chore: import upstream snapshot with attribution
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venv
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__pycache__
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# integration-langchain (Langchain Python)
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You can run this example with:
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```bash
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npx promptfoo@latest init --example integration-langchain
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cd integration-langchain
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```
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## Usage
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This example shows how to run a Python LangChain Expression Language (LCEL) chain with Promptfoo. It compares GPT-5 with a math-focused LangChain prompt-and-output-parser pipeline.
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This example requires Python 3.10 or newer. Create and activate a virtual environment, then
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install the requirements:
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```sh
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python3 -m venv venv
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source venv/bin/activate
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pip install -r requirements.txt
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```
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Set the OpenAI API key used by both providers:
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```sh
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export OPENAI_API_KEY=your-api-key
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```
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Then run the eval:
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```bash
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npx promptfoo eval
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```
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import os
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import sys
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def main() -> int:
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if len(sys.argv) < 2:
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print(f"Usage: {sys.argv[0]} <question>", file=sys.stderr)
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return 1
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api_key = os.getenv("OPENAI_API_KEY")
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if not api_key:
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print("OPENAI_API_KEY environment variable is required.", file=sys.stderr)
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return 1
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# Validate CLI inputs before importing optional dependencies so usage and
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# configuration errors stay concise even before the example is installed.
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from langchain_core.output_parsers import StrOutputParser
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from langchain_core.prompts import PromptTemplate
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from langchain_openai import OpenAI
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llm = OpenAI(temperature=0, api_key=api_key)
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math_chain = (
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PromptTemplate.from_template(
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"Solve the following math problem carefully. Return only the final answer.\n\n{question}"
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)
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| llm
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| StrOutputParser()
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)
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try:
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result = math_chain.invoke({"question": sys.argv[1]})
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except Exception as error:
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print(f"Error invoking math chain: {error}", file=sys.stderr)
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return 1
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print(result)
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return 0
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if __name__ == "__main__":
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sys.exit(main())
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{{question}}
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# yaml-language-server: $schema=https://promptfoo.dev/config-schema.json
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description: LangChain Python integration for prompt evaluation
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prompts:
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- file://prompt.txt
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providers:
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- openai:chat:gpt-5.4
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- exec:python langchain_example.py
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tests:
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- vars:
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question: What is the cube root of 389017?
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- vars:
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question: If you have 101101 in binary, what number does it represent in base 10?
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- vars:
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question: What is the natural logarithm (ln) of 89234?
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- vars:
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question: If a geometric series has a first term of 3125 and a common ratio of 0.008, what is the sum of the first 20 terms?
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- vars:
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question: A number in base 7 is 3526. What is this number in base 10?
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- vars:
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question: If a complex number is represented as 3 + 4i, what is its magnitude?
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- vars:
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question: What is the fourth root of 1296?
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langchain-core==1.4.2
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langchain-openai==1.1.14
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openai==2.26.0
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