Beginner score
48/100
Competition workspace
适合已有 PostgreSQL 或 OpenTenBase 开发经验、能做数据库插件适配和性能优化的开发者或团队。也适合能将文本、图像、图结构、检索结果或地理信息等至少三种数据模态整合为实际应用服务的人。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
48/100
Learning value
60/100
Estimated effort
12-40 hours
Metric
Official scoring is published on the Op…
适合已有 PostgreSQL 或 OpenTenBase 开发经验、能做数据库插件适配和性能优化的开发者或团队。也适合能将文本、图像、图结构、检索结果或地理信息等至少三种数据模态整合为实际应用服务的人。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
PostgreSQL / OpenTenBase
SQL 与 PL/SQL
分布式数据库开发
多模态数据处理
pgvector 与向量索引
PostGIS、TimescaleDB 或 Apache AGE
The real friction is usually not library usage. It is validation, time allocation, and task framing.
难点在于不只是调用模型或搭建演示，而要在 OpenTenBase 的分布式架构中完成可运行的多模态能力：可能涉及插件完整适配、统一 SQL 关联分析，或以标准测试集验证向量检索的实际提升。作品还必须通过专属仓库提交，并在获奖后按要求开源到指定平台。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
How to learn feature engineering, validation, and competition workflow without heavy hardware.
No GPU? Pick Competitions That Still Teach You Good HabitsUse these fields to make a quick decision before you dive deeper.
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Official metric is not published on the OpenAtom competition listing; verify scoring on the competition page.
reward_value_usd is a rough CNY→USD estimate (×0.14) for ranking only; use reward_summary for the official prize text.