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這篇文章主要介紹pytorch如何加載自定義網(wǎng)絡(luò)權(quán)重,文中介紹的非常詳細(xì),具有一定的參考價(jià)值,感興趣的小伙伴們一定要看完!
在將自定義的網(wǎng)絡(luò)權(quán)重加載到網(wǎng)絡(luò)中時(shí),報(bào)錯(cuò):
AttributeError: 'dict' object has no attribute 'seek'. You can only torch.load from a file that is seekable. Please pre-load the data into a buffer like io.BytesIO and try to load from it instead.
我們一步一步分析。
模型網(wǎng)絡(luò)權(quán)重保存額代碼是:torch.save(net.state_dict(),'net.pkl')
(1)查看獲取模型權(quán)重的源碼:
pytorch源碼:net.state_dict()
def state_dict(self, destination=None, prefix='', keep_vars=False): r"""Returns a dictionary containing a whole state of the module. Both parameters and persistent buffers (e.g. running averages) are included. Keys are corresponding parameter and buffer names. Returns: dict: a dictionary containing a whole state of the module Example:: >>> module.state_dict().keys() ['bias', 'weight'] """
將網(wǎng)絡(luò)中所有的狀態(tài)保存到一個(gè)字典中了,我自己構(gòu)建的就是一個(gè)字典,沒(méi)問(wèn)題!
(2)查看保存模型權(quán)重的源碼:
pytorch源碼:torch.save()
def save(obj, f, pickle_module=pickle, pickle_protocol=DEFAULT_PROTOCOL): """Saves an object to a disk file. See also: :ref:`recommend-saving-models` Args: obj: saved object f: a file-like object (has to implement write and flush) or a string containing a file name pickle_module: module used for pickling metadata and objects pickle_protocol: can be specified to override the default protocol .. warning:: If you are using Python 2, torch.save does NOT support StringIO.StringIO as a valid file-like object. This is because the write method should return the number of bytes written; StringIO.write() does not do this. Please use something like io.BytesIO instead.
函數(shù)功能是將字典保存為磁盤文件(二進(jìn)制數(shù)據(jù)),那么我們?cè)趖orch.load()時(shí),就是在內(nèi)存中加載二進(jìn)制數(shù)據(jù),這就是報(bào)錯(cuò)點(diǎn)。
解決方案:將字典保存為BytesIO文件之后,模型再net.load_state_dict()
#b為自定義的字典 torch.save(b,'new.pkl') net.load_state_dict(torch.load(b))
解決方法很簡(jiǎn)單,主要記錄解決思路。
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