draugr/docs/github/html/searchindex.js

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"draugr.os_utilities.linux_utilities.systemd_utilities.service_management.disable_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.enable_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.install_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.remove_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.restart_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.start_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.status_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_management.stop_service", "draugr.os_utilities.linux_utilities.systemd_utilities.service_template", "draugr.os_utilities.linux_utilities.user_utilities", "draugr.os_utilities.linux_utilities.user_utilities.change_home_dir", "draugr.os_utilities.linux_utilities.user_utilities.change_passwd", "draugr.os_utilities.linux_utilities.user_utilities.make_user", "draugr.os_utilities.linux_utilities.user_utilities.remove_user", "draugr.os_utilities.platform_selection", "draugr.os_utilities.platform_selection.get_backend_module", "draugr.os_utilities.resource_utilities", "draugr.os_utilities.resource_utilities.all", "draugr.os_utilities.resource_utilities.all.get_num_instances", "draugr.os_utilities.resource_utilities.cpu", "draugr.os_utilities.resource_utilities.cpu.WorkerSession", "draugr.os_utilities.resource_utilities.cpu.release_worker_cores", "draugr.os_utilities.resource_utilities.cpu.request_worker_cores", "draugr.os_utilities.resource_utilities.cpu.reset_worker_tracker", "draugr.os_utilities.resource_utilities.cpu.worker_cores_available", "draugr.os_utilities.resource_utilities.cpu.worker_cores_in_use", "draugr.os_utilities.resource_utilities.gpu", "draugr.os_utilities.resource_utilities.ram", "draugr.os_utilities.resource_utilities.ram.num_instance_no_paging", "draugr.os_utilities.screen_resolution", "draugr.os_utilities.screen_resolution.get_screen_resolution", "draugr.os_utilities.screen_resolution.screen_res_gtk", "draugr.os_utilities.screen_resolution.screen_res_mac", "draugr.os_utilities.screen_resolution.screen_res_pygame", "draugr.os_utilities.screen_resolution.screen_res_tk", "draugr.os_utilities.screen_resolution.screen_res_win", "draugr.os_utilities.screen_resolution.screen_res_xlib", "draugr.os_utilities.service", "draugr.os_utilities.service.add_service", "draugr.os_utilities.service.remove_service", "draugr.pandas_utilities", "draugr.pandas_utilities.formatting", "draugr.pandas_utilities.formatting.pandas_mean_std_bold_formatter", "draugr.pandas_utilities.from_dict", "draugr.pandas_utilities.from_dict.nested_dict_to_four_level_column_df", "draugr.pandas_utilities.from_dict.nested_dict_to_three_level_column_df", "draugr.pandas_utilities.from_dict.nested_dict_to_two_level_column_df", "draugr.pandas_utilities.latex_mean_std", "draugr.pandas_utilities.latex_mean_std.pandas_format_bold_max_row_latex", "draugr.pandas_utilities.latex_mean_std.pandas_mean_std", "draugr.pandas_utilities.latex_mean_std.pandas_mean_std_to_str", "draugr.pandas_utilities.latex_mean_std.pandas_to_latex_clean", "draugr.pandas_utilities.misc_utilities", "draugr.pandas_utilities.misc_utilities.ChainedAssignmentOptionEnum", "draugr.pandas_utilities.misc_utilities.ExportMethodEnum", "draugr.pandas_utilities.misc_utilities.duplicate_columns", "draugr.pandas_utilities.multi_index_utilities", "draugr.pandas_utilities.multi_index_utilities.add_index_level", "draugr.pandas_utilities.styling", "draugr.pandas_utilities.styling.AttrEnum", "draugr.pandas_utilities.styling.ColorEnum", "draugr.pandas_utilities.styling.NDFrameExtremeEnum", "draugr.pandas_utilities.styling.color_highlight_extreme", "draugr.pandas_utilities.styling.color_negative_red", "draugr.pygame_utilities", "draugr.pygame_utilities.screen", "draugr.pygame_utilities.screen.get_screen_resolution", "draugr.python_utilities", "draugr.python_utilities.broadcasting", "draugr.python_utilities.broadcasting.BroadcastNone", "draugr.python_utilities.counter_filter", "draugr.python_utilities.counter_filter.CounterFilter", "draugr.python_utilities.exclude", "draugr.python_utilities.exclude.packages", "draugr.python_utilities.exclude.packages.a", "draugr.python_utilities.exclude.packages.b", "draugr.python_utilities.exclude.packages.c", "draugr.python_utilities.exclude.worker", "draugr.python_utilities.exclude.worker.main", "draugr.python_utilities.exclude.worker.spawn", "draugr.python_utilities.function_wrappers", "draugr.python_utilities.function_wrappers.max_frequency", "draugr.python_utilities.function_wrappers.min_interval_wrapper", "draugr.python_utilities.function_wrappers.min_interval_wrapper_global", "draugr.python_utilities.function_wrappers.wrap_args", "draugr.python_utilities.generators", "draugr.python_utilities.generators.batching_generator", "draugr.python_utilities.generators.batching_generator.batch_generator", "draugr.python_utilities.generators.batching_generator.random_batches", "draugr.python_utilities.generators.batching_generator.shuffled_batches", "draugr.python_utilities.generators.batching_generator.sized_batch", "draugr.python_utilities.generators.recycling_generator", "draugr.python_utilities.generators.recycling_generator.batched_recycle", "draugr.python_utilities.generators.recycling_generator.recycle", "draugr.python_utilities.http", "draugr.python_utilities.http.HttpMethodEnum", "draugr.python_utilities.sockets", "draugr.python_utilities.sockets.find_unclaimed_port", "draugr.python_utilities.sockets.get_host_ip", "draugr.python_utilities.sockets.is_port_in_use", "draugr.python_utilities.torch_like_channel_transformation", "draugr.python_utilities.torch_like_channel_transformation.reverse_torch_vision_normalize_batch_nchw", "draugr.python_utilities.torch_like_channel_transformation.rgb_drop_alpha_batch_nhwc", "draugr.python_utilities.torch_like_channel_transformation.rgb_drop_alpha_hwc", "draugr.python_utilities.torch_like_channel_transformation.torch_vision_normalize_batch_nchw", "draugr.random_utilities", "draugr.random_utilities.seeding", "draugr.random_utilities.seeding.seed_stack", "draugr.scipy_utilities", "draugr.scipy_utilities.scipy_utilities", "draugr.scipy_utilities.scipy_utilities.read_normalised_wave", "draugr.scipy_utilities.scipy_utilities.write_normalised_wave", "draugr.scipy_utilities.signal_processing", "draugr.scipy_utilities.subsampling", "draugr.scipy_utilities.subsampling.fft_subsample", "draugr.scipy_utilities.subsampling.fir_subsample", "draugr.scipy_utilities.subsampling.mag_decimation_subsample", "draugr.scipy_utilities.subsampling.max_decimation_subsample", "draugr.scipy_utilities.subsampling.min_decimation_subsample", "draugr.stopping", "draugr.stopping.stopping_key", "draugr.stopping.stopping_key.CaptureEarlyStop", "draugr.stopping.stopping_key.add_early_stopping_key_combination", "draugr.tensorboard_utilities", "draugr.tensorboard_utilities.experimental", "draugr.tensorboard_utilities.experimental.confusion_matrix", "draugr.tensorboard_utilities.experimental.pretty_cf", "draugr.tensorboard_utilities.experimental.pretty_cf.pretty_print_conf_matrix", "draugr.tensorboard_utilities.exporting", "draugr.tensorboard_utilities.exporting.db_export", "draugr.tensorboard_utilities.exporting.db_export.TensorboardEventExporterDatabase", "draugr.tensorboard_utilities.exporting.event_export", "draugr.tensorboard_utilities.exporting.event_export.TensorboardEventExporter", "draugr.tensorboard_utilities.exporting.file_export", "draugr.tensorboard_utilities.exporting.file_export.TensorboardEventExporterFile", "draugr.threading_utilities", "draugr.threading_utilities.exclude", "draugr.threading_utilities.skipper", "draugr.threading_utilities.skipper.Skipper", "draugr.torch_utilities", "draugr.torch_utilities.architectures", "draugr.torch_utilities.architectures.architecture", "draugr.torch_utilities.architectures.architecture.Architecture", "draugr.torch_utilities.architectures.distributional", "draugr.torch_utilities.architectures.distributional.categorical", "draugr.torch_utilities.architectures.distributional.categorical.CategoricalMLP", "draugr.torch_utilities.architectures.distributional.categorical.MultipleCategoricalMLP", "draugr.torch_utilities.architectures.distributional.normal", "draugr.torch_utilities.architectures.distributional.normal.MultiDimensionalNormalMLP", "draugr.torch_utilities.architectures.distributional.normal.MultiVariateNormalMLP", "draugr.torch_utilities.architectures.distributional.normal.MultipleNormalMLP", "draugr.torch_utilities.architectures.distributional.normal.ShallowStdNormalMLP", "draugr.torch_utilities.architectures.experimental", "draugr.torch_utilities.architectures.experimental.heads", "draugr.torch_utilities.architectures.experimental.heads.MultiHeadedMLP", "draugr.torch_utilities.architectures.experimental.recurrent", "draugr.torch_utilities.architectures.experimental.recurrent.ExposedRecurrentCategoricalMLP", "draugr.torch_utilities.architectures.experimental.recurrent.RecurrentBase", "draugr.torch_utilities.architectures.experimental.recurrent.RecurrentCategoricalMLP", "draugr.torch_utilities.architectures.mlp", "draugr.torch_utilities.architectures.mlp.MLP", "draugr.torch_utilities.architectures.mlp_variants", "draugr.torch_utilities.architectures.mlp_variants.concatination", "draugr.torch_utilities.architectures.mlp_variants.concatination.LateConcatInputMLP", "draugr.torch_utilities.architectures.mlp_variants.concatination.PreConcatInputMLP", "draugr.torch_utilities.architectures.mlp_variants.disjunction", "draugr.torch_utilities.architectures.mlp_variants.disjunction.DisjunctMLP", "draugr.torch_utilities.architectures.mlp_variants.fourier", "draugr.torch_utilities.architectures.mlp_variants.fourier.BaseFourierFeatureMLP", "draugr.torch_utilities.datasets", "draugr.torch_utilities.datasets.non_sequential_dataset", "draugr.torch_utilities.datasets.non_sequential_dataset.NonSequentialDataset", "draugr.torch_utilities.datasets.random_dataset", "draugr.torch_utilities.datasets.random_dataset.RandomDataset", "draugr.torch_utilities.datasets.supervised", "draugr.torch_utilities.datasets.supervised.categorical_dataset", "draugr.torch_utilities.datasets.supervised.categorical_dataset.CategoricalDataset", "draugr.torch_utilities.datasets.supervised.supervised_dataset", "draugr.torch_utilities.datasets.supervised.supervised_dataset.SupervisedDataset", "draugr.torch_utilities.datasets.supervised.vision_datasets", "draugr.torch_utilities.datasets.supervised.vision_datasets.dict_dataset", "draugr.torch_utilities.datasets.supervised.vision_datasets.dict_dataset.DictDatasetFolder", "draugr.torch_utilities.datasets.supervised.vision_datasets.dict_dataset.SplitDictDatasetFolder", "draugr.torch_utilities.distributions", "draugr.torch_utilities.distributions.entropy", "draugr.torch_utilities.distributions.entropy.differential_entropy_gaussian", "draugr.torch_utilities.distributions.entropy.log_shannon_entropy", "draugr.torch_utilities.distributions.entropy.normal_entropy", "draugr.torch_utilities.distributions.entropy.normal_log_density", "draugr.torch_utilities.distributions.entropy.shannon_entropy", "draugr.torch_utilities.evaluation", "draugr.torch_utilities.evaluation.classification", "draugr.torch_utilities.evaluation.classification.find_n_misclassified", "draugr.torch_utilities.evaluation.cross_validation", "draugr.torch_utilities.evaluation.cross_validation.cross_validation_generator", "draugr.torch_utilities.exporting", "draugr.torch_utilities.exporting.latex_tables", "draugr.torch_utilities.exporting.latex_tables.adasdassijd", "draugr.torch_utilities.exporting.latex_tables.asijd", "draugr.torch_utilities.exporting.latex_tables.iasjduh", "draugr.torch_utilities.exporting.summary", "draugr.torch_utilities.exporting.summary.to_latex_table", "draugr.torch_utilities.generators", "draugr.torch_utilities.generators.batching", "draugr.torch_utilities.generators.batching.LimitedBatchResampler", "draugr.torch_utilities.generators.to_tensor_generator", "draugr.torch_utilities.images", "draugr.torch_utilities.images.channel_transform", "draugr.torch_utilities.images.channel_transform.float_chw_to_hwc_uint_tensor", "draugr.torch_utilities.images.channel_transform.float_nchw_to_nhwc_uint_batch", "draugr.torch_utilities.images.channel_transform.uint_hwc_to_chw_float_tensor", "draugr.torch_utilities.images.channel_transform.uint_nhwc_to_nchw_float_batch", "draugr.torch_utilities.images.conversion", "draugr.torch_utilities.images.conversion.quick_to_pil_image", "draugr.torch_utilities.opencv", "draugr.torch_utilities.opencv.torch_conversion", "draugr.torch_utilities.opencv.torch_conversion.CV2ToImage", "draugr.torch_utilities.opencv.torch_conversion.CV2ToTensor", "draugr.torch_utilities.operations", "draugr.torch_utilities.operations.boxes_2d", "draugr.torch_utilities.operations.boxes_2d.minmax_to_xywh_torch", "draugr.torch_utilities.operations.enums", "draugr.torch_utilities.operations.enums.ReductionMethodEnum", "draugr.torch_utilities.operations.sizes", "draugr.torch_utilities.operations.sizes.conv2d", "draugr.torch_utilities.operations.sizes.conv2d.conv2d_hw_shape", "draugr.torch_utilities.operations.sizes.conv2d.conv2d_padding_size", "draugr.torch_utilities.operations.sizes.max_pool2d", "draugr.torch_utilities.operations.sizes.max_pool2d.max_pool2d_hw_shape", "draugr.torch_utilities.operations.sizes.pad2d", "draugr.torch_utilities.operations.sizes.pad2d.pad2d_hw_shape", "draugr.torch_utilities.operations.sizes.transp_conv2d", "draugr.torch_utilities.operations.sizes.transp_conv2d.transp_conv2d_output_shape", "draugr.torch_utilities.operations.sizes.transp_conv2d.transp_conv2d_padding_sizes", "draugr.torch_utilities.operations.torch_transforms", "draugr.torch_utilities.operations.torch_transforms.batch_transforms", "draugr.torch_utilities.operations.torch_transforms.batch_transforms.BatchNormalize", "draugr.torch_utilities.operations.torch_transforms.batch_transforms.BatchRandomCrop", "draugr.torch_utilities.operations.torch_transforms.batch_transforms.BatchRandomHorizontalFlip", "draugr.torch_utilities.operations.torch_transforms.batch_transforms.BatchToTensor", "draugr.torch_utilities.optimisation", "draugr.torch_utilities.optimisation.debugging", "draugr.torch_utilities.optimisation.debugging.gradients", "draugr.torch_utilities.optimisation.debugging.gradients.checking", "draugr.torch_utilities.optimisation.debugging.gradients.checking.numerical_gradient", "draugr.torch_utilities.optimisation.debugging.gradients.checking.numerical_gradient.loss_grad_check", "draugr.torch_utilities.optimisation.debugging.gradients.flow", "draugr.torch_utilities.optimisation.debugging.gradients.flow.plot_grad_flow", "draugr.torch_utilities.optimisation.debugging.gradients.grad_trace", "draugr.torch_utilities.optimisation.debugging.gradients.grad_trace.print_grad_trace", "draugr.torch_utilities.optimisation.debugging.gradients.grad_trace.register_bad_grad_hooks", "draugr.torch_utilities.optimisation.debugging.gradients.guided", "draugr.torch_utilities.optimisation.debugging.gradients.guided.GuidedBackPropReLU", "draugr.torch_utilities.optimisation.debugging.gradients.guided.GuidedBackPropReLUModel", "draugr.torch_utilities.optimisation.debugging.layer_fetching", "draugr.torch_utilities.optimisation.debugging.layer_fetching.IntermediateLayerGetter", "draugr.torch_utilities.optimisation.debugging.opt_verification", "draugr.torch_utilities.optimisation.debugging.opt_verification.overfit_single_batch", "draugr.torch_utilities.optimisation.parameters", "draugr.torch_utilities.optimisation.parameters.freeze_parameters", "draugr.torch_utilities.optimisation.parameters.frozen_parameters", "draugr.torch_utilities.optimisation.scheduling", "draugr.torch_utilities.optimisation.scheduling.learning_rate_utilities", "draugr.torch_utilities.optimisation.scheduling.learning_rate_utilities.set_lr", "draugr.torch_utilities.optimisation.scheduling.lr_scheduler", "draugr.torch_utilities.optimisation.scheduling.lr_scheduler.WarmupMultiStepLR", "draugr.torch_utilities.optimisation.scheduling.schedulers", "draugr.torch_utilities.optimisation.scheduling.schedulers.warmup_lr_scheduler", "draugr.torch_utilities.optimisation.stopping", "draugr.torch_utilities.optimisation.stopping.overfitting", "draugr.torch_utilities.optimisation.stopping.overfitting.ImprovementDetector", "draugr.torch_utilities.optimisation.stopping.overfitting.OverfitDetector", "draugr.torch_utilities.optimisation.updates", "draugr.torch_utilities.optimisation.updates.copying", "draugr.torch_utilities.optimisation.updates.copying.copy_parameters", "draugr.torch_utilities.optimisation.updates.copying.copy_state", "draugr.torch_utilities.optimisation.updates.soft_update", "draugr.torch_utilities.persistence", "draugr.torch_utilities.persistence.checkpoint", "draugr.torch_utilities.persistence.checkpoint.load_checkpoint", "draugr.torch_utilities.persistence.checkpoint.save_checkpoint", "draugr.torch_utilities.persistence.config", "draugr.torch_utilities.persistence.config.ensure_directory_exist", "draugr.torch_utilities.persistence.config.save_config", "draugr.torch_utilities.persistence.model", "draugr.torch_utilities.persistence.model.convert_saved_model_to_cpu", "draugr.torch_utilities.persistence.model.load_latest_model", "draugr.torch_utilities.persistence.model.load_model", "draugr.torch_utilities.persistence.model.save_model", "draugr.torch_utilities.persistence.model.save_model_and_configuration", "draugr.torch_utilities.persistence.naming", "draugr.torch_utilities.persistence.naming.get_model_hash", "draugr.torch_utilities.persistence.parameters", "draugr.torch_utilities.persistence.parameters.load_latest_model_parameters", "draugr.torch_utilities.persistence.parameters.load_model_parameters", "draugr.torch_utilities.persistence.parameters.save_model_parameters", "draugr.torch_utilities.persistence.parameters.save_parameters_and_configuration", "draugr.torch_utilities.sessions", "draugr.torch_utilities.sessions.cache_sessions", "draugr.torch_utilities.sessions.cache_sessions.TorchCacheSession", "draugr.torch_utilities.sessions.determinism_sessions", "draugr.torch_utilities.sessions.determinism_sessions.TorchDeterministicSession", "draugr.torch_utilities.sessions.device_sessions", "draugr.torch_utilities.sessions.device_sessions.TorchCpuSession", 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474, 476, 481, 483, 486, 546, 682, 710, 745, 755, 763], "ind": [4, 5, 111], "union": [4, 5, 14, 40, 64, 66, 76, 77, 103, 105, 107, 120, 121, 122, 123, 124, 126, 128, 132, 154, 155, 158, 190, 200, 204, 205, 238, 240, 241, 260, 281, 286, 295, 358, 361, 372, 411, 412, 413, 414, 420, 421, 426, 427, 428, 440, 442, 444, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 535, 536, 538, 540, 542, 543, 603, 604, 628, 636, 645, 682, 695, 712, 715, 717, 723, 727, 731, 734, 736, 738, 741, 751, 757, 761, 766, 768, 780, 782, 784], "tupl": [4, 5, 8, 21, 23, 25, 26, 28, 40, 85, 115, 126, 128, 130, 154, 155, 159, 191, 200, 201, 240, 241, 257, 260, 265, 268, 420, 424, 425, 440, 442, 444, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 486, 488, 491, 492, 504, 535, 536, 538, 540, 542, 543, 562, 603, 604, 723, 731], "paramet": [4, 5, 6, 7, 9, 14, 21, 23, 25, 26, 28, 31, 33, 36, 50, 57, 64, 66, 68, 70, 75, 76, 77, 79, 80, 82, 83, 85, 87, 92, 93, 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170, 179, 182, 185, 211, 212, 215, 218, 219, 220, 221, 222, 223, 224, 225, 226, 229, 231, 232, 233, 234, 235, 267, 273, 284, 405, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 633, 682, 751, 782], "coordin": [6, 7, 712], "float": [6, 7, 8, 14, 21, 23, 25, 26, 28, 31, 33, 40, 45, 64, 66, 75, 76, 77, 103, 105, 107, 111, 113, 115, 120, 121, 122, 123, 124, 126, 128, 138, 154, 155, 173, 175, 176, 177, 190, 191, 200, 204, 205, 240, 241, 250, 252, 253, 254, 257, 258, 260, 332, 358, 361, 372, 411, 412, 413, 414, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 492, 548, 555, 557, 661, 682, 695, 712, 715, 717, 727, 731, 734, 736, 738, 761, 766, 768, 780, 782, 784], "rect": [8, 14, 192], "take": [8, 115, 452, 467, 491, 492], "bound": [8, 152, 158, 159, 190, 257, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478], "predict": [8, 115, 478, 504, 566, 682, 759], "convert": [8, 57, 115, 167, 180, 352, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 721], "format": [8, 115, 167, 180, 190, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 565], "x": [8, 21, 23, 25, 26, 28, 31, 33, 45, 91, 115, 120, 121, 122, 123, 124, 130, 140, 141, 145, 146, 268, 352, 455, 456, 458, 459, 460, 461, 464, 466, 468, 470, 473, 474, 498, 562, 566, 661, 710, 715, 718, 721], "y": [8, 21, 23, 25, 26, 28, 31, 33, 115, 141, 562, 710, 715], "w": [8, 115, 126, 128, 159, 440, 442, 444, 540, 562, 682, 715, 723], "h": [8, 126, 128, 159, 195, 196, 197, 540, 682, 723], "shape": [9, 115, 158, 190, 200, 268, 562, 682, 723], "dtype": [9, 115, 421, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 546, 547, 562, 625, 630, 631, 671, 672], "str": [9, 21, 23, 28, 31, 33, 36, 41, 50, 64, 71, 103, 105, 107, 113, 115, 190, 191, 238, 240, 274, 277, 281, 286, 295, 302, 303, 304, 305, 310, 311, 312, 313, 314, 315, 316, 317, 320, 321, 322, 323, 325, 359, 360, 361, 365, 367, 372, 381, 408, 420, 421, 437, 440, 442, 444, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 486, 488, 511, 523, 596, 597, 598, 601, 603, 604, 605, 628, 636, 641, 642, 645, 679, 682, 685, 688, 695, 713, 715, 717, 722, 723, 731, 734, 736, 738, 741, 743, 745, 747, 749, 751, 755, 757, 759, 761, 763, 766, 768, 780, 782, 784], "int": [9, 14, 21, 23, 25, 26, 28, 31, 33, 40, 45, 64, 66, 76, 77, 79, 80, 92, 111, 115, 120, 121, 122, 123, 124, 126, 128, 130, 132, 135, 138, 148, 154, 155, 166, 180, 190, 191, 200, 203, 204, 205, 238, 240, 241, 246, 259, 260, 271, 277, 279, 281, 286, 328, 331, 332, 334, 335, 338, 352, 358, 360, 361, 367, 372, 381, 391, 392, 393, 397, 398, 399, 400, 402, 407, 409, 411, 412, 413, 414, 417, 420, 421, 424, 425, 426, 427, 428, 440, 442, 444, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 483, 486, 488, 502, 504, 514, 535, 536, 538, 540, 542, 543, 547, 562, 580, 581, 634, 637, 645, 647, 657, 665, 679, 682, 685, 688, 695, 712, 715, 717, 723, 727, 731, 734, 736, 738, 743, 745, 747, 749, 755, 759, 761, 763, 766, 768, 780, 782, 784], "30": [10, 11, 14, 115, 241, 682, 766], "01": [10, 11, 16, 22, 34, 35, 43, 51, 70, 117, 119, 131, 134, 151, 188, 206, 209, 230, 237, 244, 266, 282, 324, 362, 377, 423, 471, 484, 485, 487, 576], "2022": [10, 11, 43, 117, 209, 230, 288, 289, 790], "todo": [12, 33, 392, 393, 435, 440, 442, 444, 566, 567, 682], "implement": [12, 115, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 481, 682, 739], "pair": [12, 85], "wise": [12, 115], "imag": [14, 23, 57, 103, 107, 115, 165, 166, 167, 173, 174, 175, 176, 177, 180, 190, 191, 200, 210, 246, 257, 260, 440, 442, 444, 449, 491, 492, 546, 547, 548, 549, 682, 720, 721, 722, 723, 724, 741, 751, 757, 766, 782], "grai": [14, 167, 187], "predictor": 14, "desired_left_ey": 14, "0": [14, 21, 23, 25, 26, 28, 31, 33, 45, 75, 77, 82, 103, 105, 107, 111, 113, 115, 138, 140, 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743, 745, 747, 749, 751, 753, 755, 757, 759, 761, 763, 766, 768, 780, 782, 784, 786], "pad": [14, 535, 538, 542, 547], "debug": 14, "fals": [14, 17, 21, 28, 33, 36, 82, 107, 112, 113, 115, 190, 191, 271, 279, 281, 310, 311, 313, 314, 315, 316, 317, 330, 332, 381, 391, 426, 427, 428, 431, 432, 437, 440, 442, 444, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 546, 548, 562, 581, 598, 599, 605, 618, 630, 636, 682, 695, 711, 717, 723, 731, 734, 736, 738, 761, 768, 780, 782, 784], "For": [15, 115, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 481], "displai": [15, 575, 724], "blit": 15, "plot": [15, 18, 26, 31, 73, 437, 557, 566], "screen": 15, "util": [15, 18, 89, 94, 100, 101, 133, 151, 395, 415, 418, 429, 433, 449, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 491, 492, 502, 626, 696, 705, 721, 723], "draw": [15, 17, 18, 21, 23, 25, 26, 28, 31, 33, 36], "real": [15, 18, 26, 115, 281], "time": [15, 18, 26, 28, 33, 115, 281, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 481, 538, 565, 566, 596, 597, 630, 636, 682], "data": [15, 18, 21, 23, 25, 26, 28, 31, 33, 36, 87, 103, 111, 115, 491, 492, 502, 504, 546, 547, 566, 682, 741, 751, 757, 766, 782], "stream": [15, 18, 238, 729], "figur": [15, 18, 21, 23, 25, 26, 28, 31, 33, 440, 442, 444, 682, 747], "also": [15, 18, 115, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 562, 566], "some": [15, 18, 115, 452, 455, 456, 458, 459, 460, 461, 464, 466, 467, 468, 470, 473, 474, 476, 478, 566, 645], "gener": [15, 18, 75, 76, 77, 115, 372, 491, 492, 566, 647, 698, 700, 702], "classif": [15, 18], "metric": [15, 18, 682, 729, 753], "25": [16, 34, 35, 64, 66, 109, 138, 152, 160, 172, 237, 350, 351, 353, 357, 366, 529], "verbos": [17, 36, 107, 112, 113, 271, 279, 330, 332, 381, 391, 431, 432, 581, 598, 605, 630, 636, 682, 695, 731, 734, 736, 738, 761, 768, 780, 782, 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