[Feature] [VDP] [Components] Connects AI vendors

[chuang8511]

Is There an Existing Issue for This?

• I have searched the existing issues

Where do you intend to apply this feature?

Instill Core, Instill Cloud

Is your Proposal Related to a Problem?

Background

We want users to have more optional models to be used

Describe Your Proposed Solution

User Stories

• As a user, they can easily trigger a pipeline to use a model in the popular vendors.

Highlight the Benefits

The users can use more and more models in VDP

Anything Else?

Planned Components

• Anthropic

  • ref

• Cohere

  • ref

• Google

  • ref

• Mistral

  • ref

• AWS

  • ref

• Microsoft

  • ref

Milestones

1. Please create the skeleton PR first for the incoming components
2. Connect those components.
3. Build the designed pipeline after you connect those components.

[linear]

INS-5025 [Feature] [VDP] [Components] Connects AI vendors

[namwoam]

We can differentiate the AI vendors into the following three category:
PaaS (Platform as a service) Providers, which requires complex IAM authentication and project permission settings.

1. GCP (Google)
2. AWS (Amazon)
3. Azure (Microsoft)
4. Watsonx (IBM)
5. Oracle Cloud Infrastructure
   MaaS (Model as a service) Providers, which often use simple API keys and serverless model endpoint.
6. OpenAI - Proprietary text foundation models & image generation model
7. Anthropic - Proprietary text foundation models
8. Cohere - Proprietary text foundation models specialized on RAG usecase
9. Mistral AI - Proprietary & OSS text foundation models
10. Fireworks AI link - Serverless hosting for OSS models
11. AI21 labs link - Proprietary text foundation models & task-specific models
12. Upstage link - Proprietary text foundation models specialized in Korean
13. Voyage AI link - Proprietary domain-specific text embedding model
14. Deep infra link - Serverless hosting for OSS models
15. Deepgram link - Proprietary audio <-> text models
16. unstructured link - Data Pre-processing
17. Jina AI link - Proprietary text embedding model & Data Pre-processing
18. BRIA link - Proprietary image generation model
19. Nvidai NIM link - Serverless hosting for OSS models
20. Lamini link - Serverless hosting for OSS models
21. Together AI link - Serverless hosting for OSS models
22. Groq
    SaaS (Software as a service), which often could only be accessed via GUI, thus impossible to integrate into VDP
    example: OpenArt link

Others:

1. Ollama link OSS model self-hosting solution.