Python utilities for interacting with ShorthandAI data
Project description
shorthandai
This package provides a Python SDK for working with the ShorthandAI platform.
Installation
$ pip install shorthandai
Usage
from shorthandai import ShorthandAI
# Token can be passed by setting the environment variable `SHORTHANDAI_TOKEN`.
# token can be generated at https://apiv1.shorthand.ai/console/tokens
SH = ShorthandAI()
# Alternately, pass in the token explicitly
token = 'sh-...'
SH = ShorthandAI(token)
# Get values
print(SH.get("dev123"))
# Set values
print(SH.set("dev123", 4000))
import datetime
# Get historical
print(SH.geth("dev123", datetime.datetime(2022, 12, 31)))
For example, new users can try out the following:
from shorthandai import ShorthandAI
SH = ShorthandAI('demo')
print(SH.info())
print(SH.GET('dev123', '1659994710026'))
print(SH.GET('dev123', 'notexists'))
print(SH.GET('dev123'))
print(SH.GET('dev444'))
print("\nTesting GET-historical\n")
import datetime
print(SH.GETH('dev123', datetime.datetime(2022, 12, 31)))
print(SH.GETH('dev123', datetime.datetime(2022, 11, 1)))
print(SH.GETH('dev123', datetime.datetime(2023, 2, 24)))
print("\nTesting SET\n")
print(SH.SET('dev555-scalar', 1000))
print(SH.GET('dev555-scalar'))
new_df = pd.DataFrame({
'Name': ['Tom', 'nick', 'krish', 'jack'],
'Age': [20, 21, 19, 18]
})
print(new_df)
print(SH.SET('dev777-pd', new_df))
print(SH.GET('dev777-pd'))
# Loading large number of topics
import time
start_ts = time.time()
get_many_res = list(SH.GETMANY([
{
"topic_name": "dev123",
"tag": '1659994710026'
},
{
"topic_name": "dev444",
"tag": '1659994710026'
},
{
"topic_name": "dev444",
},
{
"topic_name": "dev444",
"tag": 'latest'
},
{
"topic_name": "dev777-pd",
},
{
"topic_name": "dev555-scalar",
"tag": 'latest'
}
] * 100))
end_ts = time.time()
elapsed = end_ts - start_ts
print([ str(type(d)) for d in get_many_res ])
print(f'getmany for {len(get_many_res)} topics in {elapsed}s')
# getmany for 600 topics in 7.065880060195923s
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