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@@ -63,14 +63,14 @@ The need for Learnware arises due to challenges in machine learning, such as the |
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| Carbon emission | Assembling small models may offer good-enough performance, reducing interest in training large models and the carbon footprint. | |
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| Carbon emission | Assembling small models may offer good-enough performance, reducing interest in training large models and the carbon footprint. | |
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The learnware paradigm consists of two distinct stages: |
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- `Submitting Stage`: Developers voluntarily submit various learnwares to the learnware market, and the system conducts quality checks and further organization of these learnwares. |
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- `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. |
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<div align="center"> |
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<div align="center"> |
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<img src="./docs/_static/img/learnware_market.svg" width="70%" /> |
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<img src="./docs/_static/img/learnware_market.svg" width="70%" /> |
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</div> |
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</div> |
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The learnware paradigm consists of two distinct stages: |
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- `Submitting Stage`: Developers voluntarily submit various learnwares to the learnware market, and the system conducts quality checks and further organization of these learnwares. |
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- `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. |
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## Framework and Infrastructure Design |
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## Framework and Infrastructure Design |
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<div align="center"> |
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<div align="center"> |
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