A lil service that creates embeddings of posts, profiles, and avatars to store them in Qdrant
initial commit
+617
+10
.gitignore
+10
.gitignore
+1
.python-version
+1
.python-version
···
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3.12
README.md
README.md
This is a binary file and will not be displayed.
+34
config.py
+34
config.py
···
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from pydantic_settings import BaseSettings, SettingsConfigDict
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class Config(BaseSettings):
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qdrant_url: str = "http://localhost:6333"
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qdrant_profile_collection_name: str = "bluesky_profile"
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embedding_model: str = "all-MiniLM-L6-v2"
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embedding_device: str = "cuda"
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batch_size: int = 256
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kafka_bootstrap_servers: str = "localhost:9092"
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kafka_topic: str = "firehose_events"
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kafka_group_id: str = "skyembed"
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kafka_auto_offset_reset: str = "latest"
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model_config = SettingsConfigDict(
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env_file=".env",
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env_file_encoding="utf-8",
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case_sensitive=False,
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)
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@property
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def embedding_size(self) -> int:
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if "mpnet" in self.embedding_model.lower():
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return 768
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elif "minilm" in self.embedding_model.lower():
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return 384
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else:
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# this might not always be correct depending on model used
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return 384
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CONFIG = Config()
+10
consumer.py
+10
consumer.py
embedder.py
embedder.py
This is a binary file and will not be displayed.
+20
indexer.py
+20
indexer.py
···
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import logging
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from models import AtKafkaEvent
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logger = logging.getLogger(__name__)
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class Indexer:
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def __init__(self) -> None:
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pass
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async def handle_event(self, event: AtKafkaEvent):
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if not event.operation:
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return
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if event.operation.collection != "app.bsky.actor.profile":
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return
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logger.info(f"{event}")
+110
main.py
+110
main.py
···
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import logging
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import asyncio
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import sys
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import signal
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import json
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from typing import Optional
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import click
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from aiokafka import AIOKafkaConsumer
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from aiokafka.errors import KafkaError
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from config import CONFIG
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from indexer import Indexer
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from models import AtKafkaEvent
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shutdown_requested = False
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logging.basicConfig(
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level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s"
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)
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logger = logging.getLogger(__name__)
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def signal_handler(signum, frame):
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global shutdown_requested
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logger.info("Shutdown signal received")
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shutdown_requested = True
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async def consume(
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bootstrap_servers: Optional[str],
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topic: Optional[str],
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group_id: Optional[str],
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):
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kafka_servers = bootstrap_servers or CONFIG.kafka_bootstrap_servers
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kafka_topic = topic or CONFIG.kafka_topic
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kafka_group = group_id or CONFIG.kafka_group_id
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kafka_offset = CONFIG.kafka_auto_offset_reset
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consumer = AIOKafkaConsumer(
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kafka_topic,
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bootstrap_servers=kafka_servers,
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group_id=kafka_group,
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auto_offset_reset=kafka_offset,
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enable_auto_commit=True,
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auto_commit_interval_ms=5000,
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session_timeout_ms=30000,
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max_poll_interval_ms=300000,
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value_deserializer=lambda m: json.loads(m.decode("utf-8")),
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)
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indexer = Indexer()
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try:
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await consumer.start()
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logger.info("Connected to Kafka")
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async for message in consumer:
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if shutdown_requested:
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break
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try:
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event = AtKafkaEvent.model_validate(message.value)
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await indexer.handle_event(event)
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except Exception as e:
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logger.error(f"Error processing message: {e}")
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except Exception as e:
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logger.error(f"Error in consumer: {e}")
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finally:
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logger.info("Shutting Kafka consumer down...")
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await consumer.stop()
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@click.command()
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@click.option(
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"--bootstrap-servers",
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default=None,
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)
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@click.option(
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"--topic",
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default=None,
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)
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@click.option(
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"--group-id",
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default=None,
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)
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def main(
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bootstrap_servers: Optional[str],
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topic: Optional[str],
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group_id: Optional[str],
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):
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signal.signal(signal.SIGINT, signal_handler)
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signal.signal(signal.SIGTERM, signal_handler)
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try:
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asyncio.run(
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consume(bootstrap_servers=bootstrap_servers, topic=topic, group_id=group_id)
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)
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except KeyboardInterrupt:
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logger.info("Keyboard interrupt received")
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except Exception as e:
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logger.error(f"Error in Kafka consumer: {e}", exc_info=True)
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sys.exit(1)
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finally:
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logger.info("Closing Kafka consumer...")
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consumer.close()
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if __name__ == "__main__":
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main()
+82
models.py
+82
models.py
···
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from typing import Optional, Dict, Any
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from pydantic import BaseModel, Field
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class AtKafkaOp(BaseModel):
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action: str
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collection: str
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rkey: str
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uri: str
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cid: str
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path: str
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record: Optional[Dict[str, Any]]
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class AtKafkaIdentity(BaseModel):
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seq: int
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handle: str
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class AtKafkaInfo(BaseModel):
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name: str
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message: Optional[str] = None
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class AtKafkaAccount(BaseModel):
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active: bool
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seq: int
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status: Optional[str] = None
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class DIDDocument(BaseModel):
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context: Optional[list] = Field(None, alias="@context")
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id: Optional[str] = None
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also_known_as: Optional[list] = Field(None, alias="alsoKnownAs")
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verification_method: Optional[list] = Field(None, alias="verificationMethod")
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service: Optional[list] = None
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class Config:
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populate_by_name = True
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class ProfileViewDetailed(BaseModel):
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did: str
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handle: str
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display_name: Optional[str] = Field(None, alias="displayName")
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description: Optional[str] = None
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avatar: Optional[str] = None
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banner: Optional[str] = None
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followers_count: Optional[int] = Field(None, alias="followersCount")
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follows_count: Optional[int] = Field(None, alias="followsCount")
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posts_count: Optional[int] = Field(None, alias="postsCount")
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indexed_at: Optional[str] = Field(None, alias="indexedAt")
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viewer: Optional[Dict[str, Any]] = None
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labels: Optional[list] = None
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class Config:
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populate_by_name = True
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class EventMetadata(BaseModel):
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did_document: Optional[DIDDocument] = Field(None, alias="didDocument")
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pds_host: Optional[str] = Field(None, alias="pdsHost")
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handle: Optional[str] = None
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did_created_at: Optional[str] = Field(None, alias="didCreatedAt")
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account_age: Optional[int] = Field(None, alias="accountAge")
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profile: Optional[ProfileViewDetailed] = None
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class Config:
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populate_by_name = True
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class AtKafkaEvent(BaseModel):
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did: str
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timestamp: str
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metadata: Optional[EventMetadata] = Field(None, alias="eventMetadata")
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operation: Optional[AtKafkaOp] = None
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account: Optional[AtKafkaAccount] = None
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identity: Optional[AtKafkaIdentity] = None
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info: Optional[AtKafkaInfo] = None
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class Config:
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populate_by_name = True
+14
pyproject.toml
+14
pyproject.toml
···
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[project]
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name = "skyembed"
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version = "0.1.0"
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description = "Add your description here"
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readme = "README.md"
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requires-python = ">=3.12"
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dependencies = [
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"aiokafka>=0.12.0",
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"click>=8.3.1",
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"confluent-kafka>=2.12.2",
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"pydantic>=2.12.5",
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"pydantic-settings>=2.12.0",
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"python-snappy>=0.7.3",
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]
+336
uv.lock
+336
uv.lock
···
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version = 1
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revision = 3
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requires-python = ">=3.12"
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