Core Viewpoint - The article discusses the challenges and solutions related to the adaptation of large models to domestic chips in China, emphasizing the need for a collaborative platform to bridge the gap between model development and chip compatibility [2][3][35]. Group 1: Model Adaptation Challenges - The successful deployment of large models requires overcoming three main hurdles: adapting the inference engine, adapting the computing platform, and adapting the upper scheduling for business system integration [9][10]. - Current tools for supporting large model inference and adaptation are diverse, but the challenge lies in effectively connecting and coordinating these fragmented tools and experiences [11]. Group 2: Collaboration Initiatives - The "Model Inference Adaptation Collaboration Plan" was launched by the Modelers community to gather developers, algorithm teams, chip manufacturers, and inference tool partners to build an open-source collaborative ecosystem [5][30]. - The community upgraded its "Mirror Center" to a "Tool Center," elevating the importance of the toolchain to be on par with model libraries and datasets [13][14]. Group 3: Community Engagement and Development - The community introduced a "Collaboration Space" where all users can submit pull requests (PRs) to contribute to documentation, adaptation code development, and optimization of inference configurations [20][29]. - The collaboration mechanism aims to aggregate dispersed adaptation efforts into a unified platform, allowing for easy downloading and secondary development [29]. Group 4: Industry Partnerships - The community collaborates with various domestic computing power manufacturers to provide developers with hardware, tools, and technical support [31]. - The initiative also integrates a diverse ecosystem of adaptation and inference software, helping developers quickly master the adaptation toolchain [32]. Group 5: Future Prospects - The "Adaptation Plan" will continue to be open for more chip manufacturers, model developers, and developers to join, with a focus on standardizing adaptation technology [34]. - If successful, this collaborative mechanism could address the critical "coordination shortfall" in the domestic chip ecosystem, facilitating the systematic implementation of models on chips [35].
央企牵头!这个AI开源社区要让大模型跑遍「中国芯」
机器之心·2025-07-15 05:37