zai-org / text-generation Open weights Also via API updated 3 weeks ago

GLM-5.3

GLM-5.3 uses the same base model as GLM-5.2 — every gain comes from post-training. Compared with GLM-5.2, it is much better at complex coding and long-horizon tasks:

Params
753.3 B
Context
1,048,576
Downloads 30d
2.0 M
Likes
2,401
Licence: other Not gated SAFETENSORS 2 languages View on Hugging Face ↗

Download history

daily snapshots · 67 days
▲ 347 K in the last 30 days (20.8%)
2.5 M304 K
Sep 5Sep 27Oct 19Nov 10

Can you run it?

Estimated VRAM at 8K context unless noted. Pick your hardware to see the verdict per quantization.

FileQuantSizeEst. VRAMVerdict on RTX 4090 · 24 GB
model.safetensors f8_e4m3 755.6 GB 944.7 GB ❌ Won’t fit
model.safetensors (bf16, full) bf16 + 1024K ctx 755.6 GB 15,295.6 GB ❌ Won’t fit
Estimate: file size × 1.1 + KV cache at 8K + 0.5 GB overhead. Not a benchmark — how we calculate this.

Run it

copy-paste, exact tags checked against the Hub
~ · curl · api/v1
$ curl -s https://aimodelscomparison.com/api/v1/models/glm-5-3
{
  "hf_id": "zai-org/GLM-5.3",
  "params_b": 753.33,
  "context_length": 1048576,
  "license": { "id": "other", "commercial": "unknown" },
  "downloads_30d": 2016722,
  "vram_estimates": [
    { "quant": "f8_e4m3", "gb": 944.7 }
  ],
  "updated_at": "2026-10-15T01:00:04Z"
}
est. VRAM —on RTX 4090 · 24 GBJSON API →

Use via API

via OpenRouter · USD per 1M tokens · synced 2026-11-10
$0.07
input / 1M
$1.40
output / 1M
$0.069
cached input / 1M
$1.47
1M in + 1M out
:batch variant $0.45 in · $2.00 out
Context window
1,048,576 tokens
Max output
943,718 tokens
Providers
36
Cheapest provider
Wafer · $0.07 / $1.40
Best throughput
—
AA Intelligence / Coding / Agentic
31.7 / 74.8 / 53.1
✓ Tool calling ✓ Reasoning ✓ Structured outputs ✗ Image input ✗ File input ✗ Audio input ✓ Prompt caching

Specifications

Architecture
GlmMoeDsaForCausalLM
Parameters
753.3 B
Tensor type
F8_E4M3
Context length
1,048,576
Vocabulary
154,880
Layers / heads
78 / 64
Licence
other
First seen on the Hub
2026-08-25
Training datasets
undisclosed
Added to our catalog
2026-09-05
Compare with any text-generation model