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| @@ -63,14 +63,14 @@ The need for Learnware arises due to challenges in machine learning, such as the | |||||
| | Carbon emission | Assembling small models may offer good-enough performance, reducing interest in training large models and the carbon footprint. | | | Carbon emission | Assembling small models may offer good-enough performance, reducing interest in training large models and the carbon footprint. | | ||||
| </div> | </div> | ||||
| The learnware paradigm consists of two distinct stages: | |||||
| - `Submitting Stage`: Developers voluntarily submit various learnwares to the learnware market, and the system conducts quality checks and further organization of these learnwares. | |||||
| - `Deploying Stage`: When users submit task requirements, the learnware market automatically selects whether to recommend a single learnware or a combination of multiple learnwares and provides efficient deployment methods. Whether it’s a single learnware or a combination of multiple learnwares, the system offers convenient learnware reuse interfaces. | |||||
| <div align="center"> | <div align="center"> | ||||
| <img src="./docs/_static/img/learnware_market.svg" width="70%" /> | <img src="./docs/_static/img/learnware_market.svg" width="70%" /> | ||||
| </div> | </div> | ||||
| The learnware paradigm consists of two distinct stages: | |||||
| - `Submitting Stage`: Developers voluntarily submit various learnwares to the learnware market, and the system conducts quality checks and further organization of these learnwares. | |||||
| - `Deploying Stage`: When users submit task requirements, the learnware market automatically selects whether to recommend a single learnware or a combination of multiple learnwares and provides efficient deployment methods. Whether it’s a single learnware or a combination of multiple learnwares, the system offers convenient learnware reuse interfaces. | |||||
| ## Framework and Infrastructure Design | ## Framework and Infrastructure Design | ||||
| <div align="center"> | <div align="center"> | ||||