For Developers

A Developer Path for Evaluating Epochly

Start with the quickstart, inspect reproducible benchmarks, and evaluate Epochly on Python workloads that matter to your team.

Developer evaluation path

A simple evaluation path: install Epochly, run the quickstart, compare benchmark methodology, then test a workload your team already understands.

Run the quickstart Compare benchmark methodology Evaluate inference fit

Get Started Free See Benchmarks

Sound familiar?

"I've spent weeks profiling and still can't find the bottleneck"

Epochly identifies and accelerates CPU-bound hotspots automatically

"Numba needs me to rewrite everything with types"

No decorators, no type hints, no refactoring—just pip install

"My code is too complex for multiprocessing"

Epochly handles threading and parallelism transparently

"I don't have time to learn Cython or Rust"

Keep writing Python. Epochly does the optimization work for you.

Three commands. That's it.

No configuration files. No framework integration. No deployment changes. Install and your existing code runs faster.

# Install
pip install epochly
# Run your scripts normally — Epochly automatically
# intercepts via sitecustomize.py
python your_script.py
# Or use the CLI runner for explicit control
epochly your_script.py
# Check what's being optimized
python -c "import epochly; epochly.stats()"

Your code stays yours

Epochly automatically intercepts Python execution via sitecustomize.py — no decorators, type annotations, or special syntax required. For optional fine-grained control, use decorators or the CLI runner to scope optimizations to specific functions or scripts.

# Your code stays exactly the same
import numpy as np
# Large array elementwise operations
data = np.random.randn(100_000_000)
result = np.sin(data) + np.cos(data) + np.sqrt(np.abs(data))
# CPU only:   1,427ms
# With GPU:   21ms (68x faster)
# No decorators. No type hints. No rewrites.

Built for developer happiness

pip install epochly

One command to install. No compiler toolchain, no C extensions to build, no environment configuration.

Dramatically Faster

Up to 193x with JIT compilation, 70x on GPU workloads, 8x on parallel CPU tasks. Numerical loops, large array operations, and heavy compute run dramatically faster.

Zero Code Changes

Epochly automatically intercepts Python execution via sitecustomize.py. Your existing scripts, notebooks, and applications work unchanged.

Debug-Friendly

Disable with one env var (EPOCHLY_DISABLE=1). Your debugging workflow stays exactly the same.

Stop waiting for slow Python

Accelerate CPU-bound Python workloads without rewriting a single line of code.

pip install epochly