Model Detail human-review-recommended

DeepSeek-R1-Distill 32B

DeepSeek-R1 reasoning model distilled to 32B. Excellent at math & logic.

DeepSeekDEEPSEEKmit2025-01
Parameters
32B
Dense model
Context window
66K
Standard context
Architecture
decoder only transformer
dense
Quality score
93
Planner signal

Task Fit

Code AgentNot a fit

Not marked for code agent in the current library.

CodeSupported

Code generation, debugging, refactoring, and benchmark signal.

ChatSupported

General writing, Q&A, and assistant use.

RAGSupported

Document QA benefits from long context and instruction following.

VisionNot a fit

Not marked for vision in the current library.

Image GenerationNot a fit

Not marked for image generation in the current library.

Video GenerationNot a fit

Not marked for video generation in the current library.

VoiceNot a fit

Not marked for voice in the current library.

Source Confidence

Overallhigh · 94/100
ParametersReviewed / seeded
Task fitReviewed / seeded
MemorySeeded artifact
LicenseSource / seed
BenchmarksAvailable
Hardware fitCalculated

Variants and Quant Artifacts

Choose the artifact first; hardware fit follows from RAM, VRAM, format, and runtime.

3 artifacts
QuantFormatQualityMin RAMReco RAMRuntimeAction
Q4_K_Mggufbalanced24GB48GBollama, llama.cpp, lm-studio Plan with this
Q5_K_Mggufbalanced24GB48GBollama, llama.cpp, lm-studio Plan with this
Q8_0ggufhigh37GB48GBollama, llama.cpp, lm-studio Plan with this

Recommended Hardware

Cheapest That Works
NVIDIA RTX 4060 Ti 16GB
Compatible

Lowest estimated 5-year cost that can run this model.

16GB VRAM$1,772 / 5y
Best Value
Ryzen AI Max+ 395 128GB Mini PC
Compatible

Plenty of fast-memory headroom for this model.

128GB RAM$2,311 / 5y
Best Performance
NVIDIA RTX 6000 Blackwell 96GB
Compatible

Highest local performance signal among compatible hardware.

96GB VRAM$12,376 / 5y

Benchmarks

Gsm8k93%
Math91%
MMLU79%

Source and Review

Hugging Facedeepseek-ai/DeepSeek-R1-Distill-Qwen-32B
Ollamadeepseek-r1:32b
Verificationhuman-review-recommended
Artifact sourceseeded
Default variantDeepSeek-R1-Distill 32B Coder
Tool callingNot marked

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