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neuroai
neuroai
  • neuralset
    • Installation
    • Tutorials
      • Events
      • Studies
      • Transforms
      • Extractors
      • Segmenter & Dataset
      • Chains
    • Caching & Cluster Execution
    • Encoding & Decoding
    • API
      • neuralset.base.BaseModel
      • neuralset.base.Step
      • neuralset.base.Chain
      • neuralset.base.Frequency
      • neuralset.base.TimedArray
      • neuralset.events.study.Study
      • neuralset.events.study.SpecialLoader
      • neuralset.events.study.StudyInfo
      • neuralset.events.etypes.Action
      • neuralset.events.etypes.Artifact
      • neuralset.events.etypes.Audio
      • neuralset.events.etypes.Background
      • neuralset.events.etypes.BaseDataEvent
      • neuralset.events.etypes.BaseSplittableEvent
      • neuralset.events.etypes.BaseText
      • neuralset.events.etypes.CategoricalEvent
      • neuralset.events.etypes.Eeg
      • neuralset.events.etypes.Emg
      • neuralset.events.etypes.Event
      • neuralset.events.etypes.EyeState
      • neuralset.events.etypes.Fmri
      • neuralset.events.etypes.Fnirs
      • neuralset.events.etypes.Ieeg
      • neuralset.events.etypes.Image
      • neuralset.events.etypes.Keystroke
      • neuralset.events.etypes.Meg
      • neuralset.events.etypes.MneRaw
      • neuralset.events.etypes.Phoneme
      • neuralset.events.etypes.Seizure
      • neuralset.events.etypes.Sentence
      • neuralset.events.etypes.SleepStage
      • neuralset.events.etypes.Spikes
      • neuralset.events.etypes.Stimulus
      • neuralset.events.etypes.Text
      • neuralset.events.etypes.Video
      • neuralset.events.etypes.Word
      • neuralset.events.transforms.basic.AlignEvents
      • neuralset.events.transforms.basic.ConfigureEventLoader
      • neuralset.events.transforms.basic.CreateColumn
      • neuralset.events.transforms.basic.QueryEvents
      • neuralset.events.transforms.basic.RemoveMissing
      • neuralset.events.transforms.basic.SelectIdx
      • neuralset.events.transforms.text.EnsureTexts
      • neuralset.events.transforms.text.AddConcatenationContext
      • neuralset.events.transforms.text.AddContextToWords
      • neuralset.events.transforms.text.AddPartOfSpeech
      • neuralset.events.transforms.text.AddPhonemes
      • neuralset.events.transforms.text.AddSentenceToWords
      • neuralset.events.transforms.text.AddSummary
      • neuralset.events.transforms.splitting.AssignKSplits
      • neuralset.events.transforms.splitting.AssignSentenceSplit
      • neuralset.events.transforms.splitting.AssignWordSplitAndContext
      • neuralset.events.transforms.splitting.SklearnSplit
      • neuralset.events.transforms.audio.ExtractAudioFromVideo
      • neuralset.events.transforms.chunking.ChunkEvents
      • neuralset.extractors.base.BaseExtractor
      • neuralset.extractors.base.BaseStatic
      • neuralset.extractors.base.EventDetector
      • neuralset.extractors.base.EventField
      • neuralset.extractors.base.LabelEncoder
      • neuralset.extractors.base.Pulse
      • neuralset.extractors.neuro.ChannelPositions
      • neuralset.extractors.neuro.EegExtractor
      • neuralset.extractors.neuro.EmgExtractor
      • neuralset.extractors.neuro.FmriExtractor
      • neuralset.extractors.neuro.FnirsExtractor
      • neuralset.extractors.neuro.HrfConvolve
      • neuralset.extractors.neuro.IeegExtractor
      • neuralset.extractors.neuro.MegExtractor
      • neuralset.extractors.neuro.MneRaw
      • neuralset.extractors.neuro.SpikesExtractor
      • neuralset.extractors.audio.HuggingFaceAudio
      • neuralset.extractors.audio.MelSpectrum
      • neuralset.extractors.audio.SeamlessM4T
      • neuralset.extractors.audio.SonarAudio
      • neuralset.extractors.audio.SpeechEnvelope
      • neuralset.extractors.audio.Wav2Vec
      • neuralset.extractors.audio.Wav2VecBert
      • neuralset.extractors.audio.Whisper
      • neuralset.extractors.text.HuggingFaceText
      • neuralset.extractors.text.SentenceTransformer
      • neuralset.extractors.text.SonarEmbedding
      • neuralset.extractors.text.SpacyEmbedding
      • neuralset.extractors.text.TfidfEmbedding
      • neuralset.extractors.text.WordFrequency
      • neuralset.extractors.text.WordLength
      • neuralset.extractors.image.ColorHistogram
      • neuralset.extractors.image.HOG
      • neuralset.extractors.image.HuggingFaceImage
      • neuralset.extractors.image.LBP
      • neuralset.extractors.image.RFFT2D
      • neuralset.extractors.video.HuggingFaceVideo
      • neuralset.extractors.meta.AggregatedExtractor
      • neuralset.extractors.meta.CroppedExtractor
      • neuralset.extractors.meta.ExtractorPCA
      • neuralset.extractors.meta.HuggingFacePCA
      • neuralset.extractors.meta.TimeAggregatedExtractor
      • neuralset.extractors.meta.ToStatic
      • neuralset.segments.Segment
      • neuralset.dataloader.Segmenter
      • neuralset.dataloader.SegmentDataset
      • neuralset.dataloader.Batch
      • neuralset.events.transforms.utils.DeterministicSplitter
      • neuralset.events.transforms.utils.chunk_events
      • neuralset.events.transforms.splitting.SimilaritySplitter
    • Glossary
    • Contributing
  • neuraltrain
    • Installation
    • Tutorials
      • Data Pipeline
      • Model Configs
      • Metrics and Optimisation
      • Trainer and Experiments
    • Project Example
    • API
      • neuraltrain.models.base.BaseModelConfig
      • neuraltrain.losses.base.BaseLoss
      • neuraltrain.losses.base.BaseTorchLoss
      • neuraltrain.metrics.base.BaseMetric
      • neuraltrain.metrics.base.BaseTorchMetric
      • neuraltrain.optimizers.base.BaseOptimizer
      • neuraltrain.optimizers.base.LightningOptimizer
      • neuraltrain.optimizers.base.BaseTorchOptimizer
      • neuraltrain.optimizers.base.BaseLRScheduler
      • neuraltrain.optimizers.base.BaseTorchLRScheduler
      • neuraltrain.models.base.BaseBrainDecodeModel
      • neuraltrain.models.simpleconv.SimpleConv
      • neuraltrain.models.simpleconv.SimpleConvModel
      • neuraltrain.models.simpleconv.SimpleConvTimeAgg
      • neuraltrain.models.simpleconv.SimpleConvTimeAggModel
      • neuraltrain.models.simplerconv.SimplerConv
      • neuraltrain.models.simplerconv.SimplerConvModel
      • neuraltrain.models.transformer.TransformerEncoder
      • neuraltrain.models.conv_transformer.ConvTransformer
      • neuraltrain.models.conv_transformer.ConvTransformerModel
      • neuraltrain.models.conformer.Conformer
      • neuraltrain.models.linear.Linear
      • neuraltrain.models.linear.LinearModel
      • neuraltrain.models.constant_predictor.ConstantPredictor
      • neuraltrain.models.constant_predictor.ConstantPredictorModel
      • neuraltrain.models.fmri_mlp.FmriMlp
      • neuraltrain.models.fmri_mlp.FmriMlpModel
      • neuraltrain.models.fmri_mlp.FmriLinear
      • neuraltrain.models.fmri_mlp.FmriLinearModel
      • neuraltrain.models.reve.NtReve
      • neuraltrain.models.luna.NtLuna
      • neuraltrain.models.labram.NtLabram
      • neuraltrain.models.freqbandnet.FreqBandNet
      • neuraltrain.models.freqbandnet.FreqBandNetModel
      • neuraltrain.models.green.Green
      • neuraltrain.models.diffusion_prior.DiffusionPrior
      • neuraltrain.models.preprocessor.OnTheFlyPreprocessor
      • neuraltrain.models.preprocessor.OnTheFlyPreprocessorModel
      • neuraltrain.models.common.SubjectLayers
      • neuraltrain.models.common.FourierEmb
      • neuraltrain.models.common.ChannelMerger
      • neuraltrain.models.common.Mlp
      • neuraltrain.models.common.TemporalDownsampling
      • neuraltrain.models.common.LayerScale
      • neuraltrain.models.common.NormDenormScaler
      • neuraltrain.models.common.ChannelDropout
      • neuraltrain.models.common.BahdanauAttention
      • neuraltrain.losses.losses.MultiLoss
      • neuraltrain.losses.losses.ClipLoss
      • neuraltrain.losses.losses.SigLipLoss
      • neuraltrain.metrics.metrics.OnlinePearsonCorr
      • neuraltrain.metrics.metrics.Rank
      • neuraltrain.metrics.metrics.TopkAcc
      • neuraltrain.metrics.metrics.TopkAccFromScores
      • neuraltrain.metrics.metrics.ImageSimilarity
      • neuraltrain.metrics.metrics.GroupedMetric
      • neuraltrain.augmentations.augmentations.TrivialBrainAugment
      • neuraltrain.augmentations.augmentations.TrivialBrainAugmentConfig
      • neuraltrain.augmentations.augmentations.BandstopFilterFFT
      • neuraltrain.augmentations.augmentations.BandstopFilterFFTConfig
      • neuraltrain.augmentations.augmentations.ChannelsDropoutConfig
      • neuraltrain.augmentations.augmentations.FrequencyShiftConfig
      • neuraltrain.augmentations.augmentations.GaussianNoiseConfig
      • neuraltrain.augmentations.augmentations.SmoothTimeMaskConfig
      • neuraltrain.utils.run_grid
      • neuraltrain.utils.CsvLoggerConfig
      • neuraltrain.utils.WandbLoggerConfig
      • neuraltrain.utils.WandbInfra
      • neuraltrain.utils.BaseExperiment
      • neuraltrain.utils.StandardScaler
      • neuraltrain.utils.TimedIterator
      • neuraltrain.utils.convert_to_pydantic
  • neuralfetch
    • Installation
    • Tutorials
      • Fetch Your First Study
      • Anatomy of a Study
      • Creating Your Own Study
    • Explore Brain Datasets
    • Sample Datasets
    • Contributing: New Studies
    • API
      • neuralfetch.download.BaseDownload
      • neuralfetch.download.Dandi
      • neuralfetch.download.Eegdash
      • neuralfetch.download.Datalad
      • neuralfetch.download.Donders
      • neuralfetch.download.Dryad
      • neuralfetch.download.Figshare
      • neuralfetch.download.Huggingface
      • neuralfetch.download.Openneuro
      • neuralfetch.download.Osf
      • neuralfetch.download.Physionet
      • neuralfetch.download.Synapse
      • neuralfetch.download.Zenodo
      • neuralfetch.utils.compute_study_info
      • neuralfetch.utils.update_source_info
      • neuralfetch.utils.root_study_folder
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neuraltrain.augmentations.augmentations.TrivialBrainAugmentConfig¶

class neuraltrain.augmentations.augmentations.TrivialBrainAugmentConfig(*, sfreq: float, min_max_ch_drop: tuple[float, float] = (0.05, 0.4), min_max_gauss_noise: tuple[float, float] = (0.01, 0.3), min_max_time_mask: tuple[float, float] = (2, 32), min_max_bandstop: tuple[float, float] = (1, 8), min_max_freq_shift: tuple[float, float] = (-1, 1))[source][source]¶
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  • neuraltrain.augmentations.augmentations.TrivialBrainAugmentConfig
    • TrivialBrainAugmentConfig