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UbiOps Technical Documentation

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UbiOps Technical Documentation

Documentation
Documentation
- Deployments
  Deployments
- Pipelines
  Pipelines
  - Operators
- Environments
  Environments
  - Installing OS-level packages
  - Environment Validation
- Services
  Services
- File storage
  File storage
- Training
- Making requests & processing data
  Making requests & processing data
- Compute & scaling settings
- Monitoring
  Monitoring
- Project & User Management
  Project & User Management
- Interfacing with UbiOps
  Interfacing with UbiOps
- Miscellaneous
  Miscellaneous
- Questions & Support
- Back to UbiOps.com
How-To's & Tutorials
How-To's & Tutorials
- Introduction
- Starter Tutorials
  Starter Tutorials
  - UI Starter Tutorials
    
    UI Starter Tutorials
    
    UI deployment Starter Tutorial
    
    UI pipeline Starter Tutorial
    
    UI training Starter Tutorial
  - Client library Starter Tutorial
  - CLI Starter Tutorial
- Tutorials
  Tutorials
  - UI tutorials
    UI tutorials
    
    Multiplying a number
    
    Load & run a pre-trained model
    
    Image recognition
    
    GPU deployment
  - Model deployment
    Model deployment
    
    Deploying a Scikit-Learn model
    
    Deploying a TensorFlow model
    
    Deploying an XGBoost model
    
    Inference speed of ONNX vs TensorFlow
  - Model training
    Model training
    
    Training a Tensorflow model
    
    Tensorflow Checkpointing
    
    Retraining a PyTorch model
  - Integration examples with other tools
    Integration examples with other tools
    
    MLFlow Conversion
    
    Weights and Biases integration using FinBERT
    
    TensorRT integration
  - GenAI (LLMs & CV)
    GenAI (LLMs & CV)
    
    Deploy Gemma 2b with streaming (CPU)
    
    Deploy Stable Diffusion
    
    Fine-tuning Falcon 1B
    
    Mistral RAG
    
    Deploy vLLM server (GPU)
    
    Deploy Ollama (CPU)
    
    Implement Input Guardrails
    
    Deploy Multi-Model Ollama
  - Services Tutorials
    
    Services Tutorials
    
    Deploy Jupyter Server with Services
    
    Deploy Docling with Docker and Services
    
    Deploy Whisper with vLLM and Services
    
    Deploy OpenTelemetry Observability Stack on UbiOps with Docker and Services
    
    Deploy an Nvidia optimized vLLM Server
    
    Deploy vLLM chat model with Services
  - Working with pipelines
    Working with pipelines
    
    Pipeline Tutorial
    
    DSPy Pipeline Tutorial
    
    Haystack Annotation Pipeline
- How-to work with deployments
  How-to work with deployments
- How-to work with pipelines
  How-to work with pipelines
- How-to work with training
  How-to work with training
  - Training Checkpointing
  - Tracking training metrics on UbiOps
- How-to work with buckets & files
  How-to work with buckets & files
- How-to work with environments
  How-to work with environments
- How-to integrate with CI/CD
  How-to integrate with CI/CD
  - Set up CI/CD from Git
- How-to integrate with low-code
Troubleshooting
Troubleshooting
- Problems with building
  Problems with building
- Problems during requests
  Problems during requests
- Problems with calling the API
  Problems with calling the API
  - SSLError (EOF occurred in violation of protocol)
API Explorer
CLI
CLI
- Installation Guide
- Get Started
- Documentation
  Documentation
Python client Library
Python client Library
Release Notes
Release Notes

Table of contents

Properties

InstanceEvent¶

Properties¶

Name	Type	Notes
id	str	[optional] [readonly]
time_created	datetime
description	str	[optional] [readonly]