RuntimeError:预期所有张量都在同一设备上,但发​​现至少两个设备cuda:0和cpu

如何解决RuntimeError:预期所有张量都在同一设备上,但发​​现至少两个设备cuda:0和cpu


import asyncio
import torch
import os
import pandas as pd
from flair.data import Sentence
from flair.embeddings import FlairEmbeddings,DocumentPoolEmbeddings,WordEmbeddings



device = torch.device("cpu")
print(device)
# first,declare how you want to embed
embeddings = DocumentPoolEmbeddings(
    [WordEmbeddings('glove'),FlairEmbeddings('news-forward'),FlairEmbeddings('news-backward')])


path = os.getcwd()

df=pd.read_pickle(path+'/embedding_all_courses_2.pkl')



query_emd=[]
cos = torch.nn.CosineSimilarity(dim=0,eps=1e-6)



query= Sentence("some text")
embeddings.embed([query])
query_emd.append(query.embedding)



async def count(index,row):
    for i in query_emd:
        print(words,row['course_name'],cos(i,row['embedding']))
        
    print(index)
    

async def main():
    await asyncio.gather(*(count(index,row) for index,row in df.iterrows()))


if __name__ == "__main__":
    import time
    s = time.perf_counter()
    asyncio.run(main())
    
    elapsed = time.perf_counter() - s
    print(f"{__file__} executed in {elapsed:0.2f} seconds.")



尝试在asyncio包中运行pytorch余弦相似度以获取并行结果。使用天赋模型嵌入文本。需要将文本与巨大的数据框进行比较,并获得最相似的文本,结果响应速度应该非常快。您能否也建议一种替代方法?我还需要仅在CPU内存上而不是在GPU Cuda系统上运行此代码

错误:

raceback (most recent call last):
  File "asyn_emd.py",line 74,in <module>
    asyncio.run(main())
  File "/home/linuxbrew/.linuxbrew/Cellar/python/3.7.5/lib/python3.7/asyncio/runners.py",line 43,in run
    return loop.run_until_complete(main)
  File "/home/linuxbrew/.linuxbrew/Cellar/python/3.7.5/lib/python3.7/asyncio/base_events.py",line 579,in run_until_complete
    return future.result()
  File "/asyn_emd.py",line 68,in main
    await asyncio.gather(*(count(index,row in df.iterrows()))
  File "/asyn_emd.py",line 61,in count
    print(words,row['embedding']))
  File "/home/karthickaravindan/.virtualenvs/test/lib/python3.7/site-packages/torch/nn/modules/module.py",line 722,in _call_impl
    result = self.forward(*input,**kwargs)
  File "/home/karthickaravindan/.virtualenvs/test/lib/python3.7/site-packages/torch/nn/modules/distance.py",line 75,in forward
    return F.cosine_similarity(x1,x2,self.dim,self.eps)
RuntimeError: Expected all tensors to be on the same device,but found at least two devices,cuda:0 and cpu!

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