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examples: add python examples for bespoke-minicheck (#6841)
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examples/python-grounded-factuality-simple-check/main.py
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53
examples/python-grounded-factuality-simple-check/main.py
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"""Simple example to demonstrate how to use the bespoke-minicheck model."""
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import ollama
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# NOTE: ollama must be running for this to work, start the ollama app or run `ollama serve`
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def check(document, claim):
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"""Checks if the claim is supported by the document by calling bespoke-minicheck.
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Returns Yes/yes if the claim is supported by the document, No/no otherwise.
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Support for logits will be added in the future.
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bespoke-minicheck's system prompt is defined as:
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'Determine whether the provided claim is consistent with the corresponding
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document. Consistency in this context implies that all information presented in the claim
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is substantiated by the document. If not, it should be considered inconsistent. Please
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assess the claim's consistency with the document by responding with either "Yes" or "No".'
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bespoke-minicheck's user prompt is defined as:
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"Document: {document}\nClaim: {claim}"
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"""
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prompt = f"Document: {document}\nClaim: {claim}"
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response = ollama.generate(
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model="bespoke-minicheck", prompt=prompt, options={"num_predict": 2, "temperature": 0.0}
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)
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return response["response"].strip()
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def get_user_input(prompt):
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user_input = input(prompt)
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if not user_input:
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exit()
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print()
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return user_input
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def main():
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while True:
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# Get a document from the user (e.g. "Ryan likes running and biking.")
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document = get_user_input("Enter a document: ")
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# Get a claim from the user (e.g. "Ryan likes to run.")
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claim = get_user_input("Enter a claim: ")
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# Check if the claim is supported by the document
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grounded_factuality_check = check(document, claim)
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print(
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f"Is the claim supported by the document according to bespoke-minicheck? {grounded_factuality_check}"
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)
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print("\n\n")
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if __name__ == "__main__":
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main()
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54
examples/python-grounded-factuality-simple-check/readme.md
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examples/python-grounded-factuality-simple-check/readme.md
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# Simple Bespoke-Minicheck Example
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`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.
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## Running the Example
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1. Ensure you have the `bespoke-minicheck` model installed:
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```bash
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ollama pull bespoke-minicheck
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```
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2. Install the dependencies:
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```bash
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pip install -r requirements.txt
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```
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3. Run the program:
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```bash
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python main.py
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```
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4. Enter a document and a claim when prompted:
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```bash
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Enter a document: Roses are red.
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Enter a claim: Roses are blue.
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```
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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.
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```bash
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Is the claim supported by the document according to bespoke-minicheck? No
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```
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## More Examples
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Document ([source](https://en.wikipedia.org/wiki/Apple_I)):
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> 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.
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Claim:
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>The Apple I is a 16-bit computer.
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Expected output:
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>Is the claim supported by the document according to bespoke-minicheck? **No**
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Claim:
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>Apple was originally called the Apple Computer Company.
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Expected output:
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>Is the claim supported by the document according to bespoke-minicheck? **Yes**
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ollama
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