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SaifPunjwani/vireo-base
vireo-base is a text generation model from SaifPunjwani. Use it when you need the model to write or continue text. It is set up for pytorch.
This repository is an inference-only export. It contains the final model tensor and the architecture configuration needed to construct the model. It does not contain optimizer state, training scripts, launch configura…
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Updated Sep 6, 2026
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From the Hugging Face model README
This repository is an inference-only export. It contains the final model tensor and the architecture configuration needed to construct the model. It does not contain optimizer state, training scripts, launch configuration, logs, experiment-tracking artifacts, provenance bundles, or intermediate checkpoints.
checkpoints/final/model.pt: final PyTorch model checkpoint.checkpoints/final/metadata.json: architecture configuration and model-file
integrity metadata.from huggingface_hub import hf_hub_download
import torch
path = hf_hub_download(
"SaifPunjwani/vireo-base",
"checkpoints/final/model.pt",
)
checkpoint = torch.load(path, map_location="cpu", weights_only=True)
Construct the Vireo architecture from the config object in
checkpoints/final/metadata.json, then load the checkpoint state into that
architecture.