Please use tf.compat.v1.InteractiveSession instead. WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/_init_.py:118: The name tf.InteractiveSession is deprecated. WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/_init_.py:115: multinomial (from _ops) is deprecated and will be removed in a future version. Use tf.where in 2.0, which has the same broadcast rule as np.where WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/sampling.py:26: where (from _ops) is deprecated and will be removed in a future version. Please use tf.compat.v1.get_variable instead.
WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/_init_.py:93: The name tf.get_variable is deprecated. Please use tf.compat.v1.variable_scope instead. WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/_init_.py:79: The name tf.variable_scope is deprecated. Please use `layer._call_` method instead. WARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow_core/python/layers/core.py:187: Layer.apply (from .base_layer) is deprecated and will be removed in a future version. WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/modeling.py:240: dense (from ) is deprecated and will be removed in a future version. Please use tf.compat.v1.placeholder instead. WARNING:tensorflow:From /Users/huseinzolkepli/Documents/Malaya/malaya/transformers/electra/_init_.py:56: The name tf.placeholder is deprecated. Īlso added custom vowels and consonant augmentation to adapt with our local shortform / typos. Īnd improve it using some algorithms from Normalization of noisy texts in Malaysian online reviews. The probability speller extends the functionality of the Peter Norvig’s. Your kids will be victims of that too.' string5 = 'DrM cerita Melayu malas semenjak saya kat University (early 1980s) and now as i am edging towards retirement in 4-5 years time after a career of being an Engineer, Project Manager, General Manager' string6 = 'blh bntg dlm kls nlp sy, nnti intch' Load probability speller ¶ Nanti kalau ada hiring discrimination despite your good qualifications because of your race tau pulak marah. True to some, false to some.' string4 = 'Tapi tak pikir ke bahaya perpetuate myths camtu. # some text examples copied from Twitter string1 = 'krajaan patut bagi pencen awal skt kpd warga emas supaya emosi' string2 = 'Husein ska mkn aym dkat kampng Jawa' string3 = 'Melayu malas ni narration dia sama je macam men are trash. Language Detection word level using rules based.Spelling Correction Spelling Correction Contents.More information about ternary search trees can be found at Wikipedia: Ternary Search Tree. Searches in a ternary search tree are more efficient when the strings inserted are shuffled (not in alphabetical order). Ternary search trees are efficient to use(in terms of space) when the strings to be stored share a common prefix. Further, ternary search trees can be used any time a hashtable would be used to store strings.
One of the advantage of using ternary search trees over tries is that ternary search trees are a more space efficient (involve only three pointers per node as compared to 26 in standard tries). All strings in the middle subtree of a node start with that prefix. The figure below shows a ternary search tree with the strings “cat”, “bug”, “cats” and “up”:Īs with other trie data structures, each node in a ternary search tree represents a prefix of the stored strings.
The equal kid points to the next character in the word. The hi kid pointer must point to a node whose character is greater than the current node. The lo kid pointer must point to a node whose character value is less than the current node. The indicator marks whether or not the node is the end of a word. The lists of class tstTree created in the package name this objects as: Each node of a ternary search tree stores a single character, an indicator and pointers to its three children conventionally named equal kid, lo kid and hi kid, which can also be referred respectively as middle (child), lower (child) and higher (child).
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