Deploying LLM Models with Syntera¶
Deploying LLM Models with Syntera
A comprehensive guide to deploying large language models on the Syntera platform
~15 minutes
In this guide
Prerequisites
- Syntera account
- API access key
- Model access permissions
- Basic knowledge of ML concepts
LLM Model Deployment Workflow
Model Selection
Phase 1: Model Selection¶
1
Now that your connection is verified, start building your application using Syntera AI services
Service Integration
Integrate Syntera AI services into your application
Data Processing
Process and prepare data for AI analysis
Result Handling
Handle and display AI processing results
How to model selection
-
Define your application structure
Create the basic structure for your application
-
Implement service calls
Add code to call specific Syntera AI services
-
Process and display results
Handle the response data and present it to users
Tip: For production deployments, consider models with high throughput and low latency. For research or complex tasks, prioritize accuracy and capabilities
Code Example
# Example application using Syntera NLP service
def analyze_text(text):
try:
# Call the NLP service
result = client.nlp.analyze(
text=text,
features=["sentiment", "entities", "keywords"]
)
# Process results
sentiment = result.sentiment.score
entities = [e.text for e in result.entities]
keywords = [k.text for k in result.keywords]
return {
"sentiment": sentiment,
"entities": entities,
"keywords": keywords
}
except Exception as e:
print(f"Error analyzing text: {str(e)}")
return None
# Example usage
sample_text = "Syntera's new AI platform has impressive natural language capabilities."
analysis = analyze_text(sample_text)
print(f"Sentiment: {analysis['sentiment']}")
print(f"Entities: {', '.join(analysis['entities'])}")
print(f"Keywords: {', '.join(analysis['keywords'])}")Troubleshooting
- Check API Key: Verify that your API key is correct and has not expired
- Network Issues: Ensure your network allows connections to the Syntera API endpoints
- Service Status: Check the Syntera status page for any ongoing service disruptions
- Implement Backoff: Add exponential backoff to your requests
- Optimize Calls: Batch requests when possible to reduce API call frequency
- Upgrade Plan: Consider upgrading to a higher tier with increased rate limits