GLM-4 9B needs ~9.7 GB VRAM. Quadro RTX 6000 24GB has 24.0 GB. With Q4_K_M quantization, expect ~85 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
92.4 tok/s
TTFT
2096 ms
Safe context
128K
Memory
9.7 GB / 24.0 GB
This setup is broadly balanced for this model.
Older PCIe generation
PCIe 3.0 is workable, but it compounds the penalty when you offload heavily or try to scale across multiple cards.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | A | Runs well | 84.5 tok/s | 1250 ms | 128K |
| Coding | A | Runs well | 84.5 tok/s | 2292 ms | 128K |
| Agentic Coding | A | Runs well | 84.5 tok/s | 3334 ms | 128K |
| Reasoning | A | Runs well | 84.5 tok/s | 2709 ms | 128K |
| RAG | A | Runs well | 84.5 tok/s | 4168 ms | 128K |
How GLM-4 9B (9B params) fits at each quantization level on Quadro RTX 6000 24GB (24.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 3.5 GB | Low | B66 |
Q3_K_S | 3 | 4.4 GB | Low | B67 |
NVFP4 | 4 |
Copy-paste commands to run GLM-4 9B on your machine.
Run
ollama run glm4Your hardware
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 30.5B | S | 70.1 tok/s | ||
| 27B | S | 30.4 tok/s |
Yes, Quadro RTX 6000 24GB can run GLM-4 9B with a A grade (Runs well). Expected decode speed: 84.5 tok/s.
GLM-4 9B (9B parameters) requires approximately 9.7 GB of memory with Q4_K_M quantization.
The recommended quantization for GLM-4 9B is Q4_K_M, which balances quality and memory efficiency.
On Quadro RTX 6000 24GB, GLM-4 9B achieves approximately 84.5 tokens per second decode speed with a time-to-first-token of 2292ms using Q4_K_M quantization.
For coding workloads, GLM-4 9B on Quadro RTX 6000 24GB receives a A grade with 84.5 tok/s and 128K context.
On Quadro RTX 6000 24GB, GLM-4 9B can safely use up to 128K tokens of context. The model's official context limit is 128K, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/glm-4-9b-on-quadro-rtx-6000-24gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
5.0 GB |
| Medium |
| B67 |
Q4_K_M | 4 | 5.5 GB | Medium | B67 |
Q5_K_M | 5 | 6.5 GB | High | B68 |
Q6_K | 6 | 7.4 GB | High | B68 |
Q8_0 | 8 | 9.6 GB | Very High | B70 |
F16Best for your GPU | 16 | 18.5 GB | Maximum | A71 |
| 27B | S | 30.5 tok/s |
| 30B | S | 72.5 tok/s |
| 35B | A | 37.9 tok/s |