GLM-5.3-Flash-GGUF vs GLM-4.5

Specs, VRAM requirements and download trends — updated 24 October 2026.

unsloth · A · Open weights
Params
321.3 B
Context
—
30d
857 K
mit · commercial OK
zai-org · B · Open weights
Params
358.3 B
Context
131,072
30d
114 K
mit · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification GLM-5.3-Flash-GGUF GLM-4.5
Deployment Open weights Open weights · also via API
Parameters 321.3 B 358.3 B
Architecture — Glm4MoeForCausalLM
Context length — 131,072
Licence mit mit
Commercial use Allowed Allowed
Languages 2 2
Downloads 30d 857,059 113,929
Downloads all time 1.7 M 1.2 M
Quantizations on the Hub GGUF SAFETENSORS
Gated No No
First seen on the Hub 2026-08-26 2025-07-20
API input price / 1M tokens not on OpenRouter $0.60
API output price / 1M tokens not on OpenRouter $2.20
Est. cost per 1M input + 1M output tokens not on OpenRouter $2.80
Cached input / 1M tokens not on OpenRouter $0.11
AA Intelligence Index not on OpenRouter 12.8
AA Coding Index not on OpenRouter —
AA Agentic Index not on OpenRouter —
Max output tokens not on OpenRouter 98,304
API providers not on OpenRouter 1
Tool calling not on OpenRouter Yes
Reasoning mode not on OpenRouter Yes

API cost

Estimated cost of 1M input + 1M output tokens via OpenRouter

GLM-4.5 $2.80

Download trend

Daily snapshots, last 44 days (11 Sep – 24 Oct)

1.1 M117 K
GLM-5.3-Flash-GGUF GLM-4.5

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

GLM-4.5 · fp16 @ 128K ctx 1,648.9 GB / 24 GB
❌ Won’t fit

Adjacent comparisons