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@chenyushuo chenyushuo commented Dec 30, 2025

Description

  1. Refactor checkpoint manager and add latest_*_save_step to avoid repeat save in same step, which will fix the bug where the huggingface checkpoint may not have been saved during the final training step.
  2. Enhance TestTrainerCheckpointSave
  3. Add process clean up in tearDown for trainer_test.py and synchronizer_test.py
  4. Add ignore_errors=True for shutil.rmtree
  5. Rename RayUnittestBaseAysnc to RayUnittestBaseAsync.

Checklist

Please check the following items before code is ready to be reviewed.

  • Code has passed all tests
  • Docstrings have been added/updated in Google Style
  • Documentation has been updated
  • Code is ready for review

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Summary of Changes

Hello @chenyushuo, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request introduces a significant improvement to the checkpointing mechanism by preventing redundant saves of various training components within a single global step. By refactoring the checkpoint managers and implementing step-based tracking for each save type, the system now avoids unnecessary I/O operations, leading to more efficient and robust training workflows. This change streamlines the checkpointing process without altering the core functionality of what is being saved.

Highlights

  • Refactored Checkpoint Managers: The checkpoint managers (fsdp_checkpoint_manager.py and megatron_checkpoint_manager.py) have been refactored to prevent redundant saves of model, optimizer, and other states within the same global training step.
  • Duplicate Save Prevention: New latest_*_save_step attributes (e.g., latest_model_save_step, latest_optimizer_save_step) have been introduced to track the last global step each component was saved, ensuring each component is saved only once per step.
  • Modular Save Methods: Individual save methods (_save_model, _save_optimizer, _save_extra_state, _save_tokenizer, _save_hf_model) now include logic to check for duplicate saves and return a boolean indicating if a save operation was initiated.
  • Simplified Trainer Logic: The verl_trainer.py file has been simplified by removing the last_full_save_step attribute and its associated conditional check, as the responsibility for preventing duplicate saves is now handled within the checkpoint managers.

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Code Review

This pull request effectively addresses a bug that caused repeated checkpoint saves for the same step. The refactoring introduces latest_*_save_step attributes to track saves for different components individually, which is a solid approach. The code is also made more modular by extracting saving logic into separate private methods, improving readability and maintainability. I've included a few suggestions to further enhance code clarity.

2. Add process clean up in `tearDown` for `trainer_test.py` and `synchronizer_test.py`
3. Add `ignore_errors=True` for `shutil.rmtree`
4. Rename `RayUnittestBaseAysnc` to `RayUnittestBaseAsync`
5. Bug fix in last step save
6. Apply reviews from gemini
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/unittest-module-trainer

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/unittest-all

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
24 21 0 3 0 0 36m 38s

Skipped

Tests Status
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 2m 50s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 4m 16s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 43s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 47.6s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 50.4s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 52.3s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 59.4s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 1m 35s
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 38.8s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 34.5s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 35.4s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 2m 4s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 33s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 15s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 1m 52s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 3m 33s
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 1m 34s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 2m 21s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer ⏭️ 534ms
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer ⏭️ 531ms
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 31s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 47.1s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 1m 13s
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer ⏭️ 535ms

Github Test Reporter by CTRF 💚

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
231 227 0 4 0 0 1h 12m

Skipped

Tests Status
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️
tests/utils/swanlab_test.py::TestSwanlabMonitor::test_swanlab_monitor_smoke skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_batch_level_std_grpo 39ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_batch_level_step_wise_grpo_advantage 3ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_duplicate_grpo 5ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_grpo_advantage 3ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_grpo_correct_bias 2ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_grpo_reward_std 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_step_wise_grpo_advantage 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_step_wise_grpo_with_std_threshold 2ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_abs_kl_fn 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_corrected_k3_fallback 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_corrected_k3_loss 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_corrected_k3_same_policy 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_corrected_k3_with_old_logprob 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_dummy_kl_fn 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_k1_kl_fn 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_k2_kl_fn 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_k3_kl_fn 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_kl_loss_aggregation_modes 1ms
tests/algorithm/kl_fn_test.py::KLFnTest::test_low_var_kl_fn 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_dpo_policy_loss 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_gspo_policy_loss 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_mix_policy_loss 3ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_opmd_policy_loss 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_ppo_policy_loss 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_ppo_policy_loss_with_sequence_masking 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_sapo_policy_loss 1ms
tests/algorithm/policy_loss_test.py::VerlPolicyLossTest::test_sft_policy_loss 1ms
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_experience_pipeline 9.5s
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 4.4s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 2.8s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_0_sft 4.8s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_1_dpo 5.3s
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 394ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 1.9s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 582ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 468ms
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 1.4s
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 1.0s
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 742ms
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 226ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 6.7s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 2.5s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 4.5s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 3.7s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 3.5s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 4.0s
tests/buffer/reader_test.py::TestBufferReader::test_buffer_reader_registration 543ms
tests/buffer/reward_shaping_mapper_test.py::TestRewardShapingMapper::test_basic_usage 7ms
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_default_queue_default_sample_strategy 1.9s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_default_queue_staleness_control_sample_strategy 2.0s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_default_sample_strategy 2.2s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_staleness_control_sample_strategy 2.1s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_sql_staleness_control_sample_strategy 5.0s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_default_sample_strategy 2.0s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_staleness_control_sample_strategy 2.2s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_default_sample_strategy 2.2s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_staleness_control_sample_strategy 2.1s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_sql_staleness_control_sample_strategy 5.1s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_0 6.0s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_1 2.8s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_task_buffer_read_write 3.3s
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 70ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 54ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 87ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 89ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 88ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_5 95ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_6 108ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_simple 45ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0_file 60ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_1_sql 3.1s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_2_file 43ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_3_sql 3.5s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4_file 40ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5_sql 3.7s
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 1m 15s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 5.9s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1.5s
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 330ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 1.7s
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 34.6s
tests/common/config_test.py::TestConfig::test_chat_template_path 68ms
tests/common/config_test.py::TestConfig::test_config_flatten 30ms
tests/common/config_test.py::TestConfig::test_continue_from_checkpoint_is_valid 136ms
tests/common/config_test.py::TestConfig::test_default_workflow 66ms
tests/common/config_test.py::TestConfig::test_load_default_config 5.3s
tests/common/config_test.py::TestConfig::test_max_token_len_per_gpu_set_correctly 67ms
tests/common/config_test.py::TestConfig::test_optimizer_config_propagation 69ms
tests/common/config_test.py::TestConfig::test_update_config_from_ray_cluster 100ms
tests/common/experience_test.py::TestEID::test_eid_properties 1ms
tests/common/experience_test.py::TestExperience::test_action_mask_and_logprobs_type 1ms
tests/common/experience_test.py::TestExperience::test_assertions 1ms
tests/common/experience_test.py::TestExperience::test_dpo_experience 1ms
tests/common/experience_test.py::TestExperience::test_gather 1ms
tests/common/experience_test.py::TestExperience::test_gather_with_token_level_reward 1ms
tests/common/experience_test.py::TestExperience::test_hf_datasets_conversion 14ms
tests/common/experience_test.py::TestExperience::test_multi_turn_experience 1ms
tests/common/experience_test.py::TestExperience::test_serialize_deserialize 1ms
tests/common/experience_test.py::TestExperience::test_single_turn_experience 1ms
tests/common/experience_test.py::TestExperience::test_to_dict 1ms
tests/common/experience_test.py::TestExperienceConversion::test_batch_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_dpo_experience_batch_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_experience_model_experience_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_gather_experiences_with_custom_fields 1ms
tests/common/experience_test.py::TestExperienceConversion::test_multiturn_experience_batch_converstion 1ms
tests/common/vllm_test.py::ModelWrapperTest_0::test_generate 1m 13s
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 1m 5s
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 35.2s
tests/common/vllm_test.py::TestModelLen_0::test_model_len 52.0s
tests/common/vllm_test.py::TestModelLen_1::test_model_len 22.1s
tests/common/vllm_test.py::TestModelLen_2::test_model_len 51.1s
tests/common/vllm_test.py::TestModelLenWithoutPromptTruncation::test_model_len 51.1s
tests/common/vllm_test.py::TestAPIServer::test_api 23.7s
tests/common/vllm_test.py::TestLogprobs::test_logprobs_api 21.9s
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 59.7s
tests/common/vllm_test.py::TestTokenizer::test_action_mask 269ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 266ms
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 53.2s
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 22.2s
tests/common/vllm_test.py::TestSuperLongGeneration::test_generate 2m 39s
tests/common/vllm_test.py::TestTinkerAPI::test_tinker_api 21.2s
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 51.5s
tests/explorer/explorer_test.py::TestExplorerGSM8KRULERNoEval::test_explorer 1m 25s
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 3m 31s
tests/explorer/explorer_test.py::ServeTest::test_serve 1m 30s
tests/explorer/proxy_test.py::RecorderTest::test_recorder 86ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 4.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 4.2s
tests/explorer/scheduler_test.py::SchedulerTest::test_dynamic_timeout 12.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 19.5s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_0 4.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_1 3.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_0 3.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_1 3.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 4.3s
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 4.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_over_rollout_min_wait 7.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 14.2s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 7.2s
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 7.5s
tests/explorer/scheduler_test.py::SchedulerTest::test_stepwise_experience_eid 24.3s
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all 7.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all_timeout_with_multi_batch 13.0s
tests/explorer/scheduler_test.py::TestRunnerStateCollection::test_runner_state_collection 9.3s
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_reward_propagation_workflow_0 1ms
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_reward_propagation_workflow_1 601ms
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_step_wise_reward_workflow_0 1ms
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_step_wise_reward_workflow_1 1.0s
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_workflows_raise_error 1ms
tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_workflows_stop_at_max_env_steps 1.0s
tests/explorer/workflow_test.py::WorkflowTest::test_gsm8k_workflow 12ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_boxed_workflow 18ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_complex_workflow 132ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_eval_workflow 3ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_fraction_workflow 10ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_workflow 7ms
tests/explorer/workflow_test.py::WorkflowTest::test_rm_gallery_workflow 112ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_repeatable_0 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_repeatable_1 100ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_resettable_0 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_resettable_1 201ms
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_0::test_multi_turn_workflow 20.1s
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 20.3s
tests/explorer/workflow_test.py::TestWorkflowStateRecording::test_workflow_state_recording 4.0s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter 1.2s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 156ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner_get_state 8.0s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_with_openai 22.2s
tests/manager/synchronizer_test.py::TestSynchronizerExit::test_synchronizer 1m 18s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 1m 19s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 1m 27s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 2m 3s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 1m 26s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 1m 6s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 1m 7s
tests/service/data_juicer_test.py::TestDataJuicer::test_config 1.2s
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 21.5s
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 20.0s
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 13.8s
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 3m 8s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 3m 45s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 36s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 50.8s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 49.3s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 52.0s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 59.3s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 1m 38s
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 37.7s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 34.7s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 34.5s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 37s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 32s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 16s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 1m 52s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 3m 34s
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 1m 36s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 55s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer ⏭️ 551ms
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer ⏭️ 798ms
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 2m 43s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 45.6s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 44.3s
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer ⏭️ 552ms
tests/utils/eval_utils_test.py::TestComputeScore::test_both_boxed_and_equivalent 10ms
tests/utils/eval_utils_test.py::TestComputeScore::test_both_boxed_and_not_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_empty_ground_truth 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_empty_solution_string 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_multiple_boxed_answers_in_solution 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_boxed_truth_raw_and_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_boxed_truth_raw_and_not_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_not_boxed 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_raw_and_ground_truth_boxed_equivalent 1ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_extract_answer 2ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_verify_math_answer 61ms
tests/utils/eval_utils_test.py::TestEvalUtils::test_is_equiv 4ms
tests/utils/log_test.py::LogTest::test_actor_log 1.9s
tests/utils/log_test.py::LogTest::test_group_by_node 1.8s
tests/utils/log_test.py::LogTest::test_no_actor_log 868ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_0__workspace_tests_utils_plugins 83ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_1_tests_utils_plugins 68ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_0__workspace_tests_utils_plugins 5.5s
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_1_tests_utils_plugins 5.6s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_0__workspace_tests_utils_plugins 3.4s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_1_tests_utils_plugins 3.1s
tests/utils/registry_test.py::TestRegistryWithRay::test_dynamic_import 2.7s
tests/utils/registry_test.py::TestRegistry::test_algorithm_registry_mapping 3ms
tests/utils/registry_test.py::TestRegistry::test_buffer_module_registry_mapping 1ms
tests/utils/registry_test.py::TestRegistry::test_common_module_registry_mapping 51ms
tests/utils/registry_test.py::TestRegistry::test_register_module 1ms
tests/utils/registry_test.py::TestRegistry::test_utils_module_registry_mapping 1ms
tests/utils/swanlab_test.py::TestSwanlabMonitor::test_swanlab_monitor_smoke ⏭️ 1ms

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