* Fix Packer API, so that it reads and writes bytes strings, instead of BitArray. Docs are always byte aligned anyway.

spacy/serialize/packer.pyx

@@ -10,6 +10,7 @@ from libcpp.pair cimport pair
 from cymem.cymem cimport Address, Pool
 from preshed.maps cimport PreshMap
 from preshed.counter cimport PreshCounter
+import json
 
 from ..attrs cimport ORTH, ID, SPACY, TAG, HEAD, DEP, ENT_IOB, ENT_TYPE
 from ..tokens.doc cimport Doc
@@ -98,33 +99,34 @@ cdef class Packer:
         self._codecs = tuple(codecs)
         self.attrs = tuple(attrs)
 
-    @classmethod
-    def from_dir(cls, Vocab vocab, data_dir):
-        return cls(vocab, util.read_encoding_freqs(data_dir))
-
     def pack(self, Doc doc):
         bits = self._orth_encode(doc)
         if bits is None:
             bits = self._char_encode(doc)
-        
         cdef int i
         if self.attrs:
             array = doc.to_array(self.attrs)
             for i, codec in enumerate(self._codecs):
-                codec.encode_int32(array[:, i], bits)
+                codec.encode(array[:, i], bits)
-        return bits
+        return bits.as_bytes()
 
-    def unpack(self, BitArray bits):
+    def unpack(self, bytes data):
+        doc = Doc(self.vocab)
+        self.unpack_into(data, doc)
+        return doc
+
+    def unpack_into(self, bytes byte_string, Doc doc):
+        bits = BitArray(byte_string)
         bits.seek(0)
         cdef int32_t length = bits.read32()
         if length >= 0:
-            doc = self._orth_decode(bits, length)
+            self._orth_decode(bits, length, doc)
         else:
-            doc = self._char_decode(bits, -length)
+            self._char_decode(bits, -length, doc)
-
+        
         array = numpy.zeros(shape=(len(doc), len(self._codecs)), dtype=numpy.int32)
         for i, codec in enumerate(self._codecs):
-            codec.decode_int32(bits, array[:, i])
+            codec.decode(bits, array[:, i])
 
         doc.from_array(self.attrs, array)
         return doc
@@ -141,13 +143,6 @@ cdef class Packer:
             bits.append(bool(token.whitespace_))
         return bits
 
-    def _orth_decode(self, BitArray bits, n):
-        orths = numpy.ndarray(shape=(n,), dtype=numpy.int32)
-        self.orth_codec.decode_int32(bits, orths)
-        orths_and_spaces = zip(orths, bits)
-        cdef Doc doc = Doc(self.vocab, orths_and_spaces)
-        return doc
-
     def _char_encode(self, Doc doc):
         cdef bytes utf8_str = doc.string.encode('utf8')
         cdef BitArray bits = BitArray()
@@ -164,12 +159,24 @@ cdef class Packer:
                 bits.append(False)
         return bits
 
-    def _char_decode(self, BitArray bits, n):
+    def _orth_decode(self, BitArray bits, int32_t n, Doc doc):
+        cdef attr_t[:] orths = numpy.ndarray(shape=(n,), dtype=numpy.int32)
+        self.orth_codec.decode_int32(bits, orths)
+        cdef int i
+        cdef bint space
+        spaces = iter(bits)
+        for i in range(n):
+            orth = orths[i]
+            space = spaces.next()
+            lex = self.vocab.get_by_orth(doc.mem, orth)
+            doc.push_back(lex, space)
+        return doc
+
+    def _char_decode(self, BitArray bits, int32_t n, Doc doc):
         cdef bytearray utf8_str = bytearray(n)
         self.char_codec.decode(bits, utf8_str)
 
         cdef unicode string = utf8_str.decode('utf8')
-        cdef Doc tokens = Doc(self.vocab)
         cdef int start = 0
         cdef bint is_spacy
         cdef int length = len(string)
@@ -178,11 +185,11 @@ cdef class Packer:
         for is_end_token in bits:
             if is_end_token:
                 span = string[start:i+1]
-                lex = self.vocab.get(tokens.mem, span)
+                lex = self.vocab.get(doc.mem, span)
                 is_spacy = (i+1) < length and string[i+1] == u' '
-                tokens.push_back(lex, is_spacy)
+                doc.push_back(lex, is_spacy)
                 start = i + 1 + is_spacy
             i += 1
             if i >= n:
                 break
-        return tokens
+        return doc