d405b4feed
* Fix main-methods.py: entities is a dict, use .items() and .canonical_name * Migrate docs to use CodeSnippet components - Convert quickstart.md, retain.md, recall.md, reflect.md, memory-banks.md to .mdx - Use CodeSnippet to pull code from validated example scripts - Add missing 'name' parameter to create_bank calls - Fix main-methods.py entities iteration (dict not list) - Remove retain-new.mdx demo file * Migrate existing docs to match testing pattern with code snippet and add CLI tests to the CI * Fix doc-id issue + add main-method tests * CLI fixes * Update openAPI json * Fix rust build issues * increase sleep time for Hindsight to process the document * Added a polling sleep instead of fixed * Delete immediately fails, so create the doc a earlier in the test to get the doc ready * Add debug logs * Remove debug logs
106 lines
3.3 KiB
Python
106 lines
3.3 KiB
Python
#!/usr/bin/env python3
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"""
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Opinions API examples for Hindsight.
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Run: python examples/api/opinions.py
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"""
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import os
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import requests
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HINDSIGHT_URL = os.getenv("HINDSIGHT_API_URL", "http://localhost:8888")
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# =============================================================================
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# Setup (not shown in docs)
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# =============================================================================
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from hindsight_client import Hindsight
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client = Hindsight(base_url=HINDSIGHT_URL)
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# Seed some data about programming languages
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client.retain(bank_id="my-bank", content="Python is widely used for data science and machine learning")
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client.retain(bank_id="my-bank", content="Functional programming emphasizes immutability and pure functions")
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client.retain(bank_id="my-bank", content="Rust has better memory safety than C++")
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client.retain(bank_id="my-bank", content="C++ has a larger ecosystem and more libraries")
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# =============================================================================
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# Doc Examples
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# =============================================================================
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# [docs:opinion-form]
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# Ask a question - the system may form opinions based on stored facts
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answer = client.reflect(
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bank_id="my-bank",
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query="What do you think about functional programming?"
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)
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print(answer.text)
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# [/docs:opinion-form]
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# [docs:opinion-search]
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# Search for facts about a topic
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results = client.recall(
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bank_id="my-bank",
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query="programming languages"
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)
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for result in results.results:
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print(f"- {result.text}")
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# [/docs:opinion-search]
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# [docs:opinion-disposition]
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# Create two memory banks with different dispositions
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client.create_bank(
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bank_id="open-minded",
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name="Open Minded",
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disposition={"skepticism": 2, "literalism": 2, "empathy": 4}
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)
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client.create_bank(
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bank_id="conservative",
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name="Conservative",
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disposition={"skepticism": 5, "literalism": 5, "empathy": 2}
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)
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# Store the same facts to both
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facts = [
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"Rust has better memory safety than C++",
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"C++ has a larger ecosystem and more libraries",
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"Rust compile times are longer than C++"
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]
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for fact in facts:
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client.retain(bank_id="open-minded", content=fact)
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client.retain(bank_id="conservative", content=fact)
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# Ask both the same question - different dispositions lead to different responses
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q = "Should we rewrite our C++ codebase in Rust?"
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answer1 = client.reflect(bank_id="open-minded", query=q)
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print("Open-minded response:", answer1.text[:100], "...")
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answer2 = client.reflect(bank_id="conservative", query=q)
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print("Conservative response:", answer2.text[:100], "...")
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# [/docs:opinion-disposition]
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# [docs:opinion-in-reflect]
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answer = client.reflect(bank_id="my-bank", query="What language should I learn?")
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print("Response:", answer.text)
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# See which facts influenced the response
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if answer.based_on:
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print("\nBased on these facts:")
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for fact in answer.based_on:
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print(f" - {fact.text}")
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# [/docs:opinion-in-reflect]
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# =============================================================================
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# Cleanup (not shown in docs)
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# =============================================================================
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requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/my-bank")
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requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/open-minded")
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requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/conservative")
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print("opinions.py: All examples passed")
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