What are the hardware requirements for Kto5k1?

Kto5k1 requires approximately 5.4 GB of VRAM and supports a context window of 16K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Kto5k1 and how large is it?

Kto5k1 is developed by stojchet, a model with 1.3b 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 Kto5k1?

Kto5k1 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Kto5k1 by stojchet — VRAM 5.4GB, 16K context

Name: Kto5k1
Author: stojchet

Kto5k1 is an open-source language model by stojchet. Features: 1.3b LLM, VRAM: 5.4GB, Context: 16K, License: other, Code Generating, LLM Explorer Score: 0.13.

Base model:deepseek-ai/deepsee... Base model:finetune:deepseek-a... Codegen Endpoints compatible Generated from trainer Kto Llama Lora Region:us Safetensors Sharded Tensorflow Trl

Model Card on HF 🤗: https://huggingface.co/stojchet/kto5k1

Kto5k1 Parameters and Internals

Model Type

trl, kto

Additional Notes

Training used hyperparameters such as a learning_rate of 1e-05, train_batch_size of 8, gradient accumulation steps of 16, and optimizer Adam.

Training Details

Methodology:

fine-tuning

LLM Name	Kto5k1
Repository 🤗	https://huggingface.co/stojchet/kto5k1
Base Model(s)	deepseek-ai/deepseek-coder-1.3b-base deepseek-ai/deepseek-coder-1.3b-base
Model Size	1.3b
Required VRAM	5.4 GB
Updated	2026-08-08
Maintainer	stojchet
Model Type	llama
Model Files	5.0 GB: 1-of-2 0.4 GB: 2-of-2 0.0 GB
Supported Languages	python
Generates Code	Yes
Model Architecture	AutoModelForCausalLM
License	other
Context Length	16384
Model Max Length	16384
Transformers Version	4.43.0.dev0
Tokenizer Class	LlamaTokenizer
Padding Token	<｜end▁of▁sentence｜>
Vocabulary Size	32256
LoRA Model	Yes
LoRA Alpha	16
LoRA Dropout	0.05
Torch Data Type	float32

Rank the Kto5k1 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 Kto5k1

Best Alternatives	Context / RAM	Downloads
Dpo7	0K / 5.4 GB	11
Dpo6	0K / 5.4 GB	10
Dpo1	0K / 5.4 GB	9
Dpo5	0K / 5.4 GB	8
Jd2	0K / 5.4 GB	7
K6	0K / 5.4 GB	7
K5	0K / 5.4 GB	5
Jd3	0K / 5.4 GB	5
D7	0K / 5.4 GB	5
Nkto4	0K / 5.4 GB	10

Note: green Score (e.g. "73.2") means that the model is better than stojchet/kto5k1.