# đ¤ **Meena** - Enterprise AI Pipeline
[](https://github.com/sheikh-vegeta/Meena/actions)
[](https://python.org)
[](https://huggingface.co)
[](https://github.com/sheikh-vegeta/Meena/blob/main/LICENSE)
**đ āĻŦāĻžāĻāĻ˛āĻž āĻ āĻāĻāĻ°ā§āĻāĻŋāĻ¤ā§ āĻāĻĨā§āĻĒāĻāĻĨāĻ¨ā§āĻ° āĻāĻāĻ | Bengali & English Conversational AI**
*"āĻ¯ā§āĻāĻžāĻ¨ā§āĻ¤āĻāĻžāĻ°ā§ āĻĒā§āĻ°āĻ¯ā§āĻā§āĻ¤āĻŋāĻ° āĻ¸āĻžāĻĨā§ āĻŽāĻžāĻ¤ā§āĻāĻžāĻˇāĻžāĻ° āĻŽāĻŋāĻ˛āĻ¨"*
*Revolutionary technology meets mother tongue*
---
### ⥠**Enterprise-grade CI/CD pipeline for training, benchmarking, and deploying intelligent conversational AI**
---
## đ¯ **āĻŽā§āĻ˛ āĻŦā§āĻļāĻŋāĻˇā§āĻā§āĻ¯ | Key Features**
|
### đ **āĻ¸ā§āĻŦāĻ¯āĻŧāĻāĻā§āĻ°āĻŋāĻ¯āĻŧ āĻĒāĻžāĻāĻĒāĻ˛āĻžāĻāĻ¨**
**Automated Pipeline**
âī¸ **CI/CD Automation**
đ **Smart Change Detection**
đ **Multi-environment Support**
*"āĻāĻāĻŦāĻžāĻ° āĻ¸ā§āĻ āĻāĻ°ā§āĻ¨, āĻāĻŋāĻ°āĻāĻžāĻ˛ āĻāĻžāĻ˛āĻžāĻ¨"*
|
### đ§ **āĻāĻ¨ā§āĻ¨āĻ¤ āĻāĻāĻ āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ**
**Advanced AI Training**
đ¯ **LoRA Fine-tuning**
đ **Integrated Benchmarking**
đ **Multilingual Support**
*"āĻŦāĻžāĻāĻ˛āĻž āĻāĻžāĻˇāĻžāĻ° āĻāĻ¨ā§āĻ¯ āĻŦāĻŋāĻļā§āĻˇāĻāĻžāĻŦā§ āĻ
āĻĒā§āĻāĻŋāĻŽāĻžāĻāĻāĻĄ"*
|
### đĻ **āĻĒā§āĻļāĻžāĻĻāĻžāĻ° āĻ¸ā§āĻĨāĻžāĻĒāĻ¨āĻž**
**Professional Deployment**
đ¤ **HuggingFace Integration**
đ **Auto Model Cards**
đ **Smart Notifications**
*"āĻŦāĻŋāĻļā§āĻŦāĻŽāĻžāĻ¨ā§āĻ° āĻŽāĻĄā§āĻ˛ āĻĄāĻŋāĻĒā§āĻ˛āĻ¯āĻŧāĻŽā§āĻ¨ā§āĻ"*
|
---
## đ ī¸ **Architecture Overview | āĻ¸ā§āĻĨāĻžāĻĒāĻ¤ā§āĻ¯ āĻĒāĻ°āĻŋāĻāĻ˛ā§āĻĒāĻ¨āĻž**
```mermaid
flowchart TD
A[đ āĻā§āĻĄ āĻĒā§āĻļ
Code Push] --> B[đĩī¸ āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻ¸āĻ¨āĻžāĻā§āĻ¤āĻāĻ°āĻŖ
Change Detection]
B --> C{đ Changes?}
C -->|Training| D[đ āĻŽāĻĄā§āĻ˛ āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ
Model Training]
C -->|Benchmark| E[đ āĻāĻ°ā§āĻŽāĻā§āĻˇāĻŽāĻ¤āĻž āĻŽā§āĻ˛ā§āĻ¯āĻžāĻ¯āĻŧāĻ¨
Performance Eval]
D --> F[đ āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ āĻŽā§āĻā§āĻ°āĻŋāĻā§āĻ¸
Training Metrics]
E --> G[đ āĻŦā§āĻā§āĻāĻŽāĻžāĻ°ā§āĻ āĻĢāĻ˛āĻžāĻĢāĻ˛
Benchmark Results]
F --> H[đ āĻŽāĻĄā§āĻ˛ āĻĒā§āĻ°āĻāĻžāĻļāĻ¨āĻž
Model Publishing]
G --> H
H --> I[đ¤ HuggingFace Hub]
H --> J[đĻ GitHub Release]
I --> K[đ§Ē āĻĒāĻ°ā§āĻā§āĻˇāĻž
Testing]
J --> K
K --> L[â
Quality Gates]
L --> M[đ āĻŦāĻŋāĻā§āĻāĻĒā§āĻ¤āĻŋ
Notification]
style A fill:#e3f2fd
style D fill:#f3e5f5
style E fill:#fff8e1
style H fill:#e8f5e8
style M fill:#fce4ec
```
---
## đ **Quick Start | āĻĻā§āĻ°ā§āĻ¤ āĻļā§āĻ°ā§**
### āĻŦāĻžāĻāĻ˛āĻž āĻ¨āĻŋāĻ°ā§āĻĻā§āĻļāĻ¨āĻž | Bengali Instructions
```bash
# āĻ°āĻŋāĻĒā§āĻāĻŋāĻāĻ°āĻŋ āĻā§āĻ˛ā§āĻ¨ āĻāĻ°ā§āĻ¨ | Clone repository
git clone https://github.com/sheikh-vegeta/Meena.git
cd Meena
# āĻāĻžāĻ°ā§āĻā§āĻ¯āĻŧāĻžāĻ˛ āĻāĻ¨āĻāĻžāĻ¯āĻŧāĻ°āĻ¨āĻŽā§āĻ¨ā§āĻ āĻ¤ā§āĻ°āĻŋ āĻāĻ°ā§āĻ¨ | Create virtual environment
python -m venv meena-env
source meena-env/bin/activate # Windows: meena-env\Scripts\activate
# āĻĒā§āĻ°āĻ¯āĻŧā§āĻāĻ¨ā§āĻ¯āĻŧ āĻĒā§āĻ¯āĻžāĻā§āĻ āĻāĻ¨āĻ¸ā§āĻāĻ˛ āĻāĻ°ā§āĻ¨ | Install dependencies
pip install -r requirements.txt
# āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ āĻļā§āĻ°ā§ āĻāĻ°ā§āĻ¨ | Start training
python train.py --language bengali
# āĻŦā§āĻā§āĻāĻŽāĻžāĻ°ā§āĻ āĻāĻžāĻ˛āĻžāĻ¨ | Run benchmark
python benchmark.py --eval-lang bn
```
> đĄ **āĻĒā§āĻ°ā§ āĻāĻŋāĻĒ:** `--language mixed` āĻŦā§āĻ¯āĻŦāĻšāĻžāĻ° āĻāĻ°ā§ āĻŦāĻžāĻāĻ˛āĻž āĻ āĻāĻāĻ°ā§āĻāĻŋ āĻāĻāĻ¸āĻžāĻĨā§ āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ āĻĻāĻŋāĻ¨!
---
## đ **Pipeline Jobs | āĻĒāĻžāĻāĻĒāĻ˛āĻžāĻāĻ¨ āĻāĻžāĻāĻ¸āĻŽā§āĻš**
| đ¯ Job | āĻŦāĻŋāĻŦāĻ°āĻŖ | Description | Triggers |
|---------|--------|-------------|----------|
| đĩī¸ **detect-changes** | āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻļāĻ¨āĻžāĻā§āĻ¤āĻāĻ°āĻŖ | Change Detection | āĻ¸āĻ°ā§āĻŦāĻĻāĻž \| Always |
| đ **train** | āĻŽāĻĄā§āĻ˛ āĻĒā§āĻ°āĻļāĻŋāĻā§āĻˇāĻŖ | Model Training | Training scripts modified |
| đ **benchmark** | āĻāĻ°ā§āĻŽāĻā§āĻˇāĻŽāĻ¤āĻž āĻĒāĻ°ā§āĻā§āĻˇāĻž | Performance Testing | Model changes |
| đ **publish** | āĻŽāĻĄā§āĻ˛ āĻĒā§āĻ°āĻāĻžāĻļāĻ¨āĻž | Model Publishing | Training success |
| đ§Ē **test** | āĻā§āĻĄāĻŧāĻžāĻ¨ā§āĻ¤ āĻĒāĻ°ā§āĻā§āĻˇāĻž | Final Validation | Post-deployment |
| đ **notify** | āĻŦāĻŋāĻā§āĻāĻĒā§āĻ¤āĻŋ āĻĒāĻžāĻ āĻžāĻ¨ā§ | Send Notifications | Pipeline completion |
---
## đ **Multilingual Support | āĻŦāĻšā§āĻāĻžāĻˇāĻŋāĻ āĻ¸āĻžāĻĒā§āĻ°ā§āĻ**
### đ§đŠ Bengali (āĻŦāĻžāĻāĻ˛āĻž) Features
| āĻŦā§āĻļāĻŋāĻˇā§āĻā§āĻ¯ | Feature | Status |
|------------|---------|--------|
| đ **āĻ¨ā§āĻāĻŋāĻ āĻĄā§āĻāĻžāĻ¸ā§āĻ** | Native Datasets | â
āĻ¸āĻā§āĻ°āĻŋāĻ¯āĻŧ |
| đ¤ **āĻā§āĻā§āĻ¨āĻžāĻāĻā§āĻļāĻ¨** | Proper Tokenization | â
āĻ¸āĻā§āĻ°āĻŋāĻ¯āĻŧ |
| đ **āĻ¸āĻžāĻāĻ¸ā§āĻā§āĻ¤āĻŋāĻ āĻĒā§āĻ°āĻ¸āĻā§āĻ** | Cultural Context | â
āĻ¸āĻā§āĻ°āĻŋāĻ¯āĻŧ |
| ⥠**āĻĻā§āĻ°ā§āĻ¤ āĻāĻ¨āĻĢāĻžāĻ°ā§āĻ¨ā§āĻ¸** | Fast Inference | â
āĻ¸āĻā§āĻ°āĻŋāĻ¯āĻŧ |
> **āĻŦāĻžāĻāĻ˛āĻž āĻāĻžāĻˇāĻžāĻ° āĻāĻ¨ā§āĻ¯ āĻŦāĻŋāĻļā§āĻˇ āĻ
āĻĒā§āĻāĻŋāĻŽāĻžāĻāĻā§āĻļāĻ¨:**
> *"āĻāĻŽāĻžāĻĻā§āĻ° āĻŽāĻĄā§āĻ˛ āĻŦāĻžāĻāĻ˛āĻž āĻāĻžāĻˇāĻžāĻ° āĻŦā§āĻ¯āĻžāĻāĻ°āĻŖ, āĻŦāĻžāĻāĻ§āĻžāĻ°āĻž āĻāĻŦāĻ āĻāĻā§āĻāĻ˛āĻŋāĻ āĻāĻžāĻˇāĻžāĻ° āĻŦā§āĻāĻŋāĻ¤ā§āĻ°ā§āĻ¯ āĻŦā§āĻāĻ¤ā§ āĻĒāĻžāĻ°ā§āĨ¤"*
### Training Data Structure
```
datasets/
âââ đ§đŠ bengali/
â âââ āĻāĻ¨ā§āĻˇā§āĻ āĻžāĻ¨āĻŋāĻ-āĻāĻĨā§āĻĒāĻāĻĨāĻ¨.json # Formal dialogues
â âââ āĻ¨ā§āĻŽāĻŋāĻ¤ā§āĻ¤āĻŋāĻ-āĻā§āĻ¯āĻžāĻ.json # Casual conversations
â âââ āĻ¸āĻžāĻšāĻŋāĻ¤ā§āĻ¯āĻŋāĻ-āĻ¸āĻāĻ˛āĻžāĻĒ.json # Literary dialogues
âââ đēđ¸ english/
â âââ dialogpt_data.json
â âââ general_conversations.json
âââ đ mixed/
âââ bilingual_pairs.json # āĻĻā§āĻŦāĻŋāĻāĻžāĻˇāĻŋāĻ āĻā§āĻĄāĻŧāĻž
```
---
## đ **Benchmarking | āĻāĻ°ā§āĻŽāĻā§āĻˇāĻŽāĻ¤āĻž āĻŽā§āĻ˛ā§āĻ¯āĻžāĻ¯āĻŧāĻ¨**
### āĻŽā§āĻā§āĻ°āĻŋāĻā§āĻ¸ | Metrics Overview
| āĻŽā§āĻā§āĻ°āĻŋāĻ | Metric | āĻŦāĻžāĻāĻ˛āĻž | English | Mixed |
|----------|--------|--------|---------|-------|
| đ **Perplexity** | āĻāĻžāĻˇāĻž āĻŽāĻĄā§āĻ˛ āĻā§āĻŖāĻŽāĻžāĻ¨ | `< 15` | `< 12` | `< 18` |
| đ¯ **BLEU Score** | āĻ
āĻ¨ā§āĻŦāĻžāĻĻ āĻā§āĻŖāĻŽāĻžāĻ¨ | `> 85` | `> 88` | `> 82` |
| đŖī¸ **Dialogue Coherence** | āĻ¸āĻāĻ˛āĻžāĻĒ āĻ¸āĻāĻāĻ¤āĻŋ | `> 90%` | `> 92%` | `> 88%` |
| ⥠**Inference Speed** | āĻĒā§āĻ°āĻ¤āĻŋāĻā§āĻ°āĻŋāĻ¯āĻŧāĻžāĻ° āĻāĻ¤āĻŋ | `< 200ms` | `< 180ms` | `< 220ms` |
> **āĻŦāĻžāĻāĻ˛āĻž āĻŽā§āĻā§āĻ°āĻŋāĻā§āĻ¸ āĻŦāĻŋāĻļā§āĻˇāĻ¤ā§āĻŦ:**
> *"āĻāĻŽāĻžāĻĻā§āĻ° āĻŦā§āĻā§āĻāĻŽāĻžāĻ°ā§āĻāĻŋāĻ āĻ¸āĻŋāĻ¸ā§āĻā§āĻŽ āĻŦāĻžāĻāĻ˛āĻž āĻāĻžāĻˇāĻžāĻ° āĻāĻ¨ā§āĻ¯ āĻŦāĻŋāĻļā§āĻˇāĻāĻžāĻŦā§ āĻ¤ā§āĻ°āĻŋ āĻāĻ°āĻž āĻšāĻ¯āĻŧā§āĻā§āĨ¤"*
---
## đ **Notification System | āĻŦāĻŋāĻā§āĻāĻĒā§āĻ¤āĻŋ āĻŦā§āĻ¯āĻŦāĻ¸ā§āĻĨāĻž**
### đą **Smart Notifications**
| Platform | āĻŦāĻŋāĻā§āĻāĻĒā§āĻ¤āĻŋāĻ° āĻ§āĻ°āĻ¨ | Notification Type | Status |
|----------|------------------|-------------------|--------|
| đ§ **Email** | āĻā§āĻ°ā§āĻ¤ā§āĻŦāĻĒā§āĻ°ā§āĻŖ āĻŦā§āĻ¯āĻ°ā§āĻĨāĻ¤āĻž | Critical Failures | đĸ Active |
| đŦ **Slack** | āĻāĻŋāĻŽ āĻāĻĒāĻĄā§āĻ | Team Updates | đĸ Active |
| đ¨ **Discord** | āĻāĻŽāĻŋāĻāĻ¨āĻŋāĻāĻŋ āĻŦāĻžāĻ°ā§āĻ¤āĻž | Community Alerts | đĸ Active |
| đą **GitHub** | āĻāĻ¸ā§āĻ¯ā§ āĻā§āĻ°ā§āĻ¯āĻžāĻāĻŋāĻ | Issue Tracking | đĸ Active |
---
## đ¤ **Contributing | āĻ
āĻŦāĻĻāĻžāĻ¨ āĻ°āĻžāĻā§āĻ¨**
### đ **How to Contribute | āĻā§āĻāĻžāĻŦā§ āĻ
āĻŦāĻĻāĻžāĻ¨ āĻ°āĻžāĻāĻŦā§āĻ¨**
```mermaid
flowchart LR
A[đ´ Fork Repository
āĻ°āĻŋāĻĒā§ āĻĢāĻ°ā§āĻ āĻāĻ°ā§āĻ¨] --> B[đŋ Create Branch
āĻŦā§āĻ°āĻžāĻā§āĻ āĻ¤ā§āĻ°āĻŋ āĻāĻ°ā§āĻ¨]
B --> C[⥠Make Changes
āĻĒāĻ°āĻŋāĻŦāĻ°ā§āĻ¤āĻ¨ āĻāĻ°ā§āĻ¨]
C --> D[â
Test Locally
āĻ¸ā§āĻĨāĻžāĻ¨ā§āĻ¯āĻŧ āĻĒāĻ°ā§āĻā§āĻˇāĻž]
D --> E[đ Commit & Push
āĻāĻŽāĻŋāĻ āĻ āĻĒā§āĻļ]
E --> F[đ Pull Request
āĻĒā§āĻ˛ āĻ°āĻŋāĻā§āĻ¯āĻŧā§āĻ¸ā§āĻ]
```
### āĻ
āĻŦāĻĻāĻžāĻ¨ā§āĻ° āĻā§āĻˇā§āĻ¤ā§āĻ°āĻ¸āĻŽā§āĻš | Contribution Areas
- đ§ **āĻŽāĻĄā§āĻ˛ āĻāĻ¨ā§āĻ¨āĻ¤āĻŋ** | Model Improvements
- đ **āĻāĻžāĻˇāĻž āĻ¸āĻžāĻĒā§āĻ°ā§āĻ** | Language Support
- đ **āĻŦā§āĻā§āĻāĻŽāĻžāĻ°ā§āĻāĻŋāĻ** | Benchmarking
- đ§ **āĻ
āĻŦāĻāĻžāĻ āĻžāĻŽā§** | Infrastructure
- đ **āĻĄāĻā§āĻŽā§āĻ¨ā§āĻā§āĻļāĻ¨** | Documentation
> **āĻ
āĻŦāĻĻāĻžāĻ¨āĻāĻžāĻ°ā§āĻĻā§āĻ° āĻāĻ¨ā§āĻ¯ āĻŦāĻžāĻ°ā§āĻ¤āĻž:**
> *"āĻāĻĒāĻ¨āĻžāĻ° āĻĒā§āĻ°āĻ¤āĻŋāĻāĻŋ āĻ
āĻŦāĻĻāĻžāĻ¨ āĻŦāĻžāĻāĻ˛āĻž AI-āĻāĻ° āĻāĻā§āĻā§āĻŦāĻ˛ āĻāĻŦāĻŋāĻˇā§āĻ¯ā§ āĻāĻĄāĻŧāĻ¤ā§ āĻ¸āĻžāĻšāĻžāĻ¯ā§āĻ¯ āĻāĻ°āĻŦā§āĨ¤ āĻāĻŽāĻ°āĻž āĻāĻĒāĻ¨āĻžāĻ° āĻ¸ā§āĻāĻ¨āĻļā§āĻ˛āĻ¤āĻž āĻ āĻĻāĻā§āĻˇāĻ¤āĻžāĻā§ āĻ¸ā§āĻŦāĻžāĻāĻ¤ āĻāĻžāĻ¨āĻžāĻ!"*
---
## đ **Acknowledgments | āĻā§āĻ¤āĻā§āĻāĻ¤āĻž**
### đ **Special Thanks | āĻŦāĻŋāĻļā§āĻˇ āĻ§āĻ¨ā§āĻ¯āĻŦāĻžāĻĻ**
| đ¤ Contributor | āĻ
āĻŦāĻĻāĻžāĻ¨ | Contribution |
|-----------------|---------|-------------|
| đ¤ **Hugging Face** | āĻā§āĻ°āĻžāĻ¨ā§āĻ¸āĻĢāĻ°āĻŽāĻžāĻ° āĻ˛āĻžāĻāĻŦā§āĻ°ā§āĻ°āĻŋ | Transformers Library |
| đ **Bengali NLP Community** | āĻĄā§āĻāĻžāĻ¸ā§āĻ āĻ āĻĢāĻŋāĻĄāĻŦā§āĻ¯āĻžāĻ | Datasets & Feedback |
| đĨ **All Contributors** | āĻā§āĻĄ āĻ āĻĄāĻā§āĻŽā§āĻ¨ā§āĻā§āĻļāĻ¨ | Code & Documentation |
| đ§đŠ **Bangladesh AI Community** | āĻĒā§āĻ°ā§āĻ°āĻŖāĻž āĻ āĻ¸āĻšāĻžāĻ¯āĻŧāĻ¤āĻž | Inspiration & Support |
---
---
### đŽ **āĻāĻŦāĻŋāĻˇā§āĻ¯āĻ¤ā§āĻ° āĻ¸ā§āĻŦāĻĒā§āĻ¨ | Future Vision**
*"āĻāĻāĻāĻŋ āĻāĻŽāĻ¨ āĻĒā§āĻĨāĻŋāĻŦā§ āĻ¯ā§āĻāĻžāĻ¨ā§ āĻĒā§āĻ°āĻ¯ā§āĻā§āĻ¤āĻŋ āĻāĻŽāĻžāĻĻā§āĻ° āĻŽāĻžāĻ¤ā§āĻāĻžāĻˇāĻžāĻā§ āĻ¸āĻŽā§āĻŽāĻžāĻ¨ āĻāĻ°ā§"*
**"A world where technology honors our mother tongue"**
---
**Made with â¤ī¸ by the Meena Team**
[](https://github.com/sheikh-vegeta/Meena)
[](https://github.com/sheikh-vegeta/Meena/issues)
[](https://github.com/sheikh-vegeta/Meena/issues)
**đ§ Contact:** [GitHub Issues](https://github.com/sheikh-vegeta/Meena/issues) |
**đŦ Discuss:** [GitHub Discussions](https://github.com/sheikh-vegeta/Meena/discussions)