What are the hardware requirements for Prem 1B SQL?

Prem 1B SQL 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 Prem 1B SQL and how large is it?

Prem 1B SQL is developed by prem-research, a model with 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 Prem 1B SQL?

Prem 1B SQL is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Prem 1B SQL by prem-research — VRAM 5.4GB, 16K context

Name: Prem 1B SQL
Author: prem-research

Prem 1B SQL is an open-source language model by prem-research. Features: 1b LLM, VRAM: 5.4GB, Context: 16K, License: apache-2.0, LLM Explorer Score: 0.18.

Conversational En Llama Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/prem-research/prem-1B-SQL

Prem 1B SQL Parameters and Internals

LLM Name	Prem 1B SQL
Repository 🤗	https://huggingface.co/prem-research/prem-1B-SQL
Model Size	1b
Required VRAM	5.4 GB
Updated	2026-07-26
Maintainer	prem-research
Model Type	llama
Model Files	5.0 GB: 1-of-2 0.4 GB: 2-of-2 10.8 GB 0.0 GB
Supported Languages	en
Model Architecture	LlamaForCausalLM
License	apache-2.0
Context Length	16384
Model Max Length	16384
Transformers Version	4.44.0
Tokenizer Class	LlamaTokenizer
Padding Token	<｜end▁of▁sentence｜>
Vocabulary Size	32256
Torch Data Type	float32

Rank the Prem 1B SQL 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

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ISA 02 Nano Llama 3.2 1B	1024K / 2.5 GB	47	3
LWM Text 1M	1024K / 13.5 GB	1149	29
LWM Text Chat 1M	1024K / 13.5 GB	57	173
JOSIE 1M Base	1024K / 13.5 GB	12	1
JOSIE 1M Base	1024K / 13.5 GB	6	1
MiniCPM5 1B	128K / 2.2 GB	354385	868
...1B Claude Opus Fable5 Thinking	128K / 2.2 GB	6165	166
Llama 3.2 1B Instruct	128K / 2.5 GB	212072	100
Llama 3.2 1B Instruct	128K / 2.5 GB	10114634	1549
LlaMa3.2 1B Instruct	128K / 4.9 GB	14	0

Note: green Score (e.g. "73.2") means that the model is better than prem-research/prem-1B-SQL.