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| "In practice, we found that a high-entropy initial state is more likely to increase the speed of training. | |
| The entropy is calculated by: | |
| $$H=-\sum_{k= 1}^{n_k} p(k) \cdot \log p(k), p(k)=\frac{|A_k|}{|\mathcal{A}|}$$ | |
| where $H$ is the entropy, $|A_k|$ is the number of agent nodes in $k$-th cluster, $|\mathcal{A}|$ is the total number of agents. | |
| To ensure the Cooperation Graph initialization has higher entropy, | |
| we will randomly generate multiple initial states, | |
| rank by their entropy and then pick the one with maximum $H$." | |
| ``` | |
| FROM ubuntu:latest | |
| RUN apt-get update && \ | |
| apt-get install -y python3 python3-pip && \ | |
| rm -rf /var/lib/apt/lists/* | |
| RUN echo '[global]' > /etc/pip.conf && \ | |
| echo 'index-url = https://mirrors.aliyun.com/pypi/simple/' >> /etc/pip.conf && \ | |
| echo 'trusted-host = mirrors.aliyun.com' >> /etc/pip.conf | |
| RUN pip3 install gradio requests[socks] mdtex2html | |
| COPY . /gpt | |
| WORKDIR /gpt | |
| CMD ["python3", "main.py"] | |
| ``` | |