Instructions to use cortexso/gemma2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cortexso/gemma2 with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="cortexso/gemma2",
	filename="gemma-2-27b-it-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/gemma2 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 cortexso/gemma2:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf cortexso/gemma2:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf cortexso/gemma2:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf cortexso/gemma2: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/gemma2:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf cortexso/gemma2: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/gemma2:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf cortexso/gemma2:Q4_K_M

Use Docker

docker model run hf.co/cortexso/gemma2:Q4_K_M

LM Studio
Jan

vLLM

How to use cortexso/gemma2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "cortexso/gemma2"
# 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/gemma2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cortexso/gemma2:Q4_K_M

Ollama
How to use cortexso/gemma2 with Ollama:
```
ollama run hf.co/cortexso/gemma2:Q4_K_M
```

Unsloth Studio

How to use cortexso/gemma2 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/gemma2 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/gemma2 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for cortexso/gemma2 to start chatting

Atomic Chat new
Docker Model Runner
How to use cortexso/gemma2 with Docker Model Runner:
```
docker model run hf.co/cortexso/gemma2:Q4_K_M
```

Lemonade

How to use cortexso/gemma2 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull cortexso/gemma2:Q4_K_M

Run and chat with the model

lemonade run user.gemma2-Q4_K_M

List all available models

lemonade list

jan-hq commited on Feb 26, 2025

Commit

36233e7

verified ·

1 Parent(s): 236f0f2

Upload folder using huggingface_hub

Browse files

Files changed (11) hide show

.gitattributes +10 -0
gemma-2-27b-it-q2_k.gguf +3 -0
gemma-2-27b-it-q3_k_l.gguf +3 -0
gemma-2-27b-it-q3_k_m.gguf +3 -0
gemma-2-27b-it-q3_k_s.gguf +3 -0
gemma-2-27b-it-q4_k_m.gguf +3 -0
gemma-2-27b-it-q4_k_s.gguf +3 -0
gemma-2-27b-it-q5_k_m.gguf +3 -0
gemma-2-27b-it-q5_k_s.gguf +3 -0
gemma-2-27b-it-q6_k.gguf +3 -0
gemma-2-27b-it-q8_0.gguf +3 -0

@@ -44,3 +44,13 @@ gemma-2-2b-it-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-2-2b-it-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-2-2b-it-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-2-2b-it-q8_0.gguf filter=lfs diff=lfs merge=lfs -text

 gemma-2-2b-it-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-2-2b-it-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
 gemma-2-2b-it-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q2_k.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q3_k_l.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q3_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q3_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q4_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q5_k_m.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q5_k_s.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q6_k.gguf filter=lfs diff=lfs merge=lfs -text
+gemma-2-27b-it-q8_0.gguf filter=lfs diff=lfs merge=lfs -text

+version https://git-lfs.github.com/spec/v1
+oid sha256:3b6f69d81d61a19905c90db8a9d4bf88a5923f539da80bdf57d5c7b1d27ce488
+size 10449575584

+version https://git-lfs.github.com/spec/v1
+oid sha256:205d3ec2a8f01eaea4b8c167edaf2b0b7f1cfb8201f38e45f867a0aa3af95787
+size 14519361184

+version https://git-lfs.github.com/spec/v1
+oid sha256:7eae666742f1214187c6292d5d0670351fb196d1a053fd7e6c431957ffaea6f6
+size 13424647840

+version https://git-lfs.github.com/spec/v1
+oid sha256:04e342cd9e793b34efbe9d4243422985953cff9c889ebe33ba5b3ee4b472ecbd
+size 12169060000

+version https://git-lfs.github.com/spec/v1
+oid sha256:a0f4d7bf97f76f775ecfcbee031dd38188bbfce97c919231f56f907e9ee756ac
+size 16645381792

+version https://git-lfs.github.com/spec/v1
+oid sha256:1eb712c9a5f4411cc01c0f11d5cc02312c6add3b1d93c8a23321d55fa103607f
+size 15739264672

+version https://git-lfs.github.com/spec/v1
+oid sha256:70e63f89616736ed15cde01cda945ab114c3e05e1c3c52cb032b8793b9e09f90
+size 19408117408

+version https://git-lfs.github.com/spec/v1
+oid sha256:7c39cae862766bcff2583b497dc1dbcc3393d8fca52918714f4c27d522e4b991
+size 18884206240

+version https://git-lfs.github.com/spec/v1
+oid sha256:8eed864c2084f68281a7c74bbaee281a22809523edf1189d79bcd17bb7877fa0
+size 22343524000

+version https://git-lfs.github.com/spec/v1
+oid sha256:3bec55d52b1d3e7582cb874fa61a48d1fac671490cc0d3c8916752d74808d739
+size 28937387680

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

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

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

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