlain', 'target':'CXPlain', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'TensorflowInterface_to_object', 'source':'TensorflowInterface', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'Validation_to_object', 'source':'Validation', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'ModelSerialiser_to_object', 'source':'ModelSerialiser', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'PickleModelSerialiser_to_ModelSerialiser', 'source':'PickleModelSerialiser', 'target':'ModelSerialiser', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'TensorFlowModelSerialiser_to_ModelSerialiser', 'source':'TensorFlowModelSerialiser', 'target':'ModelSerialiser', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'BaseModelBuilder_to_object', 'source':'BaseModelBuilder', 'target':'object', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'MLPModelBuilder_to_BaseModelBuilder', 'source':'MLPModelBuilder', 'target':'BaseModelBuilder', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'RNNModelBuilder_to_BaseModelBuilder', 'source':'RNNModelBuilder', 'target':'BaseModelBuilder', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'UNetModelBuilder_to_BaseModelBuilder', 'source':'UNetModelBuilder', 'target':'BaseModelBuilder', 'uml_edge_type': 'generalisation'} +{'type':'edge', 'id':'BaseMasking_to_object', 'source':'BaseMasking', 'target':'object', 'uml_edge_type': 'generalisation'} 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z`*VfwfQFa_qXO_=>AFQ9UIU5v3iC04p+l*$dI^*t4z(GMniRiXfaw9zkoo(C;Qm|? zFweT%uyQkjT>mex2Og*o$k&2z2{2?B%nnHZ=($B(2|}2Tmyo|YzxEPPL<7 Date: Sat, 22 Aug 2020 21:32:21 +0530 Subject: [PATCH 2/2] Update README.md --- README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/README.md b/README.md index 59ac631..f3af117 100644 --- a/README.md +++ b/README.md @@ -48,7 +48,10 @@ explainer.fit(x_train, y_train) # Use the __explainer__ to obtain explanations for the predictions of your __explained_model__. attributions = explainer.explain(x_test) ``` +## UML class diagram for CXPlain +![UML](cxplain/UML/UML_preview.PNG) +The file ```cxplain/UML/UML.pyns``` can be edited using the source software behind the diagram - [Pynsource](https://pynsource.com/). ## Examples More practical examples for various input data modalities, including images, textual data and tabular data, and both regression and classification tasks are provided in form of Jupyter notebooks in the [examples/](examples) directory: