Converts `valuedict[name]` to be a tensor with the same dtype, device, and dimension count as `data`, and caches the converted tensor.

Usage. To grab an exclusive lock for the remaining duration of the current process (and exit if another process already has the lock), d

Given a batch of images (RGB, normalized to [-1...1]) and a specific segmentation class number, returns a tuple with (1) a

Break up very large adbmm operations into batches so progress can be seen.

Generates a segmentation by applying multiresolution voting on the segmentation model, using (rounded to 32 pixels) a set of

Creates a 'retained' property on the model which will keep a record of the layer outputs for the specified layers. Also computes the cum

Crawl around the transforms attached to a dataset looking for a Normalize transform, and return it a corresponding ReverseNormalize, or N

Returns a multilabel segmentation for the given batch of (RGB [-1...1]) images. Each pixel of the result is a torch.long indicating

Override this method for any per-process initialization. Keywoard args are passed from WorkerPool constructor.

Conversion from the old pytorch model layer names.

Test the unified segmenter.

Switches internal storage to specified device.

* Every time data has changed, update is called and * triggers wrangling and re-rendering * @param {Object} data data object * @return

* Generates an URL string from a map of url parameters * @param {{}} urlParameters - the map of parameters * @returns {string} - an URI stri

* Generates an URL string from a map of url parameters * @param {{}} urlParameters - the map of parameters * @returns {string} - an URI stri

* Generates an URL string from a map of url parameters * @param {{}} urlParameters - the map of parameters * @returns {string} - an URI stri

Override this method for one-time initialization. Args are passed from WorkerPool.add() arguments.

Zooms pixels from the source_rect of img to target_shape.

Internal method to replace a forward method with a closure that intercepts the call, and tracks the hook so that it can be reverted.