Models（模型(Models)）

Palantir provides a common interface to integrate models from a range of different sources. Models can be integrated from:

1. Models trained in Palantir.
2. Model files trained outside of Palantir and uploaded as an unstructured dataset.
3. Models containerized outside of Palantir and pushed into the Foundry Docker registry.
4. Models trained and hosted outside of Palantir.

All models can be productionized and connected to operational applications through the Modeling Objectives application.

Model adapters

Models in Palantir comprise of two components:

• Model artifacts: The model files, parameters, weights, container, or credentials where a trained model is saved.
• Model adapter: The logic and the environment dependencies that describes how Foundry should interact with the model artifacts to load, initialize, and perform inference with the model.

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中文翻译

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模型(Models)

Palantir 提供通用接口，用于集成来自不同来源的模型。模型可通过以下方式集成：

1. 在 Palantir 中训练的模型
2. 在 Palantir 外部训练并作为非结构化数据集上传的模型文件
3. 在 Palantir 外部容器化并推送至 Foundry Docker 注册表的模型
4. 在 Palantir 外部训练和托管的模型

所有模型均可通过建模目标(Modeling Objectives)应用实现生产化，并连接至运营应用程序。

模型适配器(Model adapters)

Palantir 中的模型包含两个组件：

• 模型工件(Model artifacts)： 保存已训练模型的模型文件、参数、权重、容器或凭证。
• 模型适配器(Model adapter)： 描述 Foundry 应如何与模型工件交互以加载、初始化并执行推理的逻辑及环境依赖项。