diff --git a/spacy/tests/doc/test_doc_api.py b/spacy/tests/doc/test_doc_api.py
index 99d0b913e..cdbf9c007 100644
--- a/spacy/tests/doc/test_doc_api.py
+++ b/spacy/tests/doc/test_doc_api.py
@@ -1,6 +1,7 @@
 import weakref
 
 import numpy
+import ctypes
 from numpy.testing import assert_array_equal
 from murmurhash.mrmr import hash
 import pytest
@@ -14,6 +15,7 @@ from spacy.lang.xx import MultiLanguage
 from spacy.language import Language
 from spacy.lexeme import Lexeme
 from spacy.tokens import Doc, Span, SpanGroup, Token
+from spacy.tokens.doc import get_fnv1a_hash
 from spacy.util import get_search_char_byte_arrays
 from spacy.vocab import Vocab
 
@@ -994,9 +996,8 @@ def test_doc_spans_setdefault(en_tokenizer):
     assert len(doc.spans["key3"]) == 2
 
 
-def _get_32_bit_hash(input: str) -> int:
-    working_hash = hash(input.encode("UTF-8"))
-    return working_hash
+def _encode_and_hash(input: str) -> int:
+    return get_fnv1a_hash(input.encode("UTF-8"))
 
 
 @pytest.mark.parametrize("case_sensitive", [True, False])
@@ -1051,62 +1052,60 @@ def test_get_character_combination_hashes_good_case(en_tokenizer, case_sensitive
         hashes_per_tok=10,
     )
 
-    print(hashes)
+    assert hashes[0][0] == _encode_and_hash("s")
+    assert hashes[0][1] == _encode_and_hash("spa")
+    assert hashes[0][2] == _encode_and_hash("spaC" if case_sensitive else "spac")
+    assert hashes[0][3] == _encode_and_hash("Cy" if case_sensitive else "cy")
+    assert hashes[0][4] == _encode_and_hash("aCy" if case_sensitive else "acy")
+    assert hashes[0][5] == _encode_and_hash("paCy" if case_sensitive else "pacy")
+    assert hashes[0][6] == _encode_and_hash("spaCy" if case_sensitive else "spacy")
 
-    assert hashes[0][0] == _get_32_bit_hash("s")
-    assert hashes[0][1] == _get_32_bit_hash("spa")
-    assert hashes[0][2] == _get_32_bit_hash("spaC" if case_sensitive else "spac")
-    assert hashes[0][3] == _get_32_bit_hash("Cy" if case_sensitive else "cy")
-    assert hashes[0][4] == _get_32_bit_hash("aCy" if case_sensitive else "acy")
-    assert hashes[0][5] == _get_32_bit_hash("paCy" if case_sensitive else "pacy")
-    assert hashes[0][6] == _get_32_bit_hash("spaCy" if case_sensitive else "spacy")
-
-    assert hashes[0][7] == _get_32_bit_hash("p")
-    assert hashes[0][8] == _get_32_bit_hash("p")
-    assert hashes[0][9] == _get_32_bit_hash("p")
-    assert hashes[1][0] == _get_32_bit_hash("✨")
-    assert hashes[1][1] == _get_32_bit_hash("✨")
-    assert hashes[1][2] == _get_32_bit_hash("✨")
-    assert hashes[1][3] == _get_32_bit_hash("✨")
-    assert hashes[1][4] == _get_32_bit_hash("✨")
-    assert hashes[1][5] == _get_32_bit_hash("✨")
-    assert hashes[1][6] == _get_32_bit_hash("✨")
+    assert hashes[0][7] == _encode_and_hash("p")
+    assert hashes[0][8] == _encode_and_hash("p")
+    assert hashes[0][9] == _encode_and_hash("p")
+    assert hashes[1][0] == _encode_and_hash("✨")
+    assert hashes[1][1] == _encode_and_hash("✨")
+    assert hashes[1][2] == _encode_and_hash("✨")
+    assert hashes[1][3] == _encode_and_hash("✨")
+    assert hashes[1][4] == _encode_and_hash("✨")
+    assert hashes[1][5] == _encode_and_hash("✨")
+    assert hashes[1][6] == _encode_and_hash("✨")
     assert hashes[1][7] == 0
-    assert hashes[1][8] == _get_32_bit_hash("✨")
-    assert hashes[1][9] == _get_32_bit_hash("✨")
-    assert hashes[2][0] == _get_32_bit_hash("a")
-    assert hashes[2][1] == _get_32_bit_hash("and")
-    assert hashes[2][2] == _get_32_bit_hash("and")
-    assert hashes[2][3] == _get_32_bit_hash("nd")
-    assert hashes[2][4] == _get_32_bit_hash("and")
-    assert hashes[2][5] == _get_32_bit_hash("and")
-    assert hashes[2][6] == _get_32_bit_hash("and")
+    assert hashes[1][8] == _encode_and_hash("✨")
+    assert hashes[1][9] == _encode_and_hash("✨")
+    assert hashes[2][0] == _encode_and_hash("a")
+    assert hashes[2][1] == _encode_and_hash("and")
+    assert hashes[2][2] == _encode_and_hash("and")
+    assert hashes[2][3] == _encode_and_hash("nd")
+    assert hashes[2][4] == _encode_and_hash("and")
+    assert hashes[2][5] == _encode_and_hash("and")
+    assert hashes[2][6] == _encode_and_hash("and")
     assert hashes[2][7] == 0
     assert hashes[2][8] == 0
     assert hashes[2][9] == 0
-    assert hashes[3][0] == _get_32_bit_hash("P" if case_sensitive else "p")
-    assert hashes[3][1] == _get_32_bit_hash("Pro" if case_sensitive else "pro")
-    assert hashes[3][2] == _get_32_bit_hash("Prod" if case_sensitive else "prod")
-    assert hashes[3][3] == _get_32_bit_hash("gy")
-    assert hashes[3][4] == _get_32_bit_hash("igy")
-    assert hashes[3][5] == _get_32_bit_hash("digy")
-    assert hashes[3][6] == _get_32_bit_hash("odigy")
-    assert hashes[3][7] == 0 if case_sensitive else _get_32_bit_hash("pr")
+    assert hashes[3][0] == _encode_and_hash("P" if case_sensitive else "p")
+    assert hashes[3][1] == _encode_and_hash("Pro" if case_sensitive else "pro")
+    assert hashes[3][2] == _encode_and_hash("Prod" if case_sensitive else "prod")
+    assert hashes[3][3] == _encode_and_hash("gy")
+    assert hashes[3][4] == _encode_and_hash("igy")
+    assert hashes[3][5] == _encode_and_hash("digy")
+    assert hashes[3][6] == _encode_and_hash("odigy")
+    assert hashes[3][7] == 0 if case_sensitive else _encode_and_hash("pr")
 
-    assert hashes[3][8] == _get_32_bit_hash("r")
+    assert hashes[3][8] == _encode_and_hash("r")
 
     if case_sensitive:
-        assert hashes[3][9] == _get_32_bit_hash("r")
+        assert hashes[3][9] == _encode_and_hash("r")
     else:
-        assert hashes[3][9] == _get_32_bit_hash("rp")
+        assert hashes[3][9] == _encode_and_hash("rp")
 
     # check values are the same cross-platform
     if case_sensitive:
-        assert hashes[0][2] == -1253438126
+        assert hashes[0][2] == 1140960578
     else:
-        assert hashes[0][2] == -2095352600
-    assert hashes[1][3] == 910783208
-    assert hashes[3][8] == 1553167345
+        assert hashes[0][2] == 604076770
+    assert hashes[1][3] == 3384544169
+    assert hashes[3][8] == 4144776981
 
 
 def test_get_character_combination_hashes_good_case_partial(en_tokenizer):
@@ -1148,26 +1147,26 @@ def test_get_character_combination_hashes_good_case_partial(en_tokenizer):
         hashes_per_tok=5,
     )
 
-    assert hashes[0][0] == _get_32_bit_hash("cy")
-    assert hashes[0][1] == _get_32_bit_hash("acy")
-    assert hashes[0][2] == _get_32_bit_hash("pacy")
-    assert hashes[0][3] == _get_32_bit_hash("spacy")
-    assert hashes[0][4] == _get_32_bit_hash("p")
-    assert hashes[1][0] == _get_32_bit_hash("✨")
-    assert hashes[1][1] == _get_32_bit_hash("✨")
-    assert hashes[1][2] == _get_32_bit_hash("✨")
-    assert hashes[1][3] == _get_32_bit_hash("✨")
+    assert hashes[0][0] == _encode_and_hash("cy")
+    assert hashes[0][1] == _encode_and_hash("acy")
+    assert hashes[0][2] == _encode_and_hash("pacy")
+    assert hashes[0][3] == _encode_and_hash("spacy")
+    assert hashes[0][4] == _encode_and_hash("p")
+    assert hashes[1][0] == _encode_and_hash("✨")
+    assert hashes[1][1] == _encode_and_hash("✨")
+    assert hashes[1][2] == _encode_and_hash("✨")
+    assert hashes[1][3] == _encode_and_hash("✨")
     assert hashes[1][4] == 0
-    assert hashes[2][0] == _get_32_bit_hash("nd")
-    assert hashes[2][1] == _get_32_bit_hash("and")
-    assert hashes[2][2] == _get_32_bit_hash("and")
-    assert hashes[2][3] == _get_32_bit_hash("and")
+    assert hashes[2][0] == _encode_and_hash("nd")
+    assert hashes[2][1] == _encode_and_hash("and")
+    assert hashes[2][2] == _encode_and_hash("and")
+    assert hashes[2][3] == _encode_and_hash("and")
     assert hashes[2][4] == 0
-    assert hashes[3][0] == _get_32_bit_hash("gy")
-    assert hashes[3][1] == _get_32_bit_hash("igy")
-    assert hashes[3][2] == _get_32_bit_hash("digy")
-    assert hashes[3][3] == _get_32_bit_hash("odigy")
-    assert hashes[3][4] == _get_32_bit_hash("pr")
+    assert hashes[3][0] == _encode_and_hash("gy")
+    assert hashes[3][1] == _encode_and_hash("igy")
+    assert hashes[3][2] == _encode_and_hash("digy")
+    assert hashes[3][3] == _encode_and_hash("odigy")
+    assert hashes[3][4] == _encode_and_hash("pr")
 
 
 def test_get_character_combination_hashes_copying_in_middle(en_tokenizer):
@@ -1205,8 +1204,8 @@ def test_get_character_combination_hashes_copying_in_middle(en_tokenizer):
                 hashes_per_tok=2,
             )
 
-            assert hashes[0][0] == _get_32_bit_hash("sp𐌞cé"[:p_length])
-            assert hashes[0][1] == _get_32_bit_hash("sp𐌞cé"[-s_length:])
+            assert hashes[0][0] == _encode_and_hash("sp𐌞cé"[:p_length])
+            assert hashes[0][1] == _encode_and_hash("sp𐌞cé"[-s_length:])
 
 
 @pytest.mark.parametrize("case_sensitive", [True, False])
@@ -1273,37 +1272,37 @@ def test_get_character_combination_hashes_turkish_i_with_dot(
     )
 
     COMBINING_DOT_ABOVE = b"\xcc\x87".decode("UTF-8")
-    assert hashes[0][0] == _get_32_bit_hash("i")
-    assert hashes[0][1] == _get_32_bit_hash("İ".lower())
+    assert hashes[0][0] == _encode_and_hash("i")
+    assert hashes[0][1] == _encode_and_hash("İ".lower())
     if case_sensitive:
-        assert hashes[0][2] == _get_32_bit_hash("İ".lower() + "İ")
-        assert hashes[0][3] == _get_32_bit_hash("İ".lower() + "İ")
-        assert hashes[0][4] == _get_32_bit_hash("İ")
-        assert hashes[0][5] == _get_32_bit_hash(COMBINING_DOT_ABOVE + "İ")
-        assert hashes[0][6] == _get_32_bit_hash("İ".lower() + "İ")
-        assert hashes[0][7] == _get_32_bit_hash("İ".lower() + "İ")
-        assert hashes[0][8] == _get_32_bit_hash("İ")
-        assert hashes[0][9] == _get_32_bit_hash("İ")
-        assert hashes[0][12] == _get_32_bit_hash("İ")
-        assert hashes[0][13] == _get_32_bit_hash("İ")
+        assert hashes[0][2] == _encode_and_hash("İ".lower() + "İ")
+        assert hashes[0][3] == _encode_and_hash("İ".lower() + "İ")
+        assert hashes[0][4] == _encode_and_hash("İ")
+        assert hashes[0][5] == _encode_and_hash(COMBINING_DOT_ABOVE + "İ")
+        assert hashes[0][6] == _encode_and_hash("İ".lower() + "İ")
+        assert hashes[0][7] == _encode_and_hash("İ".lower() + "İ")
+        assert hashes[0][8] == _encode_and_hash("İ")
+        assert hashes[0][9] == _encode_and_hash("İ")
+        assert hashes[0][12] == _encode_and_hash("İ")
+        assert hashes[0][13] == _encode_and_hash("İ")
 
     else:
-        assert hashes[0][2] == _get_32_bit_hash("İ".lower() + "i")
-        assert hashes[0][3] == _get_32_bit_hash("İ".lower() * 2)
-        assert hashes[0][4] == _get_32_bit_hash(COMBINING_DOT_ABOVE)
-        assert hashes[0][5] == _get_32_bit_hash("İ".lower())
-        assert hashes[0][6] == _get_32_bit_hash(COMBINING_DOT_ABOVE + "İ".lower())
-        assert hashes[0][7] == _get_32_bit_hash("İ".lower() * 2)
-        assert hashes[0][8] == _get_32_bit_hash("i")
-        assert hashes[0][9] == _get_32_bit_hash("İ".lower())
-        assert hashes[0][10] == _get_32_bit_hash("İ".lower() + "i")
-        assert hashes[0][11] == _get_32_bit_hash("İ".lower() * 2)
-        assert hashes[0][12] == _get_32_bit_hash(COMBINING_DOT_ABOVE)
-        assert hashes[0][13] == _get_32_bit_hash(COMBINING_DOT_ABOVE + "i")
-        assert hashes[0][14] == _get_32_bit_hash(
+        assert hashes[0][2] == _encode_and_hash("İ".lower() + "i")
+        assert hashes[0][3] == _encode_and_hash("İ".lower() * 2)
+        assert hashes[0][4] == _encode_and_hash(COMBINING_DOT_ABOVE)
+        assert hashes[0][5] == _encode_and_hash("İ".lower())
+        assert hashes[0][6] == _encode_and_hash(COMBINING_DOT_ABOVE + "İ".lower())
+        assert hashes[0][7] == _encode_and_hash("İ".lower() * 2)
+        assert hashes[0][8] == _encode_and_hash("i")
+        assert hashes[0][9] == _encode_and_hash("İ".lower())
+        assert hashes[0][10] == _encode_and_hash("İ".lower() + "i")
+        assert hashes[0][11] == _encode_and_hash("İ".lower() * 2)
+        assert hashes[0][12] == _encode_and_hash(COMBINING_DOT_ABOVE)
+        assert hashes[0][13] == _encode_and_hash(COMBINING_DOT_ABOVE + "i")
+        assert hashes[0][14] == _encode_and_hash(
             COMBINING_DOT_ABOVE + "i" + COMBINING_DOT_ABOVE
         )
-        assert hashes[0][15] == _get_32_bit_hash((COMBINING_DOT_ABOVE + "i") * 2)
+        assert hashes[0][15] == _encode_and_hash((COMBINING_DOT_ABOVE + "i") * 2)
 
 
 @pytest.mark.parametrize("case_sensitive", [True, False])
@@ -1346,21 +1345,21 @@ def test_get_character_combination_hashes_string_store_spec_cases(
         ss_max_l=0,
         hashes_per_tok=3,
     )
-    assert hashes[0][0] == _get_32_bit_hash("FL" if case_sensitive else "fl")
-    assert hashes[0][1] == _get_32_bit_hash("19")
+    assert hashes[0][0] == _encode_and_hash("FL" if case_sensitive else "fl")
+    assert hashes[0][1] == _encode_and_hash("19")
     assert hashes[0][2] == 0
-    assert hashes[1][0] == _get_32_bit_hash("be")
-    assert hashes[1][1] == _get_32_bit_hash("ee")
+    assert hashes[1][0] == _encode_and_hash("be")
+    assert hashes[1][1] == _encode_and_hash("ee")
     if case_sensitive:
         assert hashes[1][2] == 0
     else:
-        assert hashes[1][2] == _get_32_bit_hash("ee")
-    assert hashes[2][0] == hashes[3][0] == _get_32_bit_hash("se")
-    assert hashes[2][1] == hashes[3][1] == _get_32_bit_hash("ty")
+        assert hashes[1][2] == _encode_and_hash("ee")
+    assert hashes[2][0] == hashes[3][0] == _encode_and_hash("se")
+    assert hashes[2][1] == hashes[3][1] == _encode_and_hash("ty")
     if case_sensitive:
         assert hashes[2][2] == hashes[3][2] == 0
     else:
-        assert hashes[2][2] == hashes[3][2] == _get_32_bit_hash("ee")
+        assert hashes[2][2] == hashes[3][2] == _encode_and_hash("ee")
 
 
 def test_character_combination_hashes_empty_lengths(en_tokenizer):
diff --git a/spacy/tokens/doc.pxd b/spacy/tokens/doc.pxd
index 41d150bb0..12a0e03a4 100644
--- a/spacy/tokens/doc.pxd
+++ b/spacy/tokens/doc.pxd
@@ -6,6 +6,8 @@ from ..structs cimport TokenC, LexemeC, SpanC
 from ..typedefs cimport attr_t
 from ..attrs cimport attr_id_t
 
+from libc.stdint cimport uint32_t
+
 
 cdef attr_t get_token_attr(const TokenC* token, attr_id_t feat_name) nogil
 cdef attr_t get_token_attr_for_matcher(const TokenC* token, attr_id_t feat_name) nogil    
@@ -72,12 +74,18 @@ cdef void _search_for_chars(
 ) nogil
 
 
+cdef uint32_t fnv1a_hash(
+    const unsigned char* ptr, 
+    const int length
+) nogil
+
+
 cdef int _write_hashes(
     const unsigned char* res_buf,
     const unsigned char* aff_l_buf,
     const unsigned char* offset_buf,
     const int end_idx,
-    np.int64_t* hashes_ptr,
+    np.uint32_t* hashes_ptr,
 ) nogil 
 
 
diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx
index 5c751d5a5..33d45a145 100644
--- a/spacy/tokens/doc.pyx
+++ b/spacy/tokens/doc.pyx
@@ -6,7 +6,7 @@ cimport numpy as np
 from cpython cimport array
 from libc.string cimport memcpy, memcmp, memset, strlen
 from libc.math cimport sqrt
-from libc.stdint cimport int32_t, uint64_t
+from libc.stdint cimport int32_t, uint64_t, uint32_t
 
 import copy
 from collections import Counter, defaultdict
@@ -17,7 +17,6 @@ import srsly
 from thinc.api import get_array_module, get_current_ops
 from thinc.util import copy_array
 import warnings
-from murmurhash.mrmr cimport hash32
 
 from .span cimport Span
 from .token cimport MISSING_DEP
@@ -1809,15 +1808,15 @@ cdef class Doc:
         cdef unsigned char* ss_res_buf = <unsigned char*> mem.alloc(ss_max_l, 4)
         cdef unsigned char* ss_l_buf = <unsigned char*> mem.alloc(ss_max_l, 1)
         cdef int doc_l = self.length, total_hashes = doc_l * hashes_per_tok 
-        cdef np.int64_t* hashes_ptr = <np.int64_t*> mem.alloc(
-            total_hashes, sizeof(np.int64_t))
+        cdef np.uint32_t* hashes_ptr = <np.uint32_t*> mem.alloc(
+            total_hashes, sizeof(np.uint32_t))
          
         # Define working variables
         cdef TokenC tok_c
         cdef int hash_idx, tok_i, tok_str_l
         cdef attr_t num_tok_attr
         cdef const unsigned char* tok_str
-        cdef np.int64_t* w_hashes_ptr = hashes_ptr
+        cdef np.uint32_t* w_hashes_ptr = hashes_ptr
         
         for tok_i in range(doc_l):
             tok_c = self.c[tok_i]
@@ -1843,9 +1842,9 @@ cdef class Doc:
                     ss_3byte_ch, ss_3byte_ch_l, ss_4byte_ch, ss_4byte_ch_l, ss_res_buf, ss_max_l, ss_l_buf, True)
                 w_hashes_ptr += _write_hashes(ss_res_buf, ss_lengths, ss_l_buf, 0, w_hashes_ptr)
         
-        cdef np.ndarray[np.int64_t, ndim=2] hashes = numpy.empty(
-            (doc_l, hashes_per_tok), dtype="int64")
-        memcpy(hashes.data, hashes_ptr, total_hashes * sizeof(np.int64_t))
+        cdef np.ndarray[np.uint32_t, ndim=2] hashes = numpy.empty(
+            (doc_l, hashes_per_tok), dtype="uint32")
+        memcpy(hashes.data, hashes_ptr, total_hashes * sizeof(np.uint32_t))
         return hashes
 
 
@@ -2029,6 +2028,7 @@ cdef int [:,:] _get_lca_matrix(Doc doc, int start, int end):
                 lca_matrix[k, j] = lca - start
     return lca_matrix
 
+
 @cython.boundscheck(False)  # Deactivate bounds checking
 cdef void _set_prefix_lengths(
     const unsigned char* tok_str,
@@ -2181,13 +2181,38 @@ cdef void _search_for_chars(
     memset(l_buf + l_buf_idx, res_buf_idx, max_res_l - l_buf_idx)
         
 
+@cython.boundscheck(False)  # Deactivate bounds checking
+cdef uint32_t fnv1a_hash(
+    const unsigned char* ptr, 
+    const int length
+) nogil:
+    """ Returns the FNV-1a hash for a sequence of bytes.
+        The behaviour of this method has been verified against several pieces 
+        of data from http://www.isthe.com/chongo/src/fnv/test_fnv.c.
+    """
+    cdef uint32_t hash_val = 0x811c9dc5
+    cdef int offset = 0
+    
+    while offset < length:
+        hash_val ^= ptr[offset]
+        hash_val *= 0x01000193
+        offset += 1
+
+    return hash_val
+
+
+def get_fnv1a_hash(input: bytes):
+    """ Python method to facilitate testing *fnv1a_hash*. """
+    return fnv1a_hash(input, len(input))
+    
+
 @cython.boundscheck(False)  # Deactivate bounds checking
 cdef int _write_hashes(
     const unsigned char* res_buf,
     const unsigned char* aff_l_buf,
     const unsigned char* offset_buf,
     const int end_idx,
-    np.int64_t* hashes_ptr,
+    np.uint32_t* hashes_ptr,
 ) nogil:    
     """ Write hashes for a token/rich property group combination.
 
@@ -2208,9 +2233,9 @@ cdef int _write_hashes(
         offset = offset_buf[aff_l - 1]
         if offset > 0:
             if end_idx != 0:
-                hash_val = hash32(<void*> (res_buf + end_idx - offset), offset, 0)
+                hash_val = fnv1a_hash(res_buf + end_idx - offset, offset)
             else:
-                hash_val = hash32(<void*> res_buf, offset, 0)
+                hash_val = fnv1a_hash(res_buf, offset)
         hashes_ptr[hash_idx] = hash_val
         hash_idx += 1