What are the hardware requirements for Cspm Lora Final V1?

Cspm Lora Final V1 requires approximately 2.2 GB of VRAM and supports a context window of 2K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Cspm Lora Final V1 and how large is it?

Cspm Lora Final V1 is developed by knarayan, a model with 1.1b 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 Cspm Lora Final V1?

Cspm Lora Final V1 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Cspm Lora Final V1 by knarayan — VRAM 2.2GB, 2K context

Name: Cspm Lora Final V1
Author: knarayan

Cspm Lora Final V1 is an open-source language model by knarayan. Features: 1.1b LLM, VRAM: 2.2GB, Context: 2K, License: apache-2.0, LLM Explorer Score: 0.17.

Base model:finetune:tinyllama/... Base model:tinyllama/tinyllama... Dataset:knarayan/cloud posture... Endpoints compatible Llama Lora Region:us Safetensors

Model Card on HF 🤗: https://huggingface.co/knarayan/cspm_lora_final_v1

Cspm Lora Final V1 Parameters and Internals

LLM Name	Cspm Lora Final V1
Repository 🤗	https://huggingface.co/knarayan/cspm_lora_final_v1
Base Model(s)	TinyLlama/TinyLlama-1.1B-Chat-v0.6 TinyLlama/TinyLlama-1.1B-Chat-v0.6
Model Size	1.1b
Required VRAM	2.2 GB
Updated	2026-08-08
Maintainer	knarayan
Model Type	llama
Model Files	2.2 GB
Model Architecture	LlamaForCausalLM
License	apache-2.0
Context Length	2048
Model Max Length	2048
Transformers Version	4.48.3
Tokenizer Class	LlamaTokenizer
Padding Token	</s>
Vocabulary Size	32003
LoRA Model	Yes
Torch Data Type	float16

Rank the Cspm Lora Final V1 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 Cspm Lora Final V1

Best Alternatives	Context / RAM	Downloads	Likes
TinyKiller NSFW DPO 1.1B	32K / 2.2 GB	12	0
Coven Tiny 1.1b 32k Orpo Alpha	32K / 2.2 GB	9	2
Test Mix 01	32K / 2.2 GB	5	0
Palmer Merge Test 5	32K / 2.2 GB	5	0
TinyLlama 1.1B 32K Instruct	32K / 2.2 GB	1984	13
...llama 1.1B 16K Instructions V4	32K / 2.2 GB	8	0
TinyJ.O.S.I.E. 1.1B 32K Base	32K / 2.2 GB	30	1
Palmer 002 32K	32K / 2.2 GB	9	0
TinyJ.O.S.I.E. 1.1B 32K Base	32K / 2.2 GB	5	1
...lama 1.1B 16K Instructions Rag	32K / 2.2 GB	25	0

Note: green Score (e.g. "73.2") means that the model is better than knarayan/cspm_lora_final_v1.