modlee package

Subpackages

• modlee.model package
  • Submodules
    • modlee.model.callbacks module
      • DataMetafeaturesCallback
      • LogCodeTextCallback
      • LogModelCheckpointCallback
      • LogONNXCallback
      • LogOutputCallback
      • LogParamsCallback
      • LogTransformsCallback
      • ModelMetafeaturesCallback
      • ModleeCallback
      • PushServerCallback
    • modlee.model.image_model module
      • ImageCallback
      • ImageClassificationModleeModel
      • ImageModleeModel
      • ImageSegmentationModleeModel
    • modlee.model.model module
      • ModleeModel
      • SimpleDataset
      • SimpleModel
    • modlee.model.recommended_model module
      • RecommendedModel
    • modlee.model.tabular_model module
    • modlee.model.text_model module
    • modlee.model.timeseries_model module
    • modlee.model.trainer module
  • Module contents
• modlee.recommender package
  • Submodules
    • modlee.recommender.image_recommender module
      • ImageClassificationRecommender
      • ImageRecommender
      • ImageSegmentationRecommender
    • modlee.recommender.recommender module
      • Recommender
    • modlee.recommender.tabular_recommender module
    • modlee.recommender.text_recommender module
    • modlee.recommender.timeseries_recommender module
  • Module contents
    • from_modality_task()

Submodules

• modlee.api_config module
  • ModleeAPIConfig
    • ModleeAPIConfig.ensure_api_key()
    • ModleeAPIConfig.get_client()
    • ModleeAPIConfig.reload_modules()
    • ModleeAPIConfig.set_api_key()
• modlee.client module
  • ModleeClient
    • ModleeClient.available
    • ModleeClient.get()
    • ModleeClient.get_attr()
    • ModleeClient.get_callable()
    • ModleeClient.get_module()
    • ModleeClient.get_script()
    • ModleeClient.login()
    • ModleeClient.post()
    • ModleeClient.post_file()
    • ModleeClient.post_run()
    • ModleeClient.post_run_as_json()
• modlee.config module
• modlee.converter module
  • Converter
    • Converter.cast_gather_layer()
    • Converter.cast_tile_layer()
    • Converter.code2torch()
    • Converter.code_path2torch()
    • Converter.convert_float()
    • Converter.convert_onnx116()
    • Converter.dict2code()
    • Converter.filter_node()
    • Converter.get_attr_name()
    • Converter.get_forward()
    • Converter.get_init()
    • Converter.get_init_module_state_dict_str()
    • Converter.get_inner_string()
    • Converter.get_model_attr_on_line()
    • Converter.get_model_attrs_in_forward()
    • Converter.get_model_code()
    • Converter.get_params_for_attr()
    • Converter.get_type_string()
    • Converter.index_nx()
    • Converter.init_graph_tensors()
    • Converter.init_onnx_params()
    • Converter.init_onnx_tensors()
    • Converter.onnx2onnx_gs()
    • Converter.onnx2onnx_text()
    • Converter.onnx2torch()
    • Converter.onnx_file2onnx_graph()
    • Converter.onnx_file2torch()
    • Converter.onnx_file2torch_model()
    • Converter.onnx_graph2onnx_nx()
    • Converter.onnx_graph2onnx_text()
    • Converter.onnx_graph2torch_model()
    • Converter.onnx_parameterless2onnx()
    • Converter.onnx_path2torch()
    • Converter.onnx_text2code()
    • Converter.onnx_text2onnx()
    • Converter.onnx_text2onnx_graph()
    • Converter.onnx_text2torch()
    • Converter.onnx_text2torch_code()
    • Converter.onnx_text2torch_model()
    • Converter.onnx_text_file2onnx()
    • Converter.onnx_uninit2torch()
    • Converter.prune_onnx_nx()
    • Converter.refactor_bool_layer()
    • Converter.refactor_inf()
    • Converter.refactor_leading_number()
    • Converter.remove_identity()
    • Converter.save_code()
    • Converter.save_torch()
    • Converter.tensor2init_code()
    • Converter.torch2code()
    • Converter.torch2onnx()
    • Converter.torch2onnx_text()
    • Converter.torch2torch()
    • Converter.torch2torch_graph()
    • Converter.torch_code2torch_model()
    • Converter.torch_file2torch_model()
    • Converter.torch_graph2code()
    • Converter.torch_model2onnx_graph()
    • Converter.torch_model2onnx_text()
    • Converter.torch_model2torch_code()
    • Converter.torch_model2torch_model()
• modlee.data_metafeatures module
  • DataMetafeatures
    • DataMetafeatures.get_features()
    • DataMetafeatures.get_mfe()
    • DataMetafeatures.get_mfe_features()
    • DataMetafeatures.get_mfe_on_batch()
    • DataMetafeatures.get_mfe_on_element()
    • DataMetafeatures.get_properties()
    • DataMetafeatures.get_raw_batch_elements()
    • DataMetafeatures.get_stats()
    • DataMetafeatures.get_stats_rep()
  • ImageDataMetafeatures
    • ImageDataMetafeatures.get_embedding()
    • ImageDataMetafeatures.get_raw_batch_elements()
  • TextDataMetafeatures
    • TextDataMetafeatures.get_embedding()
  • bench_kmeans_unsupervised()
  • extract_features_from_model()
  • get_image_features()
  • get_n_samples()
  • manipulate_x_1()
  • manipulate_x_2()
  • manipulate_x_3()
  • manipulate_x_4()
  • manipulate_x_5()
  • pad_image_channels()
  • sample_dataloader()
  • sample_image_channels()
  • sample_image_from_video()
• modlee.dataframes module
  • DataFrameTransforms
    • DataFrameTransforms.compose()
    • DataFrameTransforms.drop_nonnum()
    • DataFrameTransforms.dropna()
    • DataFrameTransforms.fillna()
    • DataFrameTransforms.list_cols2item()
    • DataFrameTransforms.normalize()
    • DataFrameTransforms.obj2num()
    • DataFrameTransforms.scale()
  • ModleeDataFrame
    • ModleeDataFrame.to_tsv()
    • ModleeDataFrame.to_txt()
  • default_transforms()
• modlee.model_metafeatures module
  • ImageClassificationMetafeatures
  • ImageModelMetafeatures
    • ImageModelMetafeatures.get_output_shape()
  • ImageSegmentationModelMetafeatures
    • ImageSegmentationModelMetafeatures.get_output_shape()
  • ModelEncoder
    • ModelEncoder.from_pkl()
    • ModelEncoder.save()
  • ModelMetafeatures
    • ModelMetafeatures.dataframe_lists_to_columns()
    • ModelMetafeatures.get_embedding()
    • ModelMetafeatures.get_graph_dataframe()
    • ModelMetafeatures.get_layer_counts()
    • ModelMetafeatures.get_output_shape()
    • ModelMetafeatures.get_parameter_statistics()
    • ModelMetafeatures.get_properties()
  • TextModelMetafeatures
• modlee.model_text_converter module
  • exhaust_sequence_branch()
  • get_code_text()
  • get_code_text_for_model()
  • save_code_text_for_model()
• modlee.retriever module
  • get_cached_vars()
  • get_data_snapshot()
  • get_model()
  • get_runs()
  • run_path_exists()
• modlee.utils module
  • apply_discretize_to_summary()
  • closest_power_of_2()
  • convert_to_scientific()
  • discretize()
  • get_dataloader()
  • get_fashion_mnist()
  • get_imagenette_dataloader()
  • get_model_size()
  • image_loaders
    • image_loaders.get_cifar10_dataloader()
    • image_loaders.get_dtd_dataloader()
    • image_loaders.get_eurosat_dataloader()
    • image_loaders.get_fashionmnist_dataloader()
    • image_loaders.get_fgvcaircraft_dataloader()
    • image_loaders.get_flowers102_dataloader()
    • image_loaders.get_gtsrb_dataloader()
    • image_loaders.get_imagenette_dataloader()
    • image_loaders.get_kmnist_dataloader()
    • image_loaders.get_mnist_dataloader()
    • image_loaders.get_omniglot_dataloader()
    • image_loaders.get_oxfordiiitpet_dataloader()
    • image_loaders.get_places365_dataloader()
    • image_loaders.get_qmnist_dataloader()
    • image_loaders.get_renderedsst2_dataloader()
    • image_loaders.get_semeion_dataloader()
    • image_loaders.get_stl10_dataloader()
    • image_loaders.get_sun397_dataloader()
    • image_loaders.get_svhn_dataloader()
    • image_loaders.get_usps_dataloader()
    • image_loaders.image_module
    • image_loaders.image_modules
    • image_loaders.kwargs
  • is_cacheable()
  • last_run_path()
  • quantize()
  • quantize_dict()
  • safe_mkdir()
  • save_run()
  • save_run_as_json()
  • text_loaders
    • text_loaders.dataset_len
    • text_loaders.dataset_module
    • text_loaders.get_cola_dataloader()
    • text_loaders.get_mnli_dataloader()
    • text_loaders.get_qnli_dataloader()
    • text_loaders.get_rte_dataloader()
    • text_loaders.get_sst2_dataloader()
    • text_loaders.get_stsb_dataloader()
    • text_loaders.get_wnli_dataloader()
    • text_loaders.text_modules_lengths
  • typewriter_print()
  • uri_to_path()

Module contents

Modlee package.