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7a4ca68
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Parent(s):
34eb6e3
add test code
Browse files- test_modeling.py +31 -0
test_modeling.py
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# torchrun --nproc_per_node=2 test_modeling.py --local_path {local_path}
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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import argparse
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parser = argparse.ArgumentParser()
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parser.add_argument("--model_path", type=str, default="petil777/srv1_parallel")
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parser.add_argument("--revision", type=str, default=None)
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parser.add_argument("--local_path", type=str, required=True)
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args = parser.parse_args()
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model_path = "petil777/srv1_parallel"
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# Distributed.launch will occur inside.
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model = AutoModelForCausalLM.from_pretrained(args.model_path,local_path=args.local_path,
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revision=args.revision, trust_remote_code=True)
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model.eval()
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tokenizer = model.tokenizer
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rank = torch.distributed.get_rank() if torch.distributed.is_initialized() else 0
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model = model.to(f"cuda:{rank}")
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input_str="apple is red and banana is"
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input_dict = tokenizer(input_str, return_tensors="pt") #input_ids, attention_mask
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input_ids= input_dict.input_ids
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input_ids=input_ids.to(f"cuda:{rank}")
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out_tensor = model.generate(input_ids, top_k=0,return_dict_in_generate=True,output_scores=True,output_hidden_states=True)
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if rank == 0:
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print(tokenizer.decode(out_tensor.sequences[0]))
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