What are the hardware requirements for Francois PE V2 Huali 12B?

Francois PE V2 Huali 12B requires approximately 24.5 GB of VRAM and supports a context window of 1000K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Francois PE V2 Huali 12B and how large is it?

Francois PE V2 Huali 12B is developed by Delta-Vector, a model with 12b 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 Francois PE V2 Huali 12B?

Francois PE V2 Huali 12B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Francois PE V2 Huali 12B by Delta-Vector — VRAM 24.5GB, 1000K context

Name: Francois PE V2 Huali 12B
Author: Delta-Vector

Francois PE V2 Huali 12B is an open-source language model by Delta-Vector. Features: 12b LLM, VRAM: 24.5GB, Context: 1000K, Instruction-Based, Merged, LLM Explorer Score: 0.18.

Merged Model Axolotl Base model:delta-vector/franco... Base model:finetune:delta-vect... Conversational Creative-writing Dataset:anthracite-org/kalo mi... Dataset:anthracite-org/kalo op... Dataset:neweden/bluesky-10k-co... Dataset:neweden/books-v2-share... Dataset:neweden/creative writi... Dataset:neweden/deepseek-v3-rp... Dataset:neweden/deepseekrp-fil... Dataset:neweden/final-alpindal... Dataset:neweden/kto-if-dans Dataset:neweden/kto-instruct-m... Dataset:neweden/light-novels-r... Dataset:neweden/limarp-complex... Dataset:neweden/opencai-shareg... Dataset:neweden/opus-accepted-... Dataset:neweden/pippa-mega-fil... Dataset:neweden/rp-logs-v2-exp... Dataset:neweden/storium-prefix... Dataset:neweden/vanilla-backro... Dataset:pocketdoc/dans-failure... Dataset:pocketdoc/dans-persona... Endpoints compatible Finetuned Instruct Kto Mistral Prose Region:us Roleplaying Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Delta-Vector/Francois-PE-V2-Huali-12B

Francois PE V2 Huali 12B Parameters and Internals

LLM Name	Francois PE V2 Huali 12B
Repository 🤗	https://huggingface.co/Delta-Vector/Francois-PE-V2-Huali-12B
Base Model(s)	Delta-Vector/Francois-PE Delta-Vector/Francois-PE
Merged Model	Yes
Model Size	12b
Required VRAM	24.5 GB
Updated	2026-08-28
Maintainer	Delta-Vector
Model Type	mistral
Instruction-Based	Yes
Model Files	4.9 GB: 1-of-5 4.9 GB: 2-of-5 4.9 GB: 3-of-5 4.9 GB: 4-of-5 4.9 GB: 5-of-5
Model Architecture	MistralForCausalLM
Context Length	1024000
Model Max Length	1024000
Transformers Version	4.51.3
Tokenizer Class	PreTrainedTokenizer
Padding Token	<pad>
Vocabulary Size	131072
Torch Data Type	bfloat16

Rank the Francois PE V2 Huali 12B capabilities

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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 Francois PE V2 Huali 12B

Best Alternatives	Context / RAM	Downloads	Likes
...r Nemo 12B Instruct R 21 09 24	1000K / 24.5 GB	396277	141
Qliphoth 12B V1.1	1000K / 24.5 GB	22	3
Qliphoth 12B V1	1000K / 24.5 GB	26	2
SauerkrautLM Nemo 12B Instruct	1000K / 24.5 GB	1473	22
Magnum V4 12B	1000K / 24.5 GB	1116	54
MN Slush	1000K / 24.5 GB	181	32
ChatWaifu V1.4	1000K / 24.5 GB	335	20
...g M Claude Opus High Reasoning	1000K / 24.5 GB	74	3
ChatWaifu 12B V2.0	1000K / 24.5 GB	175	22
Mistral Nemo Bophades 12B	1000K / 24.5 GB	18	9

Note: green Score (e.g. "73.2") means that the model is better than Delta-Vector/Francois-PE-V2-Huali-12B.