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Python Code Samples

Medium snippets you can copy, study, and run in the browser editor.

57 matches
Big data & Spark medium

How to Mock a Compute-Collect Action Trigger in Python

Mock a compute-collect action trigger using Python's unittest.mock to simulate Spark-style job execution and assert trigger behavior.

testing mock spark
Python
Here's a Python code sample for the problem title "Action trigger compute collect mock":
14 0 Open
ML engineering pipelines medium

How to Mock a Kubeflow Pipeline in Python

Build a minimal in-memory mock of a Kubeflow pipeline DAG using dataclasses and OrderedDict to chain component functions.

kubeflow pipelines mlops
Python
from typing import Dict, Any
from dataclasses import dataclass, field
from collections import OrderedDict


@dataclass
class KubeflowPipelineMock:
    """A minimal mock of a Kubeflow pipeline DAG."""
    name: str
    components: OrderedDict[str, callable] = field(default_factory=OrderedDict)

    def add_component(se…
14 0 Open
ML engineering pipelines medium

How to Stage ML Model Workflows with Python Classes

Defines a Stage class to model ML pipeline stages with variants and mocks, printing grammar for Model, Staging, and Production stages.

ml-pipelines stages model-deployment
Python
class Stage:
    def __init__(self, name):
        self.name = name
        self.mocks = []
        self.variants = []

    def add_mock(self, mock_name):
        self.mocks.append(mock_name)

    def add_variant(self, variant_name, productions=()):
        self.variants.append((variant_name, list(productions)))

    …
12 0 Open
ML engineering pipelines medium

Mock a Flyte ML workflow in Python

Build a lightweight mock of a Flyte ML pipeline with dataclasses and a simple execution loop that passes outputs between tasks.

flyte ml-pipeline dataclass
Python
from dataclasses import dataclass, field
from typing import List, Dict, Optional
import time


@dataclass
class FlyteTask:
    name: str
    inputs: Dict = field(default_factory=dict)
    outputs: Dict = field(default_factory=dict)

    def run(self) -> Dict:
        time.sleep(0.1)  # simulate work
        return sel…
16 0 Open
A/B testing & experimentation medium

How to Mock Sequential Calls in Python with unittest.mock

Use Mock.side_effect to return a different result for each sequential call and verify the call order with assert_has_calls.

mock unittest testing
Python
import unittest
from unittest.mock import Mock

class Service:
    def fetch(self, item_id):
        raise NotImplementedError

def process_items(service, ids):
    results = []
    for item_id in ids:
        result = service.fetch(item_id)
        results.append(result)
    return results

if __name__ == "__main__":…
14 0 Open
Database scaling & optimization medium

Cross Shard Query Scatter Gather Mock in Python

Simulate a distributed database cross-shard query using a scatter-gather pattern with a mock Python implementation.

scatter-gather sharding distributed-systems
Python
from dataclasses import dataclass
from typing import List, Dict


@dataclass
class NodeResponse:
    node_id: int
    data: Dict[str, float]


def mock_query_shard(shard_id: int, shard_data: Dict[str, float], query: str) -> NodeResponse:
    """Simulate querying a single shard, returning matches whose value > 50."""
 …
13 0 Open
Auth & security at scale medium

How to Mock a Redis Session Store in Python

An in-memory RedisSessionStore class with TTL-based expiry, get/set/delete/exists methods, and JSON field support—perfect for testing and prototyping without a live Redis.

redis session mock
Python
import time
import json
from collections import defaultdict


class RedisSessionStore:
    """In-memory mock of a Redis-backed session store."""

    def __init__(self, ttl=3600):
        self._data = defaultdict(dict)
        self._expires = {}
        self._ttl = ttl

    def set(self, session_id, field, value):
   …
12 0 Open
Production deployment patterns medium

How to Build a GitOps Argo CD Sync Mock in Python

Simulate Argo CD-style GitOps deployment sync with Python dataclasses, random success rates, and force-sync retry logic.

gitops argo-cd deployment
Python
import random
import time
from dataclasses import dataclass, field
from typing import List, Dict


@dataclass
class Application:
    name: str
    source_repo: str
    target_revision: str
    synced: bool = False
    health_status: str = "Healthy"
    history: List[Dict] = field(default_factory=list)

    def sync(se…
13 0 Open
Production deployment patterns medium

How to Mock Kubernetes Services with a ClusterIP Registry in Python

Simulate Kubernetes service discovery by assigning ClusterIP addresses to dataclass-defined services, with JSON export for inspection or testing.

kubernetes clusterip mock
Python
import json
from dataclasses import dataclass, asdict
from typing import Dict, Optional


@dataclass
class Service:
    name: str
    namespace: str
    cluster_ip: str
    selector: Dict[str, str]
    port: int
    target_port: Optional[int] = None


class ClusterIPServiceRegistry:
    _ip_counter = 0

    def __init…
13 0 Open

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