arcee-ai/LLama-405B-Logits

--- language: - "en" # ISO 639-1 code for English pretty_name: "Llama-405B-Logits Dataset" tags: - distillation - machine-learning - language-model license: "apache-2.0" # Valid license identifier task_categories: - text-generation - text2text-generation --- # Llama-405B-Logits Dataset The **Llama-405B-Logits Dataset** is a curated subset of logits extracted from the Llama-405B model, created to distill high-performance language models such as Arcee AI's **SuperNova** using [DistillKit](https://github.com/arcee-ai/Distillkit). This dataset was also instrumental in the training of the groundbreaking **INTELLECT-1** model, demonstrating the effectiveness of leveraging distilled knowledge for enhancing model performance. ## About the Dataset This dataset contains a carefully selected subset of Llama-405B logits, optimized for efficient use in distillation pipelines. It is specifically designed for: - **Model Distillation**: Enabling smaller models to learn from the behavior of larger models, improving performance while maintaining efficiency. - **Instruction-Tuning Applications**: Supporting the fine-tuning of models for instruction-following tasks. ## Applications 1. **SuperNova Models**: The dataset was pivotal in training Arcee AI's SuperNova series, helping achieve state-of-the-art results in alignment and general-purpose capabilities. 2. **INTELLECT-1**: Utilized during the decentralized training process to enhance the model's instruction-following capabilities. ## Tools and Usage The dataset is fully compatible with [DistillKit](https://github.com/arcee-ai/Distillkit), Arcee AI's proprietary framework for efficient distillation. DistillKit simplifies the distillation process by providing streamlined tools for managing datasets, extracting logits, and optimizing model training. ## Future Updates Arcee AI is undergoing rapid development for upcoming releases. The **DistillKit** repository will soon be updated with proper training scripts and additional resources to make it easier to work with the Llama-405B-Logits Dataset and other distillation workflows. Stay tuned for updates, and follow the progress on [DistillKit's GitHub](https://github.com/arcee-ai/Distillkit). ## Open-Source Contribution The **Llama-405B-Logits Dataset** is released under the Apache-2.0 license, in the spirit of open collaboration and transparency. We invite researchers and developers to explore its potential for advancing model performance and efficiency.language: - "en" # 英语的ISO 639-1标准语言代码 pretty_name: "Llama-405B-Logits 数据集" tags: - 知识蒸馏 - 机器学习 - 语言模型 license: "Apache-2.0" # 合法许可证标识符 task_categories: - 文本生成 - 文本到文本生成 # Llama-405B-Logits 数据集 **Llama-405B-Logits 数据集**是从Llama-405B模型中提取的经精选的对数几率（logits）子集，旨在依托[DistillKit](https://github.com/arcee-ai/Distillkit)为Arcee AI的**SuperNova**等高性能语言模型实现知识蒸馏。本数据集还在突破性模型**INTELLECT-1**的训练中发挥了关键作用，验证了利用蒸馏知识提升模型性能的有效性。 ## 关于数据集 本数据集包含经精心筛选的Llama-405B对数几率（logits）子集，针对知识蒸馏流水线的高效使用进行了优化，专门面向以下场景设计： - **模型知识蒸馏**：助力小型模型学习大型模型的行为逻辑，在保持推理效率的同时提升模型性能。 - **指令微调应用**：支持针对指令跟随任务的模型微调。 ## 应用场景 1. **SuperNova系列模型**：本数据集是训练Arcee AI的SuperNova系列模型的核心支撑，帮助其在对齐能力与通用性能上达成当前最优水平。 2. **INTELLECT-1**：在其去中心化训练流程中得到应用，用以增强模型的指令跟随能力。 ## 工具与使用方法 本数据集完全兼容Arcee AI的高效知识蒸馏专有框架[DistillKit](https://github.com/arcee-ai/Distillkit)。DistillKit提供了数据集管理、logits提取与模型训练优化等一体化工具，可简化知识蒸馏流程。 ## 未来更新 Arcee AI正处于快速迭代开发阶段，即将对**DistillKit**仓库进行更新，新增完整训练脚本与配套资源，以降低Llama-405B-Logits数据集及其他知识蒸馏工作流的使用门槛。 敬请关注后续更新，可前往[DistillKit的GitHub仓库](https://github.com/arcee-ai/Distillkit)追踪项目进展。 ## 开源贡献 **Llama-405B-Logits 数据集**以Apache-2.0许可证开源，旨在推动开放协作与透明化研发。我们诚邀研究者与开发者探索其在提升模型性能与效率方面的应用潜力。