-
Notifications
You must be signed in to change notification settings - Fork 421
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Jit compile #1107
Open
calad0i
wants to merge
18
commits into
fastmachinelearning:main
Choose a base branch
from
calad0i:jit_compile
base: main
Could not load branches
Branch not found: {{ refName }}
Loading
Could not load tags
Nothing to show
Loading
Are you sure you want to change the base?
Some commits from the old base branch may be removed from the timeline,
and old review comments may become outdated.
Open
Jit compile #1107
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
pre-commit.ci autofix |
calad0i
added
please test
Trigger testing by creating local PR branch
and removed
please test
Trigger testing by creating local PR branch
labels
Oct 31, 2024
calad0i
added
please test
Trigger testing by creating local PR branch
and removed
please test
Trigger testing by creating local PR branch
labels
Oct 31, 2024
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Description
Allow jit compiling
vivado
/vitis
(and quartus, but sometimes slower) cpp code. Compilation time may be reduced or increased, depending on the exact configuration (reduced if weights are not embedded in header in general, and vice versa).Unfortunately, due to some confliction (probably related to macros), one isolated process is required for each jitted-model to separate the runtime. This introduces some overhead in runtime and ram usage.
Setting
HLS4ML_USE_JIT=1
in envvar will enable jit compilation for supported models by default.Setting
EXTRA_CLING_ARGS=-fopenmp
will enable parallel inference, ifopenmp
presents.Type of change
Tests
Run the current set of tests with
HLS4ML_USE_JIT=1
will work. Addedtest_jit.py
for standlone test.Checklist
pre-commit
on the files I edited or added.