The default :class:`LayerNorm` implementation which can optionally run in low precision.

Rescales the input PIL.Image to the given 'size'. 'size' will be the size of the smaller edge. For example, if height > width, then image wil

Rescales the input PIL.Image to the given 'size'. 'size' will be the size of the smaller edge. For example, if height > width, then image wil

Tree Edit Distance basead Similarity

Converts a PIL.Image (RGB) or numpy.ndarray (H x W x C) in the range [0, 255] to a torch.FloatTensor of shape (C x H x W) in the range [0.0, 1.0]

A class that keeps all conversation history.

The default :class:`LayerNorm` implementation which can optionally run in low precision.

LLaDA (model) configuration.

LLaDA (model) configuration.

Parse the response.

Track a series of values and provide access to smoothed values over a window or the global series average.

Fake file-like stream object that redirects writes to a logger instance.

Tree Edit Distance basead Similarity

# Copyright 2020 IBM # Author: peter.zhong@au1.ibm.com # License: Apache 2.0 License.

A GPT-4o judge for assessing if two ASCII art images depict the same thing.

Multi-head Attention block with relative position embeddings.

Compute BLEU score, using SacreBLEU.

Transformer blocks with support of window attention and residual propagation blocks

Cache for attention biases and other things that would normally be stored as buffers. We avoid using buffers because we've run into various i

Cache for attention biases and other things that would normally be stored as buffers. We avoid using buffers because we've run into various i

Ensures revealed numbers match adjacent mine counts

Check if tents are not adjacent (including diagonally).

Check if row and column counts match the clues

Check aquarium conditions: 1. If there's a highest water row in the aquarium, all cells from that row downward in the same aquarium must not be em

Ensures that light bulbs don't illuminate each other. This constraint checks that no two light bulbs ('s') can see each other in any straight line

Ensures that all non-wall cells are illuminated by at least one light bulb. This constraint verifies that every empty cell ('e') is illuminated by

Ensures that numbered walls have the correct number of adjacent light bulbs. This constraint verifies that each numbered wall has exactly the spec

Check if: 1. Each tent has exactly one adjacent tree (horizontally or vertically) 2. Each tree has exactly one adjacent tent (horizontall

Check if: 1. Number of tents + unallocated cells >= number of trees (during solving) 2. Number of tents == number of trees (for completed