Alibaba CloudCodingLicense: Apache 2.0

Qwen 2.5 Coder 7B Instruct

Ultra-fast local code copilot for budget GPUs and 8GB/16GB machines.

The lightweight coding champion. Qwen 2.

Parameter Count7.6B

Context Window128k tokens

Min VRAM (Q4)5 GB

Recommended RAM8 GB+

⚡ Key Architectural Strengths

✓Extreme generation speed and low latency

✓Fits completely in 6GB–8GB VRAM

✓Superb syntax accuracy across 92 programming languages

VRAM & Quantization Memory Footprint

Exact file weights, minimum VRAM to boot, and recommended headroom for extended context windows.

Quantization Tier	Weight Size	Min VRAM/RAM	Recommended VRAM	Recommended Use Case
Q4_K_M (Recommended)	4.7 GB	5.5 GB	8 GB	4-bit quantization fitting in any 6GB/8GB GPU.
Q8_0 (High Precision)	8.1 GB	9.5 GB	12 GB	8-bit precision requiring 12GB VRAM.
BF16 / FP16 (Unquantized)	15.3 GB	17 GB	20 GB	Unquantized weights.

⚡ Need to calculate exact KV Cache with 16k or 32k context?

Simulate exact VRAM allocations across various context lengths and precision depths.

Launch VRAM Calculator →

1-Click Local Run Commands

Copy and paste directly into your terminal or local server engine.

Ollama CLI:

ollama run qwen2.5-coder:7b

LM Studio CLI:

lms load Qwen/Qwen2.5-Coder-7B-Instruct-GGUF

vLLM Production Server:

vllm serve Qwen/Qwen2.5-Coder-7B-Instruct --dtype auto

llama.cpp Binary:

./llama-cli -m Qwen2.5-Coder-7B-Instruct-Q4_K_M.gguf -p "Write a regex for UUID validation" -c 8192

Hardware Compatibility & Speed Estimates

Estimated against 55+ Apple Silicon, Qualcomm, and NVIDIA hardware profiles.

🟢 71 Comfortable | 🟡 1 Tight Fit

Device / Hardware Name	Platform	RAM/VRAM	Fit Status	Est. Tokens/Sec	Notes
Apple MacBook Air 13-inch (M4, 2025)	macOS	16 GB	Comfortable	16.6 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
HP Omnibook 5 OLED	Windows ARM	32 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 16-inch (M4 Max)	macOS	64 GB	Comfortable	75.5 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M4, 16GB)	macOS	16 GB	Comfortable	16.6 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M4 Pro, 24GB)	macOS	24 GB	Comfortable	37.8 t/s	Fits fully in GPU-usable memory (~16.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M2 Ultra 192GB)	macOS	192 GB	Comfortable	110.6 t/s	Fits fully in GPU-usable memory (~144GB) with room for a longer context. Speed is a bandwidth-based estimate.
Microsoft Surface Laptop 7	Windows ARM	16 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad T14s Gen 5 (Snapdragon)	Windows ARM	32 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook S 16 (Ryzen AI 9 HX 370)	Windows x86	32 GB	Comfortable	16.6 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 13 (Intel Core Ultra 7 258V)	Windows x86	32 GB	Comfortable	18.8 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS ROG Zephyrus G16 (RTX 4070 Laptop)	Windows x86	32 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Razer Blade 16 (RTX 4090 Mobile 16GB)	Windows x86	32 GB	Comfortable	79.7 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Framework Laptop 13 (Ryzen 7 7840U)	Linux	64 GB	Comfortable	12.4 t/s	Fits fully in GPU-usable memory (~38.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Legion Pro 7i (RTX 4080 12GB)	Windows x86	32 GB	Comfortable	59.7 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 14 (Core Ultra 7)	Windows x86	16 GB	Comfortable	16.5 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad E14 (Budget Setup)	Windows x86	8 GB	Unsupported	—	Not enough memory to load the 4-bit weights (~4.7GB) plus overhead.
Acer Swift 14 AI (Snapdragon X Plus)	Windows ARM	16 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (RTX 4090 24GB)	Linux	64 GB	Comfortable	139.4 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Legacy Budget Desktop (GTX 1650 4GB)	Windows x86	16 GB	CPU Offload	5.9 t/s	Exceeds the 4GB of VRAM, so some layers run from system RAM, which is much slower. Estimate only.
Apple MacBook Pro 16-inch (M4 Max 128GB)	macOS	128 GB	Comfortable	75.5 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M4 Pro 48GB)	macOS	48 GB	Comfortable	37.8 t/s	Fits fully in GPU-usable memory (~36GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M4 Base 24GB)	macOS	24 GB	Comfortable	16.6 t/s	Fits fully in GPU-usable memory (~16.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air 15-inch (M3 16GB)	macOS	16 GB	Comfortable	13.8 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air 13-inch (M3 8GB Base)	macOS	8 GB	Unsupported	—	Not enough memory to load the 4-bit weights (~4.7GB) plus overhead.
Apple MacBook Air 13-inch (M2 16GB)	macOS	16 GB	Comfortable	13.8 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Air (M1 16GB Legacy)	macOS	16 GB	Comfortable	9.4 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 16-inch (M3 Max 128GB)	macOS	128 GB	Comfortable	55.3 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M3 Pro 36GB)	macOS	36 GB	Comfortable	20.7 t/s	Fits fully in GPU-usable memory (~24.1GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M1 Ultra 64GB)	macOS	64 GB	Comfortable	110.6 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Samsung Galaxy Book4 Edge (Snapdragon X Elite)	Windows ARM	16 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Yoga Slim 7x Copilot+	Windows ARM	32 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Microsoft Surface Pro 11 Copilot+ (OLED)	Windows ARM	32 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Dell XPS 13 Copilot+ (Snapdragon X Elite)	Windows ARM	16 GB	Comfortable	18.7 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (RTX 4080 Super 16GB)	Linux / Windows	32 GB	Comfortable	101.8 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom AI Workstation (RTX 4070 Ti Super 16GB)	Linux / Windows	32 GB	Comfortable	92.9 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop PC (RTX 4070 Super 12GB)	Windows / Linux	32 GB	Comfortable	69.7 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget AI Workstation (RTX 4060 Ti 16GB)	Linux / Windows	32 GB	Comfortable	39.8 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Mainstream Desktop (RTX 4060 8GB)	Windows / Linux	32 GB	Comfortable	37.6 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Used AI Powerhouse PC (RTX 3090 24GB)	Linux / Windows	64 GB	Comfortable	129.4 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget Workhorse PC (RTX 3060 12GB)	Windows / Linux	16 GB	Comfortable	49.8 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Legion 5i (RTX 4060 Laptop 8GB)	Windows x86	16 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS TUF Gaming A15 (RTX 4060 Laptop 8GB)	Windows x86	16 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Acer Predator Helios Neo 16 (RTX 4070 Laptop)	Windows x86	32 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
HP Victus 16 (RTX 4050 Laptop 6GB)	Windows x86	16 GB	Tight Fit	23.9 t/s	Fits with a modest context (4k-8k). Close other memory-heavy apps. Speed is an estimate.
Dell Alienware m16 R2 (RTX 4070 8GB)	Windows x86	32 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS ROG Zephyrus G16 (AMD AI 9 + RTX 4070)	Windows x86	32 GB	Comfortable	35.4 t/s	Fits fully in VRAM (~8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo IdeaPad Pro 5 (Ryzen 7 8845HS)	Windows / Linux	32 GB	Comfortable	14.2 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom Workstation PC (Radeon RX 7900 XTX 24GB)	Linux / Windows	64 GB	Comfortable	132.8 t/s	Fits fully in VRAM (~24GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop PC (Radeon RX 7800 XT 16GB)	Linux / Windows	32 GB	Comfortable	86.3 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Budget Workstation (Radeon RX 7600 XT 16GB)	Linux / Windows	32 GB	Comfortable	39.8 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook S 14 (Lunar Lake Core Ultra 7)	Windows x86	32 GB	Comfortable	18.8 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo Yoga Slim 7i Aura (Core Ultra 7 256V)	Windows x86	16 GB	Comfortable	18.8 t/s	Fits fully in GPU-usable memory (~9.6GB) with room for a longer context. Speed is a bandwidth-based estimate.
Custom PC (Intel Arc A770 16GB)	Linux / Windows	32 GB	Comfortable	77.4 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Homelab AI Server (Dual RTX 3090 48GB VRAM)	Linux (Ubuntu Server)	128 GB	Comfortable	129.4 t/s	Fits fully in VRAM (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Lenovo ThinkPad X1 Carbon Gen 12	Windows x86 / Linux	32 GB	Comfortable	16.5 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.
Flagship AI Workstation (RTX 5090 32GB)	Linux / Windows	64 GB	Comfortable	247.8 t/s	Fits fully in VRAM (~32GB) with room for a longer context. Speed is a bandwidth-based estimate.
High-End AI Rig (RTX 5080 16GB)	Linux / Windows	64 GB	Comfortable	132.8 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Next-Gen AI Laptop (Ryzen AI Max+ 395 128GB)	Linux / Windows	128 GB	Comfortable	35.4 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M6, 16GB, 2026)	macOS	16 GB	Comfortable	21.2 t/s	Fits fully in GPU-usable memory (~10.7GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M6, 32GB, 2026)	macOS	32 GB	Comfortable	23.5 t/s	Fits fully in GPU-usable memory (~21.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M5 Pro, 48GB, 2026)	macOS	48 GB	Comfortable	42.5 t/s	Fits fully in GPU-usable memory (~36GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac mini (M5 Pro, 64GB, 2026)	macOS	64 GB	Comfortable	42.5 t/s	Fits fully in GPU-usable memory (~48GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple MacBook Pro 14-inch (M5, 32GB, 2025)	macOS	32 GB	Comfortable	21.2 t/s	Fits fully in GPU-usable memory (~21.4GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Max, 128GB, 2026)	macOS	128 GB	Comfortable	84.9 t/s	Fits fully in GPU-usable memory (~96GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Ultra, 256GB, 2026)	macOS	256 GB	Comfortable	166 t/s	Fits fully in GPU-usable memory (~192GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M5 Ultra, 512GB, 2026)	macOS	512 GB	Comfortable	166 t/s	Fits fully in GPU-usable memory (~384GB) with room for a longer context. Speed is a bandwidth-based estimate.
Apple Mac Studio (M3 Ultra, 512GB, 2025)	macOS	512 GB	Comfortable	113.3 t/s	Fits fully in GPU-usable memory (~384GB) with room for a longer context. Speed is a bandwidth-based estimate.
NVIDIA DGX Spark (GB10, 128GB)	DGX OS (Linux)	128 GB	Comfortable	37.8 t/s	Fits fully in GPU-usable memory (~110GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with NVIDIA RTX 5070 Ti (16GB)	Windows / Linux	32 GB	Comfortable	123.9 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with NVIDIA RTX 5060 Ti (16GB)	Windows / Linux	32 GB	Comfortable	62 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with AMD Radeon RX 9070 XT (16GB)	Windows / Linux	32 GB	Comfortable	88.5 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with AMD Radeon RX 9060 XT (16GB)	Windows / Linux	32 GB	Comfortable	44.3 t/s	Fits fully in VRAM (~16GB) with room for a longer context. Speed is a bandwidth-based estimate.
Desktop with Intel Arc B580 (12GB)	Windows / Linux	32 GB	Comfortable	63.1 t/s	Fits fully in VRAM (~12GB) with room for a longer context. Speed is a bandwidth-based estimate.
ASUS Zenbook A16 (Snapdragon X2 Elite Extreme, 48GB)	Windows 11 (ARM)	48 GB	Comfortable	31.5 t/s	Fits fully in GPU-usable memory (~28.8GB) with room for a longer context. Speed is a bandwidth-based estimate.
Snapdragon X2 Elite Laptop (32GB)	Windows 11 (ARM)	32 GB	Comfortable	21 t/s	Fits fully in GPU-usable memory (~19.2GB) with room for a longer context. Speed is a bandwidth-based estimate.

Guides that cover Qwen 2.5 Coder 7B Instruct

Step-by-step setup, memory sizing and quantization choices from the BFWR guide library.

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