Instructions to use Nasaawakening/Zoder2.0-1B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Nasaawakening/Zoder2.0-1B with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf Nasaawakening/Zoder2.0-1B:Q4_K_M # Run inference directly in the terminal: llama cli -hf Nasaawakening/Zoder2.0-1B:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Nasaawakening/Zoder2.0-1B:Q4_K_M # Run inference directly in the terminal: llama cli -hf Nasaawakening/Zoder2.0-1B:Q4_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf Nasaawakening/Zoder2.0-1B:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama cli -hf Nasaawakening/Zoder2.0-1B:Q4_K_M
Use Docker
docker model run hf.co/Nasaawakening/Zoder2.0-1B:Q4_K_M
- Llama new
- LM Studio
- Jan
- Ollama
How to use Nasaawakening/Zoder2.0-1B with Ollama:
ollama run hf.co/Nasaawakening/Zoder2.0-1B:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Nasaawakening/Zoder2.0-1B with Docker Model Runner:
docker model run hf.co/Nasaawakening/Zoder2.0-1B:Q4_K_M
- Lemonade
How to use Nasaawakening/Zoder2.0-1B with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Nasaawakening/Zoder2.0-1B:Q4_K_M
Run and chat with the model
lemonade run user.Zoder2.0-1B-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Upload Zoder 2.0-1B REFINED (TIES + SLERP Pullback)
Browse files
README.md
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license: apache-2.0
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tags: [mergekit, ties, slerp, minicpm, zoder, gguf]
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base_model:
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# 𧬠Zoder 2.0-1B (REFINED)
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Two-phase refinement: TIES ensemble + SLERP pullback toward the proven Zoder 1.0-1B lineage, with auto-tuned interpolation.
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## Merge Architecture
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βββ V2 (w0.8, d0.9) ββ
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ββ V1 (w0.2, d0.6) ββ€ TIES β Phase-1
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β
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Zoder1.0-1B βββ SLERP(t=0.2) βββ Phase-1 β ZODER 2.0-1B REFINED
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```
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## Auto-Tune Sweep Results
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| 0.2 | 80% | 4/4 |
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| Basic Conversation | β
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| Logical Reasoning | β
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| Code Generation | β
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| Creative Writing | β
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| Instruction Following | β
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| Multi-turn Memory | β WEAK |
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| Math Problem | β
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| Termux Knowledge | β
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##
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| Q2_K | 463.3 MB | 1-2GB RAM (fastest) |
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| Q3_K_M | 555.9 MB | 2-3GB RAM |
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| Q4_K_M | 656.2 MB | Mobile/Termux 4GB+ (sweet spot) |
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| Q5_K_M | 750.4 MB | 8GB+ RAM |
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| Q6_K | 850.5 MB | 12GB+ RAM |
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| Q8_0 | 1100.1 MB | 16GB+ RAM (max quality) |
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- Name: Zoder
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- Model: Zoder2.0-1B
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base_model:
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- Nasaawakening/Zoder1.0-1B
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library_name: transformers
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tags:
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- mergekit
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- merge
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---
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# zoder2-final
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This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
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## Merge Details
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### Merge Method
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This model was merged using the [SLERP](https://en.wikipedia.org/wiki/Slerp) merge method.
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### Models Merged
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The following models were included in the merge:
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* /kaggle/working/zoder2-phase1
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* [Nasaawakening/Zoder1.0-1B](https://huggingface.co/Nasaawakening/Zoder1.0-1B)
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### Configuration
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The following YAML configuration was used to produce this model:
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```yaml
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slices:
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- sources:
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- model: Nasaawakening/Zoder1.0-1B
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layer_range: [0, 24]
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- model: /kaggle/working/zoder2-phase1
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layer_range: [0, 24]
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merge_method: slerp
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base_model: Nasaawakening/Zoder1.0-1B
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parameters:
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t: 0.2
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dtype: float16
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```
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