diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
new file mode 100644
index 000000000..7b43fb181
--- /dev/null
+++ b/.github/workflows/codeql-analysis.yml
@@ -0,0 +1,89 @@
+# For most projects, this workflow file will not need changing; you simply need
+# to commit it to your repository.
+#
+# You may wish to alter this file to override the set of languages analyzed,
+# or to provide custom queries or build logic.
+#
+# ******** NOTE ********
+# We have attempted to detect the languages in your repository. Please check
+# the `language` matrix defined below to confirm you have the correct set of
+# supported CodeQL languages.
+#
+name: "CodeQL"
+
+on:
+  push:
+    branches: [ master ]
+  pull_request:
+    # The branches below must be a subset of the branches above
+    branches: [ master ]
+  schedule:
+    - cron: '39 9 * * 3'
+
+jobs:
+  analyze:
+    name: Analyze
+    runs-on: ubuntu-latest
+    permissions:
+      actions: read
+      contents: read
+      security-events: write
+
+    strategy:
+      fail-fast: false
+      matrix:
+        language: [ 'python' ]
+        python-version: [ "3.7", "3.8", "3.9"]
+        # CodeQL supports [ 'cpp', 'csharp', 'go', 'java', 'javascript', 'python' ]
+        # Learn more:
+        # https://docs.github.com/en/free-pro-team@latest/github/finding-security-vulnerabilities-and-errors-in-your-code/configuring-code-scanning#changing-the-languages-that-are-analyzed
+
+    steps:
+    - name: Set up Python ${{ matrix.python }} (deadsnakes)
+      uses: deadsnakes/action@v1.0.0
+      if: endsWith(matrix.python-version, '-dev')
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Set up Python ${{ matrix.python-version }}
+      if: "!endsWith(matrix.python-version, '-dev')"
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+
+    - name: Checkout repository
+      uses: actions/checkout@v2
+
+    # Initializes the CodeQL tools for scanning.
+    - name: Initialize CodeQL
+      uses: github/codeql-action/init@v2
+      with:
+        languages: ${{ matrix.language }}
+        # If you wish to specify custom queries, you can do so here or in a config file.
+        # By default, queries listed here will override any specified in a config file.
+        # Prefix the list here with "+" to use these queries and those in the config file.
+        # queries: ./path/to/local/query, your-org/your-repo/queries@main
+
+    # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
+    # If this step fails, then you should remove it and run the build manually (see below)
+    - name: Autobuild
+      uses: github/codeql-action/autobuild@v2
+
+    # ℹ️ Command-line programs to run using the OS shell.
+    # 📚 https://git.io/JvXDl
+
+    # ✏️ If the Autobuild fails above, remove it and uncomment the following three lines
+    #    and modify them (or add more) to build your code if your project
+    #    uses a compiled language
+
+    #- run: |
+    #   make bootstrap
+    #   make release
+
+    - name: Perform CodeQL Analysis
+      uses: github/codeql-action/analyze@v2
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
new file mode 100644
index 000000000..9565b0abb
--- /dev/null
+++ b/.github/workflows/main.yml
@@ -0,0 +1,42 @@
+# This workflow will install Python dependencies, run tests and lint with a single version of Python
+# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+name: Python application
+
+on:
+  push:
+    branches:
+      - master
+  pull_request:
+    branches:
+      - master
+  workflow_dispatch:
+
+
+permissions:
+  contents: read
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v3
+    - name: Set up Python 3.9
+      uses: actions/setup-python@v3
+      with:
+        python-version: "3.9"
+    - name: Work in python env
+      run: |
+        
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install flake8 pytest
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+    - name: Lint with flake8
+      run: |
+        # stop the build if there are Python syntax errors or undefined names
+        flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
+        flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
diff --git a/.gitignore b/.gitignore
index 0d937453a..6185f4961 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,3 +15,5 @@ venv
 
 # Database files
 *.sqlite3
+/.venv/
+.idea/
diff --git a/.travis.yml b/.travis.yml
index f694e3a10..d1ca474a5 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -2,7 +2,8 @@ language: python
 cache: pip
 
 python:
-  - '3.6'
+  - '3.9'
+  
 
 os:
   - linux
diff --git a/README.md b/README.md
index 00c30fffc..29e6d62e3 100644
--- a/README.md
+++ b/README.md
@@ -8,10 +8,10 @@ known conversations. The language independent design of ChatterBot allows it
 to be trained to speak any language.
 
 [![Package Version](https://img.shields.io/pypi/v/chatterbot.svg)](https://pypi.python.org/pypi/chatterbot/)
-[![Python 3.6](https://img.shields.io/badge/python-3.6-blue.svg)](https://www.python.org/downloads/release/python-360/)
-[![Django 2.0](https://img.shields.io/badge/Django-2.0-blue.svg)](https://docs.djangoproject.com/en/2.1/releases/2.0/)
-[![Requirements Status](https://requires.io/github/gunthercox/ChatterBot/requirements.svg?branch=master)](https://requires.io/github/gunthercox/ChatterBot/requirements/?branch=master)
-[![Build Status](https://travis-ci.org/gunthercox/ChatterBot.svg?branch=master)](https://travis-ci.org/gunthercox/ChatterBot)
+[![Python 3.9](https://img.shields.io/badge/python-3.9-blue.svg)](https://www.python.org/downloads/release/python-390/)
+[![Django 4.0](https://img.shields.io/badge/Django-4.0-blue.svg)](https://docs.djangoproject.com/en/4.0/releases/4.0/)
+[![Requirements Status](https://requires.io/github/batman202012/ChatterBot/requirements.svg?branch=master)](https://requires.io/github/batman202012/ChatterBot/requirements/?branch=master)
+[![Build Status](https://github.com/batman202012/ChatterBot/actions/workflows/codeql-analysis.yml/badge.svg)](https://github.com/batman202012/ChatterBot/actions/workflows/codeql-analysis.yml)
 [![Documentation Status](https://readthedocs.org/projects/chatterbot/badge/?version=stable)](http://chatterbot.readthedocs.io/en/stable/?badge=stable)
 [![Coverage Status](https://img.shields.io/coveralls/gunthercox/ChatterBot.svg)](https://coveralls.io/r/gunthercox/ChatterBot)
 [![Code Climate](https://codeclimate.com/github/gunthercox/ChatterBot/badges/gpa.svg)](https://codeclimate.com/github/gunthercox/ChatterBot)
diff --git a/chatterbot/comparisons.py b/chatterbot/comparisons.py
index 403d4a9f9..b2213ffd5 100644
--- a/chatterbot/comparisons.py
+++ b/chatterbot/comparisons.py
@@ -4,7 +4,12 @@
 """
 from chatterbot.exceptions import OptionalDependencyImportError
 from difflib import SequenceMatcher
-
+import os
+import torch
+import cupy
+os.environ['CUDA_VISIBLE_DEVICES'] = '0'
+os.environ['CUDA_LAUNCH_BLOCKING'] = '1'
+os.environ['CUPY_GPU_MEMORY_LIMIT'] = '90%'
 
 class Comparator:
 
@@ -66,6 +71,13 @@ def __init__(self, language):
         super().__init__(language)
         try:
             import spacy
+            from thinc.api import set_gpu_allocator, prefer_gpu
+            dev0 = cupy.cuda.Device(0)
+            dev0.use()
+            handle = dev0.get_cublas_handle()
+            print(handle)
+            set_gpu_allocator("pytorch")
+            prefer_gpu(0)
         except ImportError:
             message = (
                 'Unable to import "spacy".\n'
@@ -73,8 +85,7 @@ def __init__(self, language):
                 'pip3 install "spacy>=2.1,<2.2"'
             )
             raise OptionalDependencyImportError(message)
-
-        self.nlp = spacy.load(self.language.ISO_639_1)
+        self.nlp = spacy.load("en_core_web_trf")
 
     def compare(self, statement_a, statement_b):
         """
@@ -85,7 +96,6 @@ def compare(self, statement_a, statement_b):
         """
         document_a = self.nlp(statement_a.text)
         document_b = self.nlp(statement_b.text)
-
         return document_a.similarity(document_b)
 
 
@@ -119,6 +129,8 @@ def __init__(self, language):
         super().__init__(language)
         try:
             import spacy
+            from thinc.api import prefer_gpu
+            prefer_gpu()
         except ImportError:
             message = (
                 'Unable to import "spacy".\n'
diff --git a/chatterbot/search.py b/chatterbot/search.py
index 6c1be0ddb..c8623c332 100644
--- a/chatterbot/search.py
+++ b/chatterbot/search.py
@@ -46,7 +46,7 @@ def search(self, input_statement, **additional_parameters):
         input_search_text = input_statement.search_text
 
         if not input_statement.search_text:
-            self.chatbot.logger.warn(
+            self.chatbot.logger.warning(
                 'No value for search_text was available on the provided input'
             )
 
diff --git a/chatterbot/storage/sql_storage.py b/chatterbot/storage/sql_storage.py
index 6c2483027..f60f01a73 100644
--- a/chatterbot/storage/sql_storage.py
+++ b/chatterbot/storage/sql_storage.py
@@ -19,7 +19,7 @@ class SQLStorageAdapter(StorageAdapter):
     def __init__(self, **kwargs):
         super().__init__(**kwargs)
 
-        from sqlalchemy import create_engine
+        from sqlalchemy import create_engine, inspect
         from sqlalchemy.orm import sessionmaker
 
         self.database_uri = kwargs.get('database_uri', False)
@@ -43,7 +43,7 @@ def set_sqlite_pragma(dbapi_connection, connection_record):
                 dbapi_connection.execute('PRAGMA journal_mode=WAL')
                 dbapi_connection.execute('PRAGMA synchronous=NORMAL')
 
-        if not self.engine.dialect.has_table(self.engine, 'Statement'):
+        if not inspect(self.engine).has_table('Statement'):
             self.create_database()
 
         self.Session = sessionmaker(bind=self.engine, expire_on_commit=True)
diff --git a/chatterbot/tagging.py b/chatterbot/tagging.py
index ea3c31d26..35bed72f3 100644
--- a/chatterbot/tagging.py
+++ b/chatterbot/tagging.py
@@ -2,41 +2,60 @@
 from chatterbot import languages
 
 
-class LowercaseTagger(object):
-    """
-    Returns the text in lowercase.
-    """
+class Tagger:
 
     def __init__(self, language=None):
         self.language = language or languages.ENG
 
+    def get_text_index_string(self, text):
+        return text
+
+    def get_text_index_string_multi(self, texts):
+        return texts
+
+
+class LowercaseTagger(Tagger):
+    """
+    Returns the text in lowercase.
+    """
+
     def get_text_index_string(self, text):
         return text.lower()
 
 
-class PosLemmaTagger(object):
+class PosLemmaTagger(Tagger):
 
     def __init__(self, language=None):
+        super().__init__(language)
         import spacy
 
-        self.language = language or languages.ENG
-
         self.punctuation_table = str.maketrans(dict.fromkeys(string.punctuation))
 
-        self.nlp = spacy.load(self.language.ISO_639_1.lower())
-
-    def get_text_index_string(self, text):
-        """
-        Return a string of text containing part-of-speech, lemma pairs.
-        """
-        bigram_pairs = []
+        self.nlp = spacy.load(self.language.ISO_639_1.lower(), disable=["transformer", "parser", "ner"])
 
+    def punctuation_check(self, text):
         if len(text) <= 2:
             text_without_punctuation = text.translate(self.punctuation_table)
             if len(text_without_punctuation) >= 1:
-                text = text_without_punctuation
+                return text_without_punctuation
+        return text
+
+    def get_text_index_string_multi(self, texts):
+        new_texts = [self.punctuation_check(text) for text in texts]
+
+        return [self._process_document(doc) for doc in self.nlp.pipe(new_texts)]
 
+    def get_text_index_string(self, text):
+        """
+        Return a string of text containing part-of-speech, lemma pairs.
+        """
+        text = self.punctuation_check(text)
         document = self.nlp(text)
+        return self._process_document(document)
+
+    def _process_document(self, document):
+        bigram_pairs = []
+        text = document.text
 
         if len(text) <= 2:
             bigram_pairs = [
@@ -52,6 +71,9 @@ def get_text_index_string(self, text):
                     token for token in document if token.is_alpha
                 ]
 
+            if len(tokens) > 512:
+                tokens = tokens[:512]
+
             for index in range(1, len(tokens)):
                 bigram_pairs.append('{}:{}'.format(
                     tokens[index - 1].pos_,
diff --git a/chatterbot/trainers.py b/chatterbot/trainers.py
index 7411cc838..9dfcc8c57 100644
--- a/chatterbot/trainers.py
+++ b/chatterbot/trainers.py
@@ -90,6 +90,11 @@ def train(self, conversation):
 
         statements_to_create = []
 
+        search_texts = self.chatbot.storage.tagger.get_text_index_string_multi(conversation)
+
+        if len(search_texts) != len(conversation):
+            print("Uh oh")
+
         for conversation_count, text in enumerate(conversation):
             if self.show_training_progress:
                 utils.print_progress_bar(
@@ -97,7 +102,8 @@ def train(self, conversation):
                     conversation_count + 1, len(conversation)
                 )
 
-            statement_search_text = self.chatbot.storage.tagger.get_text_index_string(text)
+            # statement_search_text = self.chatbot.storage.tagger.get_text_index_string(text)
+            statement_search_text = search_texts[conversation_count]
 
             statement = self.get_preprocessed_statement(
                 Statement(
diff --git a/dev-requirements.txt b/dev-requirements.txt
deleted file mode 100644
index 86e3de486..000000000
--- a/dev-requirements.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-coveralls
-flake8
-nltk>=3.2,<4.0
-nose
-pint>=0.8.1
-pymongo>=3.3,<4.0
-twine
-twython
-spacy>=2.1,<2.2
-sphinx>=3.0,<3.1
-sphinx_rtd_theme
-pyyaml>=5.3,<5.4
-git+git://github.com/gunthercox/chatterbot-corpus@master#egg=chatterbot_corpus
-https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.1.0/en_core_web_sm-2.1.0.tar.gz#egg=en_core_web_sm
-https://github.com/explosion/spacy-models/releases/download/de_core_news_sm-2.1.0/de_core_news_sm-2.1.0.tar.gz#egg=de_core_news_sm
\ No newline at end of file
diff --git a/examples/django_app/requirements.txt b/examples/django_app/requirements.txt
index 82bf00052..ec12c99d7 100644
--- a/examples/django_app/requirements.txt
+++ b/examples/django_app/requirements.txt
@@ -1,2 +1,2 @@
-django>=2.2,<2.3
+django>=4.0
 # chatterbot>=0.8,<1.1
diff --git a/requirements.txt b/requirements.txt
index a12a58026..ff2222692 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,11 @@
-mathparse>=0.1,<0.2
-python-dateutil>=2.8,<2.9
-sqlalchemy>=1.3,<1.4
+mathparse
+python-dateutil
+sqlalchemy>=1.4.20
 pytz
+spacy[cuda117]>=3.4.1
+# this requirement for typer should be ditched once spacy stop supporting or red change and take in account installed lib version to install cogs deps
+typer<0.5.0
+nvidia-pyindex>=1.0.9
+torch>=1.12.0+cu116
+cupy-cuda117<11.0.0
+thinc==8.1.0
\ No newline at end of file
diff --git a/setup.cfg b/setup.cfg
index 4ca902a1e..dfdd241d8 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -23,7 +23,7 @@ max_line_length = 175
 exclude = .eggs, .git, .tox, build,
 
 [chatterbot]
-version = 1.1.0a7
+version = 1.1.0.dev4
 author = Gunther Cox
 email = gunthercx@gmail.com
 url = https://github.com/gunthercox/ChatterBot
diff --git a/setup.py b/setup.py
index 8963e6ea6..5c03f4f65 100644
--- a/setup.py
+++ b/setup.py
@@ -69,7 +69,7 @@
     include_package_data=True,
     install_requires=REQUIREMENTS,
     dependency_links=DEPENDENCIES,
-    python_requires='>=3.4, <3.9',
+    python_requires='>=3.4, <3.10',
     license='BSD',
     zip_safe=True,
     platforms=['any'],