Some LLMs for code generation are trained only on code and then fine-tuned with domain-specific knowledge from a general language model. A foundation model is typically pre-trained on the general-purpose text and code data. Code LLMs outperform general LLMs in software engineering tasks due to...
Code generation has come a long way, but the real breakthrough lies in how RAG integratescontextual awareness. Unlike traditional models that spit out generic snippets, RAG tailors its output by retrieving project-specific data—like internal libraries or team coding standards. This isn’t just aut...
1.1 自然语言理解与代码生成 Craft智能体最显著的特点是能够理解开发者的自然语言描述,并将其转化为可执行的代码。这种能力基于先进的LLM(大语言模型)技术,能够准确捕捉开发意图。 代码语言:javascript 代码运行次数:0 运行 AI代码解释 # 示例:使用CraftAPI生成Python排序代码 from codebuddy.craftimportCodeGenerator # ...
The transformative impact of Large Language Models (LLMs) and Co-pilots on software development is undeniable, substantially boosting developer productivity and accelerating code creation. However, amid these advancements, the critical need to scrutinize code recommendations from a security standpoint ...
而且我感觉方法并不是specific to code呀,为什么不多做一些任务呀(^^) (另外evol-codealpaca-v1是一个和humaneval/mbpp重合很高的训练集,虽然有很多人用,但是有的审稿人会问这个 2024-09-15· 北京 回复喜欢 swtheking 作者 因为我比较专注于reasoning task。而且code的测试标准是比较严格的,其他...
Prompts: Reusable prompt templates for specific use cases Configuration Setting up MCP Config Create a configuration file at ~/.optillm/mcp_config.json with the following structure: { "mcpServers": { "filesystem": { "command": "npx", "args": [ "-y", "@modelcontextprotocol/server-filesys...
IMPORTANT: You should minimize output tokens as much as possible while maintaining helpfulness, quality, and accuracy. Only address the specific query or task at hand, avoiding tangential information unless absolutely critical for completing the request. If you can answer in 1-3 sentences or a shor...
Give an exampleinPython.[/INST]OutputInorderandpreorder traversal are two different ways of traversing a binary tree.Inorder traversalisa way of visiting the nodes of a binary treeina specific order.In an inorder traversal,the left subtreeisvisited first,then th...
(LLMs) that have been trained on large datasets of language and code. As a result, these tools can interpret and generate a combination of natural-language instructions and code. Most tools are general-purpose, but some AI code generation tools are tailored to specific use cases, such as ...
The Intersection of Code Quality and Specific Risks While all of the Top 10 risks are important to LLM security, only a subset represents the intersection of code quality and LLMs. Specifically, these five: LLM01: Prompt Injection LLM02: Insecure Output Handling ...