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@@ -140,7 +140,7 @@ Common session operations:
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  `system_prompt` and `initial_prompt` are tokenized as the initial system/user turns before the first frame arrives. Subsequent user turns can be appended with `push_prompt(...)` while the same session continues observing frames.
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- For deployment recipes and inference service examples, see the `inference` resources in the MOSS-VL GitHub repository: https://github.com/OpenMOSS/MOSS-VL.
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  ```python
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  import time
@@ -349,8 +349,8 @@ print(texts)
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  | Model | Parameters | Context | Usage | Hugging Face |
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  | --- | ---: | ---: | --- | --- |
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  | MOSS-VL-Realtime | 11B | 256K | Realtime streaming video interaction | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Realtime |
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- | MOSS-VL-Instruct | 11B | 256K | Offline multimodal instruction following | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Instruct-0708 |
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- | MOSS-VL-Base | 11B | 256K | Continued pretraining and fine-tuning | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Base-0708 |
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  | MOSS-VL-Instruct-0408 | 11B | 256K | Previous instruction-tuned checkpoint | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Instruct-0408 |
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  | MOSS-VL-Base-0408 | 11B | 256K | Previous base checkpoint | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Base-0408 |
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  `system_prompt` and `initial_prompt` are tokenized as the initial system/user turns before the first frame arrives. Subsequent user turns can be appended with `push_prompt(...)` while the same session continues observing frames.
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+ For complete real-time inference usage, including local-video replay and service deployment, see [`realtime_inference`](https://github.com/OpenMOSS/MOSS-VL/tree/main/realtime_inference) in the MOSS-VL GitHub repository.
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  ```python
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  import time
 
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  | Model | Parameters | Context | Usage | Hugging Face |
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  | --- | ---: | ---: | --- | --- |
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  | MOSS-VL-Realtime | 11B | 256K | Realtime streaming video interaction | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Realtime |
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+ | MOSS-VL-Instruct | 11B | 256K | Offline multimodal instruction following | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Instruct |
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+ | MOSS-VL-Base | 11B | 256K | Continued pretraining and fine-tuning | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Base |
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  | MOSS-VL-Instruct-0408 | 11B | 256K | Previous instruction-tuned checkpoint | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Instruct-0408 |
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  | MOSS-VL-Base-0408 | 11B | 256K | Previous base checkpoint | https://huggingface.co/OpenMOSS-Team/MOSS-VL-Base-0408 |
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