From 2dd895d98cd6229c16d6e500abfbceb6e6987abe Mon Sep 17 00:00:00 2001
From: Harrison Chase <hw.chase.17@gmail.com>
Date: Thu, 15 Dec 2022 22:35:42 -0800
Subject: [PATCH] add openai tokenizer (#355)

---
 docs/examples/prompts/llm_functionality.ipynb |   17 +-
 langchain/llms/base.py                        |    2 +-
 langchain/llms/openai.py                      |   19 +
 langchain/text_splitter.py                    |   23 +-
 poetry.lock                                   | 4736 +++++++++--------
 pyproject.toml                                |    3 +-
 6 files changed, 2504 insertions(+), 2296 deletions(-)

diff --git a/docs/examples/prompts/llm_functionality.ipynb b/docs/examples/prompts/llm_functionality.ipynb
index a4b00eefd1..251e22a6b8 100644
--- a/docs/examples/prompts/llm_functionality.ipynb
+++ b/docs/examples/prompts/llm_functionality.ipynb
@@ -49,7 +49,7 @@
     {
      "data": {
       "text/plain": [
-       "'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side.'"
+       "'\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!'"
       ]
      },
      "execution_count": 3,
@@ -110,7 +110,7 @@
      "data": {
       "text/plain": [
        "[Generation(text='\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side.'),\n",
-       " Generation(text='\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side.')]"
+       " Generation(text='\\n\\nWhy did the chicken cross the road?\\n\\nTo get to the other side!')]"
       ]
      },
      "execution_count": 6,
@@ -132,7 +132,7 @@
      "data": {
       "text/plain": [
        "[Generation(text=\"\\n\\nA rose by the side of the road\\n\\nIs all I need to find my way\\n\\nTo the place I've been searching for\\n\\nAnd my heart is singing with joy\\n\\nWhen I look at this rose\\n\\nIt reminds me of the love I've found\\n\\nAnd I know that wherever I go\\n\\nI'll always find my rose by the side of the road.\"),\n",
-       " Generation(text=\"\\n\\nA rose by the side of the road\\n\\nIs all I need to find my way\\n\\nTo the place I've been searching for\\n\\nAnd my heart is singing with joy\\n\\nWhen I look at this rose\\n\\nIt tells me that true love is nigh\\n\\nAnd I know that this is the day\\n\\nWhen I look at this rose\\n\\nI am sure of what I am doing\\n\\nWhen I look at this rose\\n\\nI am confident in my love for you\\n\\nAnd I know that I am in love with you\\n\\nSo let it be, the rose by the side of the road\\n\\nAnd let it be what you do, what you are\\n\\nAnd you do it well, for this is what we want\\n\\nAnd we want to be with you\\n\\nAnd we want to be with you\\n\\nAnd we want to be with you\\n\\nWhen we find our way home\")]"
+       " Generation(text=\"\\n\\nWhen I was younger\\nI thought that love\\nI was something like a fairytale\\nI would find my prince and they would be my people\\nI was naïve\\nI thought that\\n\\nLove was a something that happened\\nWhen I was younger\\nI was it for my fairytale prince\\nNow I realize\\nThat love is something that waits\\nFor when my prince comes\\nAnd when I am ready to be his wife\\nI'll tell you a poem\\n\\nWhen I was younger\\nI thought that love\\nI was something like a fairytale\\nI would find my prince and they would be my people\\nI was naïve\\nI thought that\\n\\nLove was a something that happened\\nAnd I would be happy\\nWhen my prince came\\nAnd I was ready to be his wife\")]"
       ]
      },
      "execution_count": 7,
@@ -153,9 +153,9 @@
     {
      "data": {
       "text/plain": [
-       "{'token_usage': {'completion_tokens': 4108,\n",
+       "{'token_usage': {'completion_tokens': 3722,\n",
        "  'prompt_tokens': 120,\n",
-       "  'total_tokens': 4228}}"
+       "  'total_tokens': 3842}}"
       ]
      },
      "execution_count": 8,
@@ -184,13 +184,6 @@
    "id": "b623c774",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "None of PyTorch, TensorFlow >= 2.0, or Flax have been found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
diff --git a/langchain/llms/base.py b/langchain/llms/base.py
index 3b0308381d..4488475def 100644
--- a/langchain/llms/base.py
+++ b/langchain/llms/base.py
@@ -76,7 +76,7 @@ class LLM(BaseModel, ABC):
         except ImportError:
             raise ValueError(
                 "Could not import transformers python package. "
-                "This is needed in order to calculate max_tokens_for_prompt. "
+                "This is needed in order to calculate get_num_tokens. "
                 "Please it install it with `pip install transformers`."
             )
         # create a GPT-3 tokenizer instance
diff --git a/langchain/llms/openai.py b/langchain/llms/openai.py
index ac137c7a8a..c639db63e1 100644
--- a/langchain/llms/openai.py
+++ b/langchain/llms/openai.py
@@ -186,6 +186,25 @@ class OpenAI(LLM, BaseModel):
         """
         return self.generate([prompt], stop=stop).generations[0][0].text
 
+    def get_num_tokens(self, text: str) -> int:
+        """Calculate num tokens with tiktoken package."""
+        try:
+            import tiktoken
+        except ImportError:
+            raise ValueError(
+                "Could not import tiktoken python package. "
+                "This is needed in order to calculate get_num_tokens. "
+                "Please it install it with `pip install tiktoken`."
+            )
+        # create a GPT-3 encoder instance
+        enc = tiktoken.get_encoding("gpt2")
+
+        # encode the text using the GPT-3 encoder
+        tokenized_text = enc.encode(text)
+
+        # calculate the number of tokens in the encoded text
+        return len(tokenized_text)
+
     def modelname_to_contextsize(self, modelname: str) -> int:
         """Calculate the maximum number of tokens possible to generate for a model.
 
diff --git a/langchain/text_splitter.py b/langchain/text_splitter.py
index c2da174549..daf720e1bd 100644
--- a/langchain/text_splitter.py
+++ b/langchain/text_splitter.py
@@ -49,7 +49,7 @@ class TextSplitter(ABC):
 
     @classmethod
     def from_huggingface_tokenizer(cls, tokenizer: Any, **kwargs: Any) -> TextSplitter:
-        """Text splitter than uses HuggingFace tokenizer to count length."""
+        """Text splitter that uses HuggingFace tokenizer to count length."""
         try:
             from transformers import PreTrainedTokenizerBase
 
@@ -68,6 +68,27 @@ class TextSplitter(ABC):
             )
         return cls(length_function=_huggingface_tokenizer_length, **kwargs)
 
+    @classmethod
+    def from_tiktoken_encoder(
+        cls, encoding_name: str = "gpt2", **kwargs: Any
+    ) -> TextSplitter:
+        """Text splitter that uses tiktoken encoder to count length."""
+        try:
+            import tiktoken
+        except ImportError:
+            raise ValueError(
+                "Could not import tiktoken python package. "
+                "This is needed in order to calculate max_tokens_for_prompt. "
+                "Please it install it with `pip install tiktoken`."
+            )
+        # create a GPT-3 encoder instance
+        enc = tiktoken.get_encoding(encoding_name)
+
+        def _tiktoken_encoder(text: str) -> int:
+            return len(enc.encode(text))
+
+        return cls(length_function=_tiktoken_encoder, **kwargs)
+
 
 class CharacterTextSplitter(TextSplitter):
     """Implementation of splitting text that looks at characters."""
diff --git a/poetry.lock b/poetry.lock
index 8d23f0fbc5..71d31f4129 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,3 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
-
 [[package]]
 name = "anyio"
 version = "3.6.2"
@@ -7,10 +5,6 @@ description = "High level compatibility layer for multiple asynchronous event lo
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
-files = [
-    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
-    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
-]
 
 [package.dependencies]
 idna = ">=2.8"
@@ -28,10 +22,6 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
-]
 
 [[package]]
 name = "argon2-cffi"
@@ -40,10 +30,6 @@ description = "The secure Argon2 password hashing algorithm."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
-    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
-]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
@@ -60,29 +46,6 @@ description = "Low-level CFFI bindings for Argon2"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
-    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
-]
 
 [package.dependencies]
 cffi = ">=1.0.1"
@@ -98,10 +61,6 @@ description = "Better dates & times for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
-    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
-]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
@@ -113,10 +72,6 @@ description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
-    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
-]
 
 [package.dependencies]
 six = "*"
@@ -131,10 +86,6 @@ description = "Timeout context manager for asyncio programs"
 category = "main"
 optional = true
 python-versions = ">=3.6"
-files = [
-    {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"},
-    {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
-]
 
 [[package]]
 name = "attrs"
@@ -143,10 +94,6 @@ description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
-files = [
-    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
-    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
-]
 
 [package.extras]
 dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
@@ -161,10 +108,6 @@ description = "Specifications for callback functions passed in to an API"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
 
 [[package]]
 name = "beautifulsoup4"
@@ -173,10 +116,6 @@ description = "Screen-scraping library"
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
-files = [
-    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
-    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
-]
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -192,20 +131,6 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
-    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
-    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
-    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
-    {file = "black-22.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c116eed0efb9ff870ded8b62fe9f28dd61ef6e9ddd28d83d7d264a38417dcee2"},
-    {file = "black-22.12.0-cp37-cp37m-win_amd64.whl", hash = "sha256:1f58cbe16dfe8c12b7434e50ff889fa479072096d79f0a7f25e4ab8e94cd8350"},
-    {file = "black-22.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77d86c9f3db9b1bf6761244bc0b3572a546f5fe37917a044e02f3166d5aafa7d"},
-    {file = "black-22.12.0-cp38-cp38-win_amd64.whl", hash = "sha256:82d9fe8fee3401e02e79767016b4907820a7dc28d70d137eb397b92ef3cc5bfc"},
-    {file = "black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:101c69b23df9b44247bd88e1d7e90154336ac4992502d4197bdac35dd7ee3320"},
-    {file = "black-22.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:559c7a1ba9a006226f09e4916060982fd27334ae1998e7a38b3f33a37f7a2148"},
-    {file = "black-22.12.0-py3-none-any.whl", hash = "sha256:436cc9167dd28040ad90d3b404aec22cedf24a6e4d7de221bec2730ec0c97bcf"},
-    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
-]
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -228,10 +153,6 @@ description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "bleach-5.0.1-py3-none-any.whl", hash = "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a"},
-    {file = "bleach-5.0.1.tar.gz", hash = "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"},
-]
 
 [package.dependencies]
 six = ">=1.9.0"
@@ -248,7 +169,2184 @@ description = "The Blis BLAS-like linear algebra library, as a self-contained C-
 category = "main"
 optional = true
 python-versions = "*"
-files = [
+
+[package.dependencies]
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-dev = ["flake8 (<4.0.0)", "flake8-annotations", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-noqa", "flake8-requirements", "flake8-type-annotations", "flake8-use-fstring", "mypy", "pep8-naming"]
-
-[[package]]
-name = "urllib3"
-version = "1.26.13"
-description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-files = [
+urllib3 = [
     {file = "urllib3-1.26.13-py2.py3-none-any.whl", hash = "sha256:47cc05d99aaa09c9e72ed5809b60e7ba354e64b59c9c173ac3018642d8bb41fc"},
     {file = "urllib3-1.26.13.tar.gz", hash = "sha256:c083dd0dce68dbfbe1129d5271cb90f9447dea7d52097c6e0126120c521ddea8"},
 ]
-
-[package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-
-[[package]]
-name = "wasabi"
-version = "0.10.1"
-description = "A lightweight console printing and formatting toolkit"
-category = "main"
-optional = true
-python-versions = "*"
-files = [
+wasabi = [
     {file = "wasabi-0.10.1-py3-none-any.whl", hash = "sha256:fe862cc24034fbc9f04717cd312ab884f71f51a8ecabebc3449b751c2a649d83"},
     {file = "wasabi-0.10.1.tar.gz", hash = "sha256:c8e372781be19272942382b14d99314d175518d7822057cb7a97010c4259d249"},
 ]
-
-[[package]]
-name = "wcwidth"
-version = "0.2.5"
-description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
-optional = false
-python-versions = "*"
-files = [
+wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
 ]
-
-[[package]]
-name = "webcolors"
-version = "1.12"
-description = "A library for working with color names and color values formats defined by HTML and CSS."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
+webcolors = [
     {file = "webcolors-1.12-py3-none-any.whl", hash = "sha256:d98743d81d498a2d3eaf165196e65481f0d2ea85281463d856b1e51b09f62dce"},
     {file = "webcolors-1.12.tar.gz", hash = "sha256:16d043d3a08fd6a1b1b7e3e9e62640d09790dce80d2bdd4792a175b35fe794a9"},
 ]
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-category = "dev"
-optional = false
-python-versions = "*"
-files = [
+webencodings = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
-
-[[package]]
-name = "websocket-client"
-version = "1.4.2"
-description = "WebSocket client for Python with low level API options"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
+websocket-client = [
     {file = "websocket-client-1.4.2.tar.gz", hash = "sha256:d6e8f90ca8e2dd4e8027c4561adeb9456b54044312dba655e7cae652ceb9ae59"},
     {file = "websocket_client-1.4.2-py3-none-any.whl", hash = "sha256:d6b06432f184438d99ac1f456eaf22fe1ade524c3dd16e661142dc54e9cba574"},
 ]
-
-[package.extras]
-docs = ["Sphinx (>=3.4)", "sphinx-rtd-theme (>=0.5)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
-[[package]]
-name = "widgetsnbextension"
-version = "4.0.4"
-description = "Jupyter interactive widgets for Jupyter Notebook"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
+widgetsnbextension = [
     {file = "widgetsnbextension-4.0.4-py3-none-any.whl", hash = "sha256:fa0e840719ec95dd2ec85c3a48913f1a0c29d323eacbcdb0b29bfed0cc6da678"},
     {file = "widgetsnbextension-4.0.4.tar.gz", hash = "sha256:44c69f18237af0f610557d6c1c7ef76853f5856a0e604c0a517f2320566bb775"},
 ]
-
-[[package]]
-name = "wikipedia"
-version = "1.4.0"
-description = "Wikipedia API for Python"
-category = "main"
-optional = true
-python-versions = "*"
-files = [
+wikipedia = [
     {file = "wikipedia-1.4.0.tar.gz", hash = "sha256:db0fad1829fdd441b1852306e9856398204dc0786d2996dd2e0c8bb8e26133b2"},
 ]
-
-[package.dependencies]
-beautifulsoup4 = "*"
-requests = ">=2.0.0,<3.0.0"
-
-[[package]]
-name = "zipp"
-version = "3.11.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
+zipp = [
     {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
     {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
 ]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
-testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
-
-[extras]
-all = ["manifest-ml", "elasticsearch", "faiss-cpu", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4"]
-llms = ["manifest-ml"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = ">=3.8.1,<4.0"
-content-hash = "88dd08a95bacc5be4635b713d49733c7eb4cb3e47f5d67bf4da53d373d264fa2"
diff --git a/pyproject.toml b/pyproject.toml
index 2c59151f5b..885e78d707 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,6 +22,7 @@ spacy = {version = "^3", optional = true}
 nltk = {version = "^3", optional = true}
 transformers = {version = "^4", optional = true}
 beautifulsoup4 = {version = "^4", optional = true}
+tiktoken = {version = "^0", optional = true, python="^3.9"}
 
 [tool.poetry.group.test.dependencies]
 pytest = "^7.2.0"
@@ -49,7 +50,7 @@ playwright = "^1.28.0"
 
 [tool.poetry.extras]
 llms = ["cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml"]
-all = ["cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml", "elasticsearch", "google-search-results", "faiss-cpu", "sentence_transformers", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4"]
+all = ["cohere", "openai", "nlpcloud", "huggingface_hub", "manifest-ml", "elasticsearch", "google-search-results", "faiss-cpu", "sentence_transformers", "transformers", "spacy", "nltk", "wikipedia", "beautifulsoup4", "tiktoken"]
 
 [tool.isort]
 profile = "black"