how to use prefect
init
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.gitignore
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.gitignore
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.python-version
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.python-version
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3.12
README.md
README.md
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main.py
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main.py
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from datetime import datetime
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from typing import Any
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from atproto import Client
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from prefect import flow, task
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from prefect.artifacts import create_markdown_artifact
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from prefect.cache_policies import INPUTS
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from pydantic import Field
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from pydantic_settings import BaseSettings, SettingsConfigDict
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class ATProtoSettings(BaseSettings):
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model_config = SettingsConfigDict(env_file=".env", env_prefix="ATPROTO_")
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username: str = Field(..., description="The username to authenticate as")
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password: str = Field(..., description="The password to authenticate with")
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@task(name="authenticate-atproto")
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def authenticate_client(settings: ATProtoSettings) -> Client:
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client = Client()
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client.login(settings.username, settings.password)
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return client
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@task(name="fetch-profile", cache_policy=INPUTS - "client")
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def fetch_user_profile(client: Client, handle: str) -> dict[str, Any]:
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profile = client.get_profile(handle)
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return {
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"display_name": profile.display_name,
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"description": profile.description,
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"followers_count": profile.followers_count,
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"follows_count": profile.follows_count,
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"posts_count": profile.posts_count,
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"handle": profile.handle,
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"created_at": profile.created_at,
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}
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@task(name="fetch-recent-posts", cache_policy=INPUTS - "client")
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def fetch_recent_posts(client: Client, handle: str, limit: int = 5) -> list[dict[str, Any]]:
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posts = client.get_author_feed(actor=handle, limit=limit)
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original_posts = []
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for post_view in posts.feed:
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# Skip reposts entirely - only include original content
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if post_view.reason and hasattr(post_view.reason, "py_type") and "repost" in post_view.reason.py_type:
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continue
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original_posts.append(
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{
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"text": post_view.post.record.text,
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"created_at": post_view.post.record.created_at,
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"reply_count": post_view.post.reply_count or 0,
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"repost_count": post_view.post.repost_count or 0,
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"like_count": post_view.post.like_count or 0,
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}
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)
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return original_posts
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@task(name="analyze-activity")
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def analyze_user_activity(profile: dict[str, Any], posts: list[dict[str, Any]]) -> dict[str, Any]:
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if not posts:
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return {"insight": "No recent posts to analyze"}
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total_engagement = sum(post["reply_count"] + post["repost_count"] + post["like_count"] for post in posts)
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most_engaged_post = max(posts, key=lambda p: p["reply_count"] + p["repost_count"] + p["like_count"])
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return {
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"total_posts_analyzed": len(posts),
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"total_engagement": total_engagement,
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"average_engagement_per_post": round(total_engagement / len(posts), 2),
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"most_engaged_post_text": most_engaged_post["text"][:100] + "...",
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"profile_summary": f"{profile['display_name']} has {profile['followers_count']} followers and {profile['posts_count']} total posts",
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}
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@flow(name="atproto-user-insights")
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def atproto_user_insights_flow(handle: str | None = None) -> dict[str, Any]:
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settings = ATProtoSettings()
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client = authenticate_client(settings)
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handle = handle or settings.username
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profile = fetch_user_profile(client, handle)
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posts = fetch_recent_posts(client, handle, limit=10)
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insights = analyze_user_activity(profile, posts)
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result = {
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"timestamp": datetime.now().isoformat(),
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"analyzed_user": handle,
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"profile": profile,
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"insights": insights,
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}
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create_markdown_artifact(
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markdown=f"""# ATProto User Insights for @{handle}
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## Profile Overview
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**{result["profile"]["display_name"]}** (@{result["profile"]["handle"]})
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{result["profile"]["description"]}
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### Stats
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- **Followers:** {result["profile"]["followers_count"]:,}
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- **Following:** {result["profile"]["follows_count"]:,}
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- **Total Posts:** {result["profile"]["posts_count"]:,}
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- **Joined:** {result["profile"]["created_at"][:10]}
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## Engagement Analysis
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Based on {result["insights"]["total_posts_analyzed"]} recent posts:
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- **Total Engagement:** {result["insights"]["total_engagement"]} interactions
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- **Average per Post:** {result["insights"]["average_engagement_per_post"]} interactions
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### Most Engaged Post
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> {result["insights"]["most_engaged_post_text"]}
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---
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*Analysis completed at {result["timestamp"][:19]}*
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"""
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)
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return result
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if __name__ == "__main__":
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atproto_user_insights_flow()
+16
pyproject.toml
+16
pyproject.toml
···
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[project]
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name = "how-to-prefect"
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version = "0.1.0"
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description = "how to use prefect"
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readme = "README.md"
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requires-python = ">=3.12"
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dependencies = ["prefect>=3.4.5", "atproto>=0.0.46"]
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[dependency-groups]
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dev = ["ruff"]
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[tool.ruff]
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line-length = 120
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[tool.ruff.lint]
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extend-select = ["I", "UP"]
+1642
uv.lock
+1642
uv.lock
···
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version = 1
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revision = 2
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