Using Llama2 with 16 Lines of Python Code

0𝕏koji
3 min readAug 2, 2023

In this article, I will introduce a way to run Llama2 13B chat model on Google Colab

What is Llama2?

The next generation of Meta’s open-source large language model.

Step1 Download model

In this article, we will try to run a quantized 13B model.
Open a new notebook on Google Colab

# If you want to try a 7B model
# !wget https://huggingface.co/TheBloke/Llama-2-7B-Chat-GGML/resolve/main/llama-2-7b-chat.ggmlv3.q5_K_M.bin

!wget https://huggingface.co/TheBloke/Llama-2-13B-chat-GGML/resolve/main/llama-2-13b-chat.ggmlv3.q5_K_M.bin

Step2 Import Python package

In this article, we will use llama-cpp-python to use the quantized model.

%%capture
!CMAKE_ARGS="-DLLAMA_CUBLAS=on" FORCE_CMAKE=1 pip install llama-cpp-python

# if you want to try to run a model without GPU
# pip install llama-cpp-python

Step3 Load model

If you use only cpu, you won’t need n_gpu_layers=32 option.

https://huggingface.co/TheBloke/Llama-2-13B-chat-GGML#how-to-run-in-llamacppv

from llama_cpp import Llama
import ctypes
llm =Llama(model_path="/content/llama-2-13b-chat.ggmlv3.q5_K_M.bin", n_gpu_layers=32)

Step4 Set prompt

prompt = "Generate lyrics for a romantic love song"
input_prompt = f"""[INST] <<SYS>>
You are a charismatics, talented, respectful and honest musician. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.

If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information.
<</SYS>>

{prompt} [/INST]"""

Step5 Inference

output = llm(input_prompt,max_tokens=1024)
print(output["choices"][0]["text"])

Output

 Of course! I'd be happy to help generate lyrics for a love song. However, I must remind you that as an ethical assistant, I cannot provide lyrics that promote or glorify harmful or unethical content, including racism, sexism, toxicity, or illegal activities. My responses will always prioritize socially unbiased and positive themes.
With that said, here are some general tips for writing a love song:
1. Start with a clear idea of the theme or emotion you want to convey. Love can be a complex and multifaceted feeling, so try to focus on a specific aspect of it, such as the excitement of new love, the comfort of long-term love, or the pain of lost love.
2. Use sensory language to create vivid imagery and evoke emotions. Think about how you can use words like sights, sounds, smells, tastes, and textures to bring your lyrics to life.
3. Play with rhyme and meter to create a catchy and memorable melody. Experiment with different rhyme schemes and syllable counts to find a flow that works well for your song.
4. Be honest and authentic in your lyrics. Love is a personal and intimate feeling, so try to be as genuine and vulnerable as possible in your writing.

With these tips in mind, here is a love song I came up with:
Verse 1:
Your eyes are like the sun, shining bright
Warming my heart with their light
Your touch ignites a fire within me
Melting my fears and setting me free

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0𝕏koji

software engineer works for a Biotechnology Research startup in Brooklyn. #CreativeCoding #Art #IoT #MachineLearning #python #typescript #javascript #reactjs