r"""Arguments pertaining to what data we are going to input our model for training and evaluation.

r"""Dataset attributes.

Configuration for a dataset in a mixture.

r"""General class for chat models. Backed by huggingface or vllm engines. Supports both sync and async methods. Sync methods: chat(), stream_

Extended version of ScriptArguments with support for dataset mixtures. Args: dataset_mixture (`dict[str, Any]` or `None`, *optional*

Configuration for a mixture of datasets.

r"""Arguments pertaining to which techniques we are going to fine-tuning with.

r"""A callback for saving the processor.

r"""Arguments pertaining to which model/config/tokenizer we are going to fine-tune or infer. The class on the most right will be displayed first.

r"""Data collator that supports VLMs. Features should contain input_ids, attention_mask, labels, and optionally contain images, videos and audios

Supported datasets.

A sandbox environment that routes code execution requests to the E2B Router. This class is designed for batched execution of scripts, primari

ScriptResult is a Pydantic model that represents the result of a script execution. Attributes: text (Optional[str]): The output text

Client for the MorphCloud router service that mimics the API of MorphCloud's Sandbox. This class provides a simple interface to execute code

r"""Compute and store the average and current value.

r"""Inherits Seq2SeqTrainer to compute generative metrics such as BLEU and ROUGE.

r"""A dummy optimizer used for the GaLore or APOLLO algorithm.

r"""A general engine to control the behaviors of Web UI.

r"""Data collator for pairwise data.

ScriptResult is a Pydantic model that represents the result of a script execution. Attributes: execution (Optional[Execution]): An op

Represents the result of a subtask containing multiple test cases. Attributes: problem: Problem identifier subtask: Subtask

Represents the result of a single test case execution. Attributes: test_name: Name of the test case score: Score achieved fo

Logger for AutoGEO operations with file and console output.

r"""Compute reward accuracy and support `batch_eval_metrics`.

r"""Compute accuracy and support `batch_eval_metrics`.

r"""Compute text similarity scores and support `batch_eval_metrics`. Wraps the tokenizer into metric functions, used in CustomSeq2SeqTrainer.

r"""Inherit PPOTrainer.

r"""Inherit Trainer for custom optimizer.

r"""Default tool using template.

Provider that executes code using E2B sandboxes.

r"""GLM-4 tool using template.

Script arguments for the GRPO training script. Args: reward_funcs (`list[str]`): List of reward functions. Possible valu

r"""Data collator for KTO data.

Supported LLM names.

r"""Llama 3.x tool using template with `tools_in_user_message=False`. Reference: https://www.llama.com/docs/model-cards-and-prompt-formats/llama3

r"""A callback for logging training and evaluation status.

r"""A class to manage all the gradio components in Web UI.

r"""Mistral v0.3 tool using template.

Provider that executes code using MorphCloud's Sandbox API.

r"""Data collator for pairwise data.

r"""Inherits Trainer to compute pairwise loss.

r"""A callback for converting the PiSSA adapter to a normal one.

A client that will automatically load balance across multiple Piston (https://github.com/engineer-man/piston) workers. This assumes piston is

r"""Qwen 2.5 tool using template.

r"""A callback for reporting training status to external logger.

r"""A class to manage the running status of the trainers.

args for callbacks, benchmarks etc

r"""Data collator for 4d attention mask.

Inference engine for SGLang models. This class wraps the SGLang engine to provide a consistent interface for text generation that matches LLa

r"""Arguments pertaining to the APOLLO algorithm.

r"""Arguments pertaining to the BAdam optimizer.

r"""Base class for inference engine of chat models. Must implements async methods: chat(), stream_chat() and get_scores().

r"""Arguments pertaining to the model.

BatchRequest is a data model representing a batch processing request. Attributes: scripts (list[str]): A list of script names or pat

BatchRequest is a data model representing a batch processing request. Attributes: scripts (list[str]): A list of script names or pat