Add files using upload-large-folder tool

.gitattributes

@@ -120,3 +120,4 @@ checkpoints/simpleqa/offpsd_nll_gt_qwen3_4b_n1_t0_20260428/step_270/policy/token
 checkpoints/simpleqa/opsd_forward_kl_gt_qwen3_1_7b_20260428/step_270/policy/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 checkpoints/simpleqa/opsd_forward_kl_gt_qwen3_1_7b_n1_t0_20260428/step_270/policy/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 checkpoints/simpleqa/opsd_forward_kl_gt_qwen3_4b_n1_t0_20260428/step_270/policy/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb/wandb/run-20260501_000455-8gjwab51/run-8gjwab51.wandb filter=lfs diff=lfs merge=lfs -text

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209/logs/exp_001/wandb/wandb/run-20260430_191612-mtbc5d7g/files/config.yaml

@@ -0,0 +1,381 @@
+_wandb:
+    value:
+        cli_version: 0.25.1
+        e:
+            v01kaxwhu6kg45ce3zzgxv98qesdr3jr:
+                args:
+                    - --config
+                    - /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/opsd_distillation_config.yaml
+                    - policy.model_name=/home/pj24003162/ku40003404/jiarui/models/Qwen3-1.7B
+                    - policy.dtensor_cfg.tensor_parallel_size=4
+                    - policy.dtensor_cfg.context_parallel_size=1
+                    - policy.max_total_sequence_length=10000
+                    - policy.generation.max_new_tokens=8192
+                    - policy.generation.vllm_cfg.tensor_parallel_size=4
+                    - policy.generation.vllm_cfg.gpu_memory_utilization=0.7
+                    - policy.logprob_batch_size=1
+                    - policy.dtensor_cfg.cpu_offload=true
+                    - policy.dtensor_cfg.activation_checkpointing=true
+                    - paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd
+                    - paths.data_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/data/math_operations/primitive_atomic_balanced_sft_50k
+                    - checkpointing.checkpoint_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209
+                    - logger.log_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209/logs
+                    - logger.wandb.project=mix-teachers-opsd
+                    - logger.wandb.name=opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-1.7B
+                    - logger.tensorboard.log_dir=tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-1-7b-n1-t0
+                    - cluster.gpus_per_node=4
+                    - cluster.num_nodes=1
+                    - loss_fn.kl_type=forward
+                    - loss_fn.zero_outside_topk=false
+                    - distillation.ema_decay=1.0
+                    - distillation.topk_logits_k=64
+                    - distillation.num_prompts_per_step=16
+                    - distillation.num_generations_per_prompt=1
+                    - distillation.val_period=20
+                    - distillation.max_num_epochs=1
+                    - checkpointing.save_per_epoch=false
+                    - distillation.max_num_steps=100
+                    - checkpointing.save_period=20
+                    - checkpointing.save_optimizer=false
+                    - checkpointing.keep_top_k=null
+                    - checkpointing.metric_name=null
+                    - policy.train_global_batch_size=16
+                    - policy.generation_batch_size=16
+                    - policy.generation.temperature=0.0
+                    - policy.optimizer.kwargs.lr=3.0e-5
+                    - policy.optimizer.kwargs.weight_decay=0.01
+                    - 'policy.scheduler=[{name: "torch.optim.lr_scheduler.LinearLR", kwargs: {start_factor: 0.1, end_factor: 1.0, total_iters: 20}}, {name: "torch.optim.lr_scheduler.ConstantLR", kwargs: {factor: 1.0, total_iters: 10000000000}}, {milestones: [20]}]'
+                codePath: mix_teachers/train/math_operations_opsd/run_opsd.py
+                codePathLocal: run_opsd.py
+                cpu_count: 120
+                cpu_count_logical: 120
+                disk:
+                    /:
+                        total: "511749718016"
+                        used: "23006543872"
+                email: jiaruil5@andrew.cmu.edu
+                executable: /home/pj24003162/ku40003404/miniconda3/envs/opsd/bin/python3
+                git:
+                    commit: 27b1e5638b7e38567e7e4973ce8b47949dc28894
+                    remote: https://github.com/jiarui-liu/TeacherMix.git
+                host: b0022
+                memory:
+                    total: "1081436749824"
+                os: Linux-4.18.0-477.27.1.el8_8.x86_64-x86_64-with-glibc2.28
+                program: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/run_opsd.py
+                python: CPython 3.11.15
+                root: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209/logs/exp_001/wandb
+                startedAt: "2026-04-30T10:16:12.999148Z"
+                writerId: v01kaxwhu6kg45ce3zzgxv98qesdr3jr
+        m:
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+              "5": 2
+              "6":
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+            - "1": ray/ray_step
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+        python_version: 3.11.15
+        t:
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+            "4": 3.11.15
+            "5": 0.25.1
+            "6": 4.57.1
+            "12": 0.25.1
+            "13": linux-x86_64
+checkpointing:
+    value:
+        checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209
+        checkpoint_must_save_by: null
+        enabled: true
+        higher_is_better: true
+        keep_top_k: null
+        metric_name: null
+        model_save_format: safetensors
+        save_consolidated: false
+        save_optimizer: false
+        save_per_epoch: false
+        save_period: 20
+cluster:
+    value:
+        gpus_per_node: 4
+        num_nodes: 1
+data:
+    value:
+        default:
+            env_name: math
+            prompt_file: null
+            system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+        max_input_seq_length: 10000
+        shuffle: true
+        train:
+            - dataset_name: math_ops_opsd
+              env_name: math
+              processor: math_ops_opsd
+              prompt_file: null
+              system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+        validation:
+            - dataset_name: math_ops_opsd_val
+              env_name: math
+              processor: math_ops_opsd
+              prompt_file: null
+              system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+distillation:
+    value:
+        ema_decay: 1
+        max_num_epochs: 1
+        max_num_steps: 100
+        max_rollout_turns: 1
+        max_val_samples: 200
+        num_generations_per_prompt: 1
+        num_prompts_per_step: 16
+        rollout_policy: student
+        seed: 42
+        topk_logits_k: 64
+        val_at_end: true
+        val_at_start: true
+        val_batch_size: 32
+        val_period: 20
+env:
+    value:
+        math:
+            num_workers: 8
+logger:
+    value:
+        gpu_monitoring:
+            collection_interval: 10
+            flush_interval: 10
+        log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209/logs/exp_001
+        mlflow_enabled: false
+        monitor_gpus: true
+        num_val_samples_to_print: 5
+        swanlab_enabled: false
+        tensorboard:
+            log_dir: tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-1-7b-n1-t0
+        tensorboard_enabled: true
+        wandb:
+            entity: mathrl-jiarui
+            name: opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-1.7B
+            project: mix-teachers-opsd
+        wandb_enabled: true
+loss_fn:
+    value:
+        kl_type: forward
+        mixed_kl_weight: 0.5
+        zero_outside_topk: false
+paths:
+    value:
+        base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd
+        checkpoint_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/math_operations/opsd_nemo_rl
+        data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/math_operations/primitive_atomic_balanced_sft_50k
+        log_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/math_operations/opsd_nemo_rl/logs
+        model_search_dirs:
+            - /home/fs01/yw2349/jiarui/mathrl_data/models
+policy:
+    value:
+        dtensor_cfg:
+            _v2: true
+            activation_checkpointing: true
+            context_parallel_size: 1
+            cpu_offload: true
+            custom_parallel_plan: null
+            enabled: true
+            sequence_parallel: false
+            tensor_parallel_size: 4
+        dynamic_batching:
+            enabled: true
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        generation:
+            _pad_token_id: 151643
+            backend: vllm
+            colocated:
+                enabled: true
+                resources:
+                    gpus_per_node: null
+                    num_nodes: null
+            max_new_tokens: 8192
+            stop_strings: null
+            stop_token_ids:
+                - 151645
+            temperature: 0
+            top_k: null
+            top_p: 1
+            vllm_cfg:
+                async_engine: false
+                distributed_executor_backend: null
+                enforce_eager: false
+                expert_parallel_size: 1
+                gpu_memory_utilization: 0.7
+                kv_cache_dtype: auto
+                load_format: dummy
+                max_model_len: 10000
+                num_first_layers_in_bf16: 0
+                num_last_layers_in_bf16: 0
+                pipeline_parallel_size: 1
+                precision: bfloat16
+                skip_tokenizer_init: true
+                tensor_parallel_size: 4
+                use_deep_gemm: false
+        generation_batch_size: 16
+        logprob_batch_size: 1
+        logprob_chunk_size: null
+        make_sequence_length_divisible_by: 8
+        max_grad_norm: 1
+        max_total_sequence_length: 10000
+        megatron_cfg:
+            enabled: false
+        model_name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-1.7B
+        offload_optimizer_for_logprob: false
+        optimizer:
+            kwargs:
+                betas:
+                    - 0.9
+                    - 0.95
+                eps: 1e-08
+                foreach: false
+                fused: false
+                lr: 3e-05
+                weight_decay: 0.01
+            name: torch.optim.AdamW
+        precision: bfloat16
+        scheduler:
+            - kwargs:
+                end_factor: 1
+                start_factor: 0.1
+                total_iters: 20
+              name: torch.optim.lr_scheduler.LinearLR
+            - kwargs:
+                factor: 1
+                total_iters: 10000000000
+              name: torch.optim.lr_scheduler.ConstantLR
+            - milestones:
+                - 20
+        sequence_packing:
+            algorithm: modified_first_fit_decreasing
+            enabled: false
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        tokenizer:
+            chat_template_kwargs:
+                enable_thinking: false
+            name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-1.7B
+        train_global_batch_size: 16
+        train_micro_batch_size: 1
+teacher:
+    value:
+        dtensor_cfg:
+            _v2: true
+            activation_checkpointing: true
+            context_parallel_size: 1
+            cpu_offload: true
+            custom_parallel_plan: null
+            enabled: true
+            sequence_parallel: false
+            tensor_parallel_size: 4
+        dynamic_batching:
+            enabled: true
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        generation:
+            backend: vllm
+            colocated:
+                enabled: true
+                resources:
+                    gpus_per_node: null
+                    num_nodes: null
+            max_new_tokens: 8192
+            stop_strings: null
+            stop_token_ids: null
+            temperature: 1
+            top_k: null
+            top_p: 1
+            vllm_cfg:
+                async_engine: false
+                distributed_executor_backend: null
+                enforce_eager: false
+                expert_parallel_size: 1
+                gpu_memory_utilization: 0.7
+                kv_cache_dtype: auto
+                max_model_len: 10000
+                num_first_layers_in_bf16: 0
+                num_last_layers_in_bf16: 0
+                pipeline_parallel_size: 1
+                precision: bfloat16
+                tensor_parallel_size: 4
+                use_deep_gemm: false
+        generation_batch_size: 16
+        logprob_batch_size: 1
+        logprob_chunk_size: null
+        make_sequence_length_divisible_by: 8
+        max_grad_norm: 1
+        max_total_sequence_length: 10000
+        megatron_cfg:
+            enabled: false
+        model_name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-1.7B
+        offload_optimizer_for_logprob: false
+        optimizer:
+            kwargs:
+                betas:
+                    - 0.9
+                    - 0.95
+                eps: 1e-08
+                foreach: false
+                fused: false
+                lr: 5e-06
+                weight_decay: 0.01
+            name: torch.optim.AdamW
+        precision: bfloat16
+        scheduler:
+            - kwargs:
+                end_factor: 1
+                start_factor: 0.1
+                total_iters: 20
+              name: torch.optim.lr_scheduler.LinearLR
+            - kwargs:
+                factor: 1
+                total_iters: 10000000000
+              name: torch.optim.lr_scheduler.ConstantLR
+            - milestones: []
+        sequence_packing:
+            algorithm: modified_first_fit_decreasing
+            enabled: false
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        tokenizer:
+            chat_template_kwargs:
+                enable_thinking: false
+            name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-1.7B
+        train_global_batch_size: 16
+        train_micro_batch_size: 1

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_1_7b_n1_t0_20260429/run_20260430.191209/logs/exp_001/wandb/wandb/run-20260430_191612-mtbc5d7g/files/requirements.txt

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'max_total_sequence_length': 10000, 'precision': 'bfloat16', 'logprob_chunk_size': None, 'offload_optimizer_for_logprob': False, 'dtensor_cfg': {'enabled': True, '_v2': True, 'cpu_offload': True, 'sequence_parallel': False, 'activation_checkpointing': True, 'tensor_parallel_size': 4, 'context_parallel_size': 1, 'custom_parallel_plan': None}, 'dynamic_batching': {'enabled': True, 'train_mb_tokens': 10000, 'logprob_mb_tokens': 10000, 'sequence_length_round': 64}, 'sequence_packing': {'enabled': False, 'train_mb_tokens': 10000, 'logprob_mb_tokens': 10000, 'algorithm': 'modified_first_fit_decreasing', 'sequence_length_round': 64}, 'max_grad_norm': 1.0, 'make_sequence_length_divisible_by': 8, 'optimizer': {'name': 'torch.optim.AdamW', 'kwargs': {'lr': 5e-06, 'weight_decay': 0.01, 'betas': [0.9, 0.95], 'eps': 1e-08, 'foreach': False, 'fused': False}}, 'megatron_cfg': {'enabled': False}, 'scheduler': [{'name': 'torch.optim.lr_scheduler.LinearLR', 'kwargs': {'start_factor': 0.1, 'end_factor': 1.0, 'total_iters': 20}}, {'name': 'torch.optim.lr_scheduler.ConstantLR', 'kwargs': {'factor': 1.0, 'total_iters': 10000000000}}, {'milestones': []}], 'generation': {'backend': 'vllm', 'max_new_tokens': 8192, 'temperature': 1.0, 'top_p': 1.0, 'top_k': None, 'stop_token_ids': None, 'stop_strings': None, 'vllm_cfg': {'async_engine': False, 'precision': 'bfloat16', 'kv_cache_dtype': 'auto', 'tensor_parallel_size': 4, 'pipeline_parallel_size': 1, 'expert_parallel_size': 1, 'gpu_memory_utilization': 0.7, 'max_model_len': 10000, 'enforce_eager': False, 'use_deep_gemm': False, 'num_last_layers_in_bf16': 0, 'num_first_layers_in_bf16': 0, 'distributed_executor_backend': None}, 'colocated': {'enabled': True, 'resources': {'gpus_per_node': None, 'num_nodes': None}}}}, 'data': {'max_input_seq_length': 10000, 'shuffle': True, 'train': [{'dataset_name': 'math_ops_opsd', 'processor': 'math_ops_opsd', 'prompt_file': None, 'system_prompt_file': '/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt', 'env_name': 'math'}], 'validation': [{'dataset_name': 'math_ops_opsd_val', 'processor': 'math_ops_opsd', 'prompt_file': None, 'system_prompt_file': '/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt', 'env_name': 'math'}], 'default': {'prompt_file': None, 'system_prompt_file': '/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt', 'env_name': 'math'}}, 'env': {'math': {'num_workers': 8}}, 'logger': {'log_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001', 'num_val_samples_to_print': 5, 'wandb_enabled': True, 'tensorboard_enabled': True, 'mlflow_enabled': False, 'swanlab_enabled': False, 'monitor_gpus': True, 'wandb': {'project': 'mix-teachers-opsd', 'entity': 'mathrl-jiarui', 'name': 'opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-8B'}, 'tensorboard': {'log_dir': 'tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-8b-n1-t0'}, 'gpu_monitoring': {'collection_interval': 10, 'flush_interval': 10}}, 'cluster': {'gpus_per_node': 4, 'num_nodes': 1}}
+2026-05-01 03:22:59,374 INFO    wandb-AsyncioManager-main:333 [service_client.py:_forward_responses():134] Reached EOF.
+2026-05-01 03:22:59,376 INFO    wandb-AsyncioManager-main:333 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
+2026-05-01 03:23:00,463 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,468 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,468 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,571 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,572 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:03,954 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:03,954 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb/wandb/run-20260501_000455-8gjwab51/files/config.yaml

@@ -0,0 +1,405 @@
+_wandb:
+    value:
+        cli_version: 0.25.1
+        e:
+            04t32xiijjbokwyyafcqbm1cvkxlgak8:
+                args:
+                    - --config
+                    - /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/opsd_distillation_config.yaml
+                    - policy.model_name=/home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+                    - policy.dtensor_cfg.tensor_parallel_size=4
+                    - policy.dtensor_cfg.context_parallel_size=1
+                    - policy.max_total_sequence_length=10000
+                    - policy.generation.max_new_tokens=8192
+                    - policy.generation.vllm_cfg.tensor_parallel_size=4
+                    - policy.generation.vllm_cfg.gpu_memory_utilization=0.7
+                    - policy.logprob_batch_size=1
+                    - policy.dtensor_cfg.cpu_offload=true
+                    - policy.dtensor_cfg.activation_checkpointing=true
+                    - paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd
+                    - paths.data_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/data/math_operations/primitive_atomic_balanced_sft_50k
+                    - checkpointing.checkpoint_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157
+                    - logger.log_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs
+                    - logger.wandb.project=mix-teachers-opsd
+                    - logger.wandb.name=opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-8B
+                    - logger.tensorboard.log_dir=tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-8b-n1-t0
+                    - cluster.gpus_per_node=4
+                    - cluster.num_nodes=1
+                    - loss_fn.kl_type=forward
+                    - loss_fn.zero_outside_topk=false
+                    - distillation.ema_decay=1.0
+                    - distillation.topk_logits_k=64
+                    - distillation.num_prompts_per_step=16
+                    - distillation.num_generations_per_prompt=1
+                    - distillation.val_period=20
+                    - distillation.max_num_epochs=1
+                    - checkpointing.save_per_epoch=false
+                    - distillation.max_num_steps=100
+                    - checkpointing.save_period=20
+                    - checkpointing.save_optimizer=false
+                    - checkpointing.keep_top_k=null
+                    - checkpointing.metric_name=null
+                    - policy.train_global_batch_size=16
+                    - policy.generation_batch_size=16
+                    - policy.generation.temperature=0.0
+                    - policy.optimizer.kwargs.lr=1.0e-5
+                    - policy.optimizer.kwargs.weight_decay=0.01
+                    - 'policy.scheduler=[{name: "torch.optim.lr_scheduler.LinearLR", kwargs: {start_factor: 0.1, end_factor: 1.0, total_iters: 20}}, {name: "torch.optim.lr_scheduler.ConstantLR", kwargs: {factor: 1.0, total_iters: 10000000000}}, {milestones: [20]}]'
+                codePath: mix_teachers/train/math_operations_opsd/run_opsd.py
+                codePathLocal: run_opsd.py
+                cpu_count: 120
+                cpu_count_logical: 120
+                cudaVersion: "13.2"
+                disk:
+                    /:
+                        total: "511749718016"
+                        used: "22692708352"
+                email: jiaruil5@andrew.cmu.edu
+                executable: /home/pj24003162/ku40003404/miniconda3/envs/opsd/bin/python3
+                git:
+                    commit: 27b1e5638b7e38567e7e4973ce8b47949dc28894
+                    remote: https://github.com/jiarui-liu/TeacherMix.git
+                gpu: NVIDIA H100
+                gpu_count: 4
+                gpu_nvidia:
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-a8081f7a-2850-d9dc-4317-f40c51d58d9f
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-00d31dc8-fdd2-412c-9e15-5dcb1597146f
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-3a5f2015-41b9-3e32-cde5-2f3f801c38cb
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-34a80d19-9785-6e10-a9e0-b16db8d96008
+                host: b0022
+                memory:
+                    total: "1081436749824"
+                os: Linux-4.18.0-477.27.1.el8_8.x86_64-x86_64-with-glibc2.28
+                program: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/run_opsd.py
+                python: CPython 3.11.15
+                root: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb
+                startedAt: "2026-04-30T15:04:55.901842Z"
+                writerId: 04t32xiijjbokwyyafcqbm1cvkxlgak8
+        m:
+            - "2": ray/*
+              "5": 2
+              "6":
+                - 1
+              "7": []
+            - "1": ray/ray_step
+              "6": []
+              "7": []
+        python_version: 3.11.15
+        t:
+            "1":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+            "2":
+                - 1
+                - 5
+                - 11
+                - 30
+                - 41
+                - 49
+                - 50
+                - 51
+                - 53
+                - 71
+            "3":
+                - 7
+                - 13
+                - 41
+                - 61
+            "4": 3.11.15
+            "5": 0.25.1
+            "6": 4.57.1
+            "12": 0.25.1
+            "13": linux-x86_64
+checkpointing:
+    value:
+        checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157
+        checkpoint_must_save_by: null
+        enabled: true
+        higher_is_better: true
+        keep_top_k: null
+        metric_name: null
+        model_save_format: safetensors
+        save_consolidated: false
+        save_optimizer: false
+        save_per_epoch: false
+        save_period: 20
+cluster:
+    value:
+        gpus_per_node: 4
+        num_nodes: 1
+data:
+    value:
+        default:
+            env_name: math
+            prompt_file: null
+            system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+        max_input_seq_length: 10000
+        shuffle: true
+        train:
+            - dataset_name: math_ops_opsd
+              env_name: math
+              processor: math_ops_opsd
+              prompt_file: null
+              system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+        validation:
+            - dataset_name: math_ops_opsd_val
+              env_name: math
+              processor: math_ops_opsd
+              prompt_file: null
+              system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+distillation:
+    value:
+        ema_decay: 1
+        max_num_epochs: 1
+        max_num_steps: 100
+        max_rollout_turns: 1
+        max_val_samples: 200
+        num_generations_per_prompt: 1
+        num_prompts_per_step: 16
+        rollout_policy: student
+        seed: 42
+        topk_logits_k: 64
+        val_at_end: true
+        val_at_start: true
+        val_batch_size: 32
+        val_period: 20
+env:
+    value:
+        math:
+            num_workers: 8
+logger:
+    value:
+        gpu_monitoring:
+            collection_interval: 10
+            flush_interval: 10
+        log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001
+        mlflow_enabled: false
+        monitor_gpus: true
+        num_val_samples_to_print: 5
+        swanlab_enabled: false
+        tensorboard:
+            log_dir: tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-8b-n1-t0
+        tensorboard_enabled: true
+        wandb:
+            entity: mathrl-jiarui
+            name: opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-8B
+            project: mix-teachers-opsd
+        wandb_enabled: true
+loss_fn:
+    value:
+        kl_type: forward
+        mixed_kl_weight: 0.5
+        zero_outside_topk: false
+paths:
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checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb/wandb/run-20260501_000455-8gjwab51/files/requirements.txt

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checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb/wandb/run-20260501_000455-8gjwab51/files/wandb-metadata.json

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'max_new_tokens': 8192, 'temperature': 0.0, 'top_p': 1.0, 'top_k': None, 'stop_token_ids': [151645], 'stop_strings': None, 'vllm_cfg': {'async_engine': False, 'precision': 'bfloat16', 'kv_cache_dtype': 'auto', 'tensor_parallel_size': 4, 'pipeline_parallel_size': 1, 'expert_parallel_size': 1, 'gpu_memory_utilization': 0.7, 'max_model_len': 10000, 'enforce_eager': False, 'use_deep_gemm': False, 'num_last_layers_in_bf16': 0, 'num_first_layers_in_bf16': 0, 'distributed_executor_backend': None, 'load_format': 'dummy', 'skip_tokenizer_init': True}, 'colocated': {'enabled': True, 'resources': {'gpus_per_node': None, 'num_nodes': None}}, '_pad_token_id': 151643}}, 'teacher': {'model_name': '/home/pj24003162/ku40003404/jiarui/models/Qwen3-8B', 'tokenizer': {'name': '/home/pj24003162/ku40003404/jiarui/models/Qwen3-8B', 'chat_template_kwargs': {'enable_thinking': False}}, 'train_global_batch_size': 16, 'train_micro_batch_size': 1, 'generation_batch_size': 16, 'logprob_batch_size': 1, 'max_total_sequence_length': 10000, 'precision': 'bfloat16', 'logprob_chunk_size': None, 'offload_optimizer_for_logprob': False, 'dtensor_cfg': {'enabled': True, '_v2': True, 'cpu_offload': True, 'sequence_parallel': False, 'activation_checkpointing': True, 'tensor_parallel_size': 4, 'context_parallel_size': 1, 'custom_parallel_plan': None}, 'dynamic_batching': {'enabled': True, 'train_mb_tokens': 10000, 'logprob_mb_tokens': 10000, 'sequence_length_round': 64}, 'sequence_packing': {'enabled': False, 'train_mb_tokens': 10000, 'logprob_mb_tokens': 10000, 'algorithm': 'modified_first_fit_decreasing', 'sequence_length_round': 64}, 'max_grad_norm': 1.0, 'make_sequence_length_divisible_by': 8, 'optimizer': {'name': 'torch.optim.AdamW', 'kwargs': {'lr': 5e-06, 'weight_decay': 0.01, 'betas': [0.9, 0.95], 'eps': 1e-08, 'foreach': False, 'fused': False}}, 'megatron_cfg': {'enabled': False}, 'scheduler': [{'name': 'torch.optim.lr_scheduler.LinearLR', 'kwargs': {'start_factor': 0.1, 'end_factor': 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+2026-05-01 03:22:59,374 INFO    wandb-AsyncioManager-main:333 [service_client.py:_forward_responses():134] Reached EOF.
+2026-05-01 03:22:59,376 INFO    wandb-AsyncioManager-main:333 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
+2026-05-01 03:23:00,463 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,468 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,468 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,469 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,470 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,471 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,571 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:00,572 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:03,954 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost
+2026-05-01 03:23:03,954 ERROR   wandb-AsyncioManager-main:333 [asyncio_manager.py:fn_wrap_exceptions():184] Uncaught exception in run_soon callback.
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/asyncio_manager.py", line 182, in fn_wrap_exceptions
+    await fn()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 45, in publish
+    await self._send_server_request(request)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 78, in _send_server_request
+    raise self._broken_exc.with_traceback(self._broken_tb)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 87, in _send_server_request
+    await self._drain_writer()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/wandb/sdk/lib/service/service_client.py", line 96, in _drain_writer
+    await self._writer.drain()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 392, in drain
+    await self._protocol._drain_helper()
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/asyncio/streams.py", line 166, in _drain_helper
+    raise ConnectionResetError('Connection lost')
+ConnectionResetError: Connection lost

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001/wandb/wandb/run-20260501_000455-8gjwab51/run-8gjwab51.wandb

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5a3b262ebf4ee3e3b43321a4bea5a544051cd0a202dce01a90da9aa7ccb41b2
+size 7088272

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/config.yaml

@@ -0,0 +1,261 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: true
+  keep_top_k: null
+  metric_name: null
+  model_save_format: safetensors
+  save_consolidated: false
+  save_optimizer: false
+  save_per_epoch: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  default:
+    env_name: math
+    prompt_file: null
+    system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+  max_input_seq_length: 10000
+  shuffle: true
+  train:
+  - dataset_name: math_ops_opsd
+    env_name: math
+    processor: math_ops_opsd
+    prompt_file: null
+    system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+  validation:
+  - dataset_name: math_ops_opsd_val
+    env_name: math
+    processor: math_ops_opsd
+    prompt_file: null
+    system_prompt_file: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd/system_prompt.txt
+distillation:
+  ema_decay: 1.0
+  max_num_epochs: 1
+  max_num_steps: 100
+  max_rollout_turns: 1
+  max_val_samples: 200
+  num_generations_per_prompt: 1
+  num_prompts_per_step: 16
+  rollout_policy: student
+  seed: 42
+  topk_logits_k: 64
+  val_at_end: true
+  val_at_start: true
+  val_batch_size: 32
+  val_period: 20
+env:
+  math:
+    num_workers: 8
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  num_val_samples_to_print: 5
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-opsd-math-nll-teacher-top1-gt-qwen3-8b-n1-t0
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: opsd-math-ops-nll-teacher-top1-gt-n1-t0-20260429-Qwen3-8B
+    project: mix-teachers-opsd
+  wandb_enabled: true
+loss_fn:
+  kl_type: forward
+  mixed_kl_weight: 0.5
+  zero_outside_topk: false
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/math_operations_opsd
+  checkpoint_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/math_operations/opsd_nemo_rl
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/math_operations/primitive_atomic_balanced_sft_50k
+  log_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/math_operations/opsd_nemo_rl/logs
+  model_search_dirs:
+  - /home/fs01/yw2349/jiarui/mathrl_data/models
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    _pad_token_id: 151643
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    model_name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+    stop_strings: null
+    stop_token_ids:
+    - 151645
+    temperature: 0.0
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      hf_overrides: {}
+      kv_cache_dtype: auto
+      load_format: dummy
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      skip_tokenizer_init: true
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 16
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 1.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      end_factor: 1.0
+      start_factor: 0.1
+      total_iters: 20
+    name: torch.optim.lr_scheduler.LinearLR
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones:
+    - 20
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+  train_global_batch_size: 16
+  train_micro_batch_size: 1
+teacher:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    stop_strings: null
+    stop_token_ids: null
+    temperature: 1.0
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      kv_cache_dtype: auto
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 16
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 5.0e-06
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      end_factor: 1.0
+      start_factor: 0.1
+      total_iters: 20
+    name: torch.optim.lr_scheduler.LinearLR
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Qwen3-8B
+  train_global_batch_size: 16
+  train_micro_batch_size: 1

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/policy/tokenizer/added_tokens.json

@@ -0,0 +1,28 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,89 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,31 @@
+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,239 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
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checkpoints/math_operations/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260501.000157/step_100/training_info.json

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