MiniCPM-V: A GPT-4V Level MLLM on Your Phone 研究背景和动机 现有的MLLM通常需要大量的参数和计算资源,限制了其在实际应用中的范围。大部分MLLM需要部署在高性能云服务器上,这种高成本和高能耗的特点,阻碍了其在移动设备、离线和隐私保护场景中的应用。 文章主要贡献: 提出了MiniCPM-V系列模型,能在移动端设备上部署的MLLM。 性能优越:
1011: 链接: 1011 World Cup Betting - PAT (Advanced Level) Practice (pintia.cn) 题意及解题思路: 简单来说就是给你3行数字,每一行都是按照W,T,L的顺序给出相应的赔率。我们需要找到每一行的W,T,L当中最大的一个数,累乘的结果再乘以0.65,按照例子写出表达式即可。 同时还需要记录每一次选择的是W,T还是L
====BFS 找联通量,找component. Number of Islands (BFS, DFS 都可以做) Surrounded Regions 算法是:先收集四个周边的 O,然后用BFS或者DFS向里面扩展,visited记录connect点,最后如果没有被visited到的O,会变成X;T: O(m*n), Space: O(m*n). Is Graph Bipartite (
Given a binary tree, return the level order traversal of its nodes' values. (ie, from left to right, level by level). For example: Given binary tree {3,9,20,#,#,15,7}, 3/ \9 20/ \15 7
二叉树Z型输出 Given a binary tree, return the zigzag level order traversal of its nodes’ values. (ie, from left to right, then right to left for the next level and alternate between). For example: Given
Binary Tree Level Order Traversal II 描述 Given a binary tree, return the bottom-up level order traversal of its nodes’ values. (ie, from left to right, level by level from leaf to root). For example
Binary Tree Level Order Traversal 描述 Given a binary tree, return the level order traversal of its nodes’ values. (ie, from left to right, level by level). For example: Given binary tree [3,9,20
问题描述: Given a binary tree, return the zigzag level order traversal of its nodes' values. (ie, from left to right, then right to left for the next level and alternate between). 示例: Given binary t
问题描述: Given a binary tree, return the level order traversal of its nodes' values. (ie, from left to right, level by level). 示例: Given binary tree [3,9,20,null,null,15,7], 3/ \9 20/ \15 7