ECNU-ICALK/AutoSkill - 第 14 页

pymupdfreportlabpdf

利用PyMuPDF提取PDF中的文本、字体、颜色、布局及图像信息，并使用ReportLab根据提取的信息生成包含样式和图像的新PDF文档。

seleniumchrome

当用户需要使用Selenium捕获网页加载时的网络请求（类似Chrome DevTools），并从性能日志中提取特定资源（如图片、视频）的URL或保存日志数据时使用。

tf-agentslstm

指导用户使用TensorFlow的TF-Agents库构建针对多只股票的强化学习训练代码。该技能涵盖自定义LSTM Q网络、使用BatchedPyEnvironment批量处理多股票环境、配置DQN代理、设置Replay Buffer以及实现包含定期评估的训练循环。

transformer

指导如何在CEUTrackActor类的compute_losses方法中集成基于SVD的正交高秩正规化损失。该技能包括提取注意力矩阵、计算奇异值、构建正则化项并将其加入总损失函数的步骤。

bert

协助完成本科毕设《基于深度学习的特定领域科技文献热点追踪》，提供基于BERT的文献聚类、主题建模及热点关键词提取方案。要求不预先指定聚类数量，且代码必须使用英文标点。

i2cgpu

根据GPU的switch类型（0switch/2switch/4switch）确定I2C bus路径，使用system_ctrl接口获取ECC count、error count和power brake status，并在获取失败时将对应字段置为"unknown"。

keraslstm

构建基于Keras的字符级LSTM文本生成模型，包含数据预处理、序列生成、模型构建、多线程训练配置及文本生成函数。

ciougiou

用于在PyTorch目标跟踪或检测任务中实现Complete IoU (CIoU)损失函数，以替换原有的GIoU损失。该损失函数综合考虑了重叠面积、中心点距离和宽高比相似度。

okhttpspring-webclient

将使用OkHttp的同步HTTP请求代码迁移为Spring WebClient代码，并确保方法保持阻塞返回特性（使用.block()）。

app

根据指定的目标APP及竞品，生成包含市场定位、内容维度、数据指标、场景对比及趋势分析的深度竞品分析报告，支持数据可视化和创新建议。

fastapi-react-gradio-api

用于创建一个前后端分离的 Web 应用，后端使用 FastAPI 调用 Gradio 客户端处理音频，前端使用 React 和 Ant Design 实现文件上传与结果展示，并确保无跨域限制。

6

根据用户提供的特定产品信息，生成一份符合课堂或商务展示要求的6分钟双人英语演讲稿。演讲稿需严格分为两个特定部分（自身特色与目标客户、市场对比与竞争优势），并提供详细的时间分配和完整对话内容。

原文语言：多语言混合

js

根据用户指定的数量和主题，生成适合前端JavaScript面试的手写代码题目，涵盖算法、DOM、异步编程、ES6+等核心领域。

原文语言：英语

facilitator-design

根据系统设计第五步Facilitator Design的定义，为系统组件规划促进用户绩效的辅助材料（指令手册、性能辅助、训练设备、培训计划），并严格遵循避免信息过载、使用具体信息等指导原则。

5k

用于读取、预处理股票5分钟K线CSV数据，并使用tslearn库的TimeSeriesKMeans进行聚类分析的技能。包含数据清洗（长度过滤、NaN过滤）、百分比变化计算、模型训练、保存及代表性样本提取。

transformertoken

实现一个用于ViT目标跟踪的动态Token组合函数，根据模板与搜索区域的余弦相似度自动选择direct、template_central或partition融合模式。

p

用于计算给定数据集的平均数、标准差以及两组数据间的P值。当用户要求“无需过程”或“只需结果”时，仅输出最终数值。

原文语言：英语

chatgpt

根据用户需求，设计一份详尽、耳目一新且能活学活用的ChatGPT精通课程大纲。该课程必须涵盖营销与SEO结合、故事创作、游戏开发及跨行业创新应用等核心实用模块，并提供具体的章节列表。

pytorch-hdr

针对树莓派等边缘设备，设计基于PyTorch的轻量级CNN模型，用于将5帧RAW图像融合为RGB图像。要求采用类UNet结构，集成注意力机制，并确保推理时延低于30ms。

corsflaskapi

用于配置Flask后端以适配React前端，解决跨域问题，处理JSON请求，并通过HTTP路由提供生成的图片资源。

1-back-working-memory-test

Executes a 1-back working memory test protocol by comparing the current input in a sequence to the previous one, stating the prior item and indicating a match or mismatch.

原文语言：英语

5th-grade-ela-reading-passage-and-assessment-generator

Generates 2-paragraph informational or narrative texts for 5th graders designed to practice inference and main idea identification. The output must include 5 questions about main/supporting points and 2 inference questions, aligned with specific ELA learning…

原文语言：英语

8020-analysis-and-learning-plan-generator

Identifies the critical 20% of a topic that yields 80% of the desired results and creates a focused learning plan to master it.

原文语言：英语

8x8-grid-random-movement-simulation

Simulates the movement of pieces on an 8x8 grid using random directional draws triggered by the 'MOVE' command.

原文语言：英语

a1-english-conversation-correction

Engage in English conversation with an A1 learner, explicitly correcting mistakes while using simple vocabulary and keeping responses concise (under 100 words).

原文语言：英语

abstract-shortening-to-160-words-with-specific-structure

Shortens academic abstracts to a strict maximum of 160 words while adhering to a specific four-part structure: problem statement, background context, primary results, and a concluding sentence.

原文语言：英语

academic-article-generation-with-apa-7-references

Generates academic articles with a specific structure (Intro, 4 body paragraphs, Conclusion), academic tone, extensive in-text citations, and a strictly formatted APA-7 reference list including a signature block.

原文语言：英语

academic-english-sentence-summarizer

Summarizes academic English text into strict sentence limits (defaulting to one), supporting iterative shortening and multi-paragraph list formats.

原文语言：英语

academic-expert-reviewer-with-recommendations

Reviews academic text from a domain expert perspective, identifying specific areas for modification one by one with revision opinions and concise recommendations, without rewriting the entire document.

原文语言：英语

academic-paper-interest-expression

Generate a concise, 2-3 sentence expression of interest in an academic paper from a student to a professor. The response must be courteous, demonstrate comprehension by weaving in key findings from the provided text, and avoid formal letter formatting.

原文语言：英语

academic-paper-polishing-with-revision-table

"Refines academic text for rigor, grammar, vocabulary, spelling, and logical flow. Adapts output based on user intent: provides a detailed revision table for polishing requests, or outputs only the corrected text for strict proofreading requests."

原文语言：英语

academic-research-proposal-section-writer

Drafts specific sections of academic research proposals (such as Statement of the Problem, Significance of the Study, and Research Methodology) based on provided research objectives, context, and constraints like word count or specific thematic focus.

原文语言：英语

academic-research-section-extraction

Extracts specific sections (research purpose/hypotheses, participants/sample, instruments/variables) from academic articles, ensuring numerical data, methodological details, and specific formatting constraints are met.

原文语言：英语

academic-source-analysis-and-formatting

Analyzes academic texts to identify purpose, arguments, issues, and conclusions, utilizing specific categorization for findings and paragraph formatting for conclusions.

原文语言：英语

academic-student-writer

Adopt a college student persona to answer academic questions, rewrite text, or respond to comments, adhering to specific constraints like word counts or paragraph formats suitable for exams.

原文语言：英语

academic-technical-writer-harvard

Generates detailed academic essays with high perplexity and burstiness, or concise technical descriptions of electronic components, strictly adhering to Harvard referencing style.

原文语言：英语

academic-text-reviser

Revises academic text to enforce active voice, clarity, and brevity. Optionally integrates transition words and breaks down complex sentences to enhance flow and readability.

原文语言：英语

academic-thesis-and-paper-writer

Assists in writing academic theses and papers, combining administrative formatting requirements with a rigorous 8-section body structure, adhering to specific word counts, citation standards, and formal tone.

原文语言：英语

academic-title-generation-and-refinement

Generates or refines academic research titles based on keywords and emphasis, adhering to specific formatting constraints like avoiding colons and smoothing phrasing.

原文语言：英语

academic-writing-optimization-and-rephrasing

Optimizes academic text by providing rephrased alternatives, comparing sentence options for tone and clarity, and improving flow while minimizing plagiarism risk.

原文语言：英语