Start worker process with proper error handling.

Streams stderr from worker to console in real-time.

Stabilized tensor to numpy conversion (with graceful fallback).

NUCLEAR OPTION: The current process is corrupted (likely C++ extension state). We restart the entire script from scratch to clear the

Surgically updates the cached hash index in Redis after an install.

Simplified validation, as path context is handled by the main sync logic.

Pre-warm popular packages to reduce latency.

Activate omnipkg environment for transparent conflict resolution Once activated, ALL CLI commands automatically resolve conflicts. You n

Add a custom pattern to the nuke list. Args: pattern: Regex pattern (case-insensitive) to filter from stderr

Apply known dependency constraints to a dependency list. Args: package_name: Name of the package being installed version: Ver

Attach to an existing block. Returns None if the watcher isn't running. Workers call this at startup. If it returns None, the watcher

Brute force test all combinations of packages vs system library versions. This builds the authoritative compatibility database.

Provides a fresh tmp dir standing in for a bubble target.

🎆 TEST 10: GRAND FINALE - Everything at once

⚰️ TEST 11: TENSORFLOW RESURRECTION ULTIMATE

🥊 TEST 12: TRUE TORCH VERSION SWITCHING - Daemon Edition

⚡ TEST 13: PyTorch Lightning Storm - Using Daemon Workers

⭕ TEST 14: Create actual circular imports between bubbles

⚡ TEST 15: COMPREHENSIVE ISOLATION STRATEGY BENCHMARK

🧬 TEST 16: NESTED REALITY HELL

🌌 TEST 17: TRIPLE PYTHON MULTIVERSE - THE ULTIMATE DEMO This test does something LITERALLY IMPOSSIBLE anywhere else: - 3 different Python int

🏎️ TEST 18: HFT SIMULATION - High Frequency Worker Swapping

🚀 TEST 19: ZERO-COPY vs JSON (10MB BENCHMARK)

🌪️ TEST 1: VERSION TORNADO - Compare Legacy vs Daemon WITH WARMUP

🔥 GPU-RESIDENT ZERO-COPY: Data never leaves VRAM!

TEST 21: 🔥 GPU-RESIDENT MULTI-VERSION PIPELINE 📍 PHASE 4: Zero-Copy Data Pipeline NOW ACTUALLY USES PyTorch 1.13's native CUDA IPC!

TEST 22: 🔥 COMPLETE IPC MODE BENCHMARK Compares ALL 4 execution modes: 1. Universal CUDA IPC - Pure GPU, zero-copy (ctypes) 2. PyTor

TEST 23: 🏆 THE GRAND UNIFIED BENCHMARK The Final Showdown: 1. 🐢 The "Lame" Way: Traditional Subprocess + Pickle (The standard industry a

🎭 TEST 2: DEPENDENCY INCEPTION - BENCHMARK EDITION

⚔️ TEST 3: FRAMEWORK BATTLE ROYALE (DAEMON EDITION)

🧠 TEST 4: MEMORY MADNESS - Allocate everywhere

🎰 TEST 5: RACE CONDITION ROULETTE - ZERO-COPY SHM EDITION (WARMED + HEAVIER LOAD)

⏰ TEST 6: VERSION TIME MACHINE - Past, present, future

🎲 TEST 7: DEPENDENCY JENGA - Remove pieces carefully

⚛️ TEST 8: QUANTUM SUPERPOSITION - Multiple states at once

🔥 TEST 9: IMPORT HELL - Conflicting imports everywhere

Check if daemon is running by attempting connection Returns True if daemon responds, False otherwise

Ensure we have enough disk space before verification.

Ultra-fast package check with nanosecond precision timing. - Uses time.perf_counter_ns() for the highest resolution clock. -

Utility method to clean up any abandoned cloak files. Can be called manually if you suspect there are leftover cloaks.

Cleanup old bubbles based on size and age, keeping most recent ones.

Clear registered hooks. Args: hook_type: Specific type to clear, or None to clear all

Creates a bubble by copying the package and its co-located dependencies from the current main environment. Used after Time Machine in

Create a default package_index_registry.json file for user customization. Returns: True if created successfully, False o

Return a live DaemonClient for the whole test session. Start the daemon if it is not already running. The fixture does NOT stop the daem

Deactivate and clean up omnipkg environment

Debug helper to show detected omnipkg dependencies.

Print comprehensive Python context information for debugging.

Print comprehensive Python context information for debugging.

Debug helper to print current sys.path state.

Debug helper to check version compatibility of current paths.

Run this to diagnose why a worker might return the wrong version.

Disable profiling

Authoritatively discovers all active and bubbled packages from the file system, and cleans up any "ghost" entries from the Redis inde

Encode a Unicode codepoint as UTF-8 and write to out. */

Enable profiling for all loaders

Validates any queued FS events against the official changelog. Only processes events that happened in this handler's directory.

Called with the FFI's official changelog once the op completes. We diff _pre_op_snapshot against the freshly-read post-op state.

Broadcasts the end of an op and the official changelog for validation.

Signals the FS watcher that a long Omnipkg install has ENDED, providing the official changelog from the FFI for validation.

A declarative guard placed at the start of a script. It ensures the script is running on a specific Python version. If not, it uses the omnip

Execute code either in worker or in-process depending on mode. This provides a unified interface regardless of activation strategy.