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	* Refactor huffman coding stuff into class
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				|  | @ -8,6 +8,20 @@ import numpy | |||
| cimport cython | ||||
| 
 | ||||
| 
 | ||||
| #cdef class Serializer: | ||||
| #    def __init__(self, Vocab vocab): | ||||
| #        pass | ||||
| # | ||||
| #    def dump(self, Doc tokens, file_): | ||||
| #        pass | ||||
| #        # Format | ||||
| #        # - Total number of bytes in message (32 bit int) | ||||
| #        # - Words, terminating in an EOL symbol, huffman coded ~12 bits per word | ||||
| #        # - Spaces ~1 bit per word | ||||
| #        # - Parse: Huffman coded head offset / dep label / POS tag / entity IOB tag | ||||
| #        #          combo. ? bits per word. 40 * 80 * 40 * 12 = 1.5m symbol vocab | ||||
| 
 | ||||
| 
 | ||||
| cdef struct Node: | ||||
|     float prob | ||||
|     int left | ||||
|  | @ -19,44 +33,109 @@ cdef struct Code: | |||
|     int length | ||||
| 
 | ||||
| 
 | ||||
| cdef class HuffmanCodec: | ||||
|     cdef vector[Node] nodes | ||||
|     cdef vector[Code] codes | ||||
|     cdef float[:] probs | ||||
|     cdef dict table | ||||
|     def __init__(self, symbols, probs): | ||||
|         self.table = {} | ||||
|         for i, symbol in enumerate(symbols): | ||||
|             self.table[symbol] = i | ||||
|         self.probs = probs | ||||
|         self.codes.resize(len(probs)) | ||||
| 
 | ||||
|         populate_nodes(self.nodes, probs) | ||||
|         assign_codes(self.nodes, self.codes, len(self.nodes) - 1, b'') | ||||
| 
 | ||||
|     def encode(self, sequence): | ||||
|         bits = [] | ||||
|         for symbol in sequence: | ||||
|             i = self.table[symbol] | ||||
|             code = self.codes[i] | ||||
|             bits.extend(code) | ||||
|         return bits | ||||
| 
 | ||||
|     def decode(self, bits): | ||||
|         symbols = [] | ||||
|         node = self.nodes.back() | ||||
|         for bit in bits: | ||||
|             branch = node.right if bit else node.left | ||||
|             if branch >= 0: | ||||
|                 node = self.nodes.at(branch) | ||||
|             else: | ||||
|                 symbols.append(-(branch + 1)) | ||||
|                 node = self.nodes.back() | ||||
|         return symbols | ||||
| 
 | ||||
|     property strings: | ||||
|         def __get__(self): | ||||
|             output = [] | ||||
|             for i in range(len(self.codes)): | ||||
|                 string = '{0:b}'.format(self.codes[i].bits).rjust(self.codes[i].length, '0') | ||||
|                 output.append(string) | ||||
|             return output | ||||
| 
 | ||||
| 
 | ||||
| @cython.boundscheck(False) | ||||
| @cython.wraparound(False) | ||||
| @cython.nonecheck(False) | ||||
| cpdef list huffman_encode(float[:] probs): | ||||
| cdef int populate_nodes(vector[Node]& nodes, float[:] probs) except -1: | ||||
|     assert len(probs) >= 3 | ||||
| 
 | ||||
|     output = numpy.zeros(shape=(len(probs),), dtype=numpy.uint64) | ||||
|   | ||||
|     cdef int size = len(probs) | ||||
|     cdef vector[Node] nodes | ||||
|     cdef int i = size - 1 | ||||
|     cdef int j = 0 | ||||
|      | ||||
|     while i >= 0 or (j+1) < nodes.size(): | ||||
|         if i < 0: | ||||
|             cover_two_nodes(nodes, j) | ||||
|             _cover_two_nodes(nodes, j) | ||||
|             j += 2 | ||||
|         elif j >= nodes.size(): | ||||
|             cover_two_words(nodes, i, i-1, probs[i]+probs[i-1]) | ||||
|             _cover_two_words(nodes, i, i-1, probs[i] + probs[i-1]) | ||||
|             i -= 2 | ||||
|         elif i >= 1 and (j == nodes.size() or probs[i-1] < nodes[j].prob): | ||||
|             cover_two_words(nodes, i, i-1, probs[i] + probs[i-1]) | ||||
|             _cover_two_words(nodes, i, i-1, probs[i] + probs[i-1]) | ||||
|             i -= 2 | ||||
|         elif (j+1) < nodes.size() and nodes[j+1].prob < probs[i]: | ||||
|             cover_two_nodes(nodes, j) | ||||
|             _cover_two_nodes(nodes, j) | ||||
|             j += 2 | ||||
|         else: | ||||
|             cover_one_word_one_node(nodes, j, i, probs[i]) | ||||
|             _cover_one_word_one_node(nodes, j, i, probs[i]) | ||||
|             i -= 1 | ||||
|             j += 1 | ||||
|     cdef vector[Code] codes | ||||
|     codes.resize(len(probs)) | ||||
|     assign_codes(nodes, codes, len(nodes) - 1, b'') | ||||
|     output = [] | ||||
|     for i in range(len(codes)): | ||||
|         out_str = '{0:b}'.format(codes[i].bits).rjust(codes[i].length, '0') | ||||
|         output.append(out_str) | ||||
|     return output | ||||
|     return 0 | ||||
| 
 | ||||
| cdef int _cover_two_nodes(vector[Node]& nodes, int j) nogil: | ||||
|     cdef Node node | ||||
|     node.left = j | ||||
|     node.right = j+1 | ||||
|     node.prob = nodes[j].prob + nodes[j+1].prob | ||||
|     nodes.push_back(node) | ||||
| 
 | ||||
| 
 | ||||
| cdef int _cover_one_word_one_node(vector[Node]& nodes, int j, int id_, float prob) nogil: | ||||
|     cdef Node node | ||||
|     # Encode leaves as negative integers, where the integer is the index of the | ||||
|     # word in the vocabulary. | ||||
|     cdef int64_t leaf_id = - <int64_t>(id_ + 1) | ||||
|     cdef float new_prob = prob + nodes[j].prob | ||||
|     if prob < nodes[j].prob: | ||||
|         node.left = leaf_id | ||||
|         node.right = j | ||||
|         node.prob = new_prob | ||||
|     else: | ||||
|         node.left = j | ||||
|         node.right = leaf_id | ||||
|         node.prob = new_prob | ||||
|     nodes.push_back(node) | ||||
| 
 | ||||
| 
 | ||||
| cdef int _cover_two_words(vector[Node]& nodes, int id1, int id2, float prob) nogil: | ||||
|     cdef Node node | ||||
|     node.left = -(id1+1) | ||||
|     node.right = -(id2+1) | ||||
|     node.prob = prob | ||||
|     nodes.push_back(node) | ||||
| 
 | ||||
| 
 | ||||
| cdef int assign_codes(vector[Node]& nodes, vector[Code]& codes, int i, bytes path) except -1: | ||||
|  | @ -78,36 +157,3 @@ cdef int assign_codes(vector[Node]& nodes, vector[Code]& codes, int i, bytes pat | |||
|         id_ = -(nodes[i].right + 1) | ||||
|         codes[id_].length = len(right_path) | ||||
|         codes[id_].bits = <uint64_t>int(right_path, 2) | ||||
| 
 | ||||
| 
 | ||||
| cdef int cover_two_nodes(vector[Node]& nodes, int j) nogil: | ||||
|     cdef Node node | ||||
|     node.left = j | ||||
|     node.right = j+1 | ||||
|     node.prob = nodes[j].prob + nodes[j+1].prob | ||||
|     nodes.push_back(node) | ||||
| 
 | ||||
| 
 | ||||
| cdef int cover_one_word_one_node(vector[Node]& nodes, int j, int id_, float prob) nogil: | ||||
|     cdef Node node | ||||
|     # Encode leaves as negative integers, where the integer is the index of the | ||||
|     # word in the vocabulary. | ||||
|     cdef int64_t leaf_id = - <int64_t>(id_ + 1) | ||||
|     cdef float new_prob = prob + nodes[j].prob | ||||
|     if prob < nodes[j].prob: | ||||
|         node.left = leaf_id | ||||
|         node.right = j | ||||
|         node.prob = new_prob | ||||
|     else: | ||||
|         node.left = j | ||||
|         node.right = leaf_id | ||||
|         node.prob = new_prob | ||||
|     nodes.push_back(node) | ||||
| 
 | ||||
| 
 | ||||
| cdef int cover_two_words(vector[Node]& nodes, int id1, int id2, float prob) nogil: | ||||
|     cdef Node node | ||||
|     node.left = -(id1+1) | ||||
|     node.right = -(id2+1) | ||||
|     node.prob = prob | ||||
|     nodes.push_back(node) | ||||
|  |  | |||
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