openthinker/Dense

OOpenThinker 32B

reasoningmath
32B
Parameters
31K
Context length
2
Benchmarks
14
Quantizations
Architecture
Dense
Released
2025-02-01
Layers
64
KV Heads
8
Head Dim
128
Family
openthinker

Quantization Options

QuantBitsVRAMQuality
IQ3_XXS3.2513.5 GBlow
IQ3_XS3.514.5 GBlow
Q3_K_S3.6415.0 GBlow
IQ3_M3.7615.5 GBlow
Q3_K_M416.5 GBlow
Q3_K_L4.317.7 GBmoderate
IQ4_XS4.4618.3 GBmoderate
Q4_K_S4.6719.2 GBmoderate
Q4_K_M4.8920.0 GBgood
Q5_K_S5.5722.8 GBgood
Q5_K_M5.723.3 GBgood
Q6_K6.5626.7 GBexcellent
Q8_08.534.5 GBlossless
FP161664.5 GBlossless

Select your GPU above to see speed estimates and compatibility for each quantization.

Benchmarks (2)

MATH-50090.6
GPQA Diamond61.6

Run this model

Easiest way to get starteddocs →
curl -fsSL https://ollama.com/install.sh | sh
$ollama run openthinker:32b:q4_k_m

Downloads and runs automatically. Add --verbose for speed stats.

Setup guide

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

Find the best GPU for OpenThinker 32B

Build Hardware for OpenThinker 32B

OpenThinker 32B32B Parameter Dense LLM

Model Specifications

Parameters
32B
Architecture
Dense Transformer
Context Length
31K tokens
Capabilities
reasoning, math
Release Date
2025-02-01
Family
openthinker

VRAM Requirements

QuantizationBPWVRAMQuality
IQ3_XXS3.2513.5 GB82%
IQ3_XS3.514.5 GB84%
Q3_K_S3.6415.0 GB85%
IQ3_M3.7615.5 GB86%
Q3_K_M416.5 GB88%
Q3_K_L4.317.7 GB90%
IQ4_XS4.4618.3 GB92%
Q4_K_S4.6719.2 GB93%
Q4_K_M4.8920.0 GB94%
Q5_K_S5.5722.8 GB96%
Q5_K_M5.723.3 GB96%
Q6_K6.5626.7 GB97%
Q8_08.534.5 GB100%
FP161664.5 GB100%

Benchmark Scores

MATH-50090.6
GPQA Diamond61.6

How to Run OpenThinker 32B

Run OpenThinker 32B locally with Ollama (needs 20.0 GB VRAM at Q4_K_M):

ollama run openthinker:32b

Compatible GPUs (30)

GPUs that can run OpenThinker 32B at Q4_K_M quantization: