⚡️ Speed up function make_dockerfile
by 142%
#31
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📄 142% (1.42x) speedup for
make_dockerfile
ingoogle/cloud/aiplatform/docker_utils/build.py
⏱️ Runtime :
8.40 milliseconds
→3.47 milliseconds
(best of439
runs)📝 Explanation and details
The optimized code achieves a 142% speedup through several key string concatenation and iteration optimizations:
1. Replaced string concatenation with list accumulation
ret += string
repeatedly, which creates new string objects each timeentries.append()
and''.join(entries)
at the end, which is much more efficient for multiple concatenations2. Eliminated redundant conditional expressions
force_flag = "--force-reinstall" if force_reinstall else ""
once instead of evaluating it repeatedly in loopsif extra_packages:
instead ofif extra_packages is not None:
) for cleaner early returns3. Used f-strings instead of .format()
"RUN {} install...".format(pip_command, force_flag, package)
with f-strings likef"RUN {pip_command} install --no-cache-dir {force_flag} {package}\n"
4. Optimized list iteration with generator expressions
entries.extend(generator_expression)
instead of explicit for loops with individual appends5. Applied same optimizations to helper functions
_prepare_exposed_ports()
and_prepare_environment_variables()
now use''.join(generator)
instead of incremental concatenationmake_dockerfile()
accumulates dockerfile sections in a list and joins once at the endThe optimizations are most effective for large-scale test cases with many packages, ports, or environment variables. For example:
test_many_extra_packages
(500 packages): 951% fastertest_large_combined_case
: 235% fastertest_many_requirements
(500 requirements): 719% fasterEven basic cases see 10-30% improvements due to the elimination of redundant string operations and more efficient concatenation patterns.
✅ Correctness verification report:
🌀 Generated Regression Tests and Runtime
To edit these changes
git checkout codeflash/optimize-make_dockerfile-mgkj3j9b
and push.