Instructions to use TheBloke/CodeLlama-34B-Instruct-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use TheBloke/CodeLlama-34B-Instruct-GGUF with Transformers:

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

pipe = pipeline("text-generation", model="TheBloke/CodeLlama-34B-Instruct-GGUF")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("TheBloke/CodeLlama-34B-Instruct-GGUF", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M

Use Docker

docker model run hf.co/TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M

Llama new
LM Studio
Jan

vLLM

How to use TheBloke/CodeLlama-34B-Instruct-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M

SGLang

How to use TheBloke/CodeLlama-34B-Instruct-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-34B-Instruct-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-34B-Instruct-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-34B-Instruct-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-34B-Instruct-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Ollama
How to use TheBloke/CodeLlama-34B-Instruct-GGUF with Ollama:
```
ollama run hf.co/TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use TheBloke/CodeLlama-34B-Instruct-GGUF with Docker Model Runner:
```
docker model run hf.co/TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M
```

Lemonade

How to use TheBloke/CodeLlama-34B-Instruct-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull TheBloke/CodeLlama-34B-Instruct-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.CodeLlama-34B-Instruct-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

CodeLlama-34B-Instruct-GGUF

Commit History

Sep 27, 2023

12:46
Update base_model formatting

TheBloke

7b84402

Sep 19, 2023

00:51
Upload README.md

TheBloke

dba5400

Sep 7, 2023

11:13
Upload README.md

TheBloke

ef7d1e1

Sep 5, 2023

14:12
Upload README.md

TheBloke

ef916a4
12:25
Upload README.md

TheBloke

423d1b3
12:25
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

d7ea8ba
12:25
Add Llama 2 license files

TheBloke

9eb28a4
12:25
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

b6ec9a7
12:23
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

88c7c73
12:21
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

e6d20bc
12:18
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

f45f4e5
12:15
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

11c27bc
12:14
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

94000e1
12:11
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

ff50fee
12:07
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

7c635b8
12:06
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

1c164fc
12:04
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

0c66116
12:01
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

45f141a
12:00
Initial GGUF model commit (model made with llama.cpp commit d59bd97)

TheBloke

b385a73
01:36
Upload README.md

TheBloke

2ed909a
01:36
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

1ceb154
01:36
Add Llama 2 license files

TheBloke

c350c24
01:36
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

4cc4343
01:34
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

0a62485
01:32
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

61a4d8e
01:29
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

1a3c3fd
01:26
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

9f08c8c
01:24
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

39e3db7
01:20
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

2a75527
01:17
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

3da73d6
01:16
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

0556077
01:13
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

b3c2c23
01:11
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

9082b45
01:09
Initial GGUF model commit (model made with llama.cpp commit 2ba85c8)

TheBloke

1e2bbd3

Aug 26, 2023

15:46
Initial GGUF model commit

TheBloke

fe8bdfd
15:46
Initial GGUF model commit

TheBloke

0654251
15:46
Add Llama 2 license files

TheBloke

8906948
15:46
Add Llama 2 license files

TheBloke

f960747
15:46
Add Llama 2 license files

TheBloke

dc35420
15:43
Initial GGUF model commit

TheBloke

d45bbd2
15:43
Initial GGUF model commit

TheBloke

d3d1ad3
15:43
Add Llama 2 license files

TheBloke

56f99e2
15:43
Add Llama 2 license files

TheBloke

2c389d5
15:43
Add Llama 2 license files

TheBloke

4f74239
11:14
Initial GGUF model commit

TheBloke

faa82c5
11:14
Initial GGUF model commit

TheBloke

eaecbd3
11:14
Add Llama 2 license files

TheBloke

39b2313
11:14
Add Llama 2 license files

TheBloke

e86b75f
11:14
Add Llama 2 license files

TheBloke

fa6b6f7

Aug 25, 2023

15:33
Initial GGUF model commit

TheBloke

60304ff

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 d59bd97)

Add Llama 2 license files

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

Initial GGUF model commit (model made with llama.cpp commit d59bd97)

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