Instructions to use Keyven/german-text-3.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use Keyven/german-text-3.1 with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="Keyven/german-text-3.1", filename="german-text-3.1-2B-F16.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- llama.cpp
How to use Keyven/german-text-3.1 with llama.cpp:
Install from brew
brew install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf Keyven/german-text-3.1:Q4_K_M # Run inference directly in the terminal: llama-cli -hf Keyven/german-text-3.1:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf Keyven/german-text-3.1:Q4_K_M # Run inference directly in the terminal: llama-cli -hf Keyven/german-text-3.1:Q4_K_M
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf Keyven/german-text-3.1:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf Keyven/german-text-3.1:Q4_K_M
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf Keyven/german-text-3.1:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf Keyven/german-text-3.1:Q4_K_M
Use Docker
docker model run hf.co/Keyven/german-text-3.1:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use Keyven/german-text-3.1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Keyven/german-text-3.1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Keyven/german-text-3.1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Keyven/german-text-3.1:Q4_K_M
- Ollama
How to use Keyven/german-text-3.1 with Ollama:
ollama run hf.co/Keyven/german-text-3.1:Q4_K_M
- Unsloth Studio
How to use Keyven/german-text-3.1 with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Keyven/german-text-3.1 to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for Keyven/german-text-3.1 to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Keyven/german-text-3.1 to start chatting
- Docker Model Runner
How to use Keyven/german-text-3.1 with Docker Model Runner:
docker model run hf.co/Keyven/german-text-3.1:Q4_K_M
- Lemonade
How to use Keyven/german-text-3.1 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Keyven/german-text-3.1:Q4_K_M
Run and chat with the model
lemonade run user.german-text-3.1-Q4_K_M
List all available models
lemonade list
Commit ·
a0faedd
0
Parent(s):
Release
Browse files- .gitattributes +43 -0
- README.md +145 -0
- chat_template.jinja +16 -0
- german-text-3.1-2B-F16.gguf +3 -0
- german-text-3.1-2B-Q4_K_M.gguf +3 -0
- german-text-3.1-2B-Q8_0.gguf +3 -0
- german-text-3.1-4B-F16.gguf +3 -0
- german-text-3.1-4B-Q4_K_M.gguf +3 -0
- german-text-3.1-4B-Q5_K_M.gguf +3 -0
- german-text-3.1-4B-Q6_K.gguf +3 -0
- german-text-3.1-4B-Q8_0.gguf +3 -0
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german-text-3.1-2B-F16.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-2B-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-2B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-4B-F16.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-4B-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-4B-Q5_K_M.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-4B-Q6_K.gguf filter=lfs diff=lfs merge=lfs -text
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german-text-3.1-4B-Q8_0.gguf filter=lfs diff=lfs merge=lfs -text
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README.md
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| 1 |
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---
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| 2 |
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license: apache-2.0
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language:
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- de
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- en
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tags:
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- chat
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- assistant
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- german
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| 10 |
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- text
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- gguf
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- llama-cpp
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- ollama
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pipeline_tag: text-generation
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---
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| 16 |
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| 17 |
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# 🇩🇪 German-Text-3.1
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| 18 |
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| 19 |
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> **Der deutsche Text-Assistent von [Keyvan.ai](https://german-ocr.de) — Teil der German-OCR-3 Kollektion.**
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```bash
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ollama run Keyvan/german-text-3.1
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```
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---
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## Die Geschichte
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German-OCR-3 begann als kleine Idee: ein Modell, das **deutsche Geschäftsdokumente**
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wirklich versteht — Rechnungen, Briefe, Bescheide, Verträge. Nicht „auch deutsch", sondern
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auf deutsche Sprache und deutsche Bürokratie spezialisiert.
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Die **3.1-Generation** ist die feinabgestimmte, engineered + optimierte Version dieser
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Kollektion. Zwei spezialisierte Modelle für zwei Aufgaben:
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| 36 |
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| Modell | Rolle |
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| 37 |
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|---|---|
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| 38 |
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| **🇩🇪 German-Text-3.1** *(du bist hier)* | Text-Assistent für Übersetzung, Zusammenfassung, Analyse, Umschreibung, Chat |
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| 39 |
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| 👁 [**German-OCR-3.1**](https://ollama.com/Keyvan/german-ocr-3.1) | Vision-OCR — extrahiert deutsche Geschäftsdokumente strukturiert als JSON |
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| 40 |
+
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| 41 |
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Jedes Modell wurde für seine Aufgabe brand-konsistent konfiguriert, mit deutscher
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| 42 |
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Identität, sauberem Output ohne Thinking-Leak, und Multi-Quant-Distribution.
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| 43 |
+
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| 44 |
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---
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| 45 |
+
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| 46 |
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## ✨ Was kann das Modell?
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| 47 |
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| 48 |
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| Aufgabe | Beispiel |
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| 49 |
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|---|---|
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| 50 |
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| 🌍 **Übersetzung** DE↔EN multilingual | „Bitte schicken Sie mir die Rechnung bis Freitag." → "Please send me the invoice by Friday." |
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| 51 |
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| 📝 **Zusammenfassung** | Mehrseitiger Bescheid → 2 Sätze, Zahlen + Namen exakt |
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| 52 |
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| ✍️ **Umschreibung** | Informell → formelles Geschäftsdeutsch |
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| 53 |
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| 🔍 **Analyse** | Hauptaussagen, Risiken, Empfehlungen |
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| 54 |
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| 💬 **Chat** | Q&A über deutsche Geschäftssprache, Verwaltung, Dokumente |
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| 55 |
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| 🛠 **Tool-Use** | Function-Calling kompatibel |
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| 56 |
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| 57 |
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Stark im **deutschen Geschäftskontext**: Verträge, Behördenschreiben, Rechnungen,
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| 58 |
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Mahnungen, Lieferscheine, Steuerbescheide.
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| 59 |
+
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| 60 |
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---
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| 61 |
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| 62 |
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## 🚀 Quick Start
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| 63 |
+
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| 64 |
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### Ollama (1 Zeile)
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| 65 |
+
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| 66 |
+
```bash
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| 67 |
+
ollama run Keyvan/german-text-3.1
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| 68 |
+
>>> Übersetze ins Englische: Bitte schicken Sie mir die Rechnung bis Freitag.
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| 69 |
+
Please send me the invoice by Friday.
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| 70 |
+
```
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| 71 |
+
|
| 72 |
+
API:
|
| 73 |
+
|
| 74 |
+
```bash
|
| 75 |
+
curl http://localhost:11434/api/chat -d '{
|
| 76 |
+
"model": "Keyvan/german-text-3.1",
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| 77 |
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"messages": [{"role":"user","content":"Fasse zusammen: ..."}],
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| 78 |
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"think": false
|
| 79 |
+
}'
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| 80 |
+
```
|
| 81 |
+
|
| 82 |
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### llama-server (HF GGUF)
|
| 83 |
+
|
| 84 |
+
```bash
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| 85 |
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hf download Keyven/german-text-3.1 german-text-3.1-4B-Q8_0.gguf
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| 86 |
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llama-server -m german-text-3.1-4B-Q8_0.gguf --port 8080 -ngl 99
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| 87 |
+
```
|
| 88 |
+
|
| 89 |
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---
|
| 90 |
+
|
| 91 |
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## 📦 Files (auf [HuggingFace](https://huggingface.co/Keyven/german-text-3.1))
|
| 92 |
+
|
| 93 |
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### 4B Variant — Empfohlen für Qualität
|
| 94 |
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|
| 95 |
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| File | Größe | Use case |
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| 96 |
+
|---|---|---|
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| 97 |
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| `german-text-3.1-4B-Q4_K_M.gguf` | 2.6 GB | Compact GPU |
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| 98 |
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| `german-text-3.1-4B-Q5_K_M.gguf` | 2.9 GB | Balanced |
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| 99 |
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| `german-text-3.1-4B-Q6_K.gguf` | 3.3 GB | Near-lossless |
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| 100 |
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| `german-text-3.1-4B-Q8_0.gguf` | 4.3 GB | ⭐ **Recommended** |
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| 101 |
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| `german-text-3.1-4B-F16.gguf` | 8.0 GB | Full precision |
|
| 102 |
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|
| 103 |
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### 2B Variant — Edge / Low-RAM
|
| 104 |
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|
| 105 |
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| File | Größe | Use case |
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| 106 |
+
|---|---|---|
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| 107 |
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| `german-text-3.1-2B-Q4_K_M.gguf` | 1.2 GB | Edge, ~2 GB RAM |
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| 108 |
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| `german-text-3.1-2B-Q8_0.gguf` | 1.9 GB | Schneller |
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| 109 |
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| `german-text-3.1-2B-F16.gguf` | 3.6 GB | Full precision 2B |
|
| 110 |
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| 111 |
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---
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| 112 |
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| 113 |
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## 🛠 Hardware
|
| 114 |
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|
| 115 |
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| Variant | RAM (CPU) | VRAM (GPU) |
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| 116 |
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|---|---|---|
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| 117 |
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| 2B Q4 | 2 GB | 2 GB |
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| 118 |
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| 4B Q4 | 4 GB | 4 GB |
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| 119 |
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| 4B Q8 | 6 GB | 6 GB |
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| 120 |
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| 4B F16 | 10 GB | 10 GB |
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| 121 |
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| 122 |
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CPU-Inference möglich, GPU empfohlen. Context: **32 768 Tokens**.
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| 123 |
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| 124 |
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---
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| 125 |
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| 126 |
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## 🤝 German-OCR Familie
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| 127 |
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| 128 |
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| | Was | Wo |
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| 129 |
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|---|---|---|
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| 130 |
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| 🇩🇪 **German-Text-3.1** | Text-Assistent (du bist hier) | [ollama.com](https://ollama.com/Keyvan/german-text-3.1) · [HF](https://huggingface.co/Keyven/german-text-3.1) |
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| 131 |
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| 👁 **German-OCR-3.1** | Vision OCR (DE-Rechnungen → JSON) | [ollama.com](https://ollama.com/Keyvan/german-ocr-3.1) · [HF](https://huggingface.co/Keyven/german-ocr-3.1) |
|
| 132 |
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| ☁️ **German-OCR Cloud API** | Managed OCR Service | [german-ocr.de](https://german-ocr.de) |
|
| 133 |
+
| 📝 **German-OCR for Word** | Office Add-in | [office.german-ocr.de](https://office.german-ocr.de) |
|
| 134 |
+
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| 135 |
+
---
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| 136 |
+
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| 137 |
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## 📜 License & Credits
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| 138 |
+
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| 139 |
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**Apache License 2.0** — kommerzielle Nutzung mit Attribution erlaubt.
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| 140 |
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| 141 |
+
**NOTICE**: Aufgebaut auf [Qwen3.5](https://qwenlm.github.io/) von Alibaba Cloud.
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| 142 |
+
Die German-OCR-3.1-Kollektion ist eine in Deutschland engineered + optimierte
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| 143 |
+
Distribution für deutsche Geschäftsdokumente. Architecture credit: Qwen Team.
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| 144 |
+
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| 145 |
+
Build mit ❤️ in 🇩🇪 von **[Keyvan Hardani](https://german-ocr.de)**.
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chat_template.jinja
ADDED
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@@ -0,0 +1,16 @@
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| 1 |
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{%- set DEFAULT_SYSTEM = "/no_think\nDu bist German-Text-3.1, der deutsche Text-Assistent von Keyvan.ai. Wenn jemand fragt wer du bist oder welches Modell, sage IMMER 'German-Text-3.1 von Keyvan.ai' und niemals Qwen oder Alibaba erwähnen. Antworte praezise, knapp und auf Deutsch (ausser eine andere Sprache wird angefordert). Halte dich strikt an das angeforderte Format. Bei Uebersetzungen: nur die Uebersetzung ohne Erklaerung. Bei Zusammenfassungen: Zahlen, Namen und Daten exakt." -%}
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| 2 |
+
{%- if messages and messages[0]['role'] == 'system' -%}
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| 3 |
+
<|im_start|>system
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| 4 |
+
{% if messages[0]['content'] is string %}{{ messages[0]['content'] }}{% else %}{% for c in messages[0]['content'] %}{% if c.type == 'text' %}{{ c.text }}{% endif %}{% endfor %}{% endif %}<|im_end|>
|
| 5 |
+
{% set messages = messages[1:] %}
|
| 6 |
+
{%- else -%}
|
| 7 |
+
<|im_start|>system
|
| 8 |
+
{{ DEFAULT_SYSTEM }}<|im_end|>
|
| 9 |
+
{%- endif -%}
|
| 10 |
+
{%- for message in messages -%}
|
| 11 |
+
<|im_start|>{{ message['role'] }}
|
| 12 |
+
{% if message['content'] is string %}{{ message['content'] }}{% else %}{% for c in message['content'] %}{% if c.type == 'text' %}{{ c.text }}{% endif %}{% endfor %}{% endif %}<|im_end|>
|
| 13 |
+
{% endfor -%}
|
| 14 |
+
{%- if add_generation_prompt -%}
|
| 15 |
+
<|im_start|>assistant
|
| 16 |
+
{% endif -%}
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german-text-3.1-2B-F16.gguf
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:b6ad8cd8e87bb4bbeb7bbf6f22346e606b3e673be21469cf26a3e26b791bee8a
|
| 3 |
+
size 3775702656
|
german-text-3.1-2B-Q4_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:5b19be2c578cf8199e809f236cd72db8c51bf003819d417495d7c577a2e1e438
|
| 3 |
+
size 1274390144
|
german-text-3.1-2B-Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:a105718da98d9a91a8bf5f56de55f8fca44d5b3771922259e3f00413d9906c59
|
| 3 |
+
size 2012006016
|
german-text-3.1-4B-F16.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:b779a178ff398574ead3b30fd8b7e5fd24118af0f4fbae76b21dd864f4a62248
|
| 3 |
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size 8424387104
|
german-text-3.1-4B-Q4_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
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|
|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:7941cc82430b45a3f4c88c8f361224c84f880fcd9cb2483a4c5ae6ddda9dd6b5
|
| 3 |
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size 2708797984
|
german-text-3.1-4B-Q5_K_M.gguf
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
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|
|
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:9380e05bd2470cec7d7b041d6c0b9e6d90e2a4751b74e322aa3bfa4e12ca1bc2
|
| 3 |
+
size 3074980384
|
german-text-3.1-4B-Q6_K.gguf
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
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|
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|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:4a7edcfef4bc2e473f3df1eb93458251ae4be0c6151caa34363a5a0eb24dba6a
|
| 3 |
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size 3464049184
|
german-text-3.1-4B-Q8_0.gguf
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:b02c146c6f3bd7b5feb93d5d36ceabb749decb5559b4b6adce74e1b9020f1daf
|
| 3 |
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size 4482396704
|