Deploying this model locally is quickest when done via Docker.
Make sure to follow the instructions below.
The setup auto-streams the model assets (expect a multi-GB download).
The setup file includes an intelligent feature that instantly optimizes all configurations for your hardware profile.
The DeepSeek-OCR-2 model sets a new benchmark in document understanding by combining highâresolution image processing with a novel attention mechanism that captures contextual relationships across lines and paragraphs. Its architecture leverages a multiâscale convolutional backbone, enabling robust performance on both printed and handwritten scripts while maintaining fast inference speeds on standard GPUs. A dedicated languageâagnostic tokenizer expands the model’s vocabulary to over 200âŻk subword units, supporting more than 100 languages and specialized domain terminologies. In comparative benchmarks, DeepSeek-OCR-2 achieves an average accuracy of 98.7âŻ% on the DocVQA dataset, surpassing the previous stateâofâtheâart by a margin of 1.4âŻ%. The accompanying openâsource toolkit provides preâtrained checkpoints, data augmentation pipelines, and a simple API, allowing developers to fineâtune the model for custom OCR pipelines with minimal overhead.
| Model name | DeepSeek-OCR-2 |
| Parameters | 1.2B |
| Input resolution | 1024×1024 |
| Supported languages | 100 |
| Accuracy (DocVQA) | 98.7% |
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