examples: add python examples for bespoke-minicheck (#6841)

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Ryan Marten
2024-09-18 09:35:25 -07:00
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"""Simple example to demonstrate how to use the bespoke-minicheck model."""
import ollama
# NOTE: ollama must be running for this to work, start the ollama app or run `ollama serve`
def check(document, claim):
"""Checks if the claim is supported by the document by calling bespoke-minicheck.
Returns Yes/yes if the claim is supported by the document, No/no otherwise.
Support for logits will be added in the future.
bespoke-minicheck's system prompt is defined as:
'Determine whether the provided claim is consistent with the corresponding
document. Consistency in this context implies that all information presented in the claim
is substantiated by the document. If not, it should be considered inconsistent. Please
assess the claim's consistency with the document by responding with either "Yes" or "No".'
bespoke-minicheck's user prompt is defined as:
"Document: {document}\nClaim: {claim}"
"""
prompt = f"Document: {document}\nClaim: {claim}"
response = ollama.generate(
model="bespoke-minicheck", prompt=prompt, options={"num_predict": 2, "temperature": 0.0}
)
return response["response"].strip()
def get_user_input(prompt):
user_input = input(prompt)
if not user_input:
exit()
print()
return user_input
def main():
while True:
# Get a document from the user (e.g. "Ryan likes running and biking.")
document = get_user_input("Enter a document: ")
# Get a claim from the user (e.g. "Ryan likes to run.")
claim = get_user_input("Enter a claim: ")
# Check if the claim is supported by the document
grounded_factuality_check = check(document, claim)
print(
f"Is the claim supported by the document according to bespoke-minicheck? {grounded_factuality_check}"
)
print("\n\n")
if __name__ == "__main__":
main()

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# Simple Bespoke-Minicheck Example
`bespoke-minicheck` is a model for checking if a claim is supported by a document. It is used through the **generate** endpoint, which is called in this example with a `prompt` that includes the expected formatting of the user input.
## Running the Example
1. Ensure you have the `bespoke-minicheck` model installed:
```bash
ollama pull bespoke-minicheck
```
2. Install the dependencies:
```bash
pip install -r requirements.txt
```
3. Run the program:
```bash
python main.py
```
4. Enter a document and a claim when prompted:
```bash
Enter a document: Roses are red.
Enter a claim: Roses are blue.
```
The claim and document are then given to the `bespoke-minicheck` as inputs, which then generates a response (Yes or No) on whether the claim is supported by the document.
```bash
Is the claim supported by the document according to bespoke-minicheck? No
```
## More Examples
Document ([source](https://en.wikipedia.org/wiki/Apple_I)):
> The Apple Computer 1 (Apple-1[a]), later known predominantly as the Apple I(written with a Roman numeral),[b] is an 8-bit motherboard-only personal computer designed by Steve Wozniak[5][6] and released by the Apple Computer Company (now Apple Inc.) in 1976. The company was initially formed to sell the Apple I its first product and would later become the world's largest technology company.[7] The idea of starting a company and selling the computer came from Wozniak's friend and Apple co-founder Steve Jobs.[8][9] One of the main innovations of the Apple I was that it included video display terminal circuitry on its circuit board, allowing it to connect to a low-cost composite video monitor or television, instead of an expensive computer terminal, compared to most existing computers at the time.
Claim:
>The Apple I is a 16-bit computer.
Expected output:
>Is the claim supported by the document according to bespoke-minicheck? **No**
Claim:
>Apple was originally called the Apple Computer Company.
Expected output:
>Is the claim supported by the document according to bespoke-minicheck? **Yes**

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ollama