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@chenyushuo chenyushuo commented Feb 9, 2026

Description

  1. Modified the tokenizer in TinkerModel to directly retrieve it from the sample client.

  2. Updated the SFTFormatter, vLLMRolloutModel, SimpleMMWorkflow, mm_utils.py, verl_trainer.py and trainer/verl/utils.py to enhance multimodal processing capabilities, enabling compatibility with Qwen-series vision-language models and moonshotai/Kimi-VL-A3B-Thinking.

  3. Remove pad_token_id in config.

  4. Add trust_remote_code to config.

  5. Add get_model_class for fsdp worker and fsdp checkpoint manager.

  6. Bug fix in chord_policy_loss.py.

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

…om the sample client.

2. Updated the `SFTFormatter`, `vLLMRolloutModel`, `SimpleMMWorkflow`,  `mm_utils.py`, `verl_trainer.py` and `trainer/verl/utils.py` to enhance multimodal processing capabilities, enabling compatibility with Qwen-series vision-language models.
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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 enhances the framework's support for Vision-Language (VL) models, particularly the Qwen-series. The changes streamline how multimodal inputs are processed and handled throughout the system, from data formatting and model interaction to training. By integrating multimodal capabilities directly into core chat and generate methods and updating underlying utility functions, the PR aims to simplify the development and deployment of VL models while ensuring compatibility with newer versions of vLLM and transformers.

Highlights

  • Enhanced Multimodal Processing: The core framework has been significantly updated to improve support for Vision-Language (VL) models, particularly the Qwen-series. This includes refactoring data formatting and integrating new utility functions for multimodal input handling.
  • Streamlined API for Multimodal Inputs: Several multimodal-specific API methods (e.g., generate_mm, chat_mm) in vLLMRolloutModel and ModelWrapper have been deprecated. Multimodal input handling is now integrated directly into the general chat and generate methods, simplifying model interaction.
  • Dependency Updates: The required versions for vllm and transformers have been updated across example configurations and pyproject.toml to ensure compatibility with the latest features and improvements.
  • Tokenizer Initialization Improvement: The TinkerModel now directly retrieves its tokenizer from the model instance, simplifying the initialization process.
  • Integrated Multimodal Training Data Handling: The verl_trainer now uses a more integrated approach for processing multimodal training data, leveraging the model's processor to correctly handle position IDs and multimodal inputs during the conversion to DataProto.
Changelog
  • examples/grpo_vlm/README.md
    • Updated vllm requirement from >=0.9.1,<0.10.0 to >=0.10.2.
    • Updated transformers requirement from <4.53.0 to >=4.54.0.
  • examples/mix_vlm/README.md
    • Updated vllm requirement from >=0.9.1,<0.10.0 to >=0.10.2.
    • Updated transformers requirement from <4.53.0 to >=4.54.0.
  • pyproject.toml
    • Updated tinker dependency to tinker>=0.10.0.
    • Added transformers>=4.54.0 to the mm extra dependencies.
  • trinity/buffer/schema/formatter.py
    • Removed fallback to self.tokenizer.chat_template for self.chat_template initialization.
    • Removed mm_data parameter from _messages_to_experience method signature.
    • Refactored multimodal experience conversion logic, removing load_mm_data and convert_mm_data_to_experiences and integrating new mm_utils functions.
    • Modified format method to use build_mm_message for user content when multimodal data is present.
  • trinity/common/models/mm_utils.py
    • Updated comment to include support for Qwen2.5/3 VL series.
    • Introduced build_multi_modal_data for preprocessing multimodal data.
    • Introduced build_mm_input_for_training for creating multimodal inputs for training.
    • Introduced build_mm_message for constructing multimodal messages.
    • Introduced has_multi_modal_content to check for multimodal content in messages.
    • Deprecated build_multi_modal_inputs and convert_messages_to_mm_format.
  • trinity/common/models/model.py
    • Added @Deprecated decorator to generate_mm, generate_mm_async, chat_mm, and chat_mm_async methods.
  • trinity/common/models/tinker_model.py
    • Modified _initialize_tokenizer to retrieve the tokenizer directly from self.model instead of trainer_client.
  • trinity/common/models/vllm_model.py
    • Updated imports to include Union and new mm_utils functions.
    • Made _initialize_processor an async method and ensured it calls _initialize_tokenizer.
    • Refactored chat method to handle multimodal messages by dynamically using the processor and preparing multimodal prompts.
    • Modified generate method to accept Union[str, Dict] for prompt, allowing it to process both text and multimodal inputs, and to include multi_modal_inputs in the Experience object.
    • Added @Deprecated decorator to chat_mm and generate_mm methods.
  • trinity/common/workflows/simple_mm_workflow.py
    • Imported build_mm_message.
    • Added format_messages method to construct messages using build_mm_message.
    • Simplified reset method to directly access images/videos from the raw task data.
    • Removed explicit calls to chat_mm and chat_mm_async, relying on the refactored chat and chat_async methods to handle multimodal content.
  • trinity/trainer/verl/utils.py
    • Imported ProcessorMixin.
    • Modified to_data_proto to accept a processor argument.
    • Updated to_data_proto to use the provided processor for calculating position_ids and handling multi_modal_inputs for multimodal experiences.
  • trinity/trainer/verl_trainer.py
    • Removed DataProto import.
    • Removed self.pad_token_id attribute initialization.
    • Updated train_step to pass self.tokenizer.pad_token_id and self.processor to to_data_proto.
    • Removed the post_process_batch method.
Activity
  • The pull request is currently marked as 'Work In Progress' (WIP).
  • The author has provided a checklist for code readiness, indicating ongoing development and self-review.
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Code Review

This pull request significantly enhances support for Vision-Language models by refactoring the multi-modal data processing pipeline. The changes centralize logic, unify text and multi-modal generation paths, and simplify higher-level components like workflows, which is a great architectural improvement. However, I've identified a critical bug due to a missing import, along with some high-severity concerns regarding potential data loss of attention_mask and inadequate error handling that could lead to an IndexError. Please review the detailed comments for suggestions on how to address these issues.

2. Fix `GPUMemoryValidator` for VL model
2. Remove `pad_token_id` in config.
3. Add `trust_remote_code` to config.
4. Add `get_model_class` for fsdp worker and fsdp checkpoint manager.
@chenyushuo chenyushuo changed the title [WIP] Enhance support for VL models Enhance support for VL models Feb 11, 2026
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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
27 22 1 4 0 0 44m 1s

Failed Tests

Failed Tests ❌ Fail Message
❌ tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer The test failed in the call phase due to an assertion error

Skipped

Tests Status
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class skipped ⏭️
tests/trainer/trainer_test.py::AgentScopeTunerTest::test_agentscope_tuner skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 4m 5s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 15s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 40s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 6s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 5s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 5s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 1m 9s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 1.1s
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 33.3s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 29.9s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 29.9s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 35s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 39s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 24s
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 1m 52s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 47s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 1m 52s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer ⏭️ 1.1s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 16s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 1m 2s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 47.5s
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 ⏭️ 1ms
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 2m

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
27 22 2 3 0 0 44m 50s

Failed Tests

Failed Tests ❌ Fail Message
❌ tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer The test failed in the call phase due to an assertion error
❌ tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer The test failed in the call phase due to an assertion error

Skipped

Tests Status
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer skipped ⏭️
tests/trainer/trainer_test.py::TestTinkerTrainer::test_trainer_class skipped ⏭️
tests/trainer/trainer_test.py::AgentScopeTunerTest::test_agentscope_tuner skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 4m
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 16s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 47s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 9s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 1s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 7s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 1m 9s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 1.4s
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 32.5s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 29.8s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 29.8s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 40s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 37s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 24s
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 45s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 1m 54s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer 36.2s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 14s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 56.1s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 47.3s
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 ⏭️ 1ms
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 1m 56s

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
27 25 0 2 0 0 48m 51s

Skipped

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

Tests

Test Name Status Flaky Duration
tests/trainer/trainer_test.py::TestTrainerCountdown_0_fsdp::test_trainer 4m 8s
tests/trainer/trainer_test.py::TestTrainerCountdown_1_megatron::test_trainer 5m 12s
tests/trainer/trainer_test.py::TestStepAheadAsyncRL::test_trainer 1m 36s
tests/trainer/trainer_test.py::TestTrainerGSM8K_0_fsdp::test_trainer 1m 7s
tests/trainer/trainer_test.py::TestTrainerGSM8K_1_fsdp2::test_trainer 1m 3s
tests/trainer/trainer_test.py::TestTrainerGSM8K_2_fsdp::test_trainer 1m 7s
tests/trainer/trainer_test.py::TestTrainerGSM8K_3_fsdp2::test_trainer 1m 12s
tests/trainer/trainer_test.py::TestTrainerSFTWarmupGSM8K::test_trainer 2m 17s
tests/trainer/trainer_test.py::TestTrainerDPO::test_trainer 35.3s
tests/trainer/trainer_test.py::TestTrainerSFT::test_trainer 29.4s
tests/trainer/trainer_test.py::TestTrainerToolsSFT::test_trainer_tools 31.9s
tests/trainer/trainer_test.py::TestFullyAsyncMode_0_fsdp::test_fully_async_mode 1m 37s
tests/trainer/trainer_test.py::TestFullyAsyncMode_1_fsdp::test_fully_async_mode 1m 38s
tests/trainer/trainer_test.py::TestFullyAsyncMode_2_megatron::test_fully_async_mode 2m 24s
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 1m 56s
tests/trainer/trainer_test.py::TestServeWithTrainer::test_serve_with_trainer 1m 43s
tests/trainer/trainer_test.py::TestMultiModalGRPO::test_trainer 1m 54s
tests/trainer/trainer_test.py::TestMultiModalSFT::test_trainer 1m 6s
tests/trainer/trainer_test.py::TestTrainerLoRA::test_trainer 3m 9s
tests/trainer/trainer_test.py::TestOverRollout::test_trainer 1m 1s
tests/trainer/trainer_test.py::TestTrainerPromptTruncation::test_trainer 44.8s
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 13s
tests/trainer/trainer_test.py::ColocateModeTest::test_trainer 2m 6s

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/unittest-module-algorithm

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/unittest-module-buffer

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/unittest-module-common

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
27 27 0 0 0 0 3.1s

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

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
48 48 0 0 0 0 1m 43s

Tests

Test Name Status Flaky Duration
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_experience_pipeline 11.5s
tests/buffer/experience_pipeline_test.py::TestExperiencePipeline::test_pass_rate_calculation 5.8s
tests/buffer/experience_storage_test.py::ExperienceStorageTest::test_sql_experience_buffer 2.3s
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 4.6s
tests/buffer/file_test.py::TestFileBuffer::test_file_reader 431ms
tests/buffer/file_test.py::TestFileBuffer::test_file_writer 1.5s
tests/buffer/formatter_test.py::TestFormatter::test_dpo_messages_formatter 558ms
tests/buffer/formatter_test.py::TestFormatter::test_dpo_plaintext_formatter 483ms
tests/buffer/formatter_test.py::TestFormatter::test_multi_modal_sft_formatter 841ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_messages_formatter 993ms
tests/buffer/formatter_test.py::TestFormatter::test_sft_plaintext_formatter 733ms
tests/buffer/formatter_test.py::TestFormatter::test_task_formatter 231ms
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_buffer_reuse 6.5s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_capacity 2.3s
tests/buffer/queue_test.py::TestQueueBuffer::test_priority_queue_reuse_count_control 4.2s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_0_queue 3.2s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_1_priority_queue 3.1s
tests/buffer/queue_test.py::TestQueueBuffer::test_queue_buffer_capacity 3.8s
tests/buffer/reader_test.py::TestBufferReader::test_buffer_reader_registration 745ms
tests/buffer/reward_shaping_mapper_test.py::TestRewardShapingMapper::test_basic_usage 6ms
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 1.8s
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 4.0s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_default_sample_strategy 2.0s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_default_queue_staleness_control_sample_strategy 1.8s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_default_sample_strategy 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_priority_queue_staleness_control_sample_strategy 1.6s
tests/buffer/sample_strategy_test.py::ExperienceStorageTest_1::test_sql_staleness_control_sample_strategy 3.1s
tests/buffer/sql_test.py::TestSQLBuffer::test_sql_exp_buffer_read_write_0 5.3s
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 2.7s
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_0 71ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_1 56ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_2 89ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_3 89ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_4 89ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_5 92ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_6 106ms
tests/buffer/task_scheduler_test.py::TestTaskScheduler::test_task_scheduler_simple 46ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_0_file 262ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_1_sql 2.8s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_2_file 41ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_3_sql 2.7s
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_4_file 42ms
tests/buffer/task_storage_test.py::TaskStorageTest::test_read_task_5_sql 3.1s

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Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
5 5 0 0 0 0 1m 13s

Tests

Test Name Status Flaky Duration
tests/cli/launcher_test.py::TestLauncherMain::test_debug_mode 49.9s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_command 5.8s
tests/cli/launcher_test.py::TestLauncherMain::test_main_run_in_dlc 1.2s
tests/cli/launcher_test.py::TestLauncherMain::test_main_studio_command 914ms
tests/cli/launcher_test.py::TestLauncherMain::test_multi_stage_run 14.4s

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Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
55 54 0 1 0 0 10m 42s

Skipped

Tests Status
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/common/config_test.py::TestConfig::test_all_examples_are_valid 22.7s
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 161ms
tests/common/config_test.py::TestConfig::test_default_workflow 76ms
tests/common/config_test.py::TestConfig::test_load_default_config 3.9s
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 77ms
tests/common/config_test.py::TestConfig::test_update_config_from_ray_cluster 1.6s
tests/common/experience_test.py::TestEID::test_eid_properties 1ms
tests/common/experience_test.py::TestExperience::test_action_mask_and_logprobs_type 1ms
tests/common/experience_test.py::TestExperience::test_assertions 1ms
tests/common/experience_test.py::TestExperience::test_dpo_experience 1ms
tests/common/experience_test.py::TestExperience::test_gather 1ms
tests/common/experience_test.py::TestExperience::test_gather_with_token_level_reward 1ms
tests/common/experience_test.py::TestExperience::test_hf_datasets_conversion 14ms
tests/common/experience_test.py::TestExperience::test_multi_turn_experience 1ms
tests/common/experience_test.py::TestExperience::test_serialize_deserialize 1ms
tests/common/experience_test.py::TestExperience::test_single_turn_experience 1ms
tests/common/experience_test.py::TestExperience::test_to_dict 1ms
tests/common/experience_test.py::TestExperienceConversion::test_batch_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_dpo_experience_batch_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_experience_model_experience_conversion 1ms
tests/common/experience_test.py::TestExperienceConversion::test_gather_experiences_with_custom_fields 1ms
tests/common/experience_test.py::TestExperienceConversion::test_multiturn_experience_batch_converstion 1ms
tests/common/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 57.1s
tests/common/vllm_test.py::ModelWrapperTest_1::test_generate 38.9s
tests/common/vllm_test.py::ModelWrapperTest_2::test_generate 37.6s
tests/common/vllm_test.py::TestModelLen_0::test_model_len 32.0s
tests/common/vllm_test.py::TestModelLen_1::test_model_len 25.1s
tests/common/vllm_test.py::TestModelLen_2::test_model_len 27.2s
tests/common/vllm_test.py::TestModelLenWithoutPromptTruncation::test_model_len 27.6s
tests/common/vllm_test.py::TestMessageProcess::test_no_prompt_truncation 27.0s
tests/common/vllm_test.py::TestMessageProcess::test_truncation_status 27.7s
tests/common/vllm_test.py::TestAPIServer::test_api 28.5s
tests/common/vllm_test.py::TestLogprobs::test_logprobs_api 26.7s
tests/common/vllm_test.py::TestAsyncAPIServer::test_api_async 28.0s
tests/common/vllm_test.py::TestTinkerAsyncAPIServer::test_api_async ⏭️ 1ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask 265ms
tests/common/vllm_test.py::TestTokenizer::test_action_mask_with_tools 255ms
tests/common/vllm_test.py::TestAPIServerToolCall_0_deepseek_r1::test_api_tool_calls 32.2s
tests/common/vllm_test.py::TestAPIServerToolCall_1::test_api_tool_calls 27.9s
tests/common/vllm_test.py::TestSuperLongGeneration::test_generate 2m 5s
tests/common/vllm_test.py::TestTinkerAPI::test_tinker_api 41.0s

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
49 49 0 0 0 0 13m 11s

Tests

Test Name Status Flaky Duration
tests/explorer/explorer_test.py::TestExplorerCountdownEval::test_explorer 1m 49s
tests/explorer/explorer_test.py::TestExplorerEvalDetailedStats::test_explorer 1m 12s
tests/explorer/explorer_test.py::TestExplorerGSM8KRULERNoEval::test_explorer 58.1s
tests/explorer/explorer_test.py::TestExplorerGSM8k::test_explorer 2m 59s
tests/explorer/explorer_test.py::ServeTest::test_serve 55.1s
tests/explorer/proxy_test.py::RecorderTest::test_recorder 64ms
tests/explorer/scheduler_test.py::SchedulerTest::test_async_workflow 5.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_concurrent_operations 4.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_dynamic_timeout 13.0s
tests/explorer/scheduler_test.py::SchedulerTest::test_get_results 29.1s
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 4.5s
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 4.6s
tests/explorer/scheduler_test.py::SchedulerTest::test_multi_step_execution 5.1s
tests/explorer/scheduler_test.py::SchedulerTest::test_non_repeatable_workflow 4.7s
tests/explorer/scheduler_test.py::SchedulerTest::test_over_rollout_min_wait 12.5s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_all_methods 14.5s
tests/explorer/scheduler_test.py::SchedulerTest::test_scheduler_restart_after_stop 8.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_split_tasks 8.4s
tests/explorer/scheduler_test.py::SchedulerTest::test_stepwise_experience_eid 24.8s
tests/explorer/scheduler_test.py::SchedulerTest::test_wait_all 7.9s
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 9.5s
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 26ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_boxed_workflow 16ms
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 11ms
tests/explorer/workflow_test.py::WorkflowTest::test_math_workflow 7ms
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 22.4s
tests/explorer/workflow_test.py::MultiTurnWorkflowTest_1::test_multi_turn_workflow 22.8s
tests/explorer/workflow_test.py::TestWorkflowStateRecording::test_workflow_state_recording 4.0s
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v0 772ms
tests/explorer/workflow_test.py::TestAgentScopeWorkflowAdapter::test_adapter_v1 14ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner 137ms
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_runner_get_state 8.0s
tests/explorer/workflow_test.py::TestWorkflowRunner::test_workflow_with_openai 27.1s
tests/explorer/workflow_test.py::TestConcurrentWorkflowRunner::test_concurrent_workflow_runner 44.2s

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
16 16 0 0 0 0 22m 3s

Tests

Test Name Status Flaky Duration
tests/manager/synchronizer_test.py::TestSynchronizerExit_0::test_synchronizer 2m 51s
tests/manager/synchronizer_test.py::TestSynchronizerExit_1::test_synchronizer 2m 29s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_0::test_synchronizer 2m 8s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_1::test_synchronizer 1m 34s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_2::test_synchronizer 2m 2s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_3::test_synchronizer 2m 39s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_4::test_synchronizer 2m 24s
tests/manager/synchronizer_test.py::TestStateDictBasedSynchronizer_5::test_synchronizer 2m 35s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_0::test_synchronizer 1m 8s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_1::test_synchronizer 1m 2s
tests/manager/synchronizer_test.py::TestNCCLBasedSynchronizer_2::test_synchronizer 1m 3s
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 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

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Summary

Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
4 4 0 0 0 0 1m 7s

Tests

Test Name Status Flaky Duration
tests/service/data_juicer_test.py::TestDataJuicer::test_config 1.3s
tests/service/data_juicer_test.py::TestDataJuicer::test_server_start 20.8s
tests/service/data_juicer_test.py::TestDataJuicerExperiencePipeline::test_data_juicer_operators 24.1s
tests/service/data_juicer_test.py::TestDataJuicerTaskPipeline::test_data_juicer_task_pipeline 16.4s

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Tests 📝 Passed ✅ Failed ❌ Skipped ⏭️ Other ❓ Flaky 🍂 Duration ⏱️
28 27 0 1 0 0 40.6s

Skipped

Tests Status
tests/utils/swanlab_test.py::TestSwanlabMonitor::test_swanlab_monitor_smoke skipped ⏭️

Tests

Test Name Status Flaky Duration
tests/utils/eval_utils_test.py::TestComputeScore::test_both_boxed_and_equivalent 10ms
tests/utils/eval_utils_test.py::TestComputeScore::test_both_boxed_and_not_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_empty_ground_truth 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_empty_solution_string 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_multiple_boxed_answers_in_solution 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_boxed_truth_raw_and_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_boxed_truth_raw_and_not_equivalent 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_not_boxed 1ms
tests/utils/eval_utils_test.py::TestComputeScore::test_solution_raw_and_ground_truth_boxed_equivalent 1ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_extract_answer 3ms
tests/utils/eval_utils_test.py::TestMathEvalUtils::test_verify_math_answer 72ms
tests/utils/eval_utils_test.py::TestEvalUtils::test_is_equiv 4ms
tests/utils/log_test.py::LogTest::test_actor_log 5.5s
tests/utils/log_test.py::LogTest::test_group_by_node 1.8s
tests/utils/log_test.py::LogTest::test_no_actor_log 607ms
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_local_0__workspace_tests_utils_plugins 81ms
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 8.6s
tests/utils/plugin_test.py::TestPluginLoader::test_load_plugins_remote_1_tests_utils_plugins 8.7s
tests/utils/plugin_test.py::TestPluginLoader::test_passing_custom_class_0__workspace_tests_utils_plugins 4.8s
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 2.1s
tests/utils/registry_test.py::TestRegistry::test_algorithm_registry_mapping 24ms
tests/utils/registry_test.py::TestRegistry::test_buffer_module_registry_mapping 20ms
tests/utils/registry_test.py::TestRegistry::test_common_module_registry_mapping 370ms
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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