diff --git a/.gitmodules b/.gitmodules
index 49265bbf47..4ce3481105 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -10,3 +10,6 @@
 	path = third_party/double-conversion
 	url = https://github.com/google/double-conversion
 	ignore = dirty
+[submodule "third_party/utf8proc"]
+	path = third_party/utf8proc
+	url = https://github.com/JuliaStrings/utf8proc
diff --git a/test/asset/bert_base_cased_vocab.txt b/test/asset/bert_base_cased_vocab.txt
new file mode 100644
index 0000000000..2ea941cc79
--- /dev/null
+++ b/test/asset/bert_base_cased_vocab.txt
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diff --git a/test/asset/bert_base_uncased_vocab.txt b/test/asset/bert_base_uncased_vocab.txt
new file mode 100644
index 0000000000..fb140275c1
--- /dev/null
+++ b/test/asset/bert_base_uncased_vocab.txt
@@ -0,0 +1,30522 @@
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+##花
+##英
+##華
+##葉
+##藤
+##行
+##街
+##西
+##見
+##訁
+##語
+##谷
+##貝
+##貴
+##車
+##軍
+##辶
+##道
+##郎
+##郡
+##部
+##都
+##里
+##野
+##金
+##鈴
+##镇
+##長
+##門
+##間
+##阝
+##阿
+##陳
+##陽
+##雄
+##青
+##面
+##風
+##食
+##香
+##馬
+##高
+##龍
+##龸
+##fi
+##fl
+##！
+##（
+##）
+##，
+##－
+##．
+##／
+##：
+##？
+##～
diff --git a/test/test_transforms.py b/test/test_transforms.py
index a7d07552f9..760d8d96c7 100644
--- a/test/test_transforms.py
+++ b/test/test_transforms.py
@@ -581,3 +581,95 @@ def test_clip_tokenizer_save_load_torchscript(self):
         torch.save(tokenizer.__prepare_scriptable__(), tokenizer_path)
         loaded_tokenizer = torch.load(tokenizer_path)
         self._clip_tokenizer((loaded_tokenizer))
+
+
+class TestBERTTokenizer(TorchtextTestCase):
+    def _load_tokenizer(self, test_scripting: bool, do_lower_case: bool, return_tokens: bool):
+        if do_lower_case:
+            vocab_file = "bert_base_uncased_vocab.txt"
+        else:
+            vocab_file = "bert_base_cased_vocab.txt"
+
+        tokenizer = transforms.BERTTokenizer(
+            vocab_path=get_asset_path(vocab_file),
+            do_lower_case=do_lower_case,
+            return_tokens=return_tokens,
+        )
+        if test_scripting:
+            tokenizer = torch.jit.script(tokenizer)
+        return tokenizer
+
+    def _bert_tokenizer(self, tokenizer, do_lower_case):
+        sample_texts = [
+            "Hello World!, how are you?",
+            "Hélló  WoŕlḊ¿",
+            "Respublica superiorem",
+            "Avdija Vršajević în",
+        ]
+
+        if do_lower_case:
+            expected_tokens = [
+                ["hello", "world", "!", ",", "how", "are", "you", "?"],
+                ["hello", "world", "¿"],
+                ["res", "##pu", "##bl", "##ica", "superior", "##em"],
+                ["av", "##di", "##ja", "vr", "##sa", "##jevic", "in"],
+            ]
+            expected_token_ids = [
+                ["7592", "2088", "999", "1010", "2129", "2024", "2017", "1029"],
+                ["7592", "2088", "1094"],
+                ["24501", "14289", "16558", "5555", "6020", "6633"],
+                ["20704", "4305", "3900", "27830", "3736", "26782", "1999"],
+            ]
+
+        else:
+            expected_tokens = [
+                ["Hello", "World", "!", ",", "how", "are", "you", "?"],
+                ["H", "##é", "##ll", "##ó", "[UNK]", "¿"],
+                ["Re", "##sp", "##ub", "##lica", "superior", "##em"],
+                ["A", "##v", "##di", "##ja", "V", "##r", "##ša", "##je", "##vić", "î", "##n"],
+            ]
+            expected_token_ids = [
+                ["8667", "1291", "106", "117", "1293", "1132", "1128", "136"],
+                ["145", "2744", "2339", "7774", "100", "225"],
+                ["11336", "20080", "10354", "9538", "7298", "5521"],
+                ["138", "1964", "3309", "3174", "159", "1197", "23834", "5561", "10225", "260", "1179"],
+            ]
+
+        # test batch of sentences
+        if tokenizer._return_tokens:
+            self.assertEqual(tokenizer(sample_texts), expected_tokens)
+        else:
+            self.assertEqual(tokenizer(sample_texts), expected_token_ids)
+
+        # test individual sentences
+        for idx, txt in enumerate(sample_texts):
+            if tokenizer._return_tokens:
+                self.assertEqual(tokenizer(txt), expected_tokens[idx])
+            else:
+                self.assertEqual(tokenizer(txt), expected_token_ids[idx])
+
+    @nested_params([True, False], [True, False], [True, False])
+    def test_bert_tokenizer(self, test_scripting, do_lower_case, return_tokens):
+        """test tokenization on single sentence input as well as batch on sentences"""
+        self._bert_tokenizer(
+            self._load_tokenizer(
+                test_scripting=test_scripting, do_lower_case=do_lower_case, return_tokens=return_tokens
+            ),
+            do_lower_case=do_lower_case,
+        )
+
+    @nested_params([True, False], [True, False], [True, False])
+    def test_bert_tokenizer_save_load(self, test_scripting, do_lower_case, return_tokens):
+        """test saving and loading of BERT tokenizer both for scripted and non-scripted version"""
+        tokenizer = self._load_tokenizer(
+            test_scripting=test_scripting, do_lower_case=do_lower_case, return_tokens=return_tokens
+        )
+        tokenizer_path = os.path.join(self.test_dir, "bert_tokenizer_pybind.pt")
+        if test_scripting:
+            torch.jit.save(tokenizer, tokenizer_path)
+            loaded_tokenizer = torch.jit.load(tokenizer_path)
+            self._bert_tokenizer((loaded_tokenizer), do_lower_case=do_lower_case)
+        else:
+            torch.save(tokenizer, tokenizer_path)
+            loaded_tokenizer = torch.load(tokenizer_path)
+            self._bert_tokenizer((loaded_tokenizer), do_lower_case=do_lower_case)
diff --git a/third_party/CMakeLists.txt b/third_party/CMakeLists.txt
index 19e519b973..f211997236 100644
--- a/third_party/CMakeLists.txt
+++ b/third_party/CMakeLists.txt
@@ -8,3 +8,4 @@ endif()
 add_subdirectory(re2 EXCLUDE_FROM_ALL)
 add_subdirectory(double-conversion EXCLUDE_FROM_ALL)
 add_subdirectory(sentencepiece EXCLUDE_FROM_ALL)
+add_subdirectory(utf8proc EXCLUDE_FROM_ALL)
diff --git a/third_party/utf8proc b/third_party/utf8proc
new file mode 160000
index 0000000000..f0b370716b
--- /dev/null
+++ b/third_party/utf8proc
@@ -0,0 +1 @@
+Subproject commit f0b370716b9175125e24d0f16ba43de9322370e3
diff --git a/torchtext/csrc/CMakeLists.txt b/torchtext/csrc/CMakeLists.txt
index 4dd0f956a2..93a6624f34 100644
--- a/torchtext/csrc/CMakeLists.txt
+++ b/torchtext/csrc/CMakeLists.txt
@@ -18,6 +18,7 @@ set(
   sentencepiece.cpp
   vectors.cpp
   vocab.cpp
+  bert_tokenizer.cpp
   )
 
 set(
@@ -26,6 +27,7 @@ set(
   ${PROJECT_SOURCE_DIR}/third_party/sentencepiece/src
   $<TARGET_PROPERTY:re2,INCLUDE_DIRECTORIES>
   $<TARGET_PROPERTY:double-conversion,INCLUDE_DIRECTORIES>
+  $<TARGET_PROPERTY:utf8proc,INCLUDE_DIRECTORIES>
   )
 
 set(
@@ -35,6 +37,7 @@ set(
   double-conversion
   sentencepiece
   sentencepiece_train
+  utf8proc
   )
 
 set(
@@ -119,6 +122,7 @@ if (BUILD_TORCHTEXT_PYTHON_EXTENSION)
     ${PROJECT_SOURCE_DIR}/third_party/sentencepiece/src
     $<TARGET_PROPERTY:re2,INCLUDE_DIRECTORIES>
     $<TARGET_PROPERTY:double-conversion,INCLUDE_DIRECTORIES>
+    $<TARGET_PROPERTY:utf8proc,INCLUDE_DIRECTORIES>
     )
 
   set(
diff --git a/torchtext/csrc/bert_tokenizer.cpp b/torchtext/csrc/bert_tokenizer.cpp
new file mode 100644
index 0000000000..06aba8ae7c
--- /dev/null
+++ b/torchtext/csrc/bert_tokenizer.cpp
@@ -0,0 +1,288 @@
+#include <torchtext/csrc/bert_tokenizer.h>
+#include <utf8proc.h>
+
+namespace torchtext {
+
+std::string BERTEncoder::kUnkToken = "[UNK]";
+
+int kMaxCharsPerWords = 100;
+
+static bool _is_whitespace(uint32_t c) {
+  if (c == '\t' || c == '\n' || c == '\r' || c == ' ') {
+    return true;
+  }
+  return (UTF8PROC_CATEGORY_ZS == utf8proc_category(c));
+}
+
+static bool _is_control(uint32_t c) {
+  if (c == '\t' || c == '\n' || c == '\r') {
+    return false;
+  }
+  utf8proc_category_t cat = utf8proc_category(c);
+
+  // unicodedata return 'Cn' whereas utf8proc return 'Lo' for following unicode
+  // point Explicitly checking for this unicode point to avoid above
+  // discrepency.
+  if (c == 3332)
+    return true;
+  // Fixed: HF referece: All categories starting with 'C'
+  return (
+      cat == UTF8PROC_CATEGORY_CC || cat == UTF8PROC_CATEGORY_CF ||
+      cat == UTF8PROC_CATEGORY_CN || cat == UTF8PROC_CATEGORY_CS ||
+      cat == UTF8PROC_CATEGORY_CO);
+}
+
+static bool _is_chinese_char(uint32_t cp) {
+  if ((cp >= 0x4E00 && cp <= 0x9FFF) || (cp >= 0x3400 && cp <= 0x4DBF) ||
+      (cp >= 0x20000 && cp <= 0x2A6DF) || (cp >= 0x2A700 && cp <= 0x2B73F) ||
+      (cp >= 0x2B740 && cp <= 0x2B81F) || (cp >= 0x2B820 && cp <= 0x2CEAF) ||
+      (cp >= 0xF900 && cp <= 0xFAFF) || (cp >= 0x2F800 && cp <= 0x2FA1F)) {
+    return true;
+  }
+  return false;
+}
+
+static bool _is_punct_char(uint32_t cp) {
+  if ((cp >= 33 && cp <= 47) || (cp >= 58 && cp <= 64) ||
+      (cp >= 91 && cp <= 96) || (cp >= 123 && cp <= 126)) {
+    return true;
+  }
+
+  if (cp == ' ') {
+    return false;
+  }
+
+  int cate = static_cast<int>(utf8proc_category(cp));
+  return (cate >= 12 && cate <= 18);
+}
+
+static UString _convert_to_unicode(const std::string& text) {
+  size_t i = 0;
+  UString ret;
+  while (i < text.size()) {
+    uint32_t codepoint;
+    utf8proc_ssize_t forward = utf8proc_iterate(
+        (utf8proc_uint8_t*)&text[i],
+        text.size() - i,
+        (utf8proc_int32_t*)&codepoint);
+    if (forward < 0)
+      return UString();
+    ret.append(1, codepoint);
+    i += forward;
+  }
+  return ret;
+}
+
+static std::string _convert_from_unicode(const UString& text) {
+  char dst[64];
+  std::string ret;
+  for (auto ch : text) {
+    utf8proc_ssize_t num = utf8proc_encode_char(ch, (utf8proc_uint8_t*)dst);
+    if (num <= 0)
+      return "";
+    ret += std::string(dst, dst + num);
+  }
+  return ret;
+}
+
+static void to_lower(UString& text) {
+  for (size_t i = 0; i < text.size(); i++) {
+    text[i] = utf8proc_tolower(text[i]);
+  }
+}
+
+BERTEncoder::BERTEncoder(
+    const std::string& vocab_file,
+    bool do_lower_case,
+    c10::optional<bool> strip_accents)
+    : vocab_{_load_vocab_from_file(vocab_file, 1, 1)},
+      do_lower_case_{do_lower_case},
+      strip_accents_{strip_accents} {}
+
+BERTEncoder::BERTEncoder(
+    Vocab vocab,
+    bool do_lower_case,
+    c10::optional<bool> strip_accents)
+    : vocab_{vocab},
+      do_lower_case_{do_lower_case},
+      strip_accents_{strip_accents} {}
+
+UString BERTEncoder::_clean(const UString& text, bool strip_accents) {
+  /* This function combines:
+   * cleaning
+   * strip accents
+   */
+  size_t len = text.size();
+  UString ret;
+  for (size_t i = 0; i < len; i++) {
+    uint32_t c = text[i];
+    if (c == 0 || c == 0xFFFD || _is_control(c) ||
+        (utf8proc_category(c) == UTF8PROC_CATEGORY_MN && strip_accents)) {
+      continue;
+    }
+    if (_is_whitespace(c)) {
+      ret.append(1, ' ');
+    } else {
+      ret.append(1, c);
+    }
+  }
+  return ret;
+}
+
+void BERTEncoder::split_(
+    const std::string& str,
+    std::vector<std::string>& tokens,
+    const char& delimiter) {
+  std::stringstream ss(str);
+  std::string token;
+
+  while (std::getline(ss, token, delimiter)) {
+    if (!token.empty()) {
+      tokens.push_back(token);
+    }
+  }
+}
+
+void BERTEncoder::_max_seg(
+    const std::string& s,
+    std::vector<std::string>& results) {
+  int end = s.size();
+  int start = 0;
+  std::vector<std::string> sub_tokens;
+  while (start < end) {
+    std::string test(s.c_str() + start, end - start);
+
+    if (start > 0) {
+      test = std::string("##") + test;
+    }
+
+    if (vocab_.__contains__(test)) {
+      sub_tokens.push_back(test);
+      start = end;
+      end = s.size();
+    } else {
+      end -= 1;
+      if (start == end) {
+        results.push_back(kUnkToken);
+        return;
+      }
+    }
+  }
+
+  for (auto& token : sub_tokens) {
+    results.push_back(token);
+  }
+}
+
+UString BERTEncoder::_basic_tokenize(const UString& text) {
+  /*
+  This function enables white space based tokenization for following:
+    * chinese character
+    * punctuation
+  */
+
+  UString ret;
+  size_t len = text.size();
+  for (size_t i = 0; i < len; i++) {
+    uint32_t c = text[i];
+    if (_is_chinese_char(c) || _is_punct_char(c)) {
+      if (!ret.empty() && ret.back() != ' ') {
+        ret.append(1, ' ');
+      }
+      ret.append(1, c);
+      ret.append(1, ' ');
+    } else if (c == ' ') {
+      if (!ret.empty() && ret.back() != ' ') {
+        ret.append(1, c);
+      }
+    } else {
+      ret.append(1, c);
+    }
+  }
+  if (!ret.empty() && ret.back() == ' ') {
+    ret.erase(ret.end() - 1);
+  }
+  return ret;
+}
+
+std::vector<std::string> BERTEncoder::Tokenize(std::string text) {
+  std::vector<std::string> results;
+
+  // normalize
+
+  bool strip_accents = do_lower_case_;
+
+  if (strip_accents_.has_value()) {
+    strip_accents = strip_accents_.has_value();
+  }
+
+  if (strip_accents) {
+    char* nfkcstr = reinterpret_cast<char*>(
+        utf8proc_NFD(reinterpret_cast<const unsigned char*>(text.c_str())));
+    if (nfkcstr == nullptr) {
+      return {};
+    }
+
+    text.assign(nfkcstr, strlen(nfkcstr));
+
+    free(nfkcstr);
+  }
+
+  // convert to unicode codepoints
+  UString unicodes = _convert_to_unicode(text);
+
+  // clean -> invalid character removal, whitespce cleanup, strip accents
+  unicodes = _clean(unicodes, strip_accents);
+
+  // Add whitespace in front/back of tokens to enable splitting based on
+  // white-space Enables tokenization on chinese characters, Punctuations
+  unicodes = _basic_tokenize(unicodes);
+
+  // Convert text to lower-case
+  if (do_lower_case_)
+    to_lower(unicodes);
+
+  // Convert back to string from code-points
+  std::string newtext = _convert_from_unicode(unicodes);
+
+  std::vector<std::string> tokens;
+
+  // split based on whitespace
+  split_(newtext, tokens);
+
+  // Perform WORDPIECE tokenization
+  for (auto s : tokens) {
+    if (s.size() > kMaxCharsPerWords) {
+      results.push_back(kUnkToken);
+    } else {
+      _max_seg(s, results);
+    }
+  }
+  return results;
+}
+
+std::vector<int64_t> BERTEncoder::Encode(std::string text) {
+  std::vector<std::string> tokens = Tokenize(text);
+  std::vector<int64_t> indices(tokens.size());
+  for (size_t i = 0; i < tokens.size(); i++) {
+    indices[i] = vocab_.__getitem__(c10::string_view{tokens[i]});
+  }
+  return indices;
+}
+
+BERTEncoderStates _serialize_bert_encoder(
+    const c10::intrusive_ptr<BERTEncoder>& self) {
+  return std::make_tuple(
+      self->do_lower_case_, self->strip_accents_, self->vocab_.itos_);
+}
+
+c10::intrusive_ptr<BERTEncoder> _deserialize_bert_encoder(
+    BERTEncoderStates states) {
+  auto do_lower_case = std::get<0>(states);
+  auto strip_accents = std::get<1>(states);
+  auto strings = std::get<2>(states);
+  return c10::make_intrusive<BERTEncoder>(
+      Vocab(std::move(strings)), do_lower_case, strip_accents);
+}
+
+} // namespace torchtext
diff --git a/torchtext/csrc/bert_tokenizer.h b/torchtext/csrc/bert_tokenizer.h
new file mode 100644
index 0000000000..145fc262c6
--- /dev/null
+++ b/torchtext/csrc/bert_tokenizer.h
@@ -0,0 +1,43 @@
+#include <torchtext/csrc/vocab.h>
+#include <string>
+#include <vector>
+
+namespace torchtext {
+
+typedef std::basic_string<uint32_t> UString;
+
+// stores (do_lower_case, strip_accents, list of tokens in vocabulary)
+typedef std::tuple<bool, c10::optional<bool>, std::vector<std::string>>
+    BERTEncoderStates;
+
+struct BERTEncoder : torch::CustomClassHolder {
+  BERTEncoder(
+      const std::string& vocab_file,
+      bool do_lower_case,
+      c10::optional<bool> strip_accents);
+  BERTEncoder(
+      Vocab vocab,
+      bool do_lower_case,
+      c10::optional<bool> strip_accents);
+  std::vector<std::string> Tokenize(std::string text);
+  std::vector<int64_t> Encode(std::string text);
+  Vocab vocab_;
+  bool do_lower_case_;
+  c10::optional<bool> strip_accents_ = {};
+
+ protected:
+  UString _clean(const UString& text, bool strip_accents);
+  void _max_seg(const std::string& s, std::vector<std::string>& results);
+  UString _basic_tokenize(const UString& text);
+  void split_(
+      const std::string& str,
+      std::vector<std::string>& tokens,
+      const char& delimiter = ' ');
+  static std::string kUnkToken;
+};
+
+BERTEncoderStates _serialize_bert_encoder(
+    const c10::intrusive_ptr<BERTEncoder>& self);
+c10::intrusive_ptr<BERTEncoder> _deserialize_bert_encoder(
+    BERTEncoderStates states);
+} // namespace torchtext
diff --git a/torchtext/csrc/register_pybindings.cpp b/torchtext/csrc/register_pybindings.cpp
index 779883f9ad..87c44d40e9 100644
--- a/torchtext/csrc/register_pybindings.cpp
+++ b/torchtext/csrc/register_pybindings.cpp
@@ -3,6 +3,7 @@
 #include <torch/csrc/jit/python/module_python.h> // @manual
 #include <torch/csrc/utils/pybind.h> // @manual
 #include <torch/script.h>
+#include <torchtext/csrc/bert_tokenizer.h> // @manual
 #include <torchtext/csrc/clip_tokenizer.h> // @manual
 #include <torchtext/csrc/gpt2_bpe_tokenizer.h> // @manual
 #include <torchtext/csrc/regex.h>
@@ -215,6 +216,20 @@ PYBIND11_MODULE(_torchtext, m) {
             return _deserialize_clip_encoder_pybind(states);
           }));
 
+  py::class_<BERTEncoder, c10::intrusive_ptr<BERTEncoder>>(m, "BERTEncoder")
+      .def(py::init<const std::string, bool, c10::optional<bool>>())
+      .def("encode", &BERTEncoder::Encode)
+      .def("tokenize", &BERTEncoder::Tokenize)
+      .def(py::pickle(
+          // __getstate__
+          [](const c10::intrusive_ptr<BERTEncoder>& self) -> BERTEncoderStates {
+            return _serialize_bert_encoder(self);
+          },
+          // __setstate__
+          [](BERTEncoderStates states) -> c10::intrusive_ptr<BERTEncoder> {
+            return _deserialize_bert_encoder(states);
+          }));
+
   // Functions
   m.def(
       "_load_token_and_vectors_from_file", &_load_token_and_vectors_from_file);
diff --git a/torchtext/csrc/register_torchbindings.cpp b/torchtext/csrc/register_torchbindings.cpp
index 3cabc9cdf1..57b2d8bcd6 100644
--- a/torchtext/csrc/register_torchbindings.cpp
+++ b/torchtext/csrc/register_torchbindings.cpp
@@ -1,4 +1,5 @@
 #include <torch/script.h>
+#include <torchtext/csrc/bert_tokenizer.h> // @manual
 #include <torchtext/csrc/clip_tokenizer.h> // @manual
 #include <torchtext/csrc/gpt2_bpe_tokenizer.h> // @manual
 #include <torchtext/csrc/regex.h>
@@ -172,6 +173,21 @@ TORCH_LIBRARY_FRAGMENT(torchtext, m) {
             return _deserialize_clip_encoder_torchbind(states);
           });
 
+  m.class_<BERTEncoder>("BERTEncoder")
+      .def(torch::init<const std::string, bool, c10::optional<bool>>())
+      .def("encode", &BERTEncoder::Encode)
+      .def("tokenize", &BERTEncoder::Tokenize)
+      .def_pickle(
+          // __getstate__
+          [](const c10::intrusive_ptr<BERTEncoder>& self) -> BERTEncoderStates {
+            return _serialize_bert_encoder(self);
+          },
+          // __setstate__
+          [](BERTEncoderStates states) -> c10::intrusive_ptr<BERTEncoder> {
+            return _deserialize_bert_encoder(states);
+          });
+  ;
+
   m.def("torchtext::generate_sp_model", &generate_sp_model);
   m.def("torchtext::load_sp_model", &load_sp_model);
   m.def("torchtext::load_sp_model_string", &load_sp_model_string);
diff --git a/torchtext/transforms.py b/torchtext/transforms.py
index a2c857aff0..555892d690 100644
--- a/torchtext/transforms.py
+++ b/torchtext/transforms.py
@@ -7,7 +7,11 @@
 import torchtext  # noqa: F401
 from torch import Tensor
 from torch.nn import Module
-from torchtext._torchtext import CLIPEncoder as CLIPEncoderPyBind, GPT2BPEEncoder as GPT2BPEEncoderPyBind
+from torchtext._torchtext import (
+    CLIPEncoder as CLIPEncoderPyBind,
+    GPT2BPEEncoder as GPT2BPEEncoderPyBind,
+    BERTEncoder as BERTEncoderPyBind,
+)
 from torchtext.data.functional import load_sp_model
 from torchtext.utils import get_asset_local_path
 from torchtext.vocab import Vocab
@@ -529,6 +533,114 @@ def __prepare_scriptable__(self):
         return self
 
 
+class BERTTokenizer(Module):
+    __jit_unused_properties__ = ["is_jitable"]
+    """
+    Transform for BERT Tokenizer.
+
+    Based on WordPiece algorithm introduced in paper:
+    https://static.googleusercontent.com/media/research.google.com/ja//pubs/archive/37842.pdf
+
+    The backend kernel implementation is the modified form of https://github.com/LieluoboAi/radish.
+    See https://github.com/pytorch/text/pull/1707 summary for more details.
+
+    The below code snippet shows how to use the BERT tokenizer using the pre-trained vocab files.
+    Example
+        >>> from torchtext.transforms import BERTTokenizer
+        >>> VOCAB_FILE = "https://huggingface.co/bert-base-uncased/resolve/main/vocab.txt"
+        >>> tokenizer = BERTTokenizer(vocab_path=VOCAB_FILE, do_lower_case=True, return_tokens=True)
+        >>> tokenizer("Hello World, How are you!") # single sentence input
+        >>> tokenizer(["Hello World","How are you!"]) # batch input
+    :param vocab_path: Path to pre-trained vocabulary file. The path can be either local or URL.
+    :type vocab_path: str
+    :param do_lower_case: Indicate whether to do lower case. (default: True)
+    :type do_lower_case: Optional[bool]
+    :param strip_accents: Indicate whether to strip accents. (default: None)
+    :type strip_accents: Optional[bool]
+    :param return_tokens: Indicate whether to return tokens. If false, returns corresponding token IDs as strings (default: False)
+    :type return_tokens: bool
+    """
+
+    def __init__(
+        self, vocab_path: str, do_lower_case: bool = True, strip_accents: Optional[bool] = None, return_tokens=False
+    ) -> None:
+        super().__init__()
+        self.bert_model = BERTEncoderPyBind(get_asset_local_path(vocab_path), do_lower_case, strip_accents)
+        self._return_tokens = return_tokens
+        self._vocab_path = vocab_path
+        self._do_lower_case = do_lower_case
+        self._strip_accents = strip_accents
+
+    @property
+    def is_jitable(self):
+        return isinstance(self.bert_model, torch._C.ScriptObject)
+
+    @torch.jit.export
+    def _encode(self, text: str) -> List[str]:
+        """Encode text into a list of tokens IDs
+
+        Args:
+            text: An input text string.
+
+        Returns:
+            A list of token ids represents each sub-word
+
+        For example:
+            --> "Hello world!" --> token ids: [707, 5927, 11, 707, 68]
+        """
+        token_ids: List[int] = self.bert_model.encode(text.strip())
+        tokens_ids_str: List[str] = [str(token_id) for token_id in token_ids]
+        return tokens_ids_str
+
+    @torch.jit.export
+    def _tokenize(self, text: str) -> List[str]:
+        """Tokenize text into a list of tokens
+
+        Args:
+            text: An input text string.
+
+        Returns:
+            A list of tokens (sub-words)
+
+        For example:
+            --> "Hello World!": ["Hello", "World", "!"]
+        """
+        return self.bert_model.tokenize(text.strip())
+
+    def forward(self, input: Any) -> Any:
+        """
+        :param input: Input sentence or list of sentences on which to apply tokenizer.
+        :type input: Union[str, List[str]]
+        :return: tokenized text
+        :rtype: Union[List[str], List[List(str)]]
+        """
+        if torch.jit.isinstance(input, List[str]):
+            tokens: List[List[str]] = []
+            for text in input:
+                if self._return_tokens:
+                    tokens.append(self._tokenize(text))
+                else:
+                    tokens.append(self._encode(text))
+            return tokens
+        elif torch.jit.isinstance(input, str):
+            if self._return_tokens:
+                return self._tokenize(input)
+            else:
+                return self._encode(input)
+        else:
+            raise TypeError("Input type not supported")
+
+    def __prepare_scriptable__(self):
+        if not self.is_jitable:
+            tokenizer_copy = deepcopy(self)
+            tokenizer_copy.bert_model = torch.classes.torchtext.BERTEncoder(
+                self._vocab_path, self._do_lower_case, self._strip_accents
+            )
+            return tokenizer_copy
+
+        return self
+
+
 @lru_cache()
 def bytes_to_unicode():
     """