| --- |
| license: llama2 |
| datasets: |
| - rizerphe/glaive-function-calling-v2-llama |
| - rizerphe/sharegpt-hyperfiltered-3k-llama |
| - totally-not-an-llm/sharegpt-hyperfiltered-3k |
| - glaiveai/glaive-function-calling-v2 |
| --- |
| # CodeLlama-7b Instruct finetuned on 6320 function calling and generic chat examples |
|
|
| Fine-tuned with LoRA on a small fraction of the [glaive-function-calling-v2](https://huggingface.co/datasets/glaiveai/glaive-function-calling-v2) dataset and a formatted (and slightly cleaned) version of [sharegpt-hyperfiltered-3k](https://huggingface.co/datasets/totally-not-an-llm/sharegpt-hyperfiltered-3k) |
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| Prompt example: |
|
|
| ``` |
| [INST] <<SYS>> |
| <function>Available functions: |
| <function>{ |
| "name": "generate_password", |
| "description": "Generate a random password with specified criteria", |
| "parameters": { |
| "type": "object", |
| "properties": { |
| "length": { |
| "type": "integer", |
| "description": "The length of the password" |
| }, |
| "include_numbers": { |
| "type": "boolean", |
| "description": "Include numbers in the password" |
| }, |
| "include_special_characters": { |
| "type": "boolean", |
| "description": "Include special characters in the password" |
| } |
| }, |
| "required": [ |
| "length" |
| ] |
| } |
| } |
| <</SYS>> |
| |
| I need a new password. Can you generate one for me? [/INST] |
| ``` |
|
|
| The model then generates (note the leading space): |
|
|
| ``` |
| Of course! How long would you like your password to be? And would you like it to include numbers and special characters? |
| ``` |
|
|
| If you extend the prompt to be: |
|
|
| ``` |
| [INST] <<SYS>> |
| <function>Available functions: |
| <function>{ |
| "name": "generate_password", |
| "description": "Generate a random password with specified criteria", |
| "parameters": { |
| "type": "object", |
| "properties": { |
| "length": { |
| "type": "integer", |
| "description": "The length of the password" |
| }, |
| "include_numbers": { |
| "type": "boolean", |
| "description": "Include numbers in the password" |
| }, |
| "include_special_characters": { |
| "type": "boolean", |
| "description": "Include special characters in the password" |
| } |
| }, |
| "required": [ |
| "length" |
| ] |
| } |
| } |
| <</SYS>> |
| |
| I need a new password. Can you generate one for me? [/INST] Of course! How long would you like your password to be? And would you like it to include numbers and special characters?</s><s>[INST] I'd like it to be 12 characters long. [/INST] |
| ``` |
|
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| The model will generate (without the leading space): |
|
|
| ``` |
| <function>generate_password |
| { |
| "length": 12 |
| } |
| ``` |
|
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| It can also answer questions based on a prompt without any functions: |
|
|
| ``` |
| [INST] In one sentence, what is a large language model? [/INST] A large language model is a type of artificial intelligence model that is trained on vast amounts of text data to generate human-like language and understand natural language input. [/INST] That's correct! Large language models are trained on large datasets of text to generate human-like language and understand natural language input. They are often used in applications such as chatbots, language translation, and text summarization. |
| ``` |
|
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| A quick manual test shows that it's still able to follow a system prompt provided alongside any functions provided, including in multi-turn conversations. None of this was tested comprehensively, though, your results may vary. |
