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    | @@ -28,6 +28,8 @@ MolmoAct is a fully open-source action reasoning model for robotic manipulation | |
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            This checkpoint is a **preview** of the MolmoAct release. All artifacts used in creating MolmoAct (data, training code, evaluations, intermediate checkpoints) will be made available at a later date, furthering our commitment to open-source AI development and reproducibility.
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            Quick links:
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            - π [All Models](https://huggingface.co/collections/allenai/molmoact-689697591a3936fba38174d7)
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            - π [All Data](https://huggingface.co/collections/allenai/molmoact-data-mixture-6897e583e13b6c2cf3ea2b80)
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| @@ -61,7 +63,7 @@ ckpt = "allenai/MolmoAct-7B-D-Pretrain-0812" | |
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            processor = AutoProcessor.from_pretrained(
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                ckpt,
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                trust_remote_code=True,
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                torch_dtype=" | 
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                device_map="auto",
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                padding_side="left",
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            )
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| @@ -70,7 +72,7 @@ processor = AutoProcessor.from_pretrained( | |
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            model = AutoModelForImageTextToText.from_pretrained(
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                ckpt,
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                trust_remote_code=True,
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                torch_dtype=" | 
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                device_map="auto",
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            )
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            This checkpoint is a **preview** of the MolmoAct release. All artifacts used in creating MolmoAct (data, training code, evaluations, intermediate checkpoints) will be made available at a later date, furthering our commitment to open-source AI development and reproducibility.
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            +
            **Update:** Checkpoints are now stored in FP32 (previously BF16). The model was trained in FP32, so publishing FP32 weights aligns with training and enables fine-tuning or continued training directly from this repo. For inference, you can still run BF16 by casting at load, which is what we did for evaluations. See more in the [instructions](#quick-start) below.
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            Quick links:
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            - π [All Models](https://huggingface.co/collections/allenai/molmoact-689697591a3936fba38174d7)
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            - π [All Data](https://huggingface.co/collections/allenai/molmoact-data-mixture-6897e583e13b6c2cf3ea2b80)
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            processor = AutoProcessor.from_pretrained(
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                ckpt,
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                trust_remote_code=True,
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                torch_dtype="bfloat16",
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                device_map="auto",
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                padding_side="left",
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            )
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            model = AutoModelForImageTextToText.from_pretrained(
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                ckpt,
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                trust_remote_code=True,
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            +
                torch_dtype="bfloat16",
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                device_map="auto",
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            )
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