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Add RWKVModel class
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@ -16,11 +16,20 @@ os.environ["RWKV_CUDA_ON"] = '0' # '1' : use CUDA kernel for seq mode (much fas
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from rwkv.model import RWKV
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from rwkv.utils import PIPELINE, PIPELINE_ARGS
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class RWKVModel:
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def __init__(self):
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pass
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def load_RWKV_model(path):
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print(f'strategy={"cpu" if shared.args.cpu else "cuda"} {"fp32" if shared.args.cpu else "bf16" if shared.args.bf16 else "fp16"}')
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@classmethod
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def from_pretrained(self, path, dtype="fp16", device="cuda"):
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tokenizer_path = Path(f"{path.parent}/20B_tokenizer.json")
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model = RWKV(model=path.as_posix(), strategy=f'{"cpu" if shared.args.cpu else "cuda"} {"fp32" if shared.args.cpu else "bf16" if shared.args.bf16 else "fp16"}')
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pipeline = PIPELINE(model, Path("models/20B_tokenizer.json").as_posix())
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model = RWKV(model=path.as_posix(), strategy=f'{device} {dtype}')
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pipeline = PIPELINE(model, tokenizer_path.as_posix())
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return pipeline
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result = self()
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result.model = pipeline
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return result
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def generate(self, context, **kwargs):
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return self.model.generate(context, **kwargs)
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@ -79,9 +79,11 @@ def load_model(model_name):
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# RMKV model (not on HuggingFace)
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elif shared.is_RWKV:
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from modules.RWKV import load_RWKV_model
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from modules.RWKV import RWKVModel
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return load_RWKV_model(Path(f'models/{model_name}')), None
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model = RWKVModel.from_pretrained(Path(f'models/{model_name}'), dtype="fp32" if shared.args.cpu else "bf16" if shared.args.bf16 else "fp16", device="cpu" if shared.args.cpu else "cuda")
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return model, None
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# Custom
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else:
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