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---
license: other
language:
- en
tags:
- on-device
- mobile
- android
- ios
- melange
- zetic
- whisper
pipeline_tag: automatic-speech-recognition
base_model:
- openai/whisper-base
---
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---
![LinkedIn Banner](https://cdn-uploads.huggingface.co/production/uploads/68c8c30d7c55656282d829fe/_l5ZggH1LMGTw0lFGgN_l.png)
## Melange: On-device AI for Mobile β€” *Select. Benchmark. Deploy.*
<div align="center">
[**🌐 Website**](https://zetic.ai) | [**πŸ“š Docs**](https://docs.zetic.ai) | [**🎯 Melange Dashboard**](https://mlange.zetic.ai) | [**πŸ’» GitHub Apps Repo**](https://github.com/zetic-ai/ZETIC_Melange_apps/issues) | [**πŸ’¬ Discord**](https://discord.gg/q6vW4UscRY)
</div>
---
## ⚑️ What is ZETIC-ai/whisper-tiny-decoder?
ZETIC-ai/whisper-tiny-encoder is a highly optimized version of **[Whisper Tiny by OpenAI](https://huggingface.co/openai/whisper-tiny)**, built to run **on-device** (Android, iOS) with **Melange SDK**.
<br>
<br>
For the encoder model that runs locally: [Check model card](https://huggingface.co/ZETIC-ai/whisper-tiny-encoder)
**Key Details:**
- 🎯 **Task**: Automatic Speech Recognition
- πŸš€ **Engine**: ZETIC Melange Runtime
- πŸ’‘ **Best For**: Speech to Text, Speech Translation
Unlike standard GGUF or ONNX exports where you manually download `.tflite` or `.gguf` files and bundle them into your APK/IPA, **this model is fetched automatically** by the Melange SDK at runtime: no asset management, no file hosting, no bloated app sizes.
---
## πŸš€ How to Use
Deploy in seconds. The Melange SDK handles model fetching, NPU delegation, and hardware acceleration automatically.
### Android (Kotlin)
```kotlin
val model = ZeticMLangeHFModel(context, "ZETIC-ai/whisper-tiny-decoder")
val output = model.run(inputData)
```
### iOS (Swift)
```swift
let model = try await ZeticMLangeHFModel("ZETIC-ai/whisper-tiny-decoder")
let outputs = try model.run(inputs: inputs)
```
πŸ’‘ **Looking for Java, React Native, or Flutter?** Visit [Melange Dashboard](https://mlange.zetic.ai).
**Installation**: [View docs](https://docs.zetic.ai/hugging-face)
---
## πŸ“Š Benchmarks & Compatibility
**Optimized for Flagships.** This model release is specifically tuned for the latest flagship smartphones.
| Device | Chipset | Inference Time (ms) |
| :--- | :--- | :--- |
| **Samsung Galaxy S25 Ultra** | Snapdragon 8 Elite | TBD |
| **Samsung Galaxy S25** | Snapdragon 8 Elite | TBD |
| **iPhone 16 Pro** | A18 Pro | TBD |
| **iPhone 16** | A18 | TBD |
πŸš€ **Beyond the Flagships:** Melange supports a vast ecosystem of **100+ devices**. <br><br>
Melange SDK automatically handles optimization and fallback for the wider ecosystem, including budget & legacy smartphones. <br>
**[Explore the full ecosystem optimization on Melange Dashboard]([mlange.zetic.ai])**
---
## πŸ€” Why Melange?
<div>
### **1. The Old Way (Slow & Manual)**
Separate iOS/Android Workflows | Manual Updates Require Full Re-Deployment
![Frame 3](https://cdn-uploads.huggingface.co/production/uploads/68c8c30d7c55656282d829fe/eN64F5MEEaGyCVisF-4R_.png)
### **2. Semi-Auto SDKs (Hardware-Locked)**
Hardware-Locked Model Cards | Manual File Management (Drag & Drop)
![Frame 8](https://cdn-uploads.huggingface.co/production/uploads/68c8c30d7c55656282d829fe/_vTeGpdv4K11lxwmf1VD5.png)
### **3. The Melange Way (Fast & Automatic)**
Device-Aware Auto-Routing | Hardware-Agnostic NPU API | Small App Size
![Frame 10](https://cdn-uploads.huggingface.co/production/uploads/68c8c30d7c55656282d829fe/IHH9UqRaXvawZATZ1A9PN.png)
</div>
βœ… **Zero Asset Management**: We host the model & the complexity. Your app calls '[MODEL_ID]', and we deliver. <br/>
βœ… **Automatic Fetching**: The SDK streams the model at initialization, no manual file uploads.<br/>
βœ… **Device-Aware Auto-Routing**: The SDK auto-detects and routes the best-fit runtime variant for that device.<br/>
βœ… **Unified Workflow**: Maintain a single, identical deployment path for both iOS and Android. <br/>
βœ… **Instant Updates**: Push model updates instantly without waiting for App Store approvals. <br/>
βœ… **Global Scale**: Optimized paths for mid-range and low-end chips, not just flagships.<br/>
<br/>
---
## πŸš€ Unlock Full Performance
**Advanced Benchmark Reports β€’ Extended Model Catalog β€’ 100+ Optimized Devices**
<a href="https://mlange.zetic.ai">
<img src="https://img.shields.io/badge/πŸš€_Open_Dashboard-34A9A3?style=for-the-badge" alt="MeLange Dashboard" height="30" />
</a>
---
## πŸ“„ License & Terms
**Base Model**
Model weights are licensed under the original license provided by the model author.
See the upstream model card for full terms.
**ZETIC Hugging Face Runtime Bundle**
This release includes a pre-optimized runtime + model bundle enabling local, on-device inference across compatible devices.
The runtime is optimized and benchmarked for a limited set of flagship devices.
On other compatible devices, the model may still run, but performance may vary.
Advanced device coverage and performance guarantees are available via the **Melange Dashboard (Pro)**.
**You may**
- Run the model locally on compatible devices
- Embed it in applications distributed to end users
- Use it in accordance with the base model license
**You may not**
- Extract or reuse the runtime outside this package
- Reverse engineer the optimization format
- Redistribute the runtime as a standalone SDK or service
- Bypass license verification or telemetry (if/when enabled)
**More devices, custom models, and performance guarantees**
Get started at the **Melange Dashboard**: https://mlange.zetic.ai
Enterprise or custom licensing: contact@zetic.ai
---
## πŸ“ž Support & Community
- **πŸ“š Documentation**: [https://docs.zetic.ai](https://docs.zetic.ai)
- **πŸ› Melange Apps Repo**: [https://github.com/zetic-ai/ZETIC_Melange_apps/](https://github.com/zetic-ai/ZETIC_Melange_apps/)
- **πŸ’¬ Discord**: [https://discord.gg/q6vW4UscRY](https://discord.gg/q6vW4UscRY)
---
<div align="center">
**By ZETIC.ai**
*On-Device AI for Everything β€” for any model, on any device, in any framework*
[⭐ Star us on GitHub](https://github.com/zetic-ai/ZETIC_Melange_apps) β€’ [πŸ‘Ύ Discord](https://discord.gg/q6vW4UscRY) β€’ [πŸš€ Try Melange](https://mlange.zetic.ai) β€’ [πŸ“– Documentation](https://docs.zetic.ai)
</div>](https://www.notion.so/Melange-Dashboard-2-0-Release-Checklist-2fe933a34b9880bd9494c31ea06d4f08?source=copy_link)