Beginner score
30/100
Competition workspace
适合已能用 Python 和主流大模型框架搭建应用的开发者，尤其是想在 Intel CPU/GPU 平台、本地无独显 PC 或云端部署、加速大语言模型应用的人。参赛者还应能提交可运行代码、技术报告，以及基于 BigDL-LLM 的原型验证。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
30/100
Learning value
60/100
Estimated effort
24-80 hours
Metric
Official scoring is published on the Op…
适合已能用 Python 和主流大模型框架搭建应用的开发者，尤其是想在 Intel CPU/GPU 平台、本地无独显 PC 或云端部署、加速大语言模型应用的人。参赛者还应能提交可运行代码、技术报告，以及基于 BigDL-LLM 的原型验证。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
Python开发
PyTorch API
HuggingFace Transformers
BigDL-LLM
大语言模型应用开发
AtomGit代码仓库
The real friction is usually not library usage. It is validation, time allocation, and task framing.
难点不只是做出聊天机器人一类应用，而是要用 BigDL-LLM完成可验证的原型，并同时证明设计新颖性、数据价值、技术效率与兼容性。代码须提交至 AtomGit 私仓；获奖作品原则上还须全部开源，无法就开源达成一致可能失去获奖资格。
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.
Registration is unverified; confirm availability on the official page before investing.
Sign in to save competitions and build your own shortlist.
Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
Tianchi
LLMTianchi
LLMTianchi
LLMiFlytek Challenge
LLMSeparate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.
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.