Instructions to use cortexso/command-r with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cortexso/command-r with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="cortexso/command-r",
	filename="c4ai-command-r-08-2024-q2_k.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": "What is the capital of France?"
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use cortexso/command-r with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf cortexso/command-r:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf cortexso/command-r:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf cortexso/command-r:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf cortexso/command-r: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 cortexso/command-r:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf cortexso/command-r: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 cortexso/command-r:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf cortexso/command-r:Q4_K_M

Use Docker

docker model run hf.co/cortexso/command-r:Q4_K_M

LM Studio
Jan

vLLM

How to use cortexso/command-r with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/cortexso/command-r:Q4_K_M

Ollama
How to use cortexso/command-r with Ollama:
```
ollama run hf.co/cortexso/command-r:Q4_K_M
```

Unsloth Studio

How to use cortexso/command-r 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 cortexso/command-r 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 cortexso/command-r to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for cortexso/command-r to start chatting

Docker Model Runner
How to use cortexso/command-r with Docker Model Runner:
```
docker model run hf.co/cortexso/command-r:Q4_K_M
```

Lemonade

How to use cortexso/command-r with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull cortexso/command-r:Q4_K_M

Run and chat with the model

lemonade run user.command-r-Q4_K_M

List all available models

lemonade list

jan-hq commited on Feb 26, 2025

Commit

1282824

verified ·

1 Parent(s): d8574a3

Upload folder using huggingface_hub

Browse files

Files changed (11) hide show

.gitattributes +10 -0
c4ai-command-r-v01-q2_k.gguf +3 -0
c4ai-command-r-v01-q3_k_l.gguf +3 -0
c4ai-command-r-v01-q3_k_m.gguf +3 -0
c4ai-command-r-v01-q3_k_s.gguf +3 -0
c4ai-command-r-v01-q4_k_m.gguf +3 -0
c4ai-command-r-v01-q4_k_s.gguf +3 -0
c4ai-command-r-v01-q5_k_m.gguf +3 -0
c4ai-command-r-v01-q5_k_s.gguf +3 -0
c4ai-command-r-v01-q6_k.gguf +3 -0
c4ai-command-r-v01-q8_0.gguf +3 -0

@@ -34,3 +34,13 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 model.gguf filter=lfs diff=lfs merge=lfs -text

 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 model.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q2_k.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q3_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q3_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q4_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
+c4ai-command-r-v01-q8_0.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:fb2d1e89b0a26fbf2d0f20212053fc74c6bdfb7a2ef022ddb4b1f48f162741ea
+size 13817400256

+version https://git-lfs.github.com/spec/v1
+oid sha256:773104d567d991371287a07c470d02c249693caab234bfe65440e57a0f746ac9
+size 19149409216

+version https://git-lfs.github.com/spec/v1
+oid sha256:490d079a2b7e7e34da6802fa2070334f7d6bddfcf2bbbc44a66a0b09eedabca7
+size 17618488256

+version https://git-lfs.github.com/spec/v1
+oid sha256:2b56704ab95caf5fdde591348cf224d263a172a2932d4df414396033f7a88de6
+size 15862123456

+version https://git-lfs.github.com/spec/v1
+oid sha256:bf87607f2107c31dd1ffff61877dc6e928fb130aec4f4acc077a1476c7d3625b
+size 21527055296

+version https://git-lfs.github.com/spec/v1
+oid sha256:b42ac79faa91930ef3ac868d617125d7a25bd76125dafb7d8b0a86a35aaa38b7
+size 20378340288

+version https://git-lfs.github.com/spec/v1
+oid sha256:1a0fd977cfea9a193db36d8bfb0a592d5acd6988237009f0cea8a22eb527162c
+size 25008327616

+version https://git-lfs.github.com/spec/v1
+oid sha256:42a659ea359f022a3c4a16f4f36a9ed973a6692f41b592d7b3dff9f775021656
+size 24339860416

+version https://git-lfs.github.com/spec/v1
+oid sha256:d028823472a2ea9176a789f5c798e5f1634dd43b887904b1499c2aa15045c60d
+size 28707179456

+version https://git-lfs.github.com/spec/v1
+oid sha256:bd7dfb674ea88521c91853884bfd6895242f7c4de9b51aa0911ba4e27def5c0d
+size 37179018176

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@