Abiray / Sutra-Instruct-v2-350M

huggingface.co
Total runs: 20
24-hour runs: 0
7-day runs: 3
30-day runs: 13
Model's Last Updated: March 20 2026

Introduction of Sutra-Instruct-v2-350M

Model Details of Sutra-Instruct-v2-350M

🚀 Sutra-Instruct-v2-350M

Sutra-Instruct-v2-350M is a highly optimized, 350-million parameter language model built for developers and researchers. It has undergone rigorous Continuous Pre-Training (CPT) to dramatically improve its logical reasoning, mathematical deduction, and Python coding capabilities.

Despite its lightweight footprint, Sutra-Instruct-v2 acts as a highly capable "Witty Coder" and educational assistant, punching well above its weight class thanks to a carefully curated, high-IQ dataset recipe.

🧠 Model Details
  • Architecture: 350M Parameter Custom Transformer (GPT-style)
  • Format: Safetensors (Blazing fast, zero-copy loading)
  • Primary Focus: Python Code Generation, Mathematical Reasoning, Educational QA.
  • Developer: Abhiray / Jay
📚 Training Data Recipe (Continuous Pre-Training)

To transition the model from a general-purpose base to a reasoning and bit of coding , we executed a Continuous Pre-Training phase using approximately 3.3 Billion high-quality tokens .

The dataset mixture was meticulously balanced to prevent overfitting while maximizing logical deduction:

Dataset Source Focus Target Tokens
The Stack Dedup bigcode/the-stack-dedup Pure Python Code ( content ) 1.5 Billion
DCLM-Edu HuggingFaceTB/dclm-edu High-IQ Educational Web Data 600 Million
Cosmopedia (Stanford) HuggingFaceTB/cosmopedia Synthetic Textbooks 500 Million
Tiny-Codes-QA nampdn-ai/tiny-codes Prompt/Response Coding Tasks 500 Million
Tiny-Textbooks nampdn-ai/tiny-textbooks General Knowledge / STEM 100 Million
MetaMathQA meta-math/MetaMathQA Mathematical Reasoning 100 Million
🛠️ Intended Use Cases
  • Lightweight Code Copilot: Generating Python scripts, debugging syntax, and writing algorithms locally on low-VRAM hardware.
  • Edge Devices: Perfect for deployment on Raspberry Pi, older laptops, or mobile devices where massive LLMs cannot run.
  • Educational QA: Answering STEM, logic, and general knowledge questions.

Runs of Abiray Sutra-Instruct-v2-350M on huggingface.co

20
Total runs
0
24-hour runs
1
3-day runs
3
7-day runs
13
30-day runs

More Information About Sutra-Instruct-v2-350M huggingface.co Model

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Sutra-Instruct-v2-350M huggingface.co

Sutra-Instruct-v2-350M huggingface.co is an AI model on huggingface.co that provides Sutra-Instruct-v2-350M's model effect (), which can be used instantly with this Abiray Sutra-Instruct-v2-350M model. huggingface.co supports a free trial of the Sutra-Instruct-v2-350M model, and also provides paid use of the Sutra-Instruct-v2-350M. Support call Sutra-Instruct-v2-350M model through api, including Node.js, Python, http.

Sutra-Instruct-v2-350M huggingface.co Url

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Abiray Sutra-Instruct-v2-350M online free

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Abiray Sutra-Instruct-v2-350M online free url in huggingface.co:

https://huggingface.co/Abiray/Sutra-Instruct-v2-350M

Sutra-Instruct-v2-350M install

Sutra-Instruct-v2-350M is an open source model from GitHub that offers a free installation service, and any user can find Sutra-Instruct-v2-350M on GitHub to install. At the same time, huggingface.co provides the effect of Sutra-Instruct-v2-350M install, users can directly use Sutra-Instruct-v2-350M installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Sutra-Instruct-v2-350M install url in huggingface.co:

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