#About
Instill VDP (Versatile Data Pipeline) is a powerful tool designed to build end-to-end unstructured data pipelines. It leverages the capabilities of 3rd-party data, AI, and applications functionalities and seamlessly connect with Instill Model and Instill Artifact via Instill Component components.
#Create Pipeline
#Pipeline Recipe
A pipeline is defined by a Recipe, which is
essentially a YAML composed of sections on
, variable
, output
and multiple
components
. Here is a sample recipe demonstrating a pipeline that accepts a
prompt
as input, forwards the prompt to OpenAI, and retrieves the response
text
.
variable: prompt: title: input format: stringoutput: text: title: text value: ${op-0.output.texts[0]}component: op-0: type: openai task: TASK_TEXT_GENERATION input: model: gpt-3.5-turbo n: 2 prompt: ${variable.prompt} response-format: type: text system-message: You are a helpful assistant. temperature: 1 top-p: 1 setup: api-key: "${secret.my-openai-key}"
#Instill Format
Instill VDP defines several Instill
Formats as data type identifiers. These formats
simplify the creation of pipelines by eliminating the complexity of converting
unstructured data formats. The supported Instill Formats include primitive data
types such as boolean
, string
, integer
, number
, and json
, as well as
unstructured data types like document
, image
, audio
, and video
, along
with array data types.
These Instill Formats enable users to efficiently build pipelines that manage unstructured data in ETL workflows.
#Create Pipeline
Instill VDP offers multiple methods for creating a pipeline, including HTTP and gRPC APIs, the Python/TypeScript SDK, and the web Console. For more details, please refer to the Create Pipeline page.
#Pipeline Management
Instill VDP also provides a set of methods for pipeline management, including listing, updating, and deleting pipelines. For more information, please refer to the Pipeline Management page.
#Secret Management
In a pipeline, it may be necessary to hide certain credential data from the recipe. Instill VDP provides a method to set up secret values and reference them in a recipe, rather than directly exposing sensitive information. For more information, please refer to the Secret Management page.
#Integrations
Integrations allow users to set up components that connect with external services. For more information, please refer to the Integrations page.
#Release Pipeline
Version Control provides enhanced flexibility and management by enabling tracking of modifications in your pipelines and applications over time. This functionality empowers users to leverage various versions of the same pipeline for purposes such as backup, recovery, A/B testing, among others. Instill VDP offers a pipeline release feature that allows users to manage versions and control deployments.
#Run Pipeline
Instill VDP provides multiple methods to run a pipeline, including:
- Run-on-Trigger: Offers HTTP, gRPC, and HTTP with multipart/form-data APIs for executing a pipeline.
- Run-on-Event: Provides webhook endpoints to receive events from vendors.
#Share Pipeline
Instill VDP offers the capability to disseminate your creations either via a share link or by setting them to public visibility. This allows other users to view your pipeline. For more information, please refer to the Share Pipeline page.
#View Runs
Instill VDP enables users to list and search historical pipeline runs, facilitating monitoring and analysis of pipeline execution. For more information, please refer to the View Runs page.