123 lines
3.4 KiB
Python
123 lines
3.4 KiB
Python
#!/usr/bin/env python3
|
|
"""
|
|
Retain API examples for Hindsight.
|
|
Run: python examples/api/retain.py
|
|
"""
|
|
import os
|
|
import requests
|
|
|
|
HINDSIGHT_URL = os.getenv("HINDSIGHT_API_URL", "http://localhost:8888")
|
|
|
|
# =============================================================================
|
|
# Setup (not shown in docs)
|
|
# =============================================================================
|
|
from hindsight_client import Hindsight
|
|
|
|
client = Hindsight(base_url=HINDSIGHT_URL)
|
|
|
|
# =============================================================================
|
|
# Doc Examples
|
|
# =============================================================================
|
|
|
|
# [docs:retain-basic]
|
|
client.retain(
|
|
bank_id="my-bank",
|
|
content="Alice works at Google as a software engineer"
|
|
)
|
|
# [/docs:retain-basic]
|
|
|
|
|
|
# [docs:retain-with-context]
|
|
client.retain(
|
|
bank_id="my-bank",
|
|
content="Alice got promoted to senior engineer",
|
|
context="career update",
|
|
timestamp="2024-03-15T10:00:00Z"
|
|
)
|
|
# [/docs:retain-with-context]
|
|
|
|
|
|
# [docs:retain-batch]
|
|
client.retain_batch(
|
|
bank_id="my-bank",
|
|
items=[
|
|
{"content": "Alice works at Google", "context": "career"},
|
|
{"content": "Bob is a data scientist at Meta", "context": "career"},
|
|
{"content": "Alice and Bob are friends", "context": "relationship"}
|
|
],
|
|
document_id="conversation_001"
|
|
)
|
|
# [/docs:retain-batch]
|
|
|
|
|
|
# [docs:retain-async]
|
|
# Start async ingestion (returns immediately)
|
|
result = client.retain_batch(
|
|
bank_id="my-bank",
|
|
items=[
|
|
{"content": "Large batch item 1"},
|
|
{"content": "Large batch item 2"},
|
|
],
|
|
document_id="large-doc",
|
|
retain_async=True
|
|
)
|
|
|
|
# Check if it was processed asynchronously
|
|
print(result.var_async) # True
|
|
# [/docs:retain-async]
|
|
|
|
|
|
# [docs:retain-with-tags]
|
|
# Tag individual items for visibility scoping
|
|
client.retain_batch(
|
|
bank_id="my-bank",
|
|
items=[
|
|
{
|
|
"content": "User Alice said she loves the new dashboard",
|
|
"tags": ["user:alice", "feedback"]
|
|
},
|
|
{
|
|
"content": "User Bob reported a bug in the search feature",
|
|
"tags": ["user:bob", "bug-report"]
|
|
}
|
|
],
|
|
document_id="user_feedback_001"
|
|
)
|
|
# [/docs:retain-with-tags]
|
|
|
|
|
|
# [docs:retain-with-document-tags]
|
|
# Apply tags to all items in a batch
|
|
client.retain_batch(
|
|
bank_id="my-bank",
|
|
items=[
|
|
{"content": "Alice mentioned she prefers dark mode"},
|
|
{"content": "Bob asked about keyboard shortcuts"}
|
|
],
|
|
document_id="support_session_123",
|
|
document_tags=["session:123", "support"] # Applied to all items
|
|
)
|
|
# [/docs:retain-with-document-tags]
|
|
|
|
|
|
# [docs:retain-list-tags]
|
|
# List all tags in a bank
|
|
response = requests.get(f"{HINDSIGHT_URL}/v1/default/banks/my-bank/tags")
|
|
tags = response.json()
|
|
for tag in tags["items"]:
|
|
print(f"{tag['tag']}: {tag['count']} memories")
|
|
|
|
# Search with wildcards (* matches any characters)
|
|
response = requests.get(f"{HINDSIGHT_URL}/v1/default/banks/my-bank/tags", params={"q": "user:*"})
|
|
user_tags = response.json()
|
|
response = requests.get(f"{HINDSIGHT_URL}/v1/default/banks/my-bank/tags", params={"q": "*-admin"})
|
|
admin_tags = response.json()
|
|
# [/docs:retain-list-tags]
|
|
|
|
|
|
# =============================================================================
|
|
# Cleanup (not shown in docs)
|
|
# =============================================================================
|
|
requests.delete(f"{HINDSIGHT_URL}/v1/default/banks/my-bank")
|
|
|
|
print("retain.py: All examples passed")
|