Instructions to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF 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 bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF: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 bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF: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 bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M

Use Docker

docker model run hf.co/bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M

Ollama
How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF with Ollama:
```
ollama run hf.co/bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
```

Unsloth Studio

How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF 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 bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF 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 bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF to start chatting

Docker Model Runner
How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF with Docker Model Runner:
```
docker model run hf.co/bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M
```

Lemonade

How to use bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull bartowski/Trappu_Magnum-Picaro-0.7-v2-12b-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Trappu_Magnum-Picaro-0.7-v2-12b-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

bartowski commited on Apr 10, 2025

Commit

75108e2

verified ·

1 Parent(s): 269e0ed

Update metadata with huggingface_hub

Browse files

Files changed (1) hide show

README.md +104 -0

README.md CHANGED Viewed

@@ -1,6 +1,110 @@
 ---
 quantized_by: bartowski
 pipeline_tag: text-generation
 ---
 ## Llamacpp imatrix Quantizations of Magnum-Picaro-0.7-v2-12b by Trappu

 ---
 quantized_by: bartowski
 pipeline_tag: text-generation
+license: apache-2.0
+base_model: Trappu/Magnum-Picaro-0.7-v2-12b
+base_model_relation: quantized
+tags:
+- merge
+- mergekit
+- lazymergekit
+- anthracite-org/magnum-v2-12b
+- Trappu/Nemo-Picaro-12B
+model-index:
+- name: Magnum-Picaro-0.7-v2-12b
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: IFEval (0-Shot)
+      type: HuggingFaceH4/ifeval
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: inst_level_strict_acc and prompt_level_strict_acc
+      value: 30.03
+      name: strict accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: BBH (3-Shot)
+      type: BBH
+      args:
+        num_few_shot: 3
+    metrics:
+    - type: acc_norm
+      value: 35.75
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MATH Lvl 5 (4-Shot)
+      type: hendrycks/competition_math
+      args:
+        num_few_shot: 4
+    metrics:
+    - type: exact_match
+      value: 4.76
+      name: exact match
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GPQA (0-shot)
+      type: Idavidrein/gpqa
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 9.73
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MuSR (0-shot)
+      type: TAUR-Lab/MuSR
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 19.56
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU-PRO (5-shot)
+      type: TIGER-Lab/MMLU-Pro
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 28.67
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=Trappu/Magnum-Picaro-0.7-v2-12b
+      name: Open LLM Leaderboard
 ---
 ## Llamacpp imatrix Quantizations of Magnum-Picaro-0.7-v2-12b by Trappu