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Description

As the title says.

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

@chenyushuo chenyushuo requested review from pan-x-c and yanxi-chen and removed request for pan-x-c October 27, 2025 06:51
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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 significantly refactors the priority function system within the buffer storage component. By transitioning from a functional approach to an object-oriented design using abstract base classes, the system gains increased flexibility and maintainability. This change also includes updates to the configuration management, enabling dynamic and user-friendly adjustment of priority function parameters through a Streamlit-based interface.

Highlights

  • Refactored Priority Functions: Priority functions have been refactored from standalone functions into classes that inherit from a new PriorityFunction abstract base class. This change enhances modularity and allows for more complex, stateful priority calculation logic.
  • Dynamic Argument Configuration: A new mechanism has been introduced for dynamically configuring priority function arguments. Each priority function class now provides a default_config method, and a Streamlit data_editor is used in the UI to allow users to easily modify these arguments.
  • Improved Configuration Management: The configuration system has been updated to support the class-based priority functions, including the removal of a direct priority_decay setting in favor of a more generic priority_fn_args that can hold various parameters for different priority functions.
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Code Review

This pull request refactors the priority function handling from simple functions to a more robust class-based approach using an Abstract Base Class. This is a good architectural improvement that enhances extensibility. The changes also include a new UI component for editing priority function arguments, which improves user experience.

I've found one critical bug in the changed code that would prevent the application from running correctly and one medium-severity issue related to error handling. My comments include suggestions to fix these issues.

Additionally, I noticed a potential issue in an unchanged part of the code that is affected by this refactoring. The call to the priority function in AsyncPriorityQueue._put at line 225 appears to use the old argument name (item) instead of the new one (items), which will likely cause a TypeError. Since this line is not in the diff, I cannot add a formal comment, but I highly recommend you check and fix it: priority, put_into_queue = self.priority_fn(items=item).

It also appears that the tests in tests/buffer/queue_test.py have not been updated to reflect these changes. Please update the tests to cover the new class-based implementation and ensure they all pass.

Overall, a great refactoring with a few issues to address before merging.

@chenyushuo
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/unittest-module-buffer

@chenyushuo chenyushuo mentioned this pull request Oct 27, 2025
4 tasks
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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
32 32 0 0 0 0 109ms

Tests

Test Name Status Flaky Duration
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_experience_pipeline 13ms
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 8ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 4ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_0_sft 6ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_1_dpo 6ms
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 1ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 4ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 1ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 8ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 4ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 6ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 5ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 5ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 6ms
tests/buffer/reward_shaping_mapper_test.py::TestRewardShapingMapper::test_basic_usage 1ms
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_buffer_read_write 5ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_1 3ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_2 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_3 4ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5 4ms

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pan-x-c commented Oct 27, 2025

/unittest-all

@pan-x-c pan-x-c merged commit cd82bfc into modelscope:main Oct 27, 2025
1 check passed
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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
168 161 4 3 0 0 3.5s

Failed Tests

Failed Tests ❌ Fail Message
❌ tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer The test failed in the call phase due to an assertion error

Skipped

Tests Status
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter skipped ⏭️
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_batch_level_std_grpo 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_batch_level_step_wise_grpo_advantage 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_duplicate_grpo 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_grpo_advantage 1ms
tests/algorithm/advantage_fn_test.py::TestGroupedAdvantageFn::test_grpo_correct_bias 1ms
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/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 1ms
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_sft_policy_loss 1ms
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_experience_pipeline 12ms
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 9ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 3ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_0_sft 6ms
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_1_dpo 6ms
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 1ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 4ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 1ms
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 1ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 8ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 4ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 6ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 5ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 5ms
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 6ms
tests/buffer/reward_shaping_mapper_test.py::TestRewardShapingMapper::test_basic_usage 1ms
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_buffer_read_write 5ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 1ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_1 4ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_2 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_3 4ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4 1ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5 4ms
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 36ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 7ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 1ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 1ms
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 31ms
tests/common/config_test.py::TestConfig::test_config_flatten 1ms
tests/common/config_test.py::TestConfig::test_continue_from_checkpoint_is_valid 1ms
tests/common/config_test.py::TestConfig::test_default_workflow 1ms
tests/common/config_test.py::TestConfig::test_load_default_config 3ms
tests/common/config_test.py::TestConfig::test_max_token_len_per_gpu_set_correctly 1ms
tests/common/config_test.py::TestConfig::test_update_config_from_ray_cluster 1ms
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_hf_datasets_conversion 1ms
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 56ms
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 35ms
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 46ms
tests/common/vllm_test.py::TestModelLen_0::test_model_len 20ms
tests/common/vllm_test.py::TestModelLen_1::test_model_len 21ms
tests/common/vllm_test.py::TestAPIServer::test_api 25ms
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 24ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask 1ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 1ms
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 22ms
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 21ms
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 56ms
tests/explorer/explorer_test.py::TestExplorerCountdownNoEval::test_explorer 52ms
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 204ms
tests/explorer/explorer_test.py::ServeTest::test_serve 68ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 5ms
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 5ms
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 23ms
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 6ms
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 5ms
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 15ms
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 10ms
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 8ms
tests/explorer/scheduler_test.py::SchedulerTest::test_stepwise_experience_eid 6ms
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all 8ms
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all_timeout_with_multi_batch 14ms
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 1ms
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 1ms
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 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_gsm8k_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_boxed_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_complex_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_eval_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_fraction_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_rm_gallery_workflow 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_repeatable_0 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_repeatable_1 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_resettable_0 1ms
tests/explorer/workflow_test.py::WorkflowTest::test_workflow_resettable_1 1ms
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_0::test_multi_turn_workflow 19ms
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 19ms
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter ⏭️ 1ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 1ms
tests/manager/synchronizer_test.py::TestSynchronizerExit::test_synchronizer 31ms
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 76ms
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 80ms
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 112ms
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 113ms
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 72ms
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 72ms
tests/service/data_juicer_test.py::TestDataJuicer::test_config 1ms
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 21ms
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 23ms
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 14ms
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 143ms
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 266ms
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 65ms
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 52ms
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 53ms
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 57ms
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 60ms
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 107ms
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 40ms
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 36ms
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 36ms
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 87ms
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 80ms
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 144ms
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 100ms
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 296ms
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 60ms
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 144ms
tests/utils/eval_utils_test.py::TestComputeScore::test_both_boxed_and_equivalent 1ms
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 1ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_verify_math_answer 1ms
tests/utils/eval_utils_test.py::TestEvalUtils::test_is_equiv 1ms
tests/utils/log_test.py::LogTest::test_actor_log 5ms
tests/utils/log_test.py::LogTest::test_group_by_node 4ms
tests/utils/log_test.py::LogTest::test_no_actor_log 1ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local 1ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote 9ms
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class 5ms

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