Index

_

__enter__() (personalitylinmult.data.sources.FeatureReader method) __exit__() (personalitylinmult.data.sources.FeatureReader method) __getitem__() (personalitylinmult.data.dataset.FiHdf5Dataset method) __getstate__() (personalitylinmult.data.dataset.FiHdf5Dataset method)

__len__() (personalitylinmult.data.dataset.FiHdf5Dataset method) __post_init__() (personalitylinmult.data.schema.DatasetSpec method) (personalitylinmult.data.schema.FeatureSpec method) __version__ (in module personalitylinmult)

A

ALL_TRAITS (in module personalitylinmult.data.schema) allow_zero_length_dataloader_with_multiple_devices (personalitylinmult.data.datamodule.FiDataModule attribute) AUDIO_SAMPLE_RATE (in module personalitylinmult.inference.audio_features) AUDIO_SUFFIXES (in module personalitylinmult.inference.audio_features)

AudioDecodeError AudioExtractionError available_ids() (personalitylinmult.data.sources.FeatureReader method) AVT_FEATURE_NAMES (personalitylinmult.onnx.PersonalityModelONNX attribute)

B

BIG_FIVE_TRAITS (in module personalitylinmult.data.schema) build() (in module personalitylinmult.data.builder)

BuildError BuildStats (class in personalitylinmult.data.schema)

C

collate_fi() (in module personalitylinmult.data.collate) COMPRESSION (in module personalitylinmult.data.builder)

COMPRESSION_LEVEL (in module personalitylinmult.data.builder) CROP_MODES (in module personalitylinmult.data.schema)

D

dataset_spec_from_config() (in module personalitylinmult.data.builder) DatasetError DatasetSpec (class in personalitylinmult.data.schema)

DEFAULT_ROOT (in module personalitylinmult.data.builder) DEFAULT_TRACKING_URI (in module personalitylinmult.inference.register_models) DINOV2_MODEL_ID (in module personalitylinmult.inference.onnx_export)

E

EMOTIEFFNET_MODEL_NAME (in module personalitylinmult.inference.onnx_export) ensure_audio() (in module personalitylinmult.inference.audio_features) export_dinov2_to_onnx() (in module personalitylinmult.inference.onnx_export) export_emotieffnet_to_onnx() (in module personalitylinmult.inference.onnx_export) export_emotion2vec_to_onnx() (in module personalitylinmult.inference.onnx_export) export_farl_to_onnx() (in module personalitylinmult.inference.onnx_export) export_mmbert_to_onnx() (in module personalitylinmult.inference.onnx_export) export_to_onnx() (in module personalitylinmult.inference.onnx_export)

export_wavlm_to_onnx() (in module personalitylinmult.inference.onnx_export) export_xlm_roberta_to_onnx() (in module personalitylinmult.inference.onnx_export) extract_audio_features() (in module personalitylinmult.inference.audio_features) extract_emotion2vec() (in module personalitylinmult.inference.audio_features) extract_emotion2vec_onnx() (in module personalitylinmult.inference.audio_features_onnx) extract_wavlm() (in module personalitylinmult.inference.audio_features) extract_wavlm_onnx() (in module personalitylinmult.inference.audio_features_onnx) EXTRACTOR_ONNX_FILENAMES (in module personalitylinmult.onnx)

F

FARL_MODEL_NAME (in module personalitylinmult.inference.onnx_export) feature() (personalitylinmult.data.schema.DatasetSpec method) feature_names (personalitylinmult.data.schema.DatasetSpec property) (personalitylinmult.inference.predictor.FiPredictor attribute) (personalitylinmult.model.PersonalityModel property) FeatureReader (class in personalitylinmult.data.sources) FeatureSample (class in personalitylinmult.data.sources) FeatureSpec (class in personalitylinmult.data.schema) FeatureView (class in personalitylinmult.data.dataset)

FiDataModule (class in personalitylinmult.data.datamodule) FiHdf5Dataset (class in personalitylinmult.data.dataset) file_sha256() (in module personalitylinmult.data.builder) FiPredictor (class in personalitylinmult.inference.predictor) FiPyfunc (class in personalitylinmult.inference.mlflow_pyfunc) from_checkpoint() (personalitylinmult.inference.predictor.FiPredictor class method) from_checkpoints() (personalitylinmult.inference.registry.ModelRegistry class method) from_dict() (personalitylinmult.data.schema.FeatureSpec class method) from_pretrained() (personalitylinmult.model.PersonalityModel class method) (personalitylinmult.onnx.PersonalityModelONNX class method)

G

git_sha() (in module personalitylinmult.data.builder)

H

handle (personalitylinmult.data.dataset.FiHdf5Dataset property)

HF_MODEL_REPO (in module personalitylinmult.model)

I

InferenceError INTERVIEW_TRAITS (in module personalitylinmult.data.schema) is_hidden_sidecar() (in module personalitylinmult.data.sources)

is_multi_layer (personalitylinmult.data.dataset.FeatureView property) (personalitylinmult.data.schema.FeatureSpec property) is_windowed (personalitylinmult.data.dataset.FeatureView property) iter_feature_files() (in module personalitylinmult.data.sources)

L

load() (personalitylinmult.inference.registry.ModelRegistry method) load_context() (personalitylinmult.inference.mlflow_pyfunc.FiPyfunc method) load_features() (in module personalitylinmult.inference.cli) load_labels() (in module personalitylinmult.data.builder) load_waveform_16k() (in module personalitylinmult.inference.audio_features_onnx) log_and_register() (in module personalitylinmult.inference.mlflow_pyfunc) logger (in module personalitylinmult.data.builder) (in module personalitylinmult.data.datamodule) (in module personalitylinmult.data.dataset) (in module personalitylinmult.inference.audio_features) (in module personalitylinmult.inference.audio_features_onnx) (in module personalitylinmult.inference.cli) (in module personalitylinmult.inference.mlflow_pyfunc) (in module personalitylinmult.inference.onnx_benchmark) (in module personalitylinmult.inference.onnx_export) (in module personalitylinmult.inference.predictor) (in module personalitylinmult.inference.register_models) (in module personalitylinmult.inference.registry) (in module personalitylinmult.model) (in module personalitylinmult.onnx)

M

main() (in module personalitylinmult.data.builder) (in module personalitylinmult.inference.cli) (in module personalitylinmult.inference.onnx_benchmark) (in module personalitylinmult.inference.register_models) MMBERT_MODEL_ID (in module personalitylinmult.inference.onnx_export) ModelRegistry (class in personalitylinmult.inference.registry) ModelSpec (class in personalitylinmult.inference.registry) module personalitylinmult personalitylinmult.data personalitylinmult.data.builder personalitylinmult.data.collate personalitylinmult.data.datamodule personalitylinmult.data.dataset personalitylinmult.data.schema personalitylinmult.data.sources personalitylinmult.inference personalitylinmult.inference.audio_features personalitylinmult.inference.audio_features_onnx personalitylinmult.inference.cli personalitylinmult.inference.mlflow_pyfunc personalitylinmult.inference.onnx_benchmark personalitylinmult.inference.onnx_export personalitylinmult.inference.predictor personalitylinmult.inference.register_models personalitylinmult.inference.registry personalitylinmult.model personalitylinmult.onnx

N

names (personalitylinmult.inference.registry.ModelRegistry property)

NO_RATE_SENTINEL (in module personalitylinmult.data.dataset)

O

ONNX_OPSET (in module personalitylinmult.inference.onnx_export)

P

personalitylinmult module personalitylinmult.data module personalitylinmult.data.builder module personalitylinmult.data.collate module personalitylinmult.data.datamodule module personalitylinmult.data.dataset module personalitylinmult.data.schema module personalitylinmult.data.sources module personalitylinmult.inference module personalitylinmult.inference.audio_features module personalitylinmult.inference.audio_features_onnx module personalitylinmult.inference.cli module personalitylinmult.inference.mlflow_pyfunc module

personalitylinmult.inference.onnx_benchmark module personalitylinmult.inference.onnx_export module personalitylinmult.inference.predictor module personalitylinmult.inference.register_models module personalitylinmult.inference.registry module personalitylinmult.model module personalitylinmult.onnx module PersonalityModel (class in personalitylinmult.model) PersonalityModelONNX (class in personalitylinmult.onnx) predict() (personalitylinmult.inference.mlflow_pyfunc.FiPyfunc method) (personalitylinmult.inference.predictor.FiPredictor method) (personalitylinmult.model.PersonalityModel method) (personalitylinmult.onnx.PersonalityModelONNX method) predict_from_audio() (personalitylinmult.onnx.PersonalityModelONNX method) predict_from_media() (personalitylinmult.onnx.PersonalityModelONNX method) prepare_data_per_node (personalitylinmult.data.datamodule.FiDataModule attribute) probe_feature() (in module personalitylinmult.data.builder)

R

read() (personalitylinmult.data.sources.FeatureReader method) read_hdf5_entry() (in module personalitylinmult.data.sources) read_npy() (in module personalitylinmult.data.sources) read_pickle_layers() (in module personalitylinmult.data.sources) read_safetensors() (in module personalitylinmult.data.sources)

register_all() (in module personalitylinmult.inference.register_models) Registration (class in personalitylinmult.inference.register_models) REGISTRATION_EXPERIMENT (in module personalitylinmult.inference.mlflow_pyfunc) REGISTRATIONS (in module personalitylinmult.inference.register_models) resolve_coverage() (in module personalitylinmult.data.builder) run_benchmark() (in module personalitylinmult.inference.onnx_benchmark)

S

SCHEMA_VERSION (in module personalitylinmult.data.schema) SchemaError seed_worker() (in module personalitylinmult.data.datamodule) set_champion() (in module personalitylinmult.inference.mlflow_pyfunc) setup() (personalitylinmult.data.datamodule.FiDataModule method)

SOURCE_FORMATS (in module personalitylinmult.data.schema) SourceError spec() (personalitylinmult.inference.registry.ModelRegistry method) SUBSET_CODES (in module personalitylinmult.data.schema) SUBSETS (in module personalitylinmult.data.schema)

T

test_dataloader() (personalitylinmult.data.datamodule.FiDataModule method) time_dim (personalitylinmult.data.sources.FeatureSample property)

train_dataloader() (personalitylinmult.data.datamodule.FiDataModule method) traits (personalitylinmult.inference.predictor.FiPredictor attribute) (personalitylinmult.model.PersonalityModel property)

U

unpack_batch() (in module personalitylinmult.data.collate)

V

val_dataloader() (personalitylinmult.data.datamodule.FiDataModule method)

W

WAVLM_LAYER (in module personalitylinmult.inference.audio_features) (in module personalitylinmult.inference.onnx_export) WAVLM_MODEL_ID (in module personalitylinmult.inference.onnx_export)

WAVLM_ONNX_FILENAME (in module personalitylinmult.onnx) WAVLM_ONNX_SAMPLE_RATE (in module personalitylinmult.inference.audio_features_onnx) window_frames() (personalitylinmult.data.schema.FeatureSpec method)

X

XLM_ROBERTA_MODEL_ID (in module personalitylinmult.inference.onnx_export)