feat: logging control operation by seshapad · Pull Request #264 · foundation-model-stack/fms-hf-tuning

seshapad · 2024-07-25T05:35:08Z

Description of the change

Logging control operation to inject logs into the training loop.

Related issue number

"Closes #179"

How to verify the PR

Use the following trainer controller configuration to try out the logging control:

controller_metrics:
  - name: state
    class: TrainingState
operations:
  - name: logcontrolstep
    class: LogControl
    arguments:
      log_format: 'This is a test log format [{event_name}] => {tc_metrics[state]}'
      log_level: warning
controllers:
  - name: log-controller-step
    triggers:
      - on_step_end
    rule: 'True'
    operations:
      - logcontrolstep.should_log

Was the PR tested

I have added >=1 unit test(s) for every new method I have added.
I have ensured all unit tests pass

ashokponkumar · 2024-07-25T08:05:36Z

tuning/trainercontroller/operations/logcontrol.py

+logger.setLevel(level=logging.DEBUG)
+
+VALID_LOG_LEVELS = {
+    "ERROR": logging.ERROR,
+    "WARNING": logging.WARNING,
+    "INFO": logging.INFO,
+    "DEBUG": logging.DEBUG,
+}


Why are we redefining the levels here instead of using it from the logging library?

ashokponkumar · 2024-07-25T08:11:01Z

tuning/trainercontroller/operations/logcontrol.py

+            event_name=event_name,
+            tc_metrics=tc_metrics,
+            args=args,
+            **kwargs,


should we flatten this to make rule and format to look similar?

Could you please elaborate on this?

@ashokponkumar I have addressed the above comment. Following are the keywords we need to avoid using as trainer controller metric names as they conflict when passed with **kwargs:

model tokenizer optimizer lr_scheduler train_dataloader eval_dataloader metrics logs

Source is HF Callback class definition.

ashokponkumar

nit. Can you please fix them?

ashokponkumar · 2024-08-06T06:16:00Z

examples/trainercontroller_configs/log_controller.yaml

+  - name: logcontrolstep
+    class: LogControl
+    arguments:
+      log_format: 'This is a test log format [{event_name}] => {tc_metrics[state]}'


Shouldn't this be just state?

Suggested change

log_format: 'This is a test log format [{event_name}] => {tc_metrics[state]}'

log_format: 'This is a test log format [{event_name}] => {state}'

ashokponkumar · 2024-08-06T06:21:17Z

tuning/trainercontroller/controllermetrics/trainingstate.py

                "on_evaluate",
            ],
-            **kwargs
+            **kwargs,


Is this the right convention?

seems like it. Here is one example.

ashokponkumar · 2024-08-07T07:14:28Z

@kmehant PTAL

kmehant

Adds log control and a test.

kmehant · 2024-08-08T10:39:40Z

@seshapad lets rebase and we can merge it thanks

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

* Set default value of target_modules to be None in LoraConfig Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Removal of transformers logger and addition of python logger Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * FMT and lint check: Removal of transformers logger and addition of python logger Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * fix: remove lm_head for granite with llama arch models (#258) * initial code for deleting lm_head Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix logic for copying checkpoint Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix check that embed_tokens and lm_head weights are the same Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix warning assertion Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix lm_head check, remove test Signed-off-by: Anh-Uong <anh.uong@ibm.com> * small fixes from code review Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fmt Signed-off-by: Anh-Uong <anh.uong@ibm.com> --------- Signed-off-by: Anh-Uong <anh.uong@ibm.com> Co-authored-by: Anh-Uong <anh.uong@ibm.com> Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * Add config_utils tests Signed-off-by: Angel Luu <angel.luu@us.ibm.com> * Fix fmt Signed-off-by: Angel Luu <angel.luu@us.ibm.com> * Separate tests out and use docstrings Signed-off-by: Angel Luu <angel.luu@us.ibm.com> * Update more field/value checks from HF defaults Signed-off-by: Angel Luu <angel.luu@us.ibm.com> * Fix: Addition of env var TRANSFORMERS_VERBOSITY check Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * FMT Fix: Addition of env var TRANSFORMERS_VERBOSITY check Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * Add test for tokenizer in lora config (should be ignored) Signed-off-by: Angel Luu <angel.luu@us.ibm.com> * Adding logging support to accelerate launch Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * FMT_FIX: Adding logging support to accelerate launch Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * bug: On save event added to callback (#256) * feat: On save event added to callback Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Removed additional bracket Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Removed additional bracket Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Format issues resolved Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: rebase with upstream and add new line Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> --------- Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> Co-authored-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * feat: All metric handling changes (#263) * feat: All metric handling changes Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Format issues Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> --------- Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * feat: Configuration to set logging level for trigger log (#241) * feat: Added the triggered login in the operation Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Formatting issues Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Added default config Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Moved the variable to right scope Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Checked added to validate config log level Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * fix: Removed some unwanted log file Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> --------- Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * limit peft deps until investigate (#274) Signed-off-by: Anh-Uong <anh.uong@ibm.com> * Data custom collator (#260) * refactor code to preprocess datasets Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * fix formatting Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * allow input/output in validate args Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * format input/output JSON and mask Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * function to return suitable collator Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * add tests for SFT Trainer input/output format Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * remove unused functions Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * add eos token to input/output format Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * fix tests Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * improve docstrings Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * keeping JSON keys constant Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * support for input/output format Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * formatting fixes Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * update rEADME formats Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * formatting README Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> --------- Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> * Revert "limit peft deps until investigate (#274)" (#275) This reverts commit f57ff63. Signed-off-by: Anh-Uong <anh.uong@ibm.com> * feat: per process state metric (#239) Signed-off-by: Harikrishnan Balagopal <harikrishmenon@gmail.com> * Modify test to pass with target_modules: None Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Logging changes and unit tests added Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * feat: Add a dockerfile argument to enable aimstack (#261) * Add a dockerfile argument at the end of final layer to enable aimstack. Currenlty guarded by a dockerfile argument. Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> * Set the default value of ENABLE_AIM to false Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> --------- Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> * Solved conflict with main Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * FMT:Fix Solved conflict with main Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * enabling tests for prompt tuning Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * feat: Support pretokenized (#272) * feat: support pretokenized datasets Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * fix: rebase with upstream and review commits Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * fix: rebase with upstream and review commits Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * fix: rebase with upstream and review commits Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * consolidate collator code Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * add valuerrors for incorrect args Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> * feat: add unit tests for validate_data_args and format_dataset Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * feat: add unit tests for validate_data_args and format_dataset Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * feat: add unit tests for validate_data_args and format_dataset Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * feat: add unit tests for validate_data_args and format_dataset Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> --------- Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> Co-authored-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> Co-authored-by: Alex Brooks <alex.brooks@ibm.com> * Update packaging requirement from <24,>=23.2 to >=23.2,<25 (#212) Updates the requirements on [packaging](https://github.com/pypa/packaging) to permit the latest version. - [Release notes](https://github.com/pypa/packaging/releases) - [Changelog](https://github.com/pypa/packaging/blob/main/CHANGELOG.rst) - [Commits](pypa/packaging@23.2...24.1) --- updated-dependencies: - dependency-name: packaging dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Anh Uong <anh.uong@ibm.com> * enabling tests for prompt tuning (#278) Signed-off-by: Abhishek <maurya.abhishek@ibm.com> Co-authored-by: Anh Uong <anh.uong@ibm.com> * fix: do not add special tokens for custom tokenizer (#279) Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> * PR changes for changing logger Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * fix: bug where the logger was not being used properly (#286) Signed-off-by: Hari <harikrishmenon@gmail.com> * Unit Tests changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * Add functionality to free disk space from Github Actions (#287) * Add functionality to free disk space from Github Actions Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Add functionality to free disk space from Github Actions, relocate from build-and-publish.yaml to image.yaml Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Move freeing space step to before building image Signed-off-by: Will Johnson <mwjohnson728@gmail.com> --------- Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * commented os.environ[LOG_LEVEL] in accelerate.py for testing Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * PR changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * FIX:FMT Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * PR Changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * PR Changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * Add unit test to verify target_modules defaults correctly (#281) * Add unit test to verify target_modules defaults correctly Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Add sft_trainer.main test to ensure target modules properly default for LoRA when set to None from CLI Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * fmt Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Use model_args instead of importing, fix nits Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Add test to ensure target_modules defaults to None in job config Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * Add additional check, fix nits Signed-off-by: Will Johnson <mwjohnson728@gmail.com> --------- Signed-off-by: Will Johnson <mwjohnson728@gmail.com> * docs: Add documentation on experiment tracking. (#257) Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> * Ensure additional metadata to trackers don't throw error in happy case. (#290) Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> * PR Changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * fix multiple runid creation bug with accelerate. (#268) Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> * feat: logging control operation (#264) Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * Metrics file epoch indexing from 0 Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * Revert last commit Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * fix run evaluation to get base model path (#273) Signed-off-by: Anh-Uong <anh.uong@ibm.com> * PR Changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * PR Changes Signed-off-by: Abhishek <maurya.abhishek@ibm.com> * feat: Added additional events such as on_step_begin, on_optimizer_step, on_substep_end (#293) Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> * Always update setuptools to latest (#288) Signed-off-by: James Busche <jbusche@us.ibm.com> Co-authored-by: Anh Uong <anh.uong@ibm.com> * Rename all fixtures with correct .jsonl extension (#295) Signed-off-by: Will Johnson <mwjohnson728@gmail.com> Co-authored-by: Anh Uong <anh.uong@ibm.com> * feat: add save_model_dir flag where final checkpoint saved (#291) * add save_model_dir flag for final checkpoint Signed-off-by: Anh-Uong <anh.uong@ibm.com> * remove output_dir logic, add save method Signed-off-by: Anh-Uong <anh.uong@ibm.com> * update accelerate_launch, remove save tokenizer Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix: put back creation of .complete file Signed-off-by: Anh-Uong <anh.uong@ibm.com> * fix failing tests and add new ones Signed-off-by: Anh-Uong <anh.uong@ibm.com> * tests: add sft_trainer test to train and save - small refactor of tests Signed-off-by: Anh-Uong <anh.uong@ibm.com> * add docs on saving checkpoints and fix help msg Signed-off-by: Anh-Uong <anh.uong@ibm.com> * update example and note best checkpoint Signed-off-by: Anh-Uong <anh.uong@ibm.com> * changes based on PR review Signed-off-by: Anh-Uong <anh.uong@ibm.com> * add logging to save, fix error out properly Signed-off-by: Anh-Uong <anh.uong@ibm.com> --------- Signed-off-by: Anh-Uong <anh.uong@ibm.com> --------- Signed-off-by: Will Johnson <mwjohnson728@gmail.com> Signed-off-by: Abhishek <maurya.abhishek@ibm.com> Signed-off-by: Anh-Uong <anh.uong@ibm.com> Signed-off-by: Angel Luu <angel.luu@us.ibm.com> Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com> Signed-off-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> Signed-off-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> Signed-off-by: Harikrishnan Balagopal <harikrishmenon@gmail.com> Signed-off-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> Signed-off-by: dependabot[bot] <support@github.com> Signed-off-by: Hari <harikrishmenon@gmail.com> Signed-off-by: James Busche <jbusche@us.ibm.com> Co-authored-by: Abhishek <maurya.abhishek@ibm.com> Co-authored-by: Sukriti Sharma <Ssukriti@users.noreply.github.com> Co-authored-by: Anh-Uong <anh.uong@ibm.com> Co-authored-by: Abhishek Maurya <124327945+Abhishek-TAMU@users.noreply.github.com> Co-authored-by: Angel Luu <angel.luu@us.ibm.com> Co-authored-by: Angel Luu <an317gel@gmail.com> Co-authored-by: Padmanabha V Seshadri <seshapad@in.ibm.com> Co-authored-by: Mehant Kammakomati <mehant.kammakomati2@ibm.com> Co-authored-by: Alex-Brooks <Alex.Brooks@ibm.com> Co-authored-by: Hari <harikrishmenon@gmail.com> Co-authored-by: Dushyant Behl <dushyantbehl@users.noreply.github.com> Co-authored-by: Sukriti-Sharma4 <sukriti.sharma4@ibm.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: James Busche <jbusche@us.ibm.com>

ashokponkumar requested changes Jul 25, 2024

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seshapad force-pushed the logging_metric branch 2 times, most recently from 572010e to 57d9b58 Compare July 30, 2024 01:25

seshapad force-pushed the logging_metric branch 2 times, most recently from 364e6d1 to 75d0efa Compare August 6, 2024 05:38

ashokponkumar requested changes Aug 6, 2024

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seshapad force-pushed the logging_metric branch 2 times, most recently from 41ecf27 to 8431b13 Compare August 8, 2024 08:48

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seshapad dismissed ashokponkumar’s stale review via cfd0bc1 August 8, 2024 09:45

kmehant marked this pull request as ready for review August 8, 2024 10:18

kmehant requested review from Ssukriti, alex-jw-brooks and anhuong as code owners August 8, 2024 10:18

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kmehant marked this pull request as draft August 8, 2024 13:31

seshapad added 12 commits August 8, 2024 09:35

feat: logging control operation

b36364e

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Removed unwanted warning

2faee05

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Replaced log_levels with one from package

304b5c1

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Formatting issues resolved

925bc71

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: log_level value should be small-case

73da0b6

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Format issues resolved

29bbb60

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Arguments reordered to support folding

070ff21

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Formatting issues resolved

c07bd28

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Reordered arguments in logcontrol

021e7c7

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Metrics flattened and passed to operations

006a350

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Example log controller yaml

2710e9f

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Logging control yaml and kwargs corrected

76a17b3

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

fix: Format issues

4656bee

Signed-off-by: Padmanabha V Seshadri <seshapad@in.ibm.com>

seshapad force-pushed the logging_metric branch from 073a02b to 4656bee Compare August 8, 2024 13:35

ashokponkumar marked this pull request as ready for review August 8, 2024 13:43

ashokponkumar merged commit ce965a8 into foundation-model-stack:main Aug 8, 2024

seshapad mentioned this pull request Aug 12, 2024

feat: Example log controller yaml with training state #296

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2 tasks

	log_format: 'This is a test log format [{event_name}] => {tc_metrics[state]}'
	log_format: 'This is a test log format [{event_name}] => {state}'

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seshapad commented Jul 25, 2024 •

edited

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