To integrate a GraphQL interface for your hydrate
project, which populates MinIO and Weaviate, we will follow the same structured approach. The goal is to enable interaction with MinIO and Weaviate through GraphQL queries and mutations. Here’s how we can adapt the outline to fit your specific use case:
Define types that represent the entities in your project, such as datasets and objects stored in MinIO and Weaviate.
type Dataset {
id: ID!
name: String!
description: String
createdAt: String!
updatedAt: String!
}
type MinIOObject {
key: String!
bucket: String!
url: String!
}
type WeaviateObject {
id: ID!
class: String!
properties: JSON
}
Define queries to fetch data from MinIO and Weaviate.
type Query {
listMinIOObjects(bucket: String!): [MinIOObject]
getMinIOObject(bucket: String!, key: String!): MinIOObject
listWeaviateObjects(class: String!): [WeaviateObject]
getWeaviateObject(id: ID!, class: String!): WeaviateObject
}
Define mutations to modify data in MinIO and Weaviate.
type Mutation {
uploadMinIOObject(bucket: String!, key: String!, file: Upload!): MinIOObject
deleteMinIOObject(bucket: String!, key: String!): Boolean
createWeaviateObject(class: String!, properties: JSON!): WeaviateObject
updateWeaviateObject(id: ID!, class: String!, properties: JSON!): WeaviateObject
deleteWeaviateObject(id: ID!, class: String!): Boolean
}
Install necessary dependencies using pip, including graphene
, flask-graphql
, minio
, and weaviate-client
.
pip install graphene flask-graphql minio weaviate-client
Set up a Flask application with the GraphQL endpoint.
from flask import Flask
from flask_graphql import GraphQLView
from schema import schema
app = Flask(__name__)
app.add_url_rule(
'/graphql',
view_func=GraphQLView.as_view('graphql', schema=schema, graphiql=True)
)
if __name__ == '__main__':
app.run(debug=True)
Create a schema with Graphene that includes the types, queries, and mutations.
import graphene
from minio import Minio
from weaviate import Client
# Initialize MinIO client
minio_client = Minio(
'play.min.io',
access_key='YOUR_ACCESS_KEY',
secret_key='YOUR_SECRET_KEY',
secure=True
)
# Initialize Weaviate client
weaviate_client = Client('http://localhost:8080')
class MinIOObject(graphene.ObjectType):
key = graphene.String()
bucket = graphene.String()
url = graphene.String()
class WeaviateObject(graphene.ObjectType):
id = graphene.ID()
class_name = graphene.String()
properties = graphene.JSONString()
class Query(graphene.ObjectType):
list_minio_objects = graphene.List(MinIOObject, bucket=graphene.String(required=True))
get_minio_object = graphene.Field(MinIOObject, bucket=graphene.String(required=True), key=graphene.String(required=True))
list_weaviate_objects = graphene.List(WeaviateObject, class_name=graphene.String(required=True))
get_weaviate_object = graphene.Field(WeaviateObject, id=graphene.ID(required=True), class_name=graphene.String(required=True))
def resolve_list_minio_objects(self, info, bucket):
objects = minio_client.list_objects(bucket)
return [MinIOObject(key=obj.object_name, bucket=bucket, url=minio_client.presigned_get_object(bucket, obj.object_name)) for obj in objects]
def resolve_get_minio_object(self, info, bucket, key):
url = minio_client.presigned_get_object(bucket, key)
return MinIOObject(key=key, bucket=bucket, url=url)
def resolve_list_weaviate_objects(self, info, class_name):
result = weaviate_client.query.get(class_name).do()
objects = result['data']['Get'][class_name]
return [WeaviateObject(id=obj['id'], class_name=class_name, properties=obj['properties']) for obj in objects]
def resolve_get_weaviate_object(self, info, id, class_name):
result = weaviate_client.query.get(class_name).with_id(id).do()
obj = result['data']['Get'][class_name][0]
return WeaviateObject(id=obj['id'], class_name=class_name, properties=obj['properties'])
class UploadMinIOObject(graphene.Mutation):
class Arguments:
bucket = graphene.String(required=True)
key = graphene.String(required=True)
file = graphene.String(required=True) # Assuming file is base64 encoded string for simplicity
object = graphene.Field(lambda: MinIOObject)
def mutate(self, info, bucket, key, file):
minio_client.put_object(bucket, key, file, len(file))
url = minio_client.presigned_get_object(bucket, key)
return MinIOObject(key=key, bucket=bucket, url=url)
class CreateWeaviateObject(graphene.Mutation):
class Arguments:
class_name = graphene.String(required=True)
properties = graphene.JSONString(required=True)
object = graphene.Field(lambda: WeaviateObject)
def mutate(self, info, class_name, properties):
obj = weaviate_client.data_object.create(properties, class_name)
return WeaviateObject(id=obj['id'], class_name=class_name, properties=properties)
class Mutation(graphene.ObjectType):
upload_minio_object = UploadMinIOObject.Field()
create_weaviate_object = CreateWeaviateObject.Field()
schema = graphene.Schema(query=Query, mutation=Mutation)
Run your Flask server and navigate to /graphql
to access the GraphiQL interface.
python app.py
Test the defined queries and mutations to ensure they work as expected.
Provide a detailed description of each type, query, and mutation in your schema.
Include example queries and mutations in your documentation.
# Example Query to List MinIO Objects
query {
listMinIOObjects(bucket: "my-bucket") {
key
url
}
}
# Example Mutation to Upload MinIO Object
mutation {
uploadMinIOObject(bucket: "my-bucket", key: "example.txt", file: "SGVsbG8gd29ybGQ=") {
key
url
}
}
Organize your project files for better maintainability.
/graphql-hydrate/
├── app.py
├── schema.py
├── requirements.txt
└── README.md
This outline provides a comprehensive guide to setting up a GraphQL interface for your hydrate
project. You can expand upon each step with more specific details and logic as needed for your particular use case.