From cc9acb7493754774de112de1c589e41d4e635334 Mon Sep 17 00:00:00 2001
From: Prateek Chhikara <46902268+prateekchhikara@users.noreply.github.com>
Date: Tue, 18 Feb 2025 11:47:13 -0800
Subject: [PATCH] Added support of vision input
---
docs/features/multimodal-support.mdx | 114 +++
docs/features/platform-overview.mdx | 40 +
docs/mint.json | 4 +-
docs/open-source/multimodal-support.mdx | 117 +++
mem0/llms/openai.py | 3 +-
mem0/memory/main.py | 6 +-
mem0/memory/utils.py | 46 +-
poetry.lock | 1068 ++++++++++++++---------
pyproject.toml | 2 +-
9 files changed, 973 insertions(+), 427 deletions(-)
create mode 100644 docs/features/multimodal-support.mdx
create mode 100644 docs/features/platform-overview.mdx
create mode 100644 docs/open-source/multimodal-support.mdx
diff --git a/docs/features/multimodal-support.mdx b/docs/features/multimodal-support.mdx
new file mode 100644
index 00000000..a041c972
--- /dev/null
+++ b/docs/features/multimodal-support.mdx
@@ -0,0 +1,114 @@
+---
+title: Multimodal Support
+---
+
+Mem0 extends its capabilities beyond text by supporting multimodal data, including images. Users can seamlessly integrate images into their interactions, allowing Mem0 to extract pertinent information from visual content and enrich the memory system.
+
+## How It Works
+
+When a user provides an image, Mem0 processes the image to extract textual information and relevant details, which are then added to the user's memory. This feature enhances the system's ability to understand and remember details based on visual inputs.
+
+
+```python Code
+from mem0 import MemoryClient
+
+# Initialize the MemoryClient with your API key
+client = MemoryClient(api_key="your_api_key_here")
+
+messages = [
+ {
+ "role": "user",
+ "content": "Hi, my name is Alice."
+ },
+ {
+ "role": "assistant",
+ "content": "Nice to meet you, Alice! What do you like to eat?"
+ },
+ {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": "https://www.superhealthykids.com/wp-content/uploads/2021/10/best-veggie-pizza-featured-image-square-2.jpg"
+ }
+ }
+ },
+]
+
+# Calling the add method to ingest messages into the memory system
+client.add(messages, user_id="alice")
+```
+
+```json Output
+{
+ "results": [
+ {
+ "memory": "Name is Alice",
+ "event": "ADD",
+ "id": "7ae113a3-3cb5-46e9-b6f7-486c36391847"
+ },
+ {
+ "memory": "Likes large pizza with toppings including cherry tomatoes, black olives, green spinach, yellow bell peppers, diced ham, and sliced mushrooms",
+ "event": "ADD",
+ "id": "56545065-7dee-4acf-8bf2-a5b2535aabb3"
+ }
+ ]
+}
+```
+
+
+## Image Integration Methods
+
+Mem0 allows you to add images to user interactions through two primary methods: by providing an image URL or by using a Base64-encoded image. Below are examples demonstrating each approach.
+
+## 1. Using an Image URL (Recommended)
+
+You can include an image by passing its direct URL. This method is simple and efficient for online images.
+
+```python
+# Define the image URL
+image_url = "https://www.superhealthykids.com/wp-content/uploads/2021/10/best-veggie-pizza-featured-image-square-2.jpg"
+
+# Create the message dictionary with the image URL
+image_message = {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": image_url
+ }
+ }
+}
+```
+
+## 2. Using Base64 Image Encoding for Local Files
+
+For local images or scenarios where embedding the image directly is preferable, you can use a Base64-encoded string.
+
+```python
+import base64
+
+# Path to the image file
+image_path = "path/to/your/image.jpg"
+
+# Encode the image in Base64
+with open(image_path, "rb") as image_file:
+ base64_image = base64.b64encode(image_file.read()).decode("utf-8")
+
+# Create the message dictionary with the Base64-encoded image
+image_message = {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": f"data:image/jpeg;base64,{base64_image}"
+ }
+ }
+}
+```
+
+By utilizing these methods, you can effectively incorporate images into user interactions, enhancing the multimodal capabilities of your Mem0 instance.
+
+If you have any questions, please feel free to reach out to us using one of the following methods:
+
+
diff --git a/docs/features/platform-overview.mdx b/docs/features/platform-overview.mdx
new file mode 100644
index 00000000..275d9424
--- /dev/null
+++ b/docs/features/platform-overview.mdx
@@ -0,0 +1,40 @@
+---
+title: Overview
+---
+
+Learn about the key features and capabilities that make Mem0 a powerful platform for memory management and retrieval.
+
+## Core Features
+
+
+
+ Superior search results using state-of-the-art algorithms, including keyword search, reranking, and filtering capabilities.
+
+
+ Process and analyze various types of content including images.
+
+
+ Customize and curate stored memories to focus on relevant information while excluding unnecessary data, enabling improved accuracy, privacy control, and resource efficiency.
+
+
+ Create and manage custom categories to organize memories based on your specific needs and requirements.
+
+
+ Define specific guidelines for your project to ensure consistent handling of information and requirements.
+
+
+ Tailor the behavior of your Mem0 instance with custom prompts for specific use cases or domains.
+
+
+ Asynchronous client for non-blocking operations and high concurrency applications.
+
+
+ Export memories in structured formats using customizable Pydantic schemas.
+
+
+
+## Getting Help
+
+If you have any questions about these features or need assistance, our team is here to help:
+
+
diff --git a/docs/mint.json b/docs/mint.json
index 538401a1..bff73c31 100644
--- a/docs/mint.json
+++ b/docs/mint.json
@@ -75,7 +75,7 @@
"platform/quickstart",
{
"group": "Features",
- "pages": ["features/advanced-retrieval", "features/selective-memory", "features/custom-categories", "features/custom-instructions", "features/direct-import", "features/async-client", "features/memory-export"]
+ "pages": ["features/platform-overview", "features/advanced-retrieval", "features/multimodal-support", "features/selective-memory", "features/custom-categories", "features/custom-instructions", "features/direct-import", "features/async-client", "features/memory-export"]
}
]
},
@@ -149,7 +149,7 @@
},
{
"group": "Features",
- "pages": ["features/openai_compatibility", "features/custom-prompts"]
+ "pages": ["features/openai_compatibility", "features/custom-prompts", "open-source/multimodal-support"]
}
]
},
diff --git a/docs/open-source/multimodal-support.mdx b/docs/open-source/multimodal-support.mdx
new file mode 100644
index 00000000..a57c5a56
--- /dev/null
+++ b/docs/open-source/multimodal-support.mdx
@@ -0,0 +1,117 @@
+---
+title: Multimodal Support
+---
+
+Mem0 extends its capabilities beyond text by supporting multimodal data, including images. Users can seamlessly integrate images into their interactions, allowing Mem0 to extract pertinent information from visual content and enrich the memory system.
+
+## How It Works
+
+When a user provides an image, Mem0 processes the image to extract textual information and relevant details, which are then added to the user's memory. This feature enhances the system's ability to understand and remember details based on visual inputs.
+
+
+```python Code
+from mem0 import Memory
+
+client = Memory()
+
+messages = [
+ {
+ "role": "user",
+ "content": "Hi, my name is Alice."
+ },
+ {
+ "role": "assistant",
+ "content": "Nice to meet you, Alice! What do you like to eat?"
+ },
+ {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": "https://www.superhealthykids.com/wp-content/uploads/2021/10/best-veggie-pizza-featured-image-square-2.jpg"
+ }
+ }
+ },
+]
+
+# Calling the add method to ingest messages into the memory system
+client.add(messages, user_id="alice")
+```
+
+```json Output
+{
+ "results": [
+ {
+ "memory": "Name is Alice",
+ "event": "ADD",
+ "id": "7ae113a3-3cb5-46e9-b6f7-486c36391847"
+ },
+ {
+ "memory": "Likes large pizza with toppings including cherry tomatoes, black olives, green spinach, yellow bell peppers, diced ham, and sliced mushrooms",
+ "event": "ADD",
+ "id": "56545065-7dee-4acf-8bf2-a5b2535aabb3"
+ }
+ ]
+}
+```
+
+
+## Image Integration Methods
+
+Mem0 allows you to add images to user interactions through two primary methods: by providing an image URL or by using a Base64-encoded image. Below are examples demonstrating each approach.
+
+## 1. Using an Image URL (Recommended)
+
+You can include an image by passing its direct URL. This method is simple and efficient for online images.
+
+```python
+# Define the image URL
+image_url = "https://www.superhealthykids.com/wp-content/uploads/2021/10/best-veggie-pizza-featured-image-square-2.jpg"
+
+# Create the message dictionary with the image URL
+image_message = {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": image_url
+ }
+ }
+}
+```
+
+## 2. Using Base64 Image Encoding for Local Files
+
+For local images or scenarios where embedding the image directly is preferable, you can use a Base64-encoded string.
+
+```python
+import base64
+
+# Path to the image file
+image_path = "path/to/your/image.jpg"
+
+# Encode the image in Base64
+with open(image_path, "rb") as image_file:
+ base64_image = base64.b64encode(image_file.read()).decode("utf-8")
+
+# Create the message dictionary with the Base64-encoded image
+image_message = {
+ "role": "user",
+ "content": {
+ "type": "image_url",
+ "image_url": {
+ "url": f"data:image/jpeg;base64,{base64_image}"
+ }
+ }
+}
+```
+
+By utilizing these methods, you can effectively incorporate images into user interactions, enhancing the multimodal capabilities of your Mem0 instance.
+
+
+Currently, we support only OpenAI models for image description.
+
+
+If you have any questions, please feel free to reach out to us using one of the following methods:
+
+
diff --git a/mem0/llms/openai.py b/mem0/llms/openai.py
index a9c302f8..38daf650 100644
--- a/mem0/llms/openai.py
+++ b/mem0/llms/openai.py
@@ -63,6 +63,7 @@ class OpenAILLM(LLMBase):
response_format=None,
tools: Optional[List[Dict]] = None,
tool_choice: str = "auto",
+ max_tokens: int = 100,
):
"""
Generate a response based on the given messages using OpenAI.
@@ -80,7 +81,7 @@ class OpenAILLM(LLMBase):
"model": self.config.model,
"messages": messages,
"temperature": self.config.temperature,
- "max_tokens": self.config.max_tokens,
+ "max_tokens": max_tokens,
"top_p": self.config.top_p,
}
diff --git a/mem0/memory/main.py b/mem0/memory/main.py
index 9d5de268..c2e375b5 100644
--- a/mem0/memory/main.py
+++ b/mem0/memory/main.py
@@ -9,7 +9,7 @@ from typing import Any, Dict
import pytz
from pydantic import ValidationError
-
+from mem0.memory.utils import parse_vision_messages
from mem0.configs.base import MemoryConfig, MemoryItem
from mem0.configs.prompts import get_update_memory_messages
from mem0.memory.base import MemoryBase
@@ -114,6 +114,8 @@ class Memory(MemoryBase):
if isinstance(messages, str):
messages = [{"role": "user", "content": messages}]
+ messages = parse_vision_messages(messages)
+
with concurrent.futures.ThreadPoolExecutor() as executor:
future1 = executor.submit(self._add_to_vector_store, messages, metadata, filters)
future2 = executor.submit(self._add_to_graph, messages, filters)
@@ -143,7 +145,7 @@ class Memory(MemoryBase):
if self.custom_prompt:
system_prompt = self.custom_prompt
- user_prompt = f"Input: {parsed_messages}"
+ user_prompt = f"Input:\n{parsed_messages}"
else:
system_prompt, user_prompt = get_fact_retrieval_messages(parsed_messages)
diff --git a/mem0/memory/utils.py b/mem0/memory/utils.py
index 290660db..0890eb70 100644
--- a/mem0/memory/utils.py
+++ b/mem0/memory/utils.py
@@ -1,10 +1,10 @@
import re
-
from mem0.configs.prompts import FACT_RETRIEVAL_PROMPT
+from mem0.llms.openai import OpenAILLM
def get_fact_retrieval_messages(message):
- return FACT_RETRIEVAL_PROMPT, f"Input: {message}"
+ return FACT_RETRIEVAL_PROMPT, f"Input:\n{message}"
def parse_messages(messages):
@@ -43,3 +43,45 @@ def remove_code_blocks(content: str) -> str:
pattern = r"^```[a-zA-Z0-9]*\n([\s\S]*?)\n```$"
match = re.match(pattern, content.strip())
return match.group(1).strip() if match else content.strip()
+
+
+def get_image_description(image_url):
+ """
+ Get the description of the image
+ """
+ llm = OpenAILLM()
+ response = llm.generate_response(
+ messages=[
+ {
+ "role": "user",
+ "content": [
+ {"type": "text", "text": "Provide a description of the image and do not include any additional text."},
+ {"type": "image_url", "image_url": {"url": image_url}}
+ ],
+ },
+ ],
+ max_tokens=100,
+ )
+ return response
+
+
+def parse_vision_messages(messages):
+ """
+ Parse the vision messages from the messages
+ """
+ returned_messages = []
+ for msg in messages:
+ if msg["role"] != "system":
+ if not isinstance(msg["content"], str) and msg["content"]["type"] == "image_url":
+ image_url = msg["content"]["image_url"]["url"]
+ try:
+ description = get_image_description(image_url)
+ msg["content"]["text"] = description
+ returned_messages.append({"role": msg["role"], "content": description})
+ except Exception:
+ raise Exception(f"Error while downloading {image_url}.")
+ else:
+ returned_messages.append(msg)
+ else:
+ returned_messages.append(msg)
+ return returned_messages
diff --git a/poetry.lock b/poetry.lock
index 08c2602c..47e82fc9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,99 +1,104 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
[[package]]
name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.4.6"
description = "Happy Eyeballs for asyncio"
optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
files = [
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+ {file = "aiohappyeyeballs-2.4.6-py3-none-any.whl", hash = "sha256:147ec992cf873d74f5062644332c539fcd42956dc69453fe5204195e560517e1"},
+ {file = "aiohappyeyeballs-2.4.6.tar.gz", hash = "sha256:9b05052f9042985d32ecbe4b59a77ae19c006a78f1344d7fdad69d28ded3d0b0"},
]
[[package]]
name = "aiohttp"
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+version = "3.11.12"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
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+
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
+[package.extras]
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[extras]
graph = ["langchain-community", "neo4j", "rank-bm25"]
diff --git a/pyproject.toml b/pyproject.toml
index 3a9c01d5..db4bc9aa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
[tool.poetry]
name = "mem0ai"
-version = "0.1.50"
+version = "0.1.51"
description = "Long-term memory for AI Agents"
authors = ["Mem0 "]
exclude = [