Active Parameters
358B
Context Length
200K
Modality
Text
Architecture
Mixture of Experts (MoE)
License
MIT
Release Date
8 Jan 2026
Knowledge Cutoff
Sep 2024
API Pricing (per 1M)
Input: $0.60 · Output: $2.20
VRAM requirements for different quantization methods and context sizes
1,024 tokens
Consumer
42x RTX 4090
24GB VRAM
Datacenter
11x NVIDIA A100
80GB VRAM
Apple Silicon
9x Apple M3 Max
128GB VRAM
200,000 tokens
Consumer
47x RTX 4090
24GB VRAM
Datacenter
13x NVIDIA A100
80GB VRAM
Apple Silicon
10x Apple M3 Max
128GB VRAM
Rank
#69
| Benchmark | Score | Rank |
|---|---|---|
Professional Knowledge | 0.843 | 18 |
Graduate-Level QA | 0.857 | 42 |
Web Development | 1435 | 60 |
General Text | 1442 | 68 |
Agentic Index | 0.26 | 70 |
Coding Index | 0.45 | 97 |
Intelligence Index | 0.17 | 146 |
Overall Rank
#69
Coding Rank
#75
GLM-4.7 is an open-weights Mixture-of-Experts model by Z.ai engineered for agentic programming, terminal automation, and frontend vibe coding. It incorporates a triple-tier thinking framework to preserve reasoning coherence across long interactions.
Attention
Attention Structure
Multi-Head Attention
Attention Heads
96
Key-Value Heads
8
Attention Head Dimension
128
Position Embedding
Absolute Position Embedding
RoPE Theta
1,000,000
Sliding Window Attention
No
Sliding Window Size
-
Sliding Window Ratio
-
Linear Attention
-
Linear Attention Ratio
-
Normalization
RMS Normalization
Activation Function
Swish
Dimensions
Hidden Dimension Size
5,120
Number of Layers
92
FFN Intermediate Size (Dense)
1,536
Multi-Token Prediction Heads
1
Tokenizer
Vocabulary Size
151,552
Mixture of Experts
Total Expert Parameters
32.0B
Number of Experts
160
Active Experts
8
Shared Experts
1
FFN Intermediate Size (per Expert)
1,536
Dense Layers Before MoE
3
GLM-4 is a series of bilingual (English and Chinese) language models developed by Zhipu AI. The models feature extended context windows, superior coding performance, advanced reasoning capabilities, and strong agent functionalities. GLM-4.6 offers improvements in tool use and search-based agents.
Assistant
Online