Will It Run AI

MicrosoftMicrosoft

Phi-4 14B

Actual
874.9KDescargas2.2KMe gustaDec 2024Publicado16K tokensContextoMITLicencia75 FuerteCalidad

Phi-4 14B (14B parameters) requires approximately 13.4 GB of VRAM with Q4_K_M quantization. For the best balance of quality and speed, we recommend hardware with at least 16 GB of VRAM.

Comenzar

— copia y pega para ejecutar en local

Copy-paste commands to run Phi-4 14B on your machine.

Run

ollama run phi4

Quick specs

Parameters14B
Architecturedense
Context16K tokens
Modalitytext
Min RAM5.5 GB
Rec. RAM8.5 GB (Q4_K_M)
LicenseMIT
FamilyPhi
Chat Reasoning

About this model

Our training data is an extension of the data used for Phi-3 and includes a wide variety of sources from:

  • Publicly available documents filtered rigorously for quality, selected high-quality educational data, and code
  • Newly created synthetic, “textbook-like” data for the purpose of teaching math, coding, common sense reasoning, general knowledge of the world...
  • Acquired academic books and Q&A datasets
  • High quality chat format supervised data covering various topics to reflect human preferences on different aspects such as instruct-following,...

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Opciones de cuantización

Estimaciones de VRAM por nivel de cuantización

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
Low
Q3_K_S
3
6.9 GB
Low
NVFP4
4
7.8 GB
Medium
Q4_K_M
4
8.5 GB
Medium
Q5_K_M
5
10.1 GB
High
Q6_K
6
11.5 GB
High
Q8_0
8
15.0 GB
Very High
F16
16
28.7 GB
Maximum

Quality benchmarks

Phi-4 14B benchmark scores

Benchmark verified

Coding

SWE-bench Verified
HumanEval+82.6%
Aider Polyglot
LiveCodeBench

Reasoning

MMLU-Pro70.4%
GPQA Diamond56.1%
MATH-50080.4%
ARC Challenge

General

Chatbot Arena
IFEval63.0%

Source: official · 2024-12-12

Compatibilidad de hardware

Estimaciones de encaje en todo el hardware

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Computing compatibility...

Desglose de memoria

Reference: RTX 2060 6GB

Weights8.5 GB
KV Cache3.1 GB
Runtime1.2 GB
Headroom0.6 GB

Preguntas frecuentes

FAQ — Phi-4 14B

Ver también