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Phi-4 14B

by Microsoft · phi family

14B

parameters

text-generation code-generation reasoning math summarization

Phi-4 14B is Microsoft's latest small language model that achieves remarkable performance relative to its size, particularly excelling in mathematical reasoning and STEM tasks. Built with synthetic data generation and innovative training curricula, it often matches or exceeds models several times its size. The model demonstrates exceptional strength in structured problem solving, coding, and analytical tasks. Its 16K context window and MIT license make it highly attractive for both personal and commercial local deployments.

Quick Start with Ollama

ollama run 14b-q4_K_M
Resources Ollama Hugging Face Official Page
Creator Microsoft
Parameters 14B
Architecture transformer-decoder
Context 16K tokens
Released Dec 12, 2024
License MIT
Ollama phi4

Quantization Options

Format File Size VRAM Required Quality Ollama Tag
Q4_K_M rec 7.1 GB 9.9 GB 14b-q4_K_M
Q5_K_M 8.2 GB 11.3 GB 14b-q5_K_M
Q8_0 12.6 GB 16 GB 14b-q8_0

Compatible Hardware

Q4_K_M requires 9.9 GB VRAM

Compatible Hardware

HardwareVRAMTypeFitEst. Speed
Mac Studio M4 Ultra 512GB512 GBmacRuns~83 tok/s
Mac Pro M2 Ultra 192GB192 GBmacRuns~81 tok/s
Mac Studio M4 Ultra 192GB192 GBmacRuns~83 tok/s
Mac Studio M4 Max 128GB128 GBmacRuns~55 tok/s
MacBook Pro M4 Max 128GB128 GBmacRuns~55 tok/s
MacBook Pro M5 Max 128GB128 GBmacRuns~55 tok/s
NVIDIA RTX PRO 6000 Blackwell96 GBgpuRuns~194 tok/s
MacBook Pro M3 Max 96GB96 GBmacRuns~40 tok/s
Mac mini M4 Pro 64GB64 GBmacRuns~28 tok/s
Mac Studio M4 Max 64GB64 GBmacRuns~55 tok/s
MacBook Pro M4 Max 64GB64 GBmacRuns~55 tok/s
MacBook Pro M5 Max 64GB64 GBmacRuns~55 tok/s
NVIDIA RTX 6000 Ada Generation48 GBgpuRuns~97 tok/s
NVIDIA RTX A600048 GBgpuRuns~78 tok/s
NVIDIA RTX PRO 5000 Blackwell48 GBgpuRuns~97 tok/s
Mac mini M4 Pro 48GB48 GBmacRuns~28 tok/s
MacBook Pro M3 Max 48GB48 GBmacRuns~40 tok/s
MacBook Pro M4 Pro 48GB48 GBmacRuns~28 tok/s
MacBook Pro M4 Max 48GB48 GBmacRuns~55 tok/s
MacBook Pro M5 Max 48GB48 GBmacRuns~41 tok/s
MacBook Pro M5 Pro 48GB48 GBmacRuns~28 tok/s
Mac Studio M4 Max 36GB36 GBmacRuns~55 tok/s
MacBook Pro M3 Pro 36GB36 GBmacRuns~15 tok/s
MacBook Pro M5 Max 36GB36 GBmacRuns~41 tok/s
NVIDIA RTX 5000 Ada Generation32 GBgpuRuns~73 tok/s
NVIDIA GeForce RTX 509032 GBgpuRuns~181 tok/s
iMac M4 32GB32 GBmacRuns~12 tok/s
Mac mini M4 32GB32 GBmacRuns~12 tok/s
MacBook Air M4 32GB32 GBmacRuns~12 tok/s
MacBook Air M5 32GB32 GBmacRuns~12 tok/s
MacBook Pro M5 32GB32 GBmacRuns~12 tok/s
AMD Radeon RX 7900 XTX24 GBgpuRuns~97 tok/s
NVIDIA GeForce RTX 3090 Ti24 GBgpuRuns~102 tok/s
NVIDIA GeForce RTX 309024 GBgpuRuns~95 tok/s
NVIDIA GeForce RTX 409024 GBgpuRuns~102 tok/s
NVIDIA RTX A500024 GBgpuRuns~78 tok/s
iMac M3 24GB24 GBmacRuns~10 tok/s
Mac mini M2 24GB24 GBmacRuns~10 tok/s
Mac mini M4 Pro 24GB24 GBmacRuns~28 tok/s
MacBook Air M2 24GB24 GBmacRuns~10 tok/s
MacBook Air M4 24GB24 GBmacRuns~12 tok/s
MacBook Air M5 24GB24 GBmacRuns~12 tok/s
MacBook Pro M4 Pro 24GB24 GBmacRuns~28 tok/s
MacBook Pro M5 24GB24 GBmacRuns~12 tok/s
MacBook Pro M5 Pro 24GB24 GBmacRuns~28 tok/s
AMD Radeon RX 7900 XT20 GBgpuRuns~81 tok/s
NVIDIA RTX 4000 Ada Generation20 GBgpuRuns~36 tok/s
MacBook Pro M3 Pro 18GB18 GBmacRuns~15 tok/s
AMD Radeon RX 6800 XT16 GBgpuRuns~52 tok/s
AMD Radeon RX 6900 XT16 GBgpuRuns~52 tok/s
AMD Radeon RX 7800 XT16 GBgpuRuns~63 tok/s
AMD Radeon RX 9060 XT 16GB16 GBgpuRuns~54 tok/s
AMD Radeon RX 9070 XT16 GBgpuRuns~66 tok/s
AMD Radeon RX 907016 GBgpuRuns~54 tok/s
Intel Arc A77016 GBgpuRuns~57 tok/s
NVIDIA GeForce RTX 4060 Ti 16GB16 GBgpuRuns~29 tok/s
NVIDIA GeForce RTX 4070 Ti Super16 GBgpuRuns~68 tok/s
NVIDIA GeForce RTX 4080 Super16 GBgpuRuns~74 tok/s
NVIDIA GeForce RTX 408016 GBgpuRuns~72 tok/s
NVIDIA GeForce RTX 5060 Ti 16GB16 GBgpuRuns~45 tok/s
NVIDIA GeForce RTX 5070 Ti16 GBgpuRuns~91 tok/s
NVIDIA GeForce RTX 508016 GBgpuRuns~97 tok/s
NVIDIA RTX A400016 GBgpuRuns~45 tok/s
iMac M1 16GB16 GBmacRuns~7 tok/s
iMac M4 16GB16 GBmacRuns~12 tok/s
Mac mini M1 16GB16 GBmacRuns~7 tok/s
Mac mini M4 16GB16 GBmacRuns~12 tok/s
MacBook Air M2 16GB16 GBmacRuns~10 tok/s
MacBook Air M3 16GB16 GBmacRuns~10 tok/s
MacBook Air M4 16GB16 GBmacRuns~12 tok/s
MacBook Air M5 16GB16 GBmacRuns~12 tok/s
MacBook Pro M1 16GB16 GBmacRuns~7 tok/s
MacBook Pro M2 Pro 16GB16 GBmacRuns~20 tok/s
MacBook Pro M5 16GB16 GBmacRuns~12 tok/s
AMD Radeon RX 6700 XT12 GBgpuRuns~39 tok/s
AMD Radeon RX 7700 XT12 GBgpuRuns~44 tok/s
Intel Arc B58012 GBgpuRuns~46 tok/s
NVIDIA GeForce RTX 3060 12GB12 GBgpuRuns~36 tok/s
NVIDIA GeForce RTX 3080 12GB12 GBgpuRuns~92 tok/s
NVIDIA GeForce RTX 4070 Super12 GBgpuRuns~51 tok/s
NVIDIA GeForce RTX 4070 Ti12 GBgpuRuns~51 tok/s
NVIDIA GeForce RTX 407012 GBgpuRuns~51 tok/s
NVIDIA GeForce RTX 507012 GBgpuRuns~68 tok/s
NVIDIA GeForce GTX 1080 Ti11 GBgpuRuns (tight)~49 tok/s
NVIDIA GeForce RTX 2080 Ti11 GBgpuRuns (tight)~62 tok/s
Intel Arc B57010 GBgpuCPU Offload~11 tok/s
NVIDIA GeForce RTX 3080 10GB10 GBgpuCPU Offload~23 tok/s
AMD Radeon RX 6600 XT8 GBgpuCPU Offload~8 tok/s
AMD Radeon RX 76008 GBgpuCPU Offload~9 tok/s
Intel Arc A7508 GBgpuCPU Offload~16 tok/s
AMD Radeon RX 9060 XT 8GB8 GBgpuCPU Offload~8 tok/s
NVIDIA GeForce GTX 10708 GBgpuCPU Offload~8 tok/s
NVIDIA GeForce RTX 2060 Super8 GBgpuCPU Offload~14 tok/s
NVIDIA GeForce RTX 2070 Super8 GBgpuCPU Offload~14 tok/s
NVIDIA GeForce RTX 2080 Super8 GBgpuCPU Offload~15 tok/s
NVIDIA GeForce RTX 30508 GBgpuCPU Offload~7 tok/s
NVIDIA GeForce RTX 3060 Ti8 GBgpuCPU Offload~14 tok/s
NVIDIA GeForce RTX 30708 GBgpuCPU Offload~14 tok/s
NVIDIA GeForce RTX 40608 GBgpuCPU Offload~8 tok/s
NVIDIA GeForce RTX 4060 Ti 8GB8 GBgpuCPU Offload~9 tok/s
NVIDIA GeForce RTX 50508 GBgpuCPU Offload~7 tok/s
NVIDIA GeForce RTX 5060 Ti 8GB8 GBgpuCPU Offload~14 tok/s
NVIDIA GeForce RTX 50608 GBgpuCPU Offload~10 tok/s
MacBook Air M1 8GB8 GBmacCPU Offload~2 tok/s
MacBook Air M2 8GB8 GBmacCPU Offload~3 tok/s
2 hardware device(s) cannot run this model at Q4_K_M.

Benchmark Scores

84.8
mmlu