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Bug fix: vlm model with seq parallel#517

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pan-x-c merged 5 commits intoagentscope-ai:mainfrom
chenyushuo:fix/vlm_model_with_seq_paralel
Mar 25, 2026
Merged

Bug fix: vlm model with seq parallel#517
pan-x-c merged 5 commits intoagentscope-ai:mainfrom
chenyushuo:fix/vlm_model_with_seq_paralel

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@chenyushuo chenyushuo commented Mar 18, 2026

Description

  1. Fix VLM sequence parallelism bug with optimized backend in veRL
  2. Fix sequence parallelism bug with Qwen3.5
  3. Upgrade vllm supports to 0.18.0
  4. Bug fix in rearrange_micro_batches

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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/gemini review

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Pull request overview

Fixes sequence-parallel shape mismatches when using veRL optimized (torch/triton) backends, including a targeted patch for Qwen3.5.

Changes:

  • Adds backend-specific monkey patches to slice input_ids/labels to match sequence-parallel hidden-state shapes.
  • Introduces a custom autograd slicing op for Qwen3.5 sequence-parallel output handling.
  • Updates train_batch_size divisibility validation to account for Ulysses sequence parallel size.

Reviewed changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 6 comments.

File Description
trinity/trainer/verl/monkey_patch.py Adds runtime monkey patches for torch/triton optimized backends to correct seq-parallel shape alignment.
trinity/common/patch/qwen3_5.py Adds a custom autograd-based slice and applies it in the seq-parallel decorator for Qwen3.5.
trinity/common/config_validator.py Adjusts batch-size divisibility validation to use the effective data-parallel GPU count under sequence parallelism.

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@chenyushuo chenyushuo requested a review from Copilot March 24, 2026 13:00
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/unittest-all

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Pull request overview

This PR addresses multiple sequence-parallelism correctness issues in the veRL-based trainer integration (including Qwen3.5 and fused-kernel backends), updates the supported vLLM version range to include 0.18.0, and introduces a local replacement for veRL’s rearrange_micro_batches.

Changes:

  • Add stricter sequence-parallel/FSDP validation (including batch-size divisibility under SP).
  • Patch fused-kernel paths to fix VLM SP shape mismatches, and add a Qwen3.5 SP slicing autograd helper.
  • Expand vLLM patch support up to v0.18.0 and monkey-patch veRL seqlen balancing behavior in FSDP workers.

Reviewed changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated 7 comments.

Show a summary per file
File Description
trinity/trainer/verl/verl_config.py Adds SP/FSDP validation including new batch-size divisibility check.
trinity/trainer/verl/utils.py Introduces a local rearrange_micro_batches implementation for seqlen balancing.
trinity/trainer/verl/monkey_patch.py Adds patch_fused_kernels and calls it when applying fused-kernel backends.
trinity/trainer/verl/fsdp_workers.py Monkey-patches veRL’s seqlen_balancing.rearrange_micro_batches in worker init.
trinity/common/patch/qwen3_5.py Adds a custom autograd Slice for Qwen3.5 sequence-parallel slicing behavior.
trinity/common/models/vllm_patch/worker_patch.py Updates version gating to allow vLLM 0.18.0.
trinity/common/config_validator.py Normalizes invalid ulysses_sequence_parallel_size to 1 for veRL trainer.
pyproject.toml Expands optional vLLM dependency upper bound to <=0.18.0.

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
261 256 0 5 0 0 1h 36m

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 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 10.4s
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 7.5s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 3.1s
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 416ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 1.7s
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 2.5s
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 2.1s
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 472ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 6.4s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 2.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 4.0s
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 3.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 4.0s
tests/buffer/reader_test.py::TestBufferReader::test_buffer_reader_registration 1.1s
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 1.8s
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 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_0::test_sql_staleness_control_sample_strategy 4.5s
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 1.7s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_default_sample_strategy 1.8s
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 3.8s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_0 5.8s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_1 2.5s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_task_buffer_read_write 2.9s
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 89ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 68ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 115ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 114ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 114ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_5 117ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_6 131ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_simple 51ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0_file 353ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_1_sql 3.0s
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 2.8s
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 3.6s
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 1m 3s
tests/cli/launcher_test.py::TestLauncherMain::test_log_mode 146ms
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 6.8s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1.2s
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 694ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 4.8s
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 21.3s
tests/common/config_test.py::TestConfig::test_chat_template_path 76ms
tests/common/config_test.py::TestConfig::test_config_flatten 31ms
tests/common/config_test.py::TestConfig::test_continue_from_checkpoint_is_valid 161ms
tests/common/config_test.py::TestConfig::test_default_workflow 76ms
tests/common/config_test.py::TestConfig::test_load_default_config 6.4s
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 403ms
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 1m 3s
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 41.0s
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 48.4s
tests/common/vllm_test.py::TestModelLen_0::test_model_len 28.1s
tests/common/vllm_test.py::TestModelLen_1::test_model_len 41.9s
tests/common/vllm_test.py::TestModelLen_2::test_model_len 32.9s
tests/common/vllm_test.py::TestModelLenWithoutPromptTruncation::test_model_len 28.0s
tests/common/vllm_test.py::TestMessageProcess::test_no_prompt_truncation 27.1s
tests/common/vllm_test.py::TestMessageProcess::test_truncation_status 26.5s
tests/common/vllm_test.py::TestAPIServer::test_api 29.5s
tests/common/vllm_test.py::TestLogprobs::test_logprobs_api 24.3s
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 25.7s
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async ⏭️ 1ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask 527ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 978ms
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 32.5s
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 26.1s
tests/common/vllm_test.py::TestSuperLongGeneration::test_generate 1m 26s
tests/common/vllm_test.py::TestTinkerAPI::test_tinker_api 43.2s
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 1m 44s
tests/explorer/explorer_test.py::TestExplorerEvalDetailedStats::test_explorer 1m 10s
tests/explorer/explorer_test.py::TestExplorerGSM8KRULERNoEval::test_explorer 56.8s
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 3m 2s
tests/explorer/explorer_test.py::ServeTest::test_serve 1m 2s
tests/explorer/proxy_test.py::RecorderTest::test_recorder 82ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 4.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 5.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_dynamic_timeout 12.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 29.6s
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 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 5.4s
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 4.9s
tests/explorer/scheduler_test.py::SchedulerTest::test_over_rollout_min_wait 13.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 15.2s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 9.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 7.9s
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 13.9s
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 13ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_boxed_workflow 17ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_complex_workflow 774ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_eval_workflow 3ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_fraction_workflow 12ms
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 101ms
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 20.2s
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 20.6s
tests/explorer/workflow_test.py::TestWorkflowStateRecording::test_workflow_state_recording 4.0s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v0 695ms
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v1 14ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 136ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner_get_state 8.1s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_with_openai 24.1s
tests/explorer/workflow_test.py::TestConcurrentWorkflowRunner::test_concurrent_workflow_runner 42.1s
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 16s
tests/manager/synchronizer_test.py::TestSynchronizerExit_1::test_synchronizer 2m 33s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 2m 7s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 1m 49s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 2m 3s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 2m 50s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_4::test_synchronizer 2m 22s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_5::test_synchronizer 2m 46s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 1m 7s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 1m 2s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_2::test_synchronizer 1m 2s
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 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 834ms
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 21.0s
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 20.1s
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 14.9s
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 3m 34s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 1s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 33s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 3s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 5s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 4s
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 37.9s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 35.6s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 34.8s
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 44s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 30s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_0_fsdp::test_trainer 2m 53s
tests/trainer/trainer_test.py::TestTrainerCheckpointSave_1_megatron::test_trainer 5m 42s
tests/trainer/trainer_test.py::TestTrainerMIX::test_trainer 1m 57s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 53s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 1m 58s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer 1m 4s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 15s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 1m 3s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 44.3s
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 15s
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 2m
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 885ms
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 9.1s
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 4.9s
tests/utils/registry_test.py::TestRegistryWithRay::test_dynamic_import 2.6s
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 56ms
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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@pan-x-c pan-x-c merged commit b15f765 into agentscope-ai:main Mar 25, 2026
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