ms-swift

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    "@type": "SoftwareApplication",
    "@id": "https://agentsignals.ai/agents/ms-swift",
    "name": "ms-swift",
    "description": "ms-swift is a powerful tool designed to assist researchers and developers in performing parameter-efficient fine-tuning (PEFT) or full-parameter fine-tuning on over 500 large language models, including Qwen3, Qwen3-MoE, Llama4, GLM4.5, InternLM3, and DeepSeek-R1, as well as over 200 multimodal models such as Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, Llava, GLM4v, and Phi4. This tool supports a vast number of models, is highly adaptable, and is particularly suitable for researchers in both academia and industry. The project has been presented at the AAAI 2025 conference.",
    "url": "https://agentsignals.ai/agents/ms-swift",
    "applicationCategory": "研究",
    "operatingSystem": "GitHub",
    "sameAs": "https://github.com/modelscope/ms-swift",
    "installUrl": "https://github.com/modelscope/ms-swift",
    "offers": {
      "@type": "Offer",
      "price": "0",
      "priceCurrency": "USD",
      "description": "免费",
      "availability": "https://schema.org/InStock"
    },
    "featureList": [
      "Supports large model fine-tuning",
      "Parameter-efficient fine-tuning (PEFT)",
      "Supports full parameter fine-tuning"
    ],
    "datePublished": "2025-12-05T16:14:49.061508+00:00",
    "dateModified": "2025-12-19T05:06:20.761888+00:00",
    "publisher": {
      "@type": "Organization",
      "name": "Agent Signals",
      "url": "https://agentsignals.ai"
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    "@type": "FAQPage",
    "mainEntity": [
      {
        "@type": "Question",
        "name": "What is ms-swift?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "A tool that supports PEFT or full parameter fine-tuning for over 500 large models and over 200 multimodal models."
        }
      },
      {
        "@type": "Question",
        "name": "What features does ms-swift offer?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Supports large model fine-tuning, Parameter-efficient fine-tuning (PEFT), Supports full parameter fine-tuning"
        }
      },
      {
        "@type": "Question",
        "name": "What are the use cases for ms-swift?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "Academic Research, Model Optimization, Multimodal Task Processing"
        }
      },
      {
        "@type": "Question",
        "name": "What are the advantages of ms-swift?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "支持模型数量众多, 适用于多种任务, 灵活性高"
        }
      },
      {
        "@type": "Question",
        "name": "What are the limitations of ms-swift?",
        "acceptedAnswer": {
          "@type": "Answer",
          "text": "可能需要较高的计算资源, 对初学者不太友好"
        }
      }
    ]
  }
]