What are the hardware requirements for 10K V6?

10K V6 requires approximately 16.1 GB of VRAM and supports a context window of 1024K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed 10K V6 and how large is it?

10K V6 is developed by MrRobotoAI, a model with 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 10K V6?

10K V6 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

10K V6 by MrRobotoAI — VRAM 16.1GB, 1024K context

Name: 10K V6
Author: MrRobotoAI

10K V6 is an open-source language model by MrRobotoAI. Features: 8b LLM, VRAM: 16.1GB, Context: 1024K, Quantized, Merged, LLM Explorer Score: 0.16.

Merged Model Arxiv:2311.03099 Autotrain compatible Conversational Endpoints compatible Gguf Llama Q4 Quantized Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/MrRobotoAI/10K-v6

10K V6 Parameters and Internals

LLM Name	10K V6
Repository 🤗	https://huggingface.co/MrRobotoAI/10K-v6
Base Model(s)	MrRobotoAI/10K-v5 6K V2 MrRobotoAI/10K-v5 MrRobotoAI/6K-v2
Merged Model	Yes
Model Size	8b
Required VRAM	16.1 GB
Updated	2025-02-17
Maintainer	MrRobotoAI
Model Type	llama
Model Files	4.9 GB 4.9 GB 4.9 GB 4.9 GB 4.9 GB 5.0 GB: 1-of-4 5.0 GB: 2-of-4 4.9 GB: 3-of-4 1.2 GB: 4-of-4
GGUF Quantization	Yes
Quantization Type	q4\|gguf\|q4_k
Model Architecture	LlamaForCausalLM
Context Length	1048576
Model Max Length	1048576
Transformers Version	4.48.2
Tokenizer Class	PreTrainedTokenizerFast
Vocabulary Size	128256
Torch Data Type	bfloat16

Rank the 10K V6 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 10K V6

Best Alternatives	Context / RAM	Downloads	Likes
...truct Gradient 1048K IMat GGUF	1024K / 2 GB	650	6
...B Instruct Gradient 1048K GGUF	1024K / 3.2 GB	445	3
Unhinged Llama3 8B 524K	512K / 26.5 GB	25	0
Llama 3 8B Instruct 262K GGUF	256K / 3.2 GB	208	2
Dolphin3 Cyber 8B GGUF	128K / 3.2 GB	59950	150
Grok Oss Apollyon 8B	128K / 16.1 GB	3449	8
Dolphin3 Cyber 8B GGUF	128K / 3.2 GB	456	1
...3 8B Instruct 128K Jbliterated	128K / 4.9 GB	423	3
Delentia Slm Jitna V0.4	128K / 16.1 GB	334	1
Grok Oss Revenant 8B	128K / 16.1 GB	324	0

Note: green Score (e.g. "73.2") means that the model is better than MrRobotoAI/10K-v6.