Index

A

analyze() (modlee.recommender.recommender.Recommender method) apply_discretize_to_summary() (in module modlee.utils)

auth() (in module modlee) available (modlee.client.ModleeClient property)

B

bench_kmeans_unsupervised() (in module modlee.data_metafeatures)

C

calculate_metafeatures() (modlee.recommender.image_recommender.ImageRecommender method) (modlee.recommender.recommender.Recommender method) cast_gather_layer() (modlee.converter.Converter method) cast_tile_layer() (modlee.converter.Converter method) closest_power_of_2() (in module modlee.utils) code2torch() (modlee.converter.Converter method) code_path2torch() (modlee.converter.Converter method) compose() (modlee.dataframes.DataFrameTransforms static method) configure_callbacks() (modlee.model.image_model.ImageClassificationModleeModel method) (modlee.model.image_model.ImageModleeModel method) (modlee.model.image_model.ImageSegmentationModleeModel method) (modlee.model.model.ModleeModel method) (modlee.model.recommended_model.RecommendedModel method)

configure_optimizers() (modlee.model.model.SimpleModel method) (modlee.model.recommended_model.RecommendedModel method) convert_float() (modlee.converter.Converter method) convert_onnx116() (modlee.converter.Converter method) convert_to_scientific() (in module modlee.utils) Converter (class in modlee.converter)

D

dataframe_lists_to_columns() (modlee.model_metafeatures.ModelMetafeatures static method) DataFrameTransforms (class in modlee.dataframes) DataMetafeatures (class in modlee.data_metafeatures) DataMetafeaturesCallback (class in modlee.model.callbacks) dataset_len (modlee.utils.text_loaders attribute)

dataset_module (modlee.utils.text_loaders attribute) default_transforms() (in module modlee.dataframes) dict2code() (modlee.converter.Converter method) discretize() (in module modlee.utils) drop_nonnum() (modlee.dataframes.DataFrameTransforms static method) dropna() (modlee.dataframes.DataFrameTransforms static method)

E

ensure_api_key() (modlee.api_config.ModleeAPIConfig method)

exhaust_sequence_branch() (in module modlee.model_text_converter) extract_features_from_model() (in module modlee.data_metafeatures)

F

fillna() (modlee.dataframes.DataFrameTransforms static method) filter_node() (modlee.converter.Converter method) fit() (modlee.recommender.image_recommender.ImageRecommender method) (modlee.recommender.recommender.Recommender method)

forward() (modlee.model.model.SimpleModel method) (modlee.model.recommended_model.RecommendedModel method) from_modality_task() (in module modlee.recommender) from_pkl() (modlee.model_metafeatures.ModelEncoder class method)

G

get() (modlee.client.ModleeClient method) get_api_key() (in module modlee) get_attr() (modlee.client.ModleeClient method) get_attr_name() (modlee.converter.Converter method) get_cached_vars() (in module modlee.retriever) get_callable() (modlee.client.ModleeClient method) get_cifar10_dataloader() (modlee.utils.image_loaders method) get_client() (modlee.api_config.ModleeAPIConfig method) get_code_text() (in module modlee.model_text_converter) (modlee.recommender.recommender.Recommender method) get_code_text_for_model() (in module modlee.model_text_converter) get_cola_dataloader() (modlee.utils.text_loaders method) get_data_snapshot() (in module modlee.retriever) get_dataloader() (in module modlee.utils) get_dtd_dataloader() (modlee.utils.image_loaders method) get_embedding() (modlee.data_metafeatures.ImageDataMetafeatures method) (modlee.data_metafeatures.TextDataMetafeatures method) (modlee.model_metafeatures.ModelMetafeatures method) get_eurosat_dataloader() (modlee.utils.image_loaders method) get_fashion_mnist() (in module modlee.utils) get_fashionmnist_dataloader() (modlee.utils.image_loaders method) get_features() (modlee.data_metafeatures.DataMetafeatures method) get_fgvcaircraft_dataloader() (modlee.utils.image_loaders method) get_flowers102_dataloader() (modlee.utils.image_loaders method) get_forward() (modlee.converter.Converter method) get_graph_dataframe() (modlee.model_metafeatures.ModelMetafeatures static method) get_gtsrb_dataloader() (modlee.utils.image_loaders method) get_image_features() (in module modlee.data_metafeatures) get_imagenette_dataloader() (in module modlee.utils) (modlee.utils.image_loaders method) get_init() (modlee.converter.Converter method) get_init_module_state_dict_str() (modlee.converter.Converter method) get_inner_string() (modlee.converter.Converter method) get_input() (modlee.model.callbacks.ModleeCallback method) get_input_torch() (modlee.recommender.recommender.Recommender method) get_kmnist_dataloader() (modlee.utils.image_loaders method) get_layer_counts() (modlee.model_metafeatures.ModelMetafeatures static method) get_mfe() (modlee.data_metafeatures.DataMetafeatures method) get_mfe_features() (modlee.data_metafeatures.DataMetafeatures method) get_mfe_on_batch() (modlee.data_metafeatures.DataMetafeatures method)

get_mfe_on_element() (modlee.data_metafeatures.DataMetafeatures method) get_mnist_dataloader() (modlee.utils.image_loaders method) get_mnli_dataloader() (modlee.utils.text_loaders static method) get_model() (in module modlee.retriever) get_model_attr_on_line() (modlee.converter.Converter method) get_model_attrs_in_forward() (modlee.converter.Converter method) get_model_code() (modlee.converter.Converter method) get_model_size() (in module modlee.utils) get_module() (modlee.client.ModleeClient method) get_n_samples() (in module modlee.data_metafeatures) get_omniglot_dataloader() (modlee.utils.image_loaders method) get_output_shape() (modlee.model_metafeatures.ImageModelMetafeatures method) (modlee.model_metafeatures.ImageSegmentationModelMetafeatures method) (modlee.model_metafeatures.ModelMetafeatures method) get_oxfordiiitpet_dataloader() (modlee.utils.image_loaders method) get_parameter_statistics() (modlee.model_metafeatures.ModelMetafeatures static method) get_params_for_attr() (modlee.converter.Converter method) get_places365_dataloader() (modlee.utils.image_loaders method) get_properties() (modlee.data_metafeatures.DataMetafeatures method) (modlee.model_metafeatures.ModelMetafeatures method) get_qmnist_dataloader() (modlee.utils.image_loaders method) get_qnli_dataloader() (modlee.utils.text_loaders method) get_raw_batch_elements() (modlee.data_metafeatures.DataMetafeatures method) (modlee.data_metafeatures.ImageDataMetafeatures method) get_renderedsst2_dataloader() (modlee.utils.image_loaders method) get_rte_dataloader() (modlee.utils.text_loaders method) get_run_path() (in module modlee) get_runs() (in module modlee.retriever) get_script() (modlee.client.ModleeClient method) get_semeion_dataloader() (modlee.utils.image_loaders method) get_sst2_dataloader() (modlee.utils.text_loaders method) get_stats() (modlee.data_metafeatures.DataMetafeatures method) get_stats_rep() (modlee.data_metafeatures.DataMetafeatures method) get_stl10_dataloader() (modlee.utils.image_loaders method) get_stsb_dataloader() (modlee.utils.text_loaders method) get_sun397_dataloader() (modlee.utils.image_loaders method) get_svhn_dataloader() (modlee.utils.image_loaders method) get_type_string() (modlee.converter.Converter method) get_usps_dataloader() (modlee.utils.image_loaders method) get_wnli_dataloader() (modlee.utils.text_loaders method)

I

image_loaders (class in modlee.utils) image_module (modlee.utils.image_loaders attribute) image_modules (modlee.utils.image_loaders attribute) ImageCallback (class in modlee.model.image_model) ImageClassificationMetafeatures (in module modlee.model_metafeatures) ImageClassificationModleeModel (class in modlee.model.image_model) ImageClassificationRecommender (class in modlee.recommender.image_recommender) ImageDataMetafeatures (class in modlee.data_metafeatures) ImageModelMetafeatures (class in modlee.model_metafeatures) ImageModleeModel (class in modlee.model.image_model)

ImageRecommender (class in modlee.recommender.image_recommender) ImageSegmentationModelMetafeatures (class in modlee.model_metafeatures) ImageSegmentationModleeModel (class in modlee.model.image_model) ImageSegmentationRecommender (class in modlee.recommender.image_recommender) index_nx() (modlee.converter.Converter method) init() (in module modlee) init_graph_tensors() (modlee.converter.Converter method) init_onnx_params() (modlee.converter.Converter method) init_onnx_tensors() (modlee.converter.Converter method) is_cacheable() (in module modlee.utils)

K

kwargs (modlee.utils.image_loaders attribute)

L

last_run_path() (in module modlee.utils) list_cols2item() (modlee.dataframes.DataFrameTransforms static method) log_and_clean_checkpoint() (modlee.model.callbacks.LogModelCheckpointCallback method) LogCodeTextCallback (class in modlee.model.callbacks) login() (modlee.client.ModleeClient method)

LogModelCheckpointCallback (class in modlee.model.callbacks) LogONNXCallback (class in modlee.model.callbacks) LogOutputCallback (class in modlee.model.callbacks) LogParamsCallback (class in modlee.model.callbacks) LogTransformsCallback (class in modlee.model.callbacks)

M

manipulate_x_1() (in module modlee.data_metafeatures) manipulate_x_2() (in module modlee.data_metafeatures) manipulate_x_3() (in module modlee.data_metafeatures) manipulate_x_4() (in module modlee.data_metafeatures) manipulate_x_5() (in module modlee.data_metafeatures) model (modlee.recommender.recommender.Recommender property) ModelEncoder (class in modlee.model_metafeatures) ModelMetafeatures (class in modlee.model_metafeatures) ModelMetafeaturesCallback (class in modlee.model.callbacks) modlee module, [1] modlee.api_config module modlee.client module, [1] modlee.config module, [1] modlee.converter module, [1] modlee.data_metafeatures module modlee.dataframes module modlee.model module, [1] modlee.model.callbacks module, [1] modlee.model.image_model module, [1] modlee.model.model module, [1] modlee.model.recommended_model module, [1] modlee.model_metafeatures module modlee.model_text_converter module, [1]

modlee.recommender module, [1] modlee.recommender.image_recommender module, [1] modlee.recommender.recommender module, [1] modlee.retriever module, [1] modlee.utils module, [1] ModleeAPIConfig (class in modlee.api_config) ModleeCallback (class in modlee.model.callbacks) ModleeClient (class in modlee.client) ModleeDataFrame (class in modlee.dataframes) ModleeModel (class in modlee.model.model) module modlee, [1] modlee.api_config modlee.client, [1] modlee.config, [1] modlee.converter, [1] modlee.data_metafeatures modlee.dataframes modlee.model, [1] modlee.model.callbacks, [1] modlee.model.image_model, [1] modlee.model.model, [1] modlee.model.recommended_model, [1] modlee.model_metafeatures modlee.model_text_converter, [1] modlee.recommender, [1] modlee.recommender.image_recommender, [1] modlee.recommender.recommender, [1] modlee.retriever, [1] modlee.utils, [1]

N

normalize() (modlee.dataframes.DataFrameTransforms static method)

O

obj2num() (modlee.dataframes.DataFrameTransforms static method) on_fit_end() (modlee.model.callbacks.LogModelCheckpointCallback method) (modlee.model.callbacks.PushServerCallback method) on_train_epoch_end() (modlee.model.callbacks.LogModelCheckpointCallback method) (modlee.model.recommended_model.RecommendedModel method) on_train_start() (modlee.model.callbacks.DataMetafeaturesCallback method) (modlee.model.callbacks.LogCodeTextCallback method) (modlee.model.callbacks.LogONNXCallback method) (modlee.model.callbacks.LogParamsCallback method) (modlee.model.callbacks.LogTransformsCallback method) (modlee.model.callbacks.ModelMetafeaturesCallback method) on_validation_batch_end() (modlee.model.image_model.ImageCallback method) onnx2onnx_gs() (modlee.converter.Converter method) onnx2onnx_text() (modlee.converter.Converter method) onnx2torch() (modlee.converter.Converter method)

onnx_file2onnx_graph() (modlee.converter.Converter method) onnx_file2torch() (modlee.converter.Converter method) onnx_file2torch_model() (modlee.converter.Converter method) onnx_graph2onnx_nx() (modlee.converter.Converter method) onnx_graph2onnx_text() (modlee.converter.Converter method) onnx_graph2torch_model() (modlee.converter.Converter method) onnx_parameterless2onnx() (modlee.converter.Converter method) onnx_path2torch() (modlee.converter.Converter method) onnx_text2code() (modlee.converter.Converter method) onnx_text2onnx() (modlee.converter.Converter method) onnx_text2onnx_graph() (modlee.converter.Converter method) onnx_text2torch() (modlee.converter.Converter method) onnx_text2torch_code() (modlee.converter.Converter method) onnx_text2torch_model() (modlee.converter.Converter method) onnx_text_file2onnx() (modlee.converter.Converter method) onnx_uninit2torch() (modlee.converter.Converter method)

P

pad_image_channels() (in module modlee.data_metafeatures) post() (modlee.client.ModleeClient method) post_file() (modlee.client.ModleeClient method)

post_run() (modlee.client.ModleeClient method) post_run_as_json() (modlee.client.ModleeClient method) prune_onnx_nx() (modlee.converter.Converter method) PushServerCallback (class in modlee.model.callbacks)

Q

quantize() (in module modlee.utils)

quantize_dict() (in module modlee.utils)

R

RecommendedModel (class in modlee.model.recommended_model) Recommender (class in modlee.recommender.recommender) refactor_bool_layer() (modlee.converter.Converter method) refactor_inf() (modlee.converter.Converter method)

refactor_leading_number() (modlee.converter.Converter method) reload_modules() (modlee.api_config.ModleeAPIConfig method) remove_identity() (modlee.converter.Converter method) run_path (modlee.model.model.ModleeModel property) run_path_exists() (in module modlee.retriever)

S

safe_mkdir() (in module modlee.utils) sample_dataloader() (in module modlee.data_metafeatures) sample_image_channels() (in module modlee.data_metafeatures) sample_image_from_video() (in module modlee.data_metafeatures) save() (modlee.model_metafeatures.ModelEncoder method) save_code() (modlee.converter.Converter method) save_code_text_for_model() (in module modlee.model_text_converter) save_run() (in module modlee.utils) save_run_as_json() (in module modlee.utils)

save_torch() (modlee.converter.Converter method) scale() (modlee.dataframes.DataFrameTransforms static method) set_api_key() (modlee.api_config.ModleeAPIConfig method) set_run_path() (in module modlee) setup() (modlee.model.callbacks.LogCodeTextCallback method) (modlee.model.callbacks.LogONNXCallback method) SimpleDataset (class in modlee.model.model) SimpleModel (class in modlee.model.model) suppress_stdout_stderr() (in module modlee)

T

tensor2init_code() (modlee.converter.Converter method) text_loaders (class in modlee.utils) text_modules_lengths (modlee.utils.text_loaders attribute) TextDataMetafeatures (class in modlee.data_metafeatures) TextModelMetafeatures (class in modlee.model_metafeatures) to_tsv() (modlee.dataframes.ModleeDataFrame method) to_txt() (modlee.dataframes.ModleeDataFrame method) torch2code() (modlee.converter.Converter method) torch2onnx() (modlee.converter.Converter method) torch2onnx_text() (modlee.converter.Converter method) torch2torch() (modlee.converter.Converter method)

torch2torch_graph() (modlee.converter.Converter method) torch_code2torch_model() (modlee.converter.Converter method) torch_file2torch_model() (modlee.converter.Converter method) torch_graph2code() (modlee.converter.Converter method) torch_model2onnx_graph() (modlee.converter.Converter method) torch_model2onnx_text() (modlee.converter.Converter method) torch_model2torch_code() (modlee.converter.Converter method) torch_model2torch_model() (modlee.converter.Converter method) train() (modlee.recommender.recommender.Recommender method) training_step() (modlee.model.model.SimpleModel method) (modlee.model.recommended_model.RecommendedModel method) typewriter_print() (in module modlee.utils)

U

uri_to_path() (in module modlee.utils)

V

validation_step() (modlee.model.recommended_model.RecommendedModel method)

W

write_file() (modlee.recommender.recommender.Recommender method)