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Optimize serialize / deserialize of Experience#514

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pan-x-c wants to merge 7 commits intoagentscope-ai:mainfrom
pan-x-c:feature/experience_optimize
Open

Optimize serialize / deserialize of Experience#514
pan-x-c wants to merge 7 commits intoagentscope-ai:mainfrom
pan-x-c:feature/experience_optimize

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@pan-x-c
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@pan-x-c pan-x-c commented Mar 4, 2026

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

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Summary of Changes

Hello, 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 and optimizes the way Experience objects are serialized and deserialized within the system. The primary goal is to improve performance and efficiency, particularly when handling batches of experiences in distributed environments. By moving to a specialized serialization format that separates tensor data from metadata and integrating this directly into the data transfer mechanisms, the system can process and transmit experience data more effectively.

Highlights

  • Optimized Experience Serialization: Implemented a new, more efficient serialization and deserialization mechanism for Experience objects, utilizing safetensors for PyTorch tensors and pickle for metadata. This replaces the previous pickle-only approach for individual experiences and introduces batch serialization/deserialization.
  • Refactored Experience Batching: Removed the dedicated Experiences dataclass and its associated gather methods, integrating batch handling directly into the Experience.serialize_many and Experience.deserialize_many methods. This streamlines the data flow and reduces overhead.
  • Integration Across Buffer System: Updated the ExperiencePipeline, QueueReader, QueueWriter, and QueueStorage components to leverage the new batched serialization/deserialization, ensuring that Experience objects are serialized into bytes before being transmitted and deserialized upon reception.
  • New Dependency Added: Added pyzmq>=25.1.0 as a new dependency, likely to support more efficient inter-process communication within the buffer system.
  • Enhanced Testing for Serialization: Introduced comprehensive tests for the new serialize_many and deserialize_many methods, including checks for legacy pickle payloads and error handling for single vs. batch deserialization.
Changelog
  • pyproject.toml
    • Added pyzmq>=25.1.0 to the project dependencies.
  • tests/buffer/experience_pipeline_test.py
    • Updated calls to pipeline.process.remote to serialize Experience objects using Experience.serialize_many before passing them.
  • tests/buffer/queue_test.py
    • Modified test cases to use Experience objects instead of simple dictionaries when writing to the queue, aligning with the new serialization logic.
  • tests/common/experience_test.py
    • Imported pickle for testing legacy deserialization.
    • Removed the Experiences dataclass and its related test_gather, test_gather_with_token_level_reward, test_batch_conversion, test_multiturn_experience_batch_converstion, test_dpo_experience_batch_conversion, and test_gather_experiences_with_custom_fields methods.
    • Added test_serialize_many_deserialize_many to verify the new batched serialization and deserialization.
    • Added test_deserialize_legacy_pickle_payload to ensure backward compatibility with older pickle serialized experiences.
    • Added test_deserialize_single_rejects_batch_payload to validate error handling when attempting to deserialize a batch as a single experience.
  • trinity/buffer/pipelines/experience_pipeline.py
    • Removed List from typing imports as it is no longer directly used for exps parameter.
    • Modified the process method to accept exp_bytes (serialized bytes) instead of a List[Experience], and deserialized them internally using Experience.deserialize_many.
  • trinity/buffer/reader/queue_reader.py
    • Imported Experience class.
    • Updated read and read_async methods to deserialize fetched exp_bytes from the queue into List[Experience] using Experience.deserialize_many.
  • trinity/buffer/storage/queue.py
    • Modified put_batch to accept exp_bytes (serialized bytes) and deserialize them before putting them into the queue.
    • Modified get_batch to return serialized exp_bytes instead of a List of experiences, serializing the batch using Experience.serialize_many before returning.
  • trinity/buffer/writer/queue_writer.py
    • Imported Experience class.
    • Modified write and write_async methods to serialize List[Experience] into bytes using Experience.serialize_many before putting them into the queue.
  • trinity/common/experience.py
    • Imported struct, safetensors.torch.load as st_load, and safetensors.torch.save as st_save.
    • Defined new class constants _SER_MAGIC, _SER_VERSION, _TENSOR_FIELDS, and _META_FIELDS for the new serialization format.
    • Updated the serialize method to internally call serialize_many for a single experience.
    • Updated the deserialize method to internally call deserialize_many and enforce single experience retrieval.
    • Added static methods _serialize_custom_fields and _deserialize_custom_fields for handling custom field serialization.
    • Implemented serialize_many to efficiently serialize a list of Experience objects using safetensors for tensors and pickle for metadata.
    • Implemented deserialize_many to deserialize a list of Experience objects, supporting both the new batched format and legacy pickle payloads.
    • Removed the Experiences dataclass and its associated gather class method, along with the empty_experiences helper function.
  • trinity/explorer/explorer.py
    • Imported Experience class.
    • Updated the _finish_explore_step method to serialize exps using Experience.serialize_many before passing them to the experience_pipeline.process.remote call.
Activity
  • The pull request author, pan-x-c, created this pull request with the title 'Optimize serialize / deserialize of Experience' and provided a brief description indicating the title is self-explanatory. A checklist for review readiness was included but not yet marked as complete.
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@pan-x-c
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pan-x-c commented Mar 4, 2026

/unittest-all

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Code Review

This pull request refactors the serialization and deserialization of Experience objects, moving from a full pickle-based approach to using safetensors for tensor data while retaining pickle for metadata. This change aims to improve performance for inter-process communication and maintains backward compatibility. However, the continued use of pickle for metadata and legacy payloads introduces a critical security vulnerability, as pickle is susceptible to Remote Code Execution (RCE) from untrusted sources, which is a significant risk in a distributed framework like Trinity. Furthermore, the use of getattr on the torch module with data-derived strings could lead to arbitrary attribute access. The Experiences class and its batching logic have been removed, simplifying experience.py, and tests have been updated. To mitigate the identified security risks, it is strongly recommended to adopt safer serialization formats like JSON or msgpack for metadata and implement allow-lists for dynamic attribute access.

Comment on lines +309 to +316
return [
{
"source_field": field.source_field,
"destination_field": field.destination_field,
"data_type": str(field.data_type),
}
for field in custom_fields
]
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medium

The loop variable field in the list comprehension shadows the field function imported from dataclasses on line 8. This can be confusing and is generally considered bad practice. Renaming it would improve code clarity and prevent potential issues.

Suggested change
return [
{
"source_field": field.source_field,
"destination_field": field.destination_field,
"data_type": str(field.data_type),
}
for field in custom_fields
]
return [
{
"source_field": custom_field.source_field,
"destination_field": custom_field.destination_field,
"data_type": str(custom_field.data_type),
}
for custom_field in custom_fields
]

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github-actions bot commented Mar 4, 2026

Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
260 244 11 5 0 0 2h 3m

Failed Tests

Failed Tests ❌ Fail Message
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_4::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_5::test_synchronizer The test failed in the call phase
❌ tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer The test failed in the call phase due to an assertion error
❌ tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer The test failed in the call phase due to an assertion error
❌ tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_2::test_synchronizer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::ColocateModeTest::test_trainer The test failed in the call phase due to an assertion error

Skipped

Tests Status
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async skipped ⏭️
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class 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 5ms
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 2ms
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 2ms
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 11.9s
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 6.0s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 2.7s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_0_sft 4.3s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_1_dpo 4.9s
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 159ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 1.5s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 1.4s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 1.3s
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 1.7s
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 2.6s
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 2.1s
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 499ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 6.4s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 2.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 4.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 3.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 3.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 3.6s
tests/buffer/reader_test.py::TestBufferReader::test_buffer_reader_registration 831ms
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 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_default_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_staleness_control_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_sql_staleness_control_sample_strategy 4.3s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_default_sample_strategy 1.9s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_staleness_control_sample_strategy 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_default_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_staleness_control_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_sql_staleness_control_sample_strategy 3.5s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_0 5.7s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_1 2.4s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_task_buffer_read_write 2.8s
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 86ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 67ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 116ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 113ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 114ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_5 116ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_6 129ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_simple 51ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0_file 357ms
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 2.9s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4_file 44ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5_sql 3.5s
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 54.2s
tests/cli/launcher_test.py::TestLauncherMain::test_log_mode 149ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 5.6s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1.2s
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 685ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 15.3s
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 21.8s
tests/common/config_test.py::TestConfig::test_chat_template_path 77ms
tests/common/config_test.py::TestConfig::test_config_flatten 32ms
tests/common/config_test.py::TestConfig::test_continue_from_checkpoint_is_valid 162ms
tests/common/config_test.py::TestConfig::test_default_workflow 76ms
tests/common/config_test.py::TestConfig::test_load_default_config 1.6s
tests/common/config_test.py::TestConfig::test_max_token_len_per_gpu_set_correctly 77ms
tests/common/config_test.py::TestConfig::test_optimizer_config_propagation 76ms
tests/common/config_test.py::TestConfig::test_update_config_from_ray_cluster 404ms
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_deserialize_legacy_pickle_payload 1ms
tests/common/experience_test.py::TestExperience::test_deserialize_single_rejects_batch_payload 1ms
tests/common/experience_test.py::TestExperience::test_dpo_experience 1ms
tests/common/experience_test.py::TestExperience::test_hf_datasets_conversion 13ms
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_serialize_many_deserialize_many 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_experience_model_experience_conversion 1ms
tests/common/sudoku_test.py::test_9x9_generator_produces_valid_solution 1ms
tests/common/sudoku_test.py::test_9x9_generator_creates_holes 1ms
tests/common/sudoku_test.py::test_9x9_solution_is_fully_filled 1ms
tests/common/sudoku_test.py::test_judge_allows_incomplete_board 1ms
tests/common/sudoku_test.py::test_judge_detects_row_violation 1ms
tests/common/sudoku_test.py::test_judge_detects_column_violation 1ms
tests/common/sudoku_test.py::test_judge_detects_block_violation 1ms
tests/common/sudoku_test.py::test_4x4_generator_produces_valid_solution 1ms
tests/common/sudoku_test.py::test_4x4_solution_is_fully_filled 1ms
tests/common/sudoku_test.py::test_4x4_judge_detects_row_violation 1ms
tests/common/sudoku_test.py::test_4x4_judge_detects_block_violation 1ms
tests/common/vllm_test.py::ModelWrapperTest_0::test_generate 59.1s
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 44.3s
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 42.4s
tests/common/vllm_test.py::TestModelLen_0::test_model_len 32.8s
tests/common/vllm_test.py::TestModelLen_1::test_model_len 27.9s
tests/common/vllm_test.py::TestModelLen_2::test_model_len 27.5s
tests/common/vllm_test.py::TestModelLenWithoutPromptTruncation::test_model_len 27.3s
tests/common/vllm_test.py::TestMessageProcess::test_no_prompt_truncation 26.8s
tests/common/vllm_test.py::TestMessageProcess::test_truncation_status 28.0s
tests/common/vllm_test.py::TestAPIServer::test_api 30.0s
tests/common/vllm_test.py::TestLogprobs::test_logprobs_api 27.6s
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 29.5s
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async ⏭️ 1ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask 558ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 993ms
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 32.6s
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 29.5s
tests/common/vllm_test.py::TestSuperLongGeneration::test_generate 3m 1s
tests/common/vllm_test.py::TestTinkerAPI::test_tinker_api 44.1s
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 1m 40s
tests/explorer/explorer_test.py::TestExplorerEvalDetailedStats::test_explorer 1m 16s
tests/explorer/explorer_test.py::TestExplorerGSM8KRULERNoEval::test_explorer 58.4s
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 3m 3s
tests/explorer/explorer_test.py::ServeTest::test_serve 59.1s
tests/explorer/proxy_test.py::RecorderTest::test_recorder 80ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 5.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_dynamic_timeout 12.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 29.5s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_0 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_1 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_0 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_1 4.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 5.3s
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_over_rollout_min_wait 12.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 14.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 9.4s
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 8.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_stepwise_experience_eid 25.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all 8.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all_timeout_with_multi_batch 13.5s
tests/explorer/scheduler_test.py::TestRunnerStateCollection::test_runner_state_collection 10.0s
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 602ms
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 17ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_complex_workflow 128ms
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 8ms
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 24.1s
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 24.1s
tests/explorer/workflow_test.py::TestWorkflowStateRecording::test_workflow_state_recording 4.0s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v0 1.3s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v1 13ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 138ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner_get_state 8.1s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_with_openai 27.8s
tests/explorer/workflow_test.py::TestConcurrentWorkflowRunner::test_concurrent_workflow_runner 45.7s
tests/manager/log_manager_test.py::TestLogManager::test_file_rotation 2ms
tests/manager/log_manager_test.py::TestLogManager::test_init_and_tracking 1ms
tests/manager/log_manager_test.py::TestLogManager::test_keyword_filter_and_search_pattern 1ms
tests/manager/synchronizer_test.py::TestSynchronizerExit_0::test_synchronizer 1m 46s
tests/manager/synchronizer_test.py::TestSynchronizerExit_1::test_synchronizer 1m 19s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 1m 13s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 1m 13s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 1m 13s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 1m 16s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_4::test_synchronizer 1m 14s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_5::test_synchronizer 1m 15s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 5m 2s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 5m 3s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_2::test_synchronizer 5m 3s
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_no_new_version_logs_warning 3ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_0 2ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_1 4ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_2 2ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_3 2ms
tests/service/data_juicer_test.py::TestDataJuicer::test_config 1.1s
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 21.2s
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 20.2s
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 15.0s
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 3m 42s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 17s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 33s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 6s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 6s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 8s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 1m 19s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 38.1s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 34.9s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 35.2s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 45s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 46s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 31s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 2m 53s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 5m 53s
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 2m 2s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 59s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 21m 28s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer 1m 5s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 24s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 1m 15s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 48.6s
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class ⏭️ 1ms
tests/trainer/trainer_test.py::AgentScopeTunerTest::test_agentscope_tuner 1m 23s
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 2m 1s
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 3ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_verify_math_answer 59ms
tests/utils/eval_utils_test.py::TestEvalUtils::test_is_equiv 4ms
tests/utils/log_test.py::LogTest::test_actor_log 2.0s
tests/utils/log_test.py::LogTest::test_group_by_node 2.0s
tests/utils/log_test.py::LogTest::test_no_actor_log 633ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_0__workspace_tests_utils_plugins 84ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_1_tests_utils_plugins 82ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_0__workspace_tests_utils_plugins 9.2s
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_1_tests_utils_plugins 9.2s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_0__workspace_tests_utils_plugins 5.2s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_1_tests_utils_plugins 5.0s
tests/utils/registry_test.py::TestRegistryWithRay::test_dynamic_import 2.4s
tests/utils/registry_test.py::TestRegistry::test_algorithm_registry_mapping 8ms
tests/utils/registry_test.py::TestRegistry::test_buffer_module_registry_mapping 3ms
tests/utils/registry_test.py::TestRegistry::test_common_module_registry_mapping 53ms
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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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
261 256 0 5 0 0 1h 41m

Skipped

Tests Status
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async skipped ⏭️
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class 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 6ms
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 2ms
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 11.5s
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 6.4s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 2.7s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_0_sft 4.5s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_storage_1_dpo 5.0s
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 158ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 1.5s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 1.4s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 1.3s
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 1.6s
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 2.5s
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 2.2s
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 470ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 6.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 2.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 4.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 3.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 3.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 3.8s
tests/buffer/reader_test.py::TestBufferReader::test_buffer_reader_registration 816ms
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 1.8s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_default_queue_staleness_control_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_default_sample_strategy 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_priority_queue_staleness_control_sample_strategy 1.8s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_sql_staleness_control_sample_strategy 4.4s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_default_sample_strategy 2.1s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_staleness_control_sample_strategy 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_default_sample_strategy 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_staleness_control_sample_strategy 1.8s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_sql_staleness_control_sample_strategy 3.4s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_0 5.7s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_1 2.3s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_task_buffer_read_write 2.8s
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 86ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 65ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 112ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 113ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 113ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_5 116ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_6 130ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_simple 51ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0_file 364ms
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 42ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_3_sql 3.0s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4_file 44ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5_sql 3.3s
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 53.9s
tests/cli/launcher_test.py::TestLauncherMain::test_log_mode 145ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 5.6s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1.2s
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 676ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 15.5s
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 22.0s
tests/common/config_test.py::TestConfig::test_chat_template_path 78ms
tests/common/config_test.py::TestConfig::test_config_flatten 32ms
tests/common/config_test.py::TestConfig::test_continue_from_checkpoint_is_valid 164ms
tests/common/config_test.py::TestConfig::test_default_workflow 78ms
tests/common/config_test.py::TestConfig::test_load_default_config 1.4s
tests/common/config_test.py::TestConfig::test_max_token_len_per_gpu_set_correctly 78ms
tests/common/config_test.py::TestConfig::test_optimizer_config_propagation 77ms
tests/common/config_test.py::TestConfig::test_update_config_from_ray_cluster 169ms
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_deserialize_legacy_pickle_payload 1ms
tests/common/experience_test.py::TestExperience::test_deserialize_single_rejects_batch_payload 1ms
tests/common/experience_test.py::TestExperience::test_dpo_experience 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_serialize_many_deserialize_many 1ms
tests/common/experience_test.py::TestExperience::test_serialize_many_with_shared_multimodal_tensor 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_experience_model_experience_conversion 1ms
tests/common/sudoku_test.py::test_9x9_generator_produces_valid_solution 1ms
tests/common/sudoku_test.py::test_9x9_generator_creates_holes 1ms
tests/common/sudoku_test.py::test_9x9_solution_is_fully_filled 1ms
tests/common/sudoku_test.py::test_judge_allows_incomplete_board 1ms
tests/common/sudoku_test.py::test_judge_detects_row_violation 1ms
tests/common/sudoku_test.py::test_judge_detects_column_violation 1ms
tests/common/sudoku_test.py::test_judge_detects_block_violation 1ms
tests/common/sudoku_test.py::test_4x4_generator_produces_valid_solution 1ms
tests/common/sudoku_test.py::test_4x4_solution_is_fully_filled 1ms
tests/common/sudoku_test.py::test_4x4_judge_detects_row_violation 1ms
tests/common/sudoku_test.py::test_4x4_judge_detects_block_violation 1ms
tests/common/vllm_test.py::ModelWrapperTest_0::test_generate 58.6s
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 41.1s
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 49.9s
tests/common/vllm_test.py::TestModelLen_0::test_model_len 39.3s
tests/common/vllm_test.py::TestModelLen_1::test_model_len 28.1s
tests/common/vllm_test.py::TestModelLen_2::test_model_len 27.3s
tests/common/vllm_test.py::TestModelLenWithoutPromptTruncation::test_model_len 28.5s
tests/common/vllm_test.py::TestMessageProcess::test_no_prompt_truncation 25.0s
tests/common/vllm_test.py::TestMessageProcess::test_truncation_status 24.9s
tests/common/vllm_test.py::TestAPIServer::test_api 30.2s
tests/common/vllm_test.py::TestLogprobs::test_logprobs_api 27.6s
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 29.4s
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async ⏭️ 1ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask 599ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 1.0s
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 32.7s
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 32.1s
tests/common/vllm_test.py::TestSuperLongGeneration::test_generate 3m 1s
tests/common/vllm_test.py::TestTinkerAPI::test_tinker_api 44.1s
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 1m 42s
tests/explorer/explorer_test.py::TestExplorerEvalDetailedStats::test_explorer 1m 14s
tests/explorer/explorer_test.py::TestExplorerGSM8KRULERNoEval::test_explorer 59.9s
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 3m 4s
tests/explorer/explorer_test.py::ServeTest::test_serve 1m 2s
tests/explorer/proxy_test.py::RecorderTest::test_recorder 84ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 4.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_dynamic_timeout 13.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 29.3s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_0 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_non_repeatable_workflow_1 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_0 4.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_metric_calculation_with_repeatable_workflow_1 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 5.3s
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_over_rollout_min_wait 12.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 14.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 8.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 8.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_stepwise_experience_eid 25.0s
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tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all_timeout_with_multi_batch 13.6s
tests/explorer/scheduler_test.py::TestRunnerStateCollection::test_runner_state_collection 10.0s
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tests/explorer/step_wise_workflow_test.py::WorkflowTest::test_reward_propagation_workflow_1 603ms
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 13ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_boxed_workflow 17ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_complex_workflow 130ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_eval_workflow 3ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_fraction_workflow 11ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_workflow 8ms
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 23.8s
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 24.5s
tests/explorer/workflow_test.py::TestWorkflowStateRecording::test_workflow_state_recording 4.0s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v0 1.3s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v1 13ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 137ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner_get_state 8.1s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_with_openai 27.7s
tests/explorer/workflow_test.py::TestConcurrentWorkflowRunner::test_concurrent_workflow_runner 46.6s
tests/manager/log_manager_test.py::TestLogManager::test_file_rotation 1ms
tests/manager/log_manager_test.py::TestLogManager::test_init_and_tracking 1ms
tests/manager/log_manager_test.py::TestLogManager::test_keyword_filter_and_search_pattern 1ms
tests/manager/synchronizer_test.py::TestSynchronizerExit_0::test_synchronizer 2m 46s
tests/manager/synchronizer_test.py::TestSynchronizerExit_1::test_synchronizer 2m 35s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 2m 8s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 1m 43s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 2m 8s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 2m 46s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_4::test_synchronizer 2m 28s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_5::test_synchronizer 2m 49s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 1m 11s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 1m 5s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_2::test_synchronizer 1m 5s
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_no_new_version_logs_warning 5ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_0 2ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_1 3ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_2 2ms
tests/manager/synchronizer_test.py::TestPullLatestWeights::test_pull_latest_weights_3 2ms
tests/service/data_juicer_test.py::TestDataJuicer::test_config 1.1s
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 21.2s
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 20.3s
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 15.2s
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 3m 40s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 18s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 38s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 8s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 6s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 12s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 1m 23s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 38.2s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 36.0s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 35.3s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 43s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 41s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 33s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 2m 53s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 5m 43s
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 2m 2s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 51s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 2m 41s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer 1m 7s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 11s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 1m 15s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 48.4s
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer ⏭️ 1ms
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class ⏭️ 1ms
tests/trainer/trainer_test.py::AgentScopeTunerTest::test_agentscope_tuner 1m 25s
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 2m 4s
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 3ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_verify_math_answer 60ms
tests/utils/eval_utils_test.py::TestEvalUtils::test_is_equiv 5ms
tests/utils/log_test.py::LogTest::test_actor_log 1.9s
tests/utils/log_test.py::LogTest::test_group_by_node 1.9s
tests/utils/log_test.py::LogTest::test_no_actor_log 631ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_0__workspace_tests_utils_plugins 80ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_1_tests_utils_plugins 78ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_0__workspace_tests_utils_plugins 8.9s
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_1_tests_utils_plugins 9.0s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_0__workspace_tests_utils_plugins 5.0s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_1_tests_utils_plugins 5.0s
tests/utils/registry_test.py::TestRegistryWithRay::test_dynamic_import 2.3s
tests/utils/registry_test.py::TestRegistry::test_algorithm_registry_mapping 8ms
tests/utils/registry_test.py::TestRegistry::test_buffer_module_registry_mapping 3ms
tests/utils/registry_test.py::TestRegistry::test_common_module_registry_mapping 53ms
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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