Move RWKV loader into a separate file
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ebc64a408c
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3 changed files with 29 additions and 24 deletions
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@ -79,27 +79,9 @@ 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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import types
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np.set_printoptions(precision=4, suppress=True, linewidth=200)
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from modules.RWKV import load_RWKV_model
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os.environ['RWKV_JIT_ON'] = '1'
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os.environ["RWKV_CUDA_ON"] = '0' # '1' : use CUDA kernel for seq mode (much faster)
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from rwkv.model import RWKV
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from rwkv.utils import PIPELINE, PIPELINE_ARGS
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model = RWKV(model='models/RWKV-4-Pile-169M-20220807-8023.pth', strategy='cuda fp16')
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out, state = model.forward([187, 510, 1563, 310, 247], None) # use 20B_tokenizer.json
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print(out.detach().cpu().numpy()) # get logits
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out, state = model.forward([187, 510], None)
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out, state = model.forward([1563], state) # RNN has state (use deepcopy if you want to clone it)
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out, state = model.forward([310, 247], state)
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print(out.detach().cpu().numpy()) # same result as above
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pipeline = PIPELINE(model, "20B_tokenizer.json")
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return pipeline, None
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return load_RWKV_model(Path('models/RWKV-4-Pile-169M-20220807-8023.pth')), None
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# Custom
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else:
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