Is there a .NET analogue of Python's defaultdict
? I find it useful to write short code, eg. counting frequencies:
>>> words = "to be or not to be".split()
>>> print words
['to', 'be', 'or', 'not', 'to', 'be']
>>> from collections import defaultdict
>>> frequencies = defaultdict(int)
>>> for word in words:
... frequencies[word] += 1
...
>>> print frequencies
defaultdict(<type 'int'>, {'not': 1, 'to': 2, 'or': 1, 'be': 2})
So ideally in C# I could write:
var frequencies = new DefaultDictionary<string,int>(() => 0);
foreach(string word in words)
{
frequencies[word] += 1
}
The Python defaultdict type behaves almost exactly like a regular Python dictionary, but if you try to access or modify a missing key, then defaultdict will automatically create the key and generate a default value for it. This makes defaultdict a valuable option for handling missing keys in dictionaries.
In short: defaultdict(int) - the argument int indicates that the values will be int type. defaultdict(list) - the argument list indicates that the values will be list type.
defaultdict takes a zero-argument callable to its constructor, which is called when the key is not found, as you correctly explained. lambda: 0 will of course always return zero, but the preferred method to do that is defaultdict(int) , which will do the same thing.
It depends on the data; setdefault is faster and simpler with small data sets; defaultdict is faster for larger data sets with more homogenous key sets (ie, how short the dict is after adding elements);
Here's a simple implementation:
public class DefaultDictionary<TKey, TValue> : Dictionary<TKey, TValue> where TValue : new()
{
public new TValue this[TKey key]
{
get
{
TValue val;
if (!TryGetValue(key, out val))
{
val = new TValue();
Add(key, val);
}
return val;
}
set { base[key] = value; }
}
}
And how you would use it:
var dict = new DefaultDictionary<string, int>();
Debug.WriteLine(dict["foo"]); // prints "0"
dict["bar"] = 5;
Debug.WriteLine(dict["bar"]); // prints "5"
Or like this:
var dict = new DefaultDictionary<string, List<int>>();
dict["foo"].Add(1);
dict["foo"].Add(2);
dict["foo"].Add(3);
Something to get you started. I basically just changed the this
indexer. Since I don't know the complete functionality of python's defaultdict
I cannot improve it further. Your given example will work.
public class DefaultDictionary<TKey, TValue> : IDictionary<TKey,TValue>
{
private readonly Func<TValue> _defaultSelector;
private readonly Dictionary<TKey, TValue> _values = new Dictionary<TKey, TValue>();
public DefaultDictionary(Func<TValue> defaultSelector)
{
_defaultSelector = defaultSelector;
}
public IEnumerator<KeyValuePair<TKey, TValue>> GetEnumerator()
{
return _values.GetEnumerator();
}
IEnumerator IEnumerable.GetEnumerator()
{
return GetEnumerator();
}
public void Add(KeyValuePair<TKey, TValue> item)
{
((IDictionary<TKey,TValue>)_values).Add(item);
}
public void Clear()
{
_values.Clear();
}
public bool Contains(KeyValuePair<TKey, TValue> item)
{
return ((IDictionary<TKey,TValue>)_values).Contains(item);
}
public void CopyTo(KeyValuePair<TKey, TValue>[] array, int arrayIndex)
{
((IDictionary<TKey, TValue>)_values).CopyTo(array, arrayIndex);
}
public bool Remove(KeyValuePair<TKey, TValue> item)
{
return ((IDictionary<TKey, TValue>)_values).Remove(item);
}
public int Count { get { return _values.Count; } }
public bool IsReadOnly { get { return ((IDictionary<TKey, TValue>) _values).IsReadOnly; } }
public bool ContainsKey(TKey key)
{
return _values.ContainsKey(key);
}
public void Add(TKey key, TValue value)
{
_values.Add(key, value);
}
public bool Remove(TKey key)
{
return _values.Remove(key);
}
public bool TryGetValue(TKey key, out TValue value)
{
return _values.TryGetValue(key, out value);
}
public TValue this[TKey key]
{
get
{
if (!_values.ContainsKey(key))
{
_values.Add(key, _defaultSelector());
}
return _values[key];
}
set
{
if(!_values.ContainsKey(key))
{
_values.Add(key, _defaultSelector());
}
_values[key] = value;
}
}
public ICollection<TKey> Keys { get { return _values.Keys; } }
public ICollection<TValue> Values { get { return _values.Values; } }
public Dictionary<TKey, TValue> ToDictionary()
{
return new Dictionary<TKey, TValue>(_values);
}
}
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