Compute BLEU score, using SacreBLEU.

Subclass torch's LayerNorm to handle fp16 (by casting to float32 and back).

CARDINAL类

中文数字/数位字符 每个字符除繁简体外还有一个额外的大写字符 e.g. '陆' 和 '陸'

A class that keeps all conversation history.

Processes an answer similar to Eval AI copied from https://github.com/facebookresearch/mmf/blob/c46b3b3391275b4181567db80943473a8

FRACTION类

Tree Edit Distance basead Similarity

TaskManager indexes all tasks from the default `lmms_eval/tasks/` and an optional directory if provided.

DIGIT类

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

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

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

LLaDA (model) configuration.

LLaDA (model) configuration.

LLaDA (model) configuration.

r""" This is the configuration class to store the configuration of a [`MplugOwlVisionModel`]. It is used to instantiate a mPLUG-Owl vision

Parse the response.

TELEPHONE类

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

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

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

中文数字字符

DATE类

Dummy tqdm which doesn't do anything.

Dummy tqdm which doesn't do anything.

Convert any spelled-out numbers into arabic numbers, while handling: - remove any commas - keep the suffixes such as: `1960s`, `274th`,

Convert any spelled-out numbers into arabic numbers, while handling: - remove any commas - keep the suffixes such as: `1960s`, `274th`,

Applies British-American spelling mappings as listed in [1]. [1] https://www.tysto.com/uk-us-spelling-list.html

Applies British-American spelling mappings as listed in [1]. [1] https://www.tysto.com/uk-us-spelling-list.html

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

A generic evaluation-time tokenizer, which leverages built-in tokenizers in sacreBLEU (https://github.com/mjpost/sacrebleu). It additionally provi

Keeps track and saves relevant information of the evaluation process. Compiles the data from trackers and writes it to files, which can be pu

An example loaded from vibe-eval, stored as jsonl in the repo.

FilterEnsemble creates a pipeline applying multiple filters. Its intended usage is to stack multiple post-processing steps in order. `tas

Gemma RMS layer norm, a simplified :class:`LayerNorm` implementation

Gemma RMS layer norm, a simplified :class:`LayerNorm` implementation

Gemma RMS layer norm, a simplified :class:`LayerNorm` implementation

Tracker for the evaluation parameters. Attributes: model_source (str): Source of the model (e.g. Hugging Face, GGUF, etc.) m

Calculate n-TED(Normalized Tree Edit Distance) based accuracy and F1 accuracy score