What are the hardware requirements for Pii Phi Mlx?

Pii Phi Mlx requires approximately 7.7 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Pii Phi Mlx and how large is it?

Pii Phi Mlx is developed by twelcone, a model with 3.8b 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 Pii Phi Mlx?

Pii Phi Mlx is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Pii Phi Mlx by twelcone — VRAM 7.7GB, 128K context

Name: Pii Phi Mlx
Author: twelcone

Pii Phi Mlx is an open-source language model by twelcone. Features: 3.8b LLM, VRAM: 7.7GB, Context: 128K, LLM Explorer Score: 0.19.

Base model:finetune:twelcone/p... Base model:twelcone/pii-phi-ml... Conversational Custom code Mlx Phi3 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/twelcone/pii-phi-mlx

Pii Phi Mlx Parameters and Internals

LLM Name	Pii Phi Mlx
Repository 🤗	https://huggingface.co/twelcone/pii-phi-mlx
Base Model(s)	Pii Phi Mlx twelcone/pii-phi-mlx
Model Size	3.8b
Required VRAM	7.7 GB
Updated	2026-08-03
Maintainer	twelcone
Model Type	phi3
Model Files	5.4 GB: 1-of-2 2.3 GB: 2-of-2
Model Architecture	Phi3ForCausalLM
Context Length	131072
Model Max Length	131072
Transformers Version	4.45.0.dev0
Tokenizer Class	LlamaTokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	32064
Torch Data Type	bfloat16

Rank the Pii Phi Mlx 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 Pii Phi Mlx

Best Alternatives	Context / RAM	Downloads	Likes
Phi 4 Mini Instruct	128K / 7.7 GB	514603	791
Phi 3.5 Mini Instruct	128K / 7.7 GB	1164079	999
Phi 3 Mini 128K Instruct	128K / 7.7 GB	233663	1700
Speedmark Phi4 Mini	128K / 7.7 GB	693	1
Hit Promo Reasoner	128K / 7.7 GB	409	2
Lexi Coder V4.4	128K / 7.7 GB	465	1
...i Instruct W4a16 Llmcompressor	128K / 2.9 GB	191	1
Phi 4 Mini Reasoning	128K / 7.7 GB	57222	231
Phi 3 Mini 128K Instruct	128K / 7.7 GB	7	0
...i 4 Mini Reasoning Abliterated	128K / 7.7 GB	5	1

Note: green Score (e.g. "73.2") means that the model is better than twelcone/pii-phi-mlx.