diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..bf26e2e
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,21 @@
+# # Use the official Python 3.10 image as the base image
+FROM python:3.11
+
+# Set the working directory
+WORKDIR /ollama-python
+
+# Install Poetry
+RUN pip install --no-cache-dir poetry
+
+# Copy the project files into the working directory
+COPY . .
+
+# Install project dependencies using Poetry
+RUN poetry config virtualenvs.create false \
+    && poetry install --only main
+     
+# Install pre-commit and set up the hooks
+RUN poetry run pre-commit install
+# Specify the command to run your application
+CMD ["sh", "-c", "while :; do sleep 10; done"]
+
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..34c254d
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,11 @@
+version: '3.8'
+
+services:
+  ollama-python:
+    build:
+      context: .
+      dockerfile: Dockerfile
+    volumes:
+      - .:/ollama-python
+    stdin_open: true  # Keep container running
+    tty: true    
diff --git a/ollama_python/endpoints/async_base_api.py b/ollama_python/endpoints/async_base_api.py
new file mode 100644
index 0000000..e4e113b
--- /dev/null
+++ b/ollama_python/endpoints/async_base_api.py
@@ -0,0 +1,63 @@
+from ollama_python.endpoints.base import BaseAPI
+import aiohttp
+import json
+from typing import Optional, Callable, AsyncGenerator
+
+
+class AsyncBaseApi(BaseAPI):
+    def __init__(self, base_url: str = "http://localhost:11434/api"):
+        super().__init__(base_url)
+        self.session = aiohttp.ClientSession()
+
+    async def _stream(
+        self, endpoint: str, parameters: dict, return_type: Optional[Callable] = None
+    ) -> AsyncGenerator:
+        """
+        Stream the response from the given endpoint
+        :param endpoint: The endpoint to stream from
+        :param parameters: The parameters to send
+        :return: A generator that yields the response
+        """
+        async with self.session.post(
+            f"{self.base_url}/{endpoint}",
+            json=parameters,
+            stream=True,
+            raise_for_status=True,
+        ) as session:
+            async for line in session.iter_lines():
+                if line:
+                    resp = json.loads(line)
+                    yield return_type(**resp) if return_type else resp
+
+    async def _post(
+        self,
+        endpoint: str,
+        parameters: Optional[dict] = None,
+        return_type: Optional[Callable] = None,
+    ):
+        """
+        Send a POST request to the given endpoint
+        :param endpoint:
+        :param parameters:
+        :param return_type:
+        :return:
+        """
+        async with self.session.post(
+            f"{self.base_url}/{endpoint}", json=parameters, raise_for_status=True
+        ) as session:
+            data = await session.json()
+
+            return return_type(**data) if return_type else session.status
+
+    async def _get(self, endpoint: str, return_type: Optional[Callable] = None):
+        """
+        Send a GET request to the given endpoint
+        :param endpoint:
+        :param return_type:
+        :return:
+        """
+        async with self.session.get(
+            f"{self.base_url}/{endpoint}", raise_for_status=True
+        ) as session:
+            data = await session.json()
+            return return_type(**data) if return_type else session.status