Adds per-bank configurable safety settings for Gemini/Vertex AI: - New `HINDSIGHT_API_LLM_GEMINI_SAFETY_SETTINGS` env var (JSON array) - Hierarchical config field so banks can override via Config API - ContextVar pattern for zero-signature-change per-request override - All 6 thresholds supported: UNSPECIFIED, OFF, BLOCK_NONE, BLOCK_LOW_AND_ABOVE, BLOCK_MEDIUM_AND_ABOVE, BLOCK_ONLY_HIGH - UI: Models > Gemini/Vertex AI section with per-category threshold selectors and link to Google docs - Graceful handling when bank_config_api feature is disabled - 12 new tests covering config parsing, GeminiLLM behaviour, and context var override
149 lines
4.3 KiB
Python
149 lines
4.3 KiB
Python
#!/usr/bin/env python3
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"""
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Documents API examples for Hindsight.
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Run: python examples/api/documents.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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# =============================================================================
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# Doc Examples
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# =============================================================================
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# [docs:document-retain]
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# Retain with document ID
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client.retain(
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bank_id="my-bank",
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content="Alice presented the Q4 roadmap...",
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document_id="meeting-2024-03-15"
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)
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# Batch retain for a document with different sections
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client.retain_batch(
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bank_id="my-bank",
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items=[
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{"content": "Item 1: Product launch delayed to Q2", "document_id": "meeting-2024-03-15-section-1"},
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{"content": "Item 2: New hiring targets announced", "document_id": "meeting-2024-03-15-section-2"},
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{"content": "Item 3: Budget approved for ML team", "document_id": "meeting-2024-03-15-section-3"}
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]
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)
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# [/docs:document-retain]
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# [docs:document-update]
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# Original
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client.retain(
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bank_id="my-bank",
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content="Project deadline: March 31",
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document_id="project-plan"
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)
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# Update (deletes old facts, creates new ones)
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client.retain(
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bank_id="my-bank",
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content="Project deadline: April 15 (extended)",
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document_id="project-plan"
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)
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# [/docs:document-update]
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# [docs:document-list]
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from hindsight_client_api import ApiClient, Configuration
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from hindsight_client_api.api import DocumentsApi
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async def list_documents_example():
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config = Configuration(host="http://localhost:8888")
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api_client = ApiClient(config)
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api = DocumentsApi(api_client)
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# List all documents
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result = await api.list_documents(bank_id="my-bank")
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print(f"Total documents: {result.total}")
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# Filter by document ID substring
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result = await api.list_documents(bank_id="my-bank", q="report")
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# Filter by tags — only docs tagged with "team-a" (untagged excluded)
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result = await api.list_documents(
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bank_id="my-bank",
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tags=["team-a"],
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tags_match="any_strict",
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)
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# Combine ID search and tags
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result = await api.list_documents(
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bank_id="my-bank",
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q="meeting",
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tags=["team-a", "team-b"],
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tags_match="all_strict", # must have both tags
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)
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# Paginate
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result = await api.list_documents(bank_id="my-bank", limit=20, offset=40)
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print(f"Page items: {len(result.items)}")
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import asyncio
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asyncio.run(list_documents_example())
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# [/docs:document-list]
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# [docs:document-get]
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from hindsight_client_api import ApiClient, Configuration
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from hindsight_client_api.api import DocumentsApi
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async def get_document_example():
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config = Configuration(host="http://localhost:8888")
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api_client = ApiClient(config)
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api = DocumentsApi(api_client)
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# Get document to expand context from recall results
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doc = await api.get_document(
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bank_id="my-bank",
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document_id="meeting-2024-03-15"
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)
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print(f"Document: {doc.id}")
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print(f"Original text: {doc.original_text}")
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print(f"Memory count: {doc.memory_unit_count}")
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print(f"Created: {doc.created_at}")
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asyncio.run(get_document_example())
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# [/docs:document-get]
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# [docs:document-delete]
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from hindsight_client_api import ApiClient, Configuration
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from hindsight_client_api.api import DocumentsApi
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async def delete_document_example():
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config = Configuration(host="http://localhost:8888")
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api_client = ApiClient(config)
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api = DocumentsApi(api_client)
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# Delete document and all its memories
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result = await api.delete_document(
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bank_id="my-bank",
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document_id="meeting-2024-03-15"
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)
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print(f"Deleted {result.memory_units_deleted} memories")
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asyncio.run(delete_document_example())
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# [/docs:document-delete]
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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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print("documents.py: All examples passed")
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