How to list all datasets in h5py file?

2020-08-09 08:33发布

I have a h5py file storing numpy arrays, but I got Object doesn't exist error when trying to open it with the dataset name I remember, so is there a way I can list what datasets the file has?

   with h5py.File('result.h5','r') as hf:
        #How can I list all dataset I have saved in hf?

标签: h5py
5条回答
小情绪 Triste *
2楼-- · 2020-08-09 08:40

You have to use the keys method. This will give you a List of unicode strings of your dataset and group names. For example:

Datasetnames=hf.keys()

Another gui based method would be to use HDFView. https://support.hdfgroup.org/products/java/release/download.html

查看更多
疯言疯语
3楼-- · 2020-08-09 08:48

Just for showing the name of the underlying datasets, I would simply use h5dump -n <filename>

That is without running a python script.

查看更多
Rolldiameter
4楼-- · 2020-08-09 08:57

If you are at the command line, use h5ls -r [file] or h5dump -n [file] as recommended by others.

Within python, if you want to list below the topmost group but you don't want to write your own code to descend the tree, try the visit() function:

with h5py.File('result.h5','r') as hf:
    hf.visit(print)

Or for something more advanced (e.g. to include attributes info) use visititems:

def printall(name, obj):
    print(name, dict(obj.attrs))

with h5py.File('result.h5','r') as hf:
    hf.visititems(printall)
查看更多
相关推荐>>
5楼-- · 2020-08-09 09:00

The other answers just tell you how to make a list of the keys under the root group, which may refer to other groups or datasets.

If you want something closer to h5dump but in python, you can do something like that:

import h5py

def descend_obj(obj,sep='\t'):
    """
    Iterate through groups in a HDF5 file and prints the groups and datasets names and datasets attributes
    """
    if type(obj) in [h5py._hl.group.Group,h5py._hl.files.File]:
        for key in obj.keys():
            print sep,'-',key,':',obj[key]
            descend_obj(obj[key],sep=sep+'\t')
    elif type(obj)==h5py._hl.dataset.Dataset:
        for key in obj.attrs.keys():
            print sep+'\t','-',key,':',obj.attrs[key]

def h5dump(path,group='/'):
    """
    print HDF5 file metadata

    group: you can give a specific group, defaults to the root group
    """
    with h5py.File(path,'r') as f:
         descend_obj(f[group])
查看更多
forever°为你锁心
6楼-- · 2020-08-09 09:02

If you want to list the key names, you need to use the keys() method which gives you a key object, then use the list() method to list the keys:

with h5py.File('result.h5','r') as hf:
    dataset_names = list(hf.keys())
查看更多
登录 后发表回答