---
title: README
emoji: 🚀
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colorTo: gray
sdk: static
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---

Multilingual language models have many deployment challenges.
![Deployment Challenges](DeploymentChallenges.png)

Can we create multilingual models that maintain performance comparable to their larger models while reducing size, latency and inference speeds running in production with huge batch sizes?
![MemoryVariations through time](MemoryVariations(Latency).png)

# Techniques:
- Pruning
  - Unstructured Pruning
  - Structured Pruning
  - Semi-Structured Pruning

  - Methods Used
    - SparseGPT | [GitHub](https://github.com/VishnuVardhanSaiLanka/sparsegpt/tree/aya)
    - ShortGPT | [KLDBasedPruning & Perplexity Sensivities](https://github.com/rsk2327/DistAya/tree/main)

- Knowledge Distillation 
  - Hidden State-Based Distillation ~ [DistillKit](https://arcee-ai-distillkit.my.canva.site/) | [GitHub](https://github.com/ShayekhBinIslam/DistillKit)
  - Distil-Whisper: Robust Knowledge Distillation via Large-Scale Pseudo Labelling
  - On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes
  - Minitron: Compact Language models via Pruning & Knowledge Distillation
  - DistiLLM: Towards Streamlined Distillation for Large Language Models

- Quantization
  - Quantization Aware Training (QAT)
  - Post Training Quantization (PTQ)
    - KV Cache Quantization
    - Weight & Activation Quantization

- Low-Rank Factorization

- Fine-Tuning | [GitHub](https://github.com/rsk2327/DistAya/tree/track/fine-tuning)

![Techniques](Techniques.png)


# Datasets:
Initial 7 datasets unified, having 6.62M rows which includes the following:
- Bangla_Alpaca_Orca : Bangle
- Urdu_Instruct_News_Article_Generation: Urdu
- Urdu_Instruct_News_Headline_Generation: Urdu
- Urdu_Instruct_News_Category_Classification: Urdu
- cidar: Arabic
- Six_Millions_Instruction_Dataset_For_Arabic_Llm_Ft: Arabic
- instructv3: English

## Get in touch with the team:
- Mayank Bhaskar -> mayankbhaskar007@gmail.com
- Ahmad Anis -> ahmadanis5050@gmail.com
- Drishti Sharma -> drishtisharma96505@gmail.com
- Vishnu Vardhan -> vardhanvishnu691@gmail.com
- Yaya -> yayasysco@gmail.com
- Shayekh Bin Islam -> shayekh.bin.islam@gmail.com