What are the hardware requirements for Pycoder 3B?

Pycoder 3B requires approximately 6.3 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 Pycoder 3B and how large is it?

Pycoder 3B is developed by raporto, a model with 3b 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 Pycoder 3B?

Pycoder 3B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Pycoder 3B by raporto — VRAM 6.3GB, 32K context

Name: Pycoder 3B
Author: raporto

Pycoder 3B is an open-source language model by raporto. Features: 3b LLM, VRAM: 6.3GB, Context: 32K, License: apache-2.0, Instruction-Based, LLM Explorer Score: 0.31.

Arxiv:2106.09685 Arxiv:2305.14314 Base model:adapter:qwen/qwen2.... Base model:qwen/qwen2.5-3b-ins... Code Code-generation Conversational Dataset:iamtarun/python code i... En Endpoints compatible Es Instruct Lora Peft Pt Python Qlora Qwen2 Qwen2.5 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/raporto/pycoder-3b

Pycoder 3B Parameters and Internals

LLM Name	Pycoder 3B
Repository 🤗	https://huggingface.co/raporto/pycoder-3b
Base Model(s)	Qwen/Qwen2.5-3B-Instruct Qwen/Qwen2.5-3B-Instruct
Model Size	3b
Required VRAM	6.3 GB
Updated	2026-09-23
Maintainer	raporto
Model Type	qwen2
Instruction-Based	Yes
Model Files	2.0 GB: 1-of-4 2.0 GB: 2-of-4 2.0 GB: 3-of-4 0.3 GB: 4-of-4
Supported Languages	pt en es
Model Architecture	Qwen2ForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	5.17.0
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151936
Errors	replace

Rank the Pycoder 3B 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

Best Alternatives to Pycoder 3B

Best Alternatives	Context / RAM	Downloads	Likes
VibeThinker 3B	128K / 6.2 GB	52745	806
VibeThinker 3B	128K / 6.2 GB	361	0
Saba2 3B	128K / 6.2 GB	6	0
Tessa T1 3B	117K / 6.2 GB	10	5
UIGEN T1.5 3B	117K / 6.2 GB	7	1
Qwen2.5 3B Instruct	32K / 6.2 GB	5889234	545
PrismaCoder 3B	32K / 6.2 GB	536	1
King AI Chat V3.0	32K / 6.2 GB	487	1
Mahakal AI Fusion V3.0	32K / 6.2 GB	225	1
SmallThinker 3B Preview	32K / 6.8 GB	30529	412

Note: green Score (e.g. "73.2") means that the model is better than raporto/pycoder-3b.