starcoder2:7b

OLLAMA GGUF

starcoder2 · 7B · Q4_0

Not Rec.

Mar 2, 2026 · Apple M4

falcon3-1b-instruct

LM-STUDIO MLX

llama · 1B · 3bit

Marginal

Mar 4, 2026 · Apple M4

Global Score

35 vs 54

Hardware Fit

97 vs 100

Quality Score

8 vs 34

Hardware

starcoder2:7b falcon3-1b-instruct

MachineMacBook AirMacBook Air

CPUApple M4Apple M4

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M4

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

starcoder2:7b falcon3-1b-instruct

Tokens/sec23.8121.8

First chunkN/A176 ms

TTFT251 ms176 ms

Load time0.4 sN/A

Memory usage6.3 GB0.7 GB

Memory %20%2%

HW Fit Score Breakdown

starcoder2:7b

Speed

37/50

TTFT

30/20

Memory

30/30

falcon3-1b-instruct

Speed

50/50

TTFT

20/20

Memory

30/30

Quality

starcoder2:7b

Reasoning

0/20

Coding

1/20

Instruction

4/20

Structured

2/15

Math

0/15

Multilingual

1/10

Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

falcon3-1b-instruct

Reasoning

7/20

Coding

1/20

Instruction

12/20

Structured

7/15

Math

2/15

Multilingual

5/10

Reasoning: Weak Coding: Poor Instruction Following: Adequate Structured Output: Weak Math: Poor Multilingual: Weak

View starcoder2:7b details | View falcon3-1b-instruct details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest