Raises estimated decode speed by about 159%.
~$899 MSRP
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VOOZH | about |
internlm JanusCoder 14B needs ~13.7 GB VRAM. MacBook Pro M4 Pro 24GB has 17.3 GB. With Q4_K_M quantization, expect ~22 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
21.7 tok/s
TTFT
8938 ms
Safe context
51K
Memory
13.7 GB / 17.3 GB
This setup is broadly balanced for this model.
Shared-memory contention still exists
The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 21.7 tok/s | 4875 ms | 51K |
| Coding | C | Runs well | 21.7 tok/s | 8938 ms | 51K |
| Agentic Coding | C | Tight fit | 21.7 tok/s | 13000 ms | 51K |
| Reasoning | C | Runs well | 21.7 tok/s | 10563 ms | 51K |
| RAG | C | Tight fit | 21.7 tok/s | 16250 ms | 51K |
How internlm JanusCoder 14B (14B params) fits at each quantization level on MacBook Pro M4 Pro 24GB (17.3 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 5.5 GB | Low | C48 |
Q3_K_S | 3 | 6.9 GB | Low | C49 |
NVFP4 | 4 | 7.8 GB | Medium | C50 |
Q4_K_M | 4 | 8.5 GB | Medium | C51 |
Q5_K_M | 5 | 10.1 GB | High | C51 |
Q6_KBest for your GPU | 6 | 11.5 GB | High | C50 |
Q8_0 | 8 | 15.0 GB | Very High | F0 |
F16 | 16 | 28.7 GB | Maximum | F0 |
Copy-paste commands to run internlm JanusCoder 14B on your machine.
Run
lms load hf-bartowski--internlm-januscoder-14b-gguf && lms server startUpgrade options
Raises estimated decode speed by about 159%.
~$899 MSRP
Raises estimated decode speed by about 273%.
Adds memory headroom for longer context windows and future model growth.
~$999 MSRP