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SyntheticSensorDataset

Struct SyntheticSensorDataset 

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pub struct SyntheticSensorDataset { /* private fields */ }
Expand description

An in-memory dataset of synthetically generated sensor-text pairs.

Useful for smoke-testing the training pipeline without a real dataset.

§Example

use sensorlm::data::dataset::SyntheticSensorDataset;
use burn::data::dataset::Dataset;
let ds = SyntheticSensorDataset::new(512, 42, 256);
println!("Dataset size: {}", ds.len());

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impl SyntheticSensorDataset

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pub fn new(num_samples: usize, seed: u64, max_seq_len: usize) -> Self

Create a new synthetic dataset.

§Arguments
  • num_samples – Number of (sensor, caption) pairs to generate.
  • seed – Random seed.
  • max_seq_len – Token sequence length (captions are padded / truncated).

Trait Implementations§

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impl Dataset<SensorTextItem> for SyntheticSensorDataset

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fn get(&self, index: usize) -> Option<SensorTextItem>

Gets the item at the given index.
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fn len(&self) -> usize

Gets the number of items in the dataset.
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fn is_empty(&self) -> bool

Checks if the dataset is empty.
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fn iter(&self) -> DatasetIterator<'_, I>
where Self: Sized,

Returns an iterator over the dataset.
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fn windows(&self, size: usize) -> WindowDataset<'_, I>
where Self: Sized,

Returns a new Dataset of all the windows of length size. The windows overlap. Is empty if the input Dataset is shorter than size. Read more

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