tqnn 0.1.1

Python SDK for the TQNN AnyEngine API

TQNN SDK

Python SDK for the TQNN AnyEngine API.

Access TQNN's cloud-hosted inference engine through a simple Python interface.

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Installation

pip install tqnn

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Quick Start

from tqnn import TQNNClient

client = TQNNClient( api_key="TQNN_xxxxxxxxxxxxxxxxx", base_url="[https://tqnn-anyengine-api-914075492772.northamerica-northeast1.run.app]" )

result = client.run_any( data=[1, 2, 3, 4], mode="ANY" )

print(result)

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Supported Modes

Mode| Description ANY| Automatic inference EEG| EEG and biosignal analysis FINANCE| Financial data analysis CHEM| Molecular and chemistry analysis TEXT| Text inference TABULAR| Structured data analysis IMAGE| Image feature analysis

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Authentication

Every request requires a valid TQNN API key.

client = TQNNClient( api_key="TQNN_xxxxxxxxxxxxxxxxx", base_url="https://tqnn-anyengine-api-914075492772.northamerica-northeast1.run.app" )

API keys are issued after subscribing through TQNN Labs.

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Basic Usage

from tqnn import TQNNClient

client = TQNNClient( api_key="TQNN_xxxxxxxxxxxxxxxxx", base_url="[https://tqnn-anyengine-api-914075492772.northamerica-northeast1.run.app]" )

result = client.run_any( data=[1, 2, 3, 4], mode="ANY" )

print(result)

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EEG Example

result = client.run_any( data=eeg_samples, mode="EEG", sfreq=250 )

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Finance Example

result = client.run_any( data={ "rsi": 63.2, "macd": 1.12, "slope": 0.05 }, mode="FINANCE" )

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Chemistry Example

result = client.run_any( data="CCO", mode="CHEM" )

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Optional Parameters

result = client.run_any( data=my_data, mode="ANY", label="sample", metadata={ "source": "demo" } )

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API Reference

client.run_any( data, mode="ANY", label=None, metadata=None, sfreq=None )

Parameters

Parameter| Description data| Input data for inference mode| ANY, EEG, FINANCE, CHEM, TEXT, TABULAR, IMAGE label| Optional sample label metadata| Optional metadata dictionary sfreq| Sampling frequency for EEG data

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Example Response

{ "prediction": "class_a", "confidence": 0.94, "mode": "ANY" }

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Status

TQNN SDK Version: 0.1.0

Public API: Active

Supported Modes:

• ANY
• EEG
• FINANCE
• CHEM
• TEXT
• TABULAR
• IMAGE

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Requirements

• Python 3.9+
• requests >= 2.31.0

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License

MIT License

Copyright (c) TQNN Labs

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TQNN SDK provides access to the TQNN AnyEngine API.

The underlying inference engine, backend infrastructure, and proprietary computational methods remain the intellectual property of TQNN Labs.