Instructions to use TheBloke/CodeLlama-13B-Python-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use TheBloke/CodeLlama-13B-Python-GGUF with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="TheBloke/CodeLlama-13B-Python-GGUF")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("TheBloke/CodeLlama-13B-Python-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use TheBloke/CodeLlama-13B-Python-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 TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf TheBloke/CodeLlama-13B-Python-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 TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf TheBloke/CodeLlama-13B-Python-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 TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf TheBloke/CodeLlama-13B-Python-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 TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M

Use Docker

docker model run hf.co/TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use TheBloke/CodeLlama-13B-Python-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "TheBloke/CodeLlama-13B-Python-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TheBloke/CodeLlama-13B-Python-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M

SGLang

How to use TheBloke/CodeLlama-13B-Python-GGUF with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "TheBloke/CodeLlama-13B-Python-GGUF" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TheBloke/CodeLlama-13B-Python-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "TheBloke/CodeLlama-13B-Python-GGUF" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "TheBloke/CodeLlama-13B-Python-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Ollama
How to use TheBloke/CodeLlama-13B-Python-GGUF with Ollama:
```
ollama run hf.co/TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use TheBloke/CodeLlama-13B-Python-GGUF with Docker Model Runner:
```
docker model run hf.co/TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M
```

Lemonade

How to use TheBloke/CodeLlama-13B-Python-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull TheBloke/CodeLlama-13B-Python-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.CodeLlama-13B-Python-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

CodeLlama-13B-Python-GGUF

Commit History

Sep 27, 2023

12:46
Update base_model formatting

TheBloke

c9b66de

Sep 19, 2023

00:31
Upload README.md

TheBloke

d856a3a

Sep 7, 2023

11:12
Upload README.md

TheBloke

62ea6e7

Sep 5, 2023

14:12
Upload README.md

TheBloke

b478f93
00:27
Upload README.md

TheBloke

ef38b45
00:27
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

190c5ce
00:27
Add Llama 2 license files

TheBloke

2c52e86
00:27
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

2430708
00:26
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

8b08b7c
00:25
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

6cda69c
00:24
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

5910b79
00:23
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

439ba1a
00:22
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

f49e41a
00:21
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

2ca0046
00:20
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

7f715a9
00:19
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

19a2b7d
00:19
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

0982ce9
00:18
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

d32103a
00:17
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

889c11a

Aug 26, 2023

15:45
Initial GGUF model commit

TheBloke

15070c7
15:45
Initial GGUF model commit

TheBloke

a31e8d9
15:45
Add Llama 2 license files

TheBloke

5411803
15:45
Add Llama 2 license files

TheBloke

8a34199
15:45
Add Llama 2 license files

TheBloke

b6b25e9
15:43
Initial GGUF model commit

TheBloke

981f3d4
15:43
Initial GGUF model commit

TheBloke

5893d17
15:43
Add Llama 2 license files

TheBloke

85cf279
15:43
Add Llama 2 license files

TheBloke

9df4824
15:43
Add Llama 2 license files

TheBloke

f6a627a
11:14
Initial GGUF model commit

TheBloke

238924b
11:14
Initial GGUF model commit

TheBloke

27e3969
11:14
Add Llama 2 license files

TheBloke

5fa843d
11:14
Add Llama 2 license files

TheBloke

eda9651
11:14
Add Llama 2 license files

TheBloke

1f51b94

Aug 25, 2023

15:33
Initial GGUF model commit

TheBloke

74e99b2
15:33
Initial GGUF model commit

TheBloke

bf3361c
15:33
Add Llama 2 license files

TheBloke

71b8516
15:33
Add Llama 2 license files

TheBloke

a47ecb7
15:33
Add Llama 2 license files

TheBloke

0ffea0b
15:31
Initial GGUF model commit

TheBloke

3a296a5
15:31
Initial GGUF model commit

TheBloke

43f9850
15:31
Add Llama 2 license files

TheBloke

348d1a2
15:31
Add Llama 2 license files

TheBloke

2d7da55
15:31
Add Llama 2 license files

TheBloke

6022a57
08:27
Update README.md

TheBloke

82fc59e

Aug 24, 2023

20:41
Initial GGUF model commit

TheBloke

094166f
20:41
Initial GGUF model commit

TheBloke

206e7af
20:41
Add Llama 2 license files

TheBloke

17535bb
20:41
Add Llama 2 license files

TheBloke

0aabad7
20:41
Add Llama 2 license files

TheBloke

3998906

Commit History

Sep 27, 2023

Update base_model formatting

Sep 19, 2023

Upload README.md

Sep 7, 2023

Upload README.md

Sep 5, 2023

Upload README.md

Upload README.md

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Add Llama 2 license files

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

Aug 26, 2023

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files

Aug 25, 2023

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files

Update README.md

Aug 24, 2023

Initial GGUF model commit

Initial GGUF model commit

Add Llama 2 license files

Add Llama 2 license files

Add Llama 2 license files