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All estimates are approximations based on mathematical models and public specifications. Actual performance may vary. Do not make purchasing decisions based solely on these estimates.

Data sourced from Hugging Face, Ollama, and official model documentation. Model names and logos are trademarks of their respective owners.

© 2026 Will It Run AI — Fase Consulting Ibiza, S.L. (NIF: B57969656)

Home/Llama 3.2 1B Instruct Q8 0/on MacBook Pro M1 Pro 16GB

Can it run?

Can MacBook Pro M1 Pro 16GB run Llama 3.2 1B Instruct Q8 0?

CUsable

Runs well

Using Q6_K in Ollama

Capabilities:

Fit status

Runs well

Decode

136.5 tok/s

TTFT

1418 ms

Safe context

41K

Memory

4.5 GB / 11.5 GB

Memory breakdown

Weights0.8 GB
KV Cache0.8 GB
Runtime1.2 GB
Headroom1.7 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingCRuns well136.5 tok/s2063 ms81K
ChatCRuns well136.5 tok/s774 ms20K
CodingCRuns well136.5 tok/s1418 ms41K
RAGCRuns well136.5 tok/s2579 ms81K
ReasoningCRuns well136.5 tok/s1676 ms41K

Quantization options

How Llama 3.2 1B Instruct Q8 0 (1B params) fits at each quantization level on MacBook Pro M1 Pro 16GB (11.5 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
0.4 GB
LowD30
Q3_K_S
3
0.5 GB
LowD30
NVFP4
4
0.6 GB
MediumD31
Q4_K_M
4
0.6 GB
MediumD31
Q5_K_M
5
0.7 GB
HighD31
Q6_K
6
0.8 GB
HighD31
Q8_0
8
1.1 GB
Very HighD32
F16Best for your GPU
16
2.1 GB
MaximumD33

Get started

HuggingFace
huggingface-cli download hf-hugging-quants--llama-3-2-1b-instruct-q8-0-gguf
See all results for MacBook Pro M1 Pro 16GBSee all hardware for Llama 3.2 1B Instruct Q8 0