What are the hardware requirements for Qwen2.5 Coder 7B Instruct Bnb 4bit?

Qwen2.5 Coder 7B Instruct Bnb 4bit requires approximately 5.5 GB of VRAM and supports a context window of 32K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Qwen2.5 Coder 7B Instruct Bnb 4bit and how large is it?

Qwen2.5 Coder 7B Instruct Bnb 4bit is developed by unsloth, a model with 7b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Qwen2.5 Coder 7B Instruct Bnb 4bit?

Qwen2.5 Coder 7B Instruct Bnb 4bit is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Qwen2.5 Coder 7B Instruct Bnb 4bit by unsloth — VRAM 5.5GB, 32K context

Name: Qwen2.5 Coder 7B Instruct Bnb 4bit
Author: unsloth

Qwen2.5 Coder 7B Instruct Bnb 4bit is an open-source language model by unsloth. Features: 7b LLM, VRAM: 5.5GB, Context: 32K, License: apache-2.0, Quantized, Instruction-Based, Code Generating, LLM Explorer Score: 0.21.

Arxiv:2309.00071 Arxiv:2407.10671 Arxiv:2409.12186 4-bit 4bit Base model:quantized:qwen/qwen... Base model:qwen/qwen2.5-coder-... Bitsandbytes Code Codegen Codeqwen Conversational Deploy:azure En Endpoints compatible Instruct Quantized Qwen Qwen-coder Qwen2 Region:us Safetensors Unsloth

Model Card on HF 🤗: https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit

Qwen2.5 Coder 7B Instruct Bnb 4bit Parameters and Internals

Model Type

Causal Language Models

Supported Languages

en (high)

Training Details

Data Sources:

source code, text-code grounding, Synthetic data

Data Volume:

5.5 trillion tokens

Methodology:

Pretraining & Post-training

Context Length:

131072

Model Architecture:

Transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias

LLM Name	Qwen2.5 Coder 7B Instruct Bnb 4bit
Repository 🤗	https://huggingface.co/unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit
Base Model(s)	Qwen/Qwen2.5-Coder-7B-Instruct Qwen/Qwen2.5-Coder-7B-Instruct
Model Size	7b
Required VRAM	5.5 GB
Updated	2026-10-14
Maintainer	unsloth
Model Type	qwen2
Instruction-Based	Yes
Model Files	5.5 GB
Supported Languages	en
Quantization Type	4bit
Generates Code	Yes
Model Architecture	Qwen2ForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	4.44.2
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|PAD_TOKEN\|>
Vocabulary Size	152064
Torch Data Type	bfloat16
Errors	replace

Rank the Qwen2.5 Coder 7B Instruct Bnb 4bit capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Quantized Models of the Qwen2.5 Coder 7B Instruct Bnb 4bit

Model	Likes	Downloads	VRAM
Qwen2.5 7B Security Cot	2	364	15 GB
...query Qwen2.5 7B V5.2 Hardened	1	118	15 GB
...en2.5 Coder 7B Vietnamese LoRA	0	45	0 GB

Best Alternatives to Qwen2.5 Coder 7B Instruct Bnb 4bit

Best Alternatives	Context / RAM	Downloads	Likes
Kronumos Kairos V2	32K / 15.2 GB	915	2
Qwen2.5 7B Security Cot	32K / 15.2 GB	364	2
Text2sql Qwen2.5 Duckdb	32K / 15.2 GB	336	1
...query Qwen2.5 7B V5.2 Hardened	32K / 15.2 GB	118	1
Securereview 7B Mlx 4bit	32K / 4.3 GB	22	4
Qwen2.5 CoderX 7B V0.7	32K / 15.2 GB	5	2
Qwen2.5 Coder 7B Instruct 4bit	32K / 4.3 GB	13602	17
Qwen2.5 CoderX 7B V0.5	32K / 15.2 GB	6	2
Sft Model	32K / 15.2 GB	34	0
UIGEN 7B 16bit	32K / 15.2 GB	14	5

Note: green Score (e.g. "73.2") means that the model is better than unsloth/Qwen2.5-Coder-7B-Instruct-bnb-4bit.