ChatGLM is an open-source bilingual (Chinese-English) large language model series developed by Zhipu AI and Tsinghua KEG, featuring smooth dialogue capabilities and low deployment thresholds.
Visit Website
https://chatglm.cn/
Product Information
Updated:09/09/2024
What is ChatGLM
ChatGLM is a family of open-source large language models designed for dialogue tasks, with versions ranging from 6 billion to 130 billion parameters. Developed jointly by Zhipu AI and Tsinghua University's Knowledge Engineering Group (KEG), ChatGLM models are trained on massive Chinese and English corpora, optimized for question-answering and conversational interactions. The series includes ChatGLM-6B, ChatGLM2-6B, and the latest ChatGLM3-6B, each improving upon its predecessor with enhanced performance, longer context understanding, and more efficient inference capabilities.
Key Features of ChatGLM
ChatGLM is an open-source bilingual (Chinese and English) dialogue language model based on the General Language Model (GLM) framework. It uses technology similar to ChatGPT, optimized for Chinese Q&A and dialogue. Trained on about 1T tokens of Chinese and English corpus, it incorporates supervised fine-tuning, feedback bootstrapping, and reinforcement learning with human feedback. The model comes in various sizes, with ChatGLM-6B being a smaller, more accessible version that can be deployed locally on consumer-grade hardware.
Bilingual Support: Optimized for both Chinese and English language processing, making it versatile for multilingual applications.
Low Deployment Threshold: Can be deployed locally on consumer-grade graphics cards, with INT4 quantization requiring only 6GB of GPU memory.
Comprehensive Model Series: Offers various model sizes and specializations, including base models, dialogue models, and long-text models like ChatGLM3-6B-32K.
Advanced Training Techniques: Utilizes supervised fine-tuning, feedback bootstrapping, and reinforcement learning with human feedback to improve performance.
Open Source: Fully open for academic research and free for commercial use after registration, promoting community-driven development.
Use Cases of ChatGLM
Natural Language Processing: Can be used for various NLP tasks such as text generation, summarization, and question-answering in both Chinese and English.
Chatbots and Virtual Assistants: Ideal for creating conversational AI systems capable of engaging in multi-turn dialogues.
Content Creation: Assists in generating creative content, articles, and other written materials in both Chinese and English.
Code Generation and Assistance: With models like CodeGeeX, it can help in programming tasks and code generation.
Educational Tools: Can be used to create interactive learning experiences and answer student queries in multiple languages.
Pros
Bilingual capabilities make it versatile for Chinese and English applications
Low hardware requirements allow for widespread accessibility and local deployment
Open-source nature encourages community contributions and improvements
Cons
Smaller model size may limit performance compared to larger language models
Potential for generating inaccurate or biased information, as with all AI models
Requires careful use and monitoring to prevent misuse or unintended consequences
How to Use ChatGLM
Install required packages: Install the necessary Python packages by running: pip install protobuf transformers==4.30.2 cpm_kernels torch>=2.0 gradio mdtex2html sentencepiece accelerate
Import the model and tokenizer: Use the following code to import ChatGLM:
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True)
model = AutoModel.from_pretrained("THUDM/chatglm-6b", trust_remote_code=True).half().cuda()
Generate a response: Generate a response by calling the chat method:
response, history = model.chat(tokenizer, "你好", history=[])
print(response)
Continue the conversation: To continue the conversation, pass the history to subsequent calls:
response, history = model.chat(tokenizer, "晚上睡不着应该怎么办", history=history)
print(response)
Use the web interface: For a more user-friendly experience, visit https://chatglm.cn to use the web interface of the larger ChatGLM model
Download mobile app: Scan the QR code on the ChatGLM website to download the mobile app for iOS or Android
ChatGLM FAQs
ChatGLM is an open bilingual language model based on the General Language Model (GLM) framework. It is trained on both Chinese and English data and optimized for question-answering and dialogue tasks.
Official Posts
Loading...Popular Articles
Best AI Chatbot in September 2024
Sep 14, 2024
Runway's Gen 3 Alpha Video-to-Video : AI-Powered Video Editing Breakthrough Launches Today
Sep 14, 2024
OpenAI Releases Revolutionary GPT-o1 Model with Enhanced Reasoning Capabilities
Sep 14, 2024
PixVerse V2.5 Hugging Video Tutorial | How to Create AI Hug Videos in September 2024
Sep 13, 2024
Analytics of ChatGLM Website
ChatGLM Traffic & Rankings
3.4M
Monthly Visits
#24795
Global Rank
#548
Category Rank
Traffic Trends: Jun 2024-Aug 2024
ChatGLM User Insights
00:02:17
Avg. Visit DTabsNavuration
2.17
Pages Per Visit
54.04%
User Bounce Rate
Top Regions of ChatGLM
CN: 87.22%
US: 6.32%
HK: 1.93%
TW: 1.47%
KR: 0.81%
Others: 2.25%
Latest AI Tools Similar to ChatGLM
LLMChat
LLMChat is a privacy-focused web application that allows users to interact with multiple AI language models using their own API keys, enhanced with plugins and personalized memory features.
Composio
Composio is a platform that empowers AI agents and LLMs with seamless integration to 150+ external tools via function calling.
ModelFusion
ModelFusion is an open-source TypeScript library and AI platform that provides a unified API for integrating multiple AI models into applications, supporting text generation, image processing, and more.
Epsilla
Epsilla is a one-stop RAG-as-a-Service platform for building production-ready LLM applications connected with proprietary data, featuring a high-performance vector database and advanced retrieval techniques.
Popular AI Tools Like ChatGLM
Sora
Sora is OpenAI's groundbreaking text-to-video AI model that can generate highly realistic and imaginative minute-long videos from text prompts.
OpenAI
OpenAI is a leading artificial intelligence research company developing advanced AI models and technologies to benefit humanity.
Claude AI
Claude AI is a next-generation AI assistant built for work and trained to be safe, accurate, and secure.
Kimi Chat
Kimi Chat is an AI assistant developed by Moonshot AI that supports ultra-long context processing of up to 2 million Chinese characters, web browsing capabilities, and multi-platform synchronization.