t5-v1_1-small-k-mktr-improved-flux-prompts-latents

# Dataset Card for Prompt Latents from T5-small

<!-- Provide a quick summary of the dataset. -->

Latents from T5-small used for distillation.

## Dataset Details

### Dataset Description

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- **Curated by:** [Dave Lage](https://huggingface.co/rockerBOO)
- **License:** Apache 2

### Dataset Sources [optional]

<!-- Provide the basic links for the dataset. -->

- **Repository:** [rockerBOO/t5-distill](https://github.com/rockerBOO/t5-distill)

## Uses

<!-- Address questions around how the dataset is intended to be used. -->

Latents from T5-small used for distillation.

### Direct Use

<!-- This section describes suitable use cases for the dataset. -->

[More Information Needed]

### Out-of-Scope Use

<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->

[More Information Needed]

## Dataset Structure

<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->

- `latents`: flattened tensor of original shape (512, 512). Reshape where appropriate.

## Dataset Creation

### Curation Rationale

<!-- Motivation for the creation of this dataset. -->

Curation used for distilling T5 for prompting.

### Source Data

<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->

- latents: [google/t5-v1_1-small](https://huggingface.co/google/t5-v1_1-small)
- prompt dataset: [k-mktr/improved-flux-prompts](https://huggingface.co/datasets/k-mktr/improved-flux-prompts)

## Bias, Risks, and Limitations

<!-- This section is meant to convey both technical and sociotechnical limitations. -->

[More Information Needed]

### Recommendations

<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->

Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.

## Dataset Card Contact

- [Dave Lage](https://huggingface.co/rockerBOO)

# T5-small 提示隐变量数据集卡片

<!-- 提供数据集的快速摘要 -->
本数据集包含用于知识蒸馏的T5-small模型隐变量。

## 数据集详情

### 数据集描述

<!-- 提供数据集的详细摘要 -->

- **整理者**：[Dave Lage](https://huggingface.co/rockerBOO)
- **授权协议**：Apache 2.0

### 【可选】数据集来源

<!-- 提供数据集的基础链接 -->
- **代码仓库**：[rockerBOO/t5-distill](https://github.com/rockerBOO/t5-distill)

## 用途

<!-- 说明本数据集的预期使用场景 -->
本数据集包含用于知识蒸馏的T5-small模型隐变量。

### 直接用途

<!-- 描述数据集的适用场景 -->
[需补充更多信息]

### 超出范围的使用场景

<!-- 说明误用、恶意使用及适配不佳的使用场景 -->
[需补充更多信息]

## 数据集结构

<!-- 描述数据集字段及结构信息，如划分标准、数据点间关系等 -->
- `latents`：原始形状为(512, 512)的扁平化张量，使用时需按需重塑形状。

## 数据集构建

### 构建初衷

<!-- 说明创建本数据集的动机 -->
本数据集的整理旨在为提示式T5模型的知识蒸馏提供支持。

### 源数据

<!-- 说明源数据的类型 -->
- 隐变量（latents）来源：[google/t5-v1_1-small](https://huggingface.co/google/t5-v1_1-small)
- 提示数据集来源：[k-mktr/improved-flux-prompts](https://huggingface.co/datasets/k-mktr/improved-flux-prompts)

## 偏差、风险与局限性

<!-- 说明技术与社会技术层面的局限性 -->
[需补充更多信息]

### 建议

<!-- 针对偏差、风险及技术局限性给出建议 -->
用户应知晓本数据集存在的风险、偏差及局限性，相关进一步建议需待更多信息补充后完善。

## 数据集卡片联系人

- [Dave Lage](https://huggingface.co/rockerBOO)

搜集汇总

背景与挑战

背景概述

该数据集包含来自T5-small模型的潜在表示，专为蒸馏目的而设计，结合了改进的Flux提示数据。其结构为扁平化张量，原始形状为(512, 512)，需在使用时进行适当重塑。数据集由Dave Lage策划，采用Apache 2.0许可证。