| | --- |
| | license: other |
| | language: |
| | - en |
| | tags: |
| | - on-device |
| | - mobile |
| | - android |
| | - ios |
| | - melange |
| | - zetic |
| | - whisper |
| | pipeline_tag: automatic-speech-recognition |
| | base_model: |
| | - openai/whisper-base |
| | --- |
| | |
| | <!-- ============================================== --> |
| | <!-- FILL THIS IN BEFORE PUBLISHING --> |
| | <!-- ============================================== --> |
| | <!-- |
| |
|
| | 🚨 Model License Rule (One Rule Applies to All) |
| |
|
| | **Never claim or imply commercial usage rights unless the base model license explicitly allows commercial use.** |
| |
|
| | - If the base model license allows commercial use → you may state “commercial use allowed (subject to the base model license)”. |
| | - If the base model license restricts commercial use, is AGPL/GPL, research-only, or dual-licensed → **do NOT mention commercial use**. Always defer to the base model license. |
| |
|
| | ZETIC licenses only the runtime and optimization artifacts. |
| | Model licensing responsibility always remains with the original model owner. |
| |
|
| | ---> |
| |
|
| | --- |
| |
|
| |  |
| |
|
| | ## Melange: On-device AI for Mobile — *Select. Benchmark. Deploy.* |
| | <div align="center"> |
| |
|
| | [**🌐 Website**](https://zetic.ai) | [**📚 Docs**](https://docs.zetic.ai) | [**🎯 Melange Dashboard**](https://mlange.zetic.ai) | [**💻 GitHub Apps Repo**](https://github.com/zetic-ai/ZETIC_Melange_apps/issues) | [**💬 Discord**](https://discord.gg/q6vW4UscRY) |
| |
|
| | </div> |
| |
|
| | --- |
| |
|
| | ## ⚡️ What is ZETIC-ai/whisper-base-encoder? |
| |
|
| | ZETIC-ai/whisper-base-encoder is a highly optimized version of **[Whisper Base by OpenAI](https://huggingface.co/openai/whisper-base)**, built to run **on-device** (Android, iOS) with **Melange SDK**. |
| | <br> |
| | For decoder model that runs locally: [Check model card](https://huggingface.co/ZETIC-ai/whisper-base-decoder) |
| |
|
| | **Key Details:** |
| | - 🎯 **Task**: Automatic Speech Recognition |
| | - 🚀 **Engine**: ZETIC Melange Runtime |
| | - 💡 **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. |
| |
|
| | --- |
| |
|
| | ## 🚀 How to Use |
| |
|
| | Deploy in seconds. The Melange SDK handles model fetching, NPU delegation, and hardware acceleration automatically. |
| |
|
| | ### Android (Kotlin) |
| | ```kotlin |
| | val model = ZeticMLangeModel(context, "[MODEL_ID]") |
| | model.load() |
| | val output = model.run(inputData) |
| | ``` |
| |
|
| |
|
| | ### iOS (Swift) |
| | ```swift |
| | let model = try ZeticMLangeModel(id: "[MODEL_ID]") |
| | try model.load() |
| | let result = try model.run(inputData) |
| | ``` |
| |
|
| | 💡 **Looking for Java, React Native, or Flutter?** Visit [Melange Dashboard](https://mlange.zetic.ai). |
| |
|
| | **Installation**: [View docs](https://docs.zetic.ai/hugging-face) |
| |
|
| | --- |
| |
|
| | ## 📊 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 | |
| |
|
| | 🚀 **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])** |
| |
|
| | --- |
| |
|
| | ## 🤔 Why Melange? |
| |
|
| | <div> |
| |
|
| | ### **1. The Old Way (Slow & Manual)** |
| | Separate iOS/Android Workflows | Manual Updates Require Full Re-Deployment |
| |
|
| |  |
| |
|
| | ### **2. Semi-Auto SDKs (Hardware-Locked)** |
| | Hardware-Locked Model Cards | Manual File Management (Drag & Drop) |
| |
|
| |  |
| |
|
| |
|
| | ### **3. The Melange Way (Fast & Automatic)** |
| | Device-Aware Auto-Routing | Hardware-Agnostic NPU API | Small App Size |
| |
|
| |  |
| |
|
| | </div> |
| |
|
| | ✅ **Zero Asset Management**: We host the model & the complexity. Your app calls '[MODEL_ID]', and we deliver. <br/> |
| | ✅ **Automatic Fetching**: The SDK streams the model at initialization, no manual file uploads.<br/> |
| | ✅ **Device-Aware Auto-Routing**: The SDK auto-detects and routes the best-fit runtime variant for that device.<br/> |
| | ✅ **Unified Workflow**: Maintain a single, identical deployment path for both iOS and Android. <br/> |
| | ✅ **Instant Updates**: Push model updates instantly without waiting for App Store approvals. <br/> |
| | ✅ **Global Scale**: Optimized paths for mid-range and low-end chips, not just flagships.<br/> |
| | <br/> |
| | |
| | --- |
| | |
| | ## 🚀 Unlock Full Performance |
| | |
| | **Advanced Benchmark Reports • Extended Model Catalog • 100+ Optimized Devices** |
| | |
| | <a href="https://mlange.zetic.ai"> |
| | <img src="https://img.shields.io/badge/🚀_Open_Dashboard-34A9A3?style=for-the-badge" alt="MeLange Dashboard" height="30" /> |
| | </a> |
| | |
| | --- |
| | |
| | ## 📄 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 |
| | |
| | --- |
| | ## 📞 Support & Community |
| | |
| | - **📚 Documentation**: [https://docs.zetic.ai](https://docs.zetic.ai) |
| | - **🐛 Melange Apps Repo**: [https://github.com/zetic-ai/ZETIC_Melange_apps/](https://github.com/zetic-ai/ZETIC_Melange_apps/) |
| | - **💬 Discord**: [https://discord.gg/q6vW4UscRY](https://discord.gg/q6vW4UscRY) |
| | |
| | --- |
| | |
| | <div align="center"> |
| | |
| | **By ZETIC** |
| | *On-Device AI for Everything — for any model, on any device, in any framework* |
| | |
| | [⭐ Star us on GitHub](https://github.com/zetic-ai/ZETIC_Melange_apps) • [👾 Discord](https://discord.gg/q6vW4UscRY) • [🚀 Try Melange](https://mlange.zetic.ai) • [📖 Documentation](https://docs.zetic.ai) |
| | |
| | </div>](https://www.notion.so/Melange-Dashboard-2-0-Release-Checklist-2fe933a34b9880bd9494c31ea06d4f08?source=copy_link) |
