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ai/phi4

Verified Publisher

By Docker

•Updated over 1 year ago

Microsoft’s compact model, surprisingly capable at reasoning and code

Model
26

100K+

ai/phi4 repository overview

⁠Phi-4

logo

Phi-4 is a 14-billion parameter language model developed by Microsoft Research. It is part of the Phi model family, emphasizing data quality and reasoning capabilities over pure scale.

⁠Intended uses

Phi-4 is designed for:

  • STEM reasoning and problem-solving (math, physics, coding, logic)
  • Memory and compute-efficient applications
  • Educational and research applications
  • Conversational AI and chatbot experiences

⁠Characteristics

AttributeDetails
ProviderMicrosoft
Architecturephi3
Cutoff dateJune 2024
LanguagesEnglish (primary), German, Spanish, French, Portuguese, Italian, Hindi, Japanese
Tool calling❌
Input modalitiesText
Output modalitiesText
LicenseMIT

⁠Available model variants

Model variantParametersQuantizationContext windowVRAM¹Size
ai/phi4:latest

ai/phi4:14B-Q4_K_M
15BIQ2_XXS/Q4_K_M16K tokens9.78 GiB8.43 GB
ai/phi4:14B-Q4_015BQ4_016K tokens9.16 GiB7.80 GB
ai/phi4:14B-Q4_K_M15BIQ2_XXS/Q4_K_M16K tokens9.78 GiB8.43 GB
ai/phi4:14B-F1615BF1616K tokens27.97 GiB27.31 GB

¹: VRAM estimated based on model characteristics.

latest → 14B-Q4_K_M

⁠Use this AI model with Docker Model Runner

First, pull the model:

docker model pull ai/phi4

Then run the model:

docker model run ai/phi4

For more information on Docker Model Runner, explore the documentation⁠.

⁠Considerations

  • Phi-4 is optimized for single-turn queries rather than long multi-turn conversations.
  • Hallucinations may occur, particularly in factual knowledge recall.
  • Instruction-following capabilities are less robust than some larger models.

⁠Benchmark performance

CategoryBenchmarkphi-4phi-3
Popular Aggregated BenchmarkMMLU84.877.9
ScienceGPQA56.131.2
MathMGSM80.653.5
MATH80.444.6
Code GenerationHumanEval82.667.8
Factual KnowledgeSimpleQA3.07.6
ReasoningDROP75.568.3

Tag summary

Content type

Model

Digest

sha256:03c0bc8e0…

Size

8.4 GB

Last updated

over 1 year ago

docker model pull ai/phi4

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