Add files using upload-large-folder tool

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.203425/train_log_20260502.203425.txt

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+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/hydra/_internal/config_loader_impl.py", line 390, in _apply_overrides_to_config
+    OmegaConf.update(cfg, key, value, merge=True)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/omegaconf.py", line 741, in update
+    root.__setattr__(last_key, value)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 337, in __setattr__
+    raise e
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 334, in __setattr__
+    self.__set_impl(key, value)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 318, in __set_impl
+    self._set_item_impl(key, value)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/basecontainer.py", line 549, in _set_item_impl
+    self._validate_set(key, value)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 180, in _validate_set
+    target = self._get_node(key) if key is not None else self
+             ^^^^^^^^^^^^^^^^^^^
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 475, in _get_node
+    self._validate_get(key)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/dictconfig.py", line 164, in _validate_get
+    self._format_and_raise(
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/base.py", line 231, in _format_and_raise
+    format_and_raise(
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/_utils.py", line 899, in format_and_raise
+    _raise(ex, cause)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/omegaconf/_utils.py", line 797, in _raise
+    raise ex.with_traceback(sys.exc_info()[2])  # set env var OC_CAUSE=1 for full trace
+    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+omegaconf.errors.ConfigAttributeError: Key 'base_dir' is not in struct
+    full_key: paths.base_dir
+    object_type=dict
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/nemo-rl/nemo_rl/utils/config.py", line 185, in parse_hydra_overrides
+    ConfigLoaderImpl._apply_overrides_to_config(overrides=parsed, cfg=cfg)
+  File "/home/pj24003162/ku40003404/miniconda3/envs/opsd/lib/python3.11/site-packages/hydra/_internal/config_loader_impl.py", line 392, in _apply_overrides_to_config
+    raise ConfigCompositionException(
+hydra.errors.ConfigCompositionException: Could not override 'paths.base_dir'.
+To append to your config use +paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd/run_sft.py", line 27, in <module>
+    run(register_opsd_datasets)
+  File "/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/_opsd_sft_runner.py", line 29, in run
+    cfg = parse_hydra_overrides(cfg, overrides)
+          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/nemo-rl/nemo_rl/utils/config.py", line 188, in parse_hydra_overrides
+    raise OverridesError(f"Failed to parse Hydra overrides: {str(e)}") from e
+nemo_rl.utils.config.OverridesError: Failed to parse Hydra overrides: Could not override 'paths.base_dir'.
+To append to your config use +paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/debug-internal.log

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+{"time":"2026-05-02T21:17:40.348003799+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":177,"history_lines":4,"events_offset":90,"events_lines":2,"console_offset":3294,"console_lines":79}
+{"time":"2026-05-02T21:17:40.662784925+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:17:55.348705926+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":181,"history_lines":6,"events_offset":92,"events_lines":2,"console_offset":3373,"console_lines":92}
+{"time":"2026-05-02T21:17:55.632111633+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:10.348698373+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":187,"history_lines":5,"events_offset":94,"events_lines":2,"console_offset":3465,"console_lines":64}
+{"time":"2026-05-02T21:18:10.653679828+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:25.466706956+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":192,"history_lines":3,"events_offset":96,"events_lines":1,"console_offset":3529,"console_lines":56}
+{"time":"2026-05-02T21:18:26.098226172+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:40.348057627+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":195,"history_lines":4,"events_offset":97,"events_lines":3,"console_offset":3585,"console_lines":65}
+{"time":"2026-05-02T21:18:40.785516624+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:44.551766668+09:00","level":"INFO","msg":"stream: closing"}
+{"time":"2026-05-02T21:18:46.050850618+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
+{"time":"2026-05-02T21:18:46.052900503+09:00","level":"INFO","msg":"filestream: sending request","total_files":3,"history_offset":199,"history_lines":2,"console_offset":3650,"console_lines":27,"uploaded_len":3,"complete":true,"exit_code":0}
+{"time":"2026-05-02T21:18:46.51160156+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:46.51240815+09:00","level":"INFO","msg":"handler: closed"}
+{"time":"2026-05-02T21:18:46.51323555+09:00","level":"INFO","msg":"sender: closed"}
+{"time":"2026-05-02T21:18:46.513318616+09:00","level":"INFO","msg":"stream: closed"}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/debug.log

@@ -0,0 +1,154 @@
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Current SDK version is 0.25.1
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Configure stats pid to 333
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:setup_run_log_directory():717] Logging user logs to /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/logs/debug.log
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:setup_run_log_directory():718] Logging internal logs to /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/logs/debug-internal.log
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():844] calling init triggers
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():849] wandb.init called with sweep_config: {}
+config: {'_wandb': {}}
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():892] starting backend
+2026-05-02 21:06:08,538 INFO    MainThread:333 [wandb_init.py:init():895] sending inform_init request
+2026-05-02 21:06:08,544 INFO    MainThread:333 [wandb_init.py:init():903] backend started and connected
+2026-05-02 21:06:08,550 INFO    MainThread:333 [wandb_init.py:init():973] updated telemetry
+2026-05-02 21:06:08,590 INFO    MainThread:333 [wandb_init.py:init():997] communicating run to backend with 90.0 second timeout
+2026-05-02 21:06:09,901 INFO    MainThread:333 [wandb_init.py:init():1042] starting run threads in backend
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_console_start():2524] atexit reg
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2373] redirect: wrap_raw
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2442] Wrapping output streams.
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2465] Redirects installed.
+2026-05-02 21:06:10,316 INFO    MainThread:333 [wandb_init.py:init():1082] run started, returning control to user process
+2026-05-02 21:06:10,647 INFO    MainThread:333 [wandb_run.py:_config_callback():1403] config_cb None None {'paths': {'data_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft', 'base_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd'}, 'sft': {'max_num_epochs': 40, 'max_num_steps': 1000000, 'val_period': 20, 'val_batches': 8, 'val_global_batch_size': 32, 'val_micro_batch_size': 1, 'val_at_start': True, 'val_at_end': True, 'seed': 42}, 'checkpointing': {'enabled': True, 'checkpoint_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411', 'metric_name': None, 'higher_is_better': False, 'keep_top_k': None, 'save_period': 20, 'checkpoint_must_save_by': None, 'save_optimizer': False}, 'policy': {'model_name': '/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct', 'tokenizer': {'name': '/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct', 'chat_template_kwargs': {'enable_thinking': False}}, 'train_global_batch_size': 20, 'train_micro_batch_size': 1, 'max_total_sequence_length': 10000, 'precision': 'bfloat16', 'offload_optimizer_for_logprob': False, 'dtensor_cfg': {'_v2': True, 'enabled': True, 'cpu_offload': True, 'sequence_parallel': False, 'activation_checkpointing': True, 'tensor_parallel_size': 4, 'context_parallel_size': 1, 'custom_parallel_plan': None, 'lora_cfg': {'enabled': False, 'target_modules': [], 'exclude_modules': [], 'match_all_linear': True, 'dim': 8, 'alpha': 32, 'dropout': 0.0, 'dropout_position': 'post', 'lora_A_init': 'xavier', 'use_triton': True}}, 'dynamic_batching': {'enabled': True, 'train_mb_tokens': 10000, 'sequence_length_round': 64}, 'sequence_packing': {'enabled': False, 'train_mb_tokens': 10000, 'algorithm': 'modified_first_fit_decreasing', 'sequence_length_round': 64}, 'make_sequence_length_divisible_by': 4, 'max_grad_norm': 1.0, 'optimizer': {'name': 'torch.optim.AdamW', 'kwargs': {'lr': 3e-05, '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.ConstantLR', 'kwargs': {'factor': 1.0, 'total_iters': 10000000000}}, {'milestones': []}]}, 'data': {'max_input_seq_length': 10000, 'add_bos': True, 'add_eos': True, 'add_generation_prompt': False, 'shuffle': True, 'num_workers': 1, 'train': [{'dataset_name': 'knowledge_opsd', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}], 'validation': [{'dataset_name': 'knowledge_opsd_val', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}, {'dataset_name': 'knowledge_opsd_comp_val', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}], 'default': {'prompt_file': None, 'system_prompt_file': None, 'processor': 'sft_processor'}}, 'logger': {'log_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001', 'wandb_enabled': True, 'tensorboard_enabled': True, 'mlflow_enabled': False, 'swanlab_enabled': False, 'monitor_gpus': True, 'wandb': {'project': 'mix-teachers-opsd', 'entity': 'mathrl-jiarui', 'name': 'sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct'}, 'tensorboard': {'log_dir': 'tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b'}, 'gpu_monitoring': {'collection_interval': 10, 'flush_interval': 10}}, 'cluster': {'gpus_per_node': 4, 'num_nodes': 1}}
+2026-05-02 21:18:44,380 INFO    wandb-AsyncioManager-main:333 [service_client.py:_forward_responses():134] Reached EOF.
+2026-05-02 21:18:44,381 INFO    wandb-AsyncioManager-main:333 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
+2026-05-02 21:18:45,773 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
+2026-05-02 21:18:45,779 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
+2026-05-02 21:18:45,779 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,781 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
+2026-05-02 21:18:45,781 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/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/files/config.yaml

@@ -0,0 +1,256 @@
+_wandb:
+    value:
+        cli_version: 0.25.1
+        e:
+            affd9b4gdx12yaxhy7xjcemakd3yebpa:
+                args:
+                    - --config
+                    - /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd/sft_config.yaml
+                    - policy.model_name=/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+                    - policy.dtensor_cfg.tensor_parallel_size=4
+                    - policy.dtensor_cfg.context_parallel_size=1
+                    - policy.max_total_sequence_length=10000
+                    - policy.dtensor_cfg.cpu_offload=true
+                    - policy.dtensor_cfg.activation_checkpointing=true
+                    - +paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+                    - paths.data_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+                    - checkpointing.checkpoint_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+                    - logger.log_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs
+                    - logger.wandb.project=mix-teachers-opsd
+                    - logger.wandb.name=sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+                    - logger.tensorboard.log_dir=tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+                    - cluster.gpus_per_node=4
+                    - cluster.num_nodes=1
+                    - sft.val_period=20
+                    - sft.max_num_epochs=40
+                    - checkpointing.save_period=20
+                    - checkpointing.save_optimizer=false
+                    - checkpointing.keep_top_k=null
+                    - checkpointing.metric_name=null
+                    - policy.train_global_batch_size=20
+                    - policy.optimizer.kwargs.lr=3.0e-5
+                    - policy.optimizer.kwargs.weight_decay=0.01
+                    - 'policy.scheduler=[{name: "torch.optim.lr_scheduler.ConstantLR", kwargs: {factor: 1.0, total_iters: 10000000000}}, {milestones: []}]'
+                codePath: mix_teachers/train/knowledge_opsd/run_sft.py
+                codePathLocal: run_sft.py
+                cpu_count: 120
+                cpu_count_logical: 120
+                cudaVersion: "13.2"
+                disk:
+                    /:
+                        total: "511749718016"
+                        used: "24048570368"
+                email: jiaruil5@andrew.cmu.edu
+                executable: /home/pj24003162/ku40003404/miniconda3/envs/opsd/bin/python3
+                git:
+                    commit: 9938bfa2b66c98512427baa8c5adbea81dbf6dc8
+                    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-3efbbdcc-42a9-7c34-3bb9-1c425a58a41e
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-341838d7-55ff-ae9b-bb6c-70c79f71f3c6
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-2a7d5bb1-75e4-bd44-e479-96cf8aef12bd
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-d5366fc4-fdae-f11e-0bd2-8a8bf51d9453
+                host: b0020
+                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/knowledge_opsd/run_sft.py
+                python: CPython 3.11.15
+                root: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb
+                startedAt: "2026-05-02T12:06:02.792961Z"
+                writerId: affd9b4gdx12yaxhy7xjcemakd3yebpa
+        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
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+                - 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/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+        checkpoint_must_save_by: null
+        enabled: true
+        higher_is_better: false
+        keep_top_k: null
+        metric_name: null
+        save_optimizer: false
+        save_period: 20
+cluster:
+    value:
+        gpus_per_node: 4
+        num_nodes: 1
+data:
+    value:
+        add_bos: true
+        add_eos: true
+        add_generation_prompt: false
+        default:
+            processor: sft_processor
+            prompt_file: null
+            system_prompt_file: null
+        max_input_seq_length: 10000
+        num_workers: 1
+        shuffle: true
+        train:
+            - dataset_name: knowledge_opsd
+              processor: sft_processor
+              prompt_file: null
+              system_prompt_file: null
+        validation:
+            - dataset_name: knowledge_opsd_val
+              processor: sft_processor
+              prompt_file: null
+              system_prompt_file: null
+            - dataset_name: knowledge_opsd_comp_val
+              processor: sft_processor
+              prompt_file: null
+              system_prompt_file: null
+logger:
+    value:
+        gpu_monitoring:
+            collection_interval: 10
+            flush_interval: 10
+        log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+        mlflow_enabled: false
+        monitor_gpus: true
+        swanlab_enabled: false
+        tensorboard:
+            log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+        tensorboard_enabled: true
+        wandb:
+            entity: mathrl-jiarui
+            name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+            project: mix-teachers-opsd
+        wandb_enabled: true
+paths:
+    value:
+        base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+        data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+    value:
+        dtensor_cfg:
+            _v2: true
+            activation_checkpointing: true
+            context_parallel_size: 1
+            cpu_offload: true
+            custom_parallel_plan: null
+            enabled: true
+            lora_cfg:
+                alpha: 32
+                dim: 8
+                dropout: 0
+                dropout_position: post
+                enabled: false
+                exclude_modules: []
+                lora_A_init: xavier
+                match_all_linear: true
+                target_modules: []
+                use_triton: true
+            sequence_parallel: false
+            tensor_parallel_size: 4
+        dynamic_batching:
+            enabled: true
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        make_sequence_length_divisible_by: 4
+        max_grad_norm: 1
+        max_total_sequence_length: 10000
+        megatron_cfg:
+            enabled: false
+        model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+        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:
+                factor: 1
+                total_iters: 10000000000
+              name: torch.optim.lr_scheduler.ConstantLR
+            - milestones: []
+        sequence_packing:
+            algorithm: modified_first_fit_decreasing
+            enabled: false
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        tokenizer:
+            chat_template_kwargs:
+                enable_thinking: false
+            name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+        train_global_batch_size: 20
+        train_micro_batch_size: 1
+sft:
+    value:
+        max_num_epochs: 40
+        max_num_steps: 1000000
+        seed: 42
+        val_at_end: true
+        val_at_start: true
+        val_batches: 8
+        val_global_batch_size: 32
+        val_micro_batch_size: 1
+        val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/files/requirements.txt

@@ -0,0 +1,290 @@
+colorama==0.4.6
+psutil==7.2.2
+hydra-core==1.3.2
+tensorboard==2.20.0
+dnspython==2.8.0
+mdurl==0.1.2
+httpx==0.28.1
+ninja==1.13.0
+nvidia-ml-py==13.595.45
+google-api-core==2.30.3
+mistral_common==1.11.0
+mlflow-skinny==3.11.1
+python-multipart==0.0.27
+lark==1.2.2
+python-dotenv==1.2.2
+huggingface_hub==0.36.2
+cupy-cuda12x==14.0.1
+openai-harmony==0.0.8
+math-verify==0.9.0
+pyasn1_modules==0.4.2
+Mako==1.3.12
+email-validator==2.3.0
+pyparsing==3.3.2
+xformers==0.0.33.post1
+nvidia-nvjitlink-cu12==12.8.93
+dill==0.4.1
+graphql-core==3.2.8
+graphql-relay==3.2.0
+jiter==0.14.0
+sentencepiece==0.2.1
+msgpack==1.1.2
+multiprocess==0.70.19
+click==8.3.3
+nvidia-cufft-cu12==11.3.3.83
+protobuf==6.33.6
+interegular==0.3.3
+asttokens==3.0.1
+cuda-bindings==13.2.0
+blake3==1.0.8
+py-spy==0.4.2
+python-json-logger==4.1.0
+outlines_core==0.2.11
+openai==2.32.0
+contourpy==1.3.3
+mpmath==1.3.0
+annotated-doc==0.0.4
+nvidia-nccl-cu12==2.27.5
+distro==1.9.0
+wandb==0.25.1
+aiohttp==3.13.5
+opentelemetry-semantic-conventions==0.62b1
+pyecharts==2.1.0
+aiohttp-cors==0.8.1
+triton==3.5.0
+kiwisolver==1.5.0
+shellingham==1.5.4
+einops==0.8.2
+setproctitle==1.3.7
+wrapt==2.1.2
+aiohappyeyeballs==2.6.1
+annotated-types==0.7.0
+nvidia-cuda-nvrtc-cu12==12.8.93
+watchfiles==1.1.1
+nvidia-cuda-cupti-cu12==12.8.90
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+nvidia-cuda-runtime-cu12==12.8.90
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+nvidia-cusparselt-cu12==0.7.1
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+cuda-python==13.2.0
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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/files/wandb-metadata.json

@@ -0,0 +1,90 @@
+{
+  "os": "Linux-4.18.0-477.27.1.el8_8.x86_64-x86_64-with-glibc2.28",
+  "python": "CPython 3.11.15",
+  "startedAt": "2026-05-02T12:06:02.792961Z",
+  "args": [
+    "--config",
+    "/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd/sft_config.yaml",
+    "policy.model_name=/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct",
+    "policy.dtensor_cfg.tensor_parallel_size=4",
+    "policy.dtensor_cfg.context_parallel_size=1",
+    "policy.max_total_sequence_length=10000",
+    "policy.dtensor_cfg.cpu_offload=true",
+    "policy.dtensor_cfg.activation_checkpointing=true",
+    "+paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd",
+    "paths.data_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft",
+    "checkpointing.checkpoint_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411",
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+{"time":"2026-05-02T21:15:25.348572471+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":128,"history_lines":6,"events_offset":72,"events_lines":2,"console_offset":2505,"console_lines":92}
+{"time":"2026-05-02T21:15:25.631033444+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:15:40.347933792+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":134,"history_lines":5,"events_offset":74,"events_lines":2,"console_offset":2597,"console_lines":78}
+{"time":"2026-05-02T21:15:40.6432301+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:15:55.348710558+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":139,"history_lines":5,"events_offset":76,"events_lines":2,"console_offset":2675,"console_lines":93}
+{"time":"2026-05-02T21:15:55.636479686+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:16:10.34827191+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":144,"history_lines":6,"events_offset":78,"events_lines":2,"console_offset":2768,"console_lines":90}
+{"time":"2026-05-02T21:16:10.797399398+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:16:25.348396003+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":150,"history_lines":5,"events_offset":80,"events_lines":2,"console_offset":2858,"console_lines":81}
+{"time":"2026-05-02T21:16:25.648335375+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:16:40.348268076+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":155,"history_lines":5,"events_offset":82,"events_lines":2,"console_offset":2939,"console_lines":94}
+{"time":"2026-05-02T21:16:40.677161851+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:16:55.347741974+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":160,"history_lines":5,"events_offset":84,"events_lines":2,"console_offset":3033,"console_lines":77}
+{"time":"2026-05-02T21:16:55.658842443+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:17:10.348640919+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":165,"history_lines":6,"events_offset":86,"events_lines":2,"console_offset":3110,"console_lines":92}
+{"time":"2026-05-02T21:17:10.653102822+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:17:25.348713369+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":171,"history_lines":6,"events_offset":88,"events_lines":2,"console_offset":3202,"console_lines":92}
+{"time":"2026-05-02T21:17:25.707434523+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:17:40.348003799+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":177,"history_lines":4,"events_offset":90,"events_lines":2,"console_offset":3294,"console_lines":79}
+{"time":"2026-05-02T21:17:40.662784925+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:17:55.348705926+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":181,"history_lines":6,"events_offset":92,"events_lines":2,"console_offset":3373,"console_lines":92}
+{"time":"2026-05-02T21:17:55.632111633+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:10.348698373+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":187,"history_lines":5,"events_offset":94,"events_lines":2,"console_offset":3465,"console_lines":64}
+{"time":"2026-05-02T21:18:10.653679828+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:25.466706956+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":192,"history_lines":3,"events_offset":96,"events_lines":1,"console_offset":3529,"console_lines":56}
+{"time":"2026-05-02T21:18:26.098226172+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:40.348057627+09:00","level":"INFO","msg":"filestream: sending request","total_files":4,"history_offset":195,"history_lines":4,"events_offset":97,"events_lines":3,"console_offset":3585,"console_lines":65}
+{"time":"2026-05-02T21:18:40.785516624+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:44.551766668+09:00","level":"INFO","msg":"stream: closing"}
+{"time":"2026-05-02T21:18:46.050850618+09:00","level":"INFO","msg":"fileTransfer: Close: file transfer manager closed"}
+{"time":"2026-05-02T21:18:46.052900503+09:00","level":"INFO","msg":"filestream: sending request","total_files":3,"history_offset":199,"history_lines":2,"console_offset":3650,"console_lines":27,"uploaded_len":3,"complete":true,"exit_code":0}
+{"time":"2026-05-02T21:18:46.51160156+09:00","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-02T21:18:46.51240815+09:00","level":"INFO","msg":"handler: closed"}
+{"time":"2026-05-02T21:18:46.51323555+09:00","level":"INFO","msg":"sender: closed"}
+{"time":"2026-05-02T21:18:46.513318616+09:00","level":"INFO","msg":"stream: closed"}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/logs/debug.log

@@ -0,0 +1,154 @@
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Current SDK version is 0.25.1
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Configure stats pid to 333
+2026-05-02 21:06:02,800 INFO    MainThread:333 [wandb_setup.py:_flush():81] Loading settings from environment variables
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:setup_run_log_directory():717] Logging user logs to /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/logs/debug.log
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:setup_run_log_directory():718] Logging internal logs to /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001/wandb/wandb/run-20260502_210602-rscq40r4/logs/debug-internal.log
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():844] calling init triggers
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():849] wandb.init called with sweep_config: {}
+config: {'_wandb': {}}
+2026-05-02 21:06:02,801 INFO    MainThread:333 [wandb_init.py:init():892] starting backend
+2026-05-02 21:06:08,538 INFO    MainThread:333 [wandb_init.py:init():895] sending inform_init request
+2026-05-02 21:06:08,544 INFO    MainThread:333 [wandb_init.py:init():903] backend started and connected
+2026-05-02 21:06:08,550 INFO    MainThread:333 [wandb_init.py:init():973] updated telemetry
+2026-05-02 21:06:08,590 INFO    MainThread:333 [wandb_init.py:init():997] communicating run to backend with 90.0 second timeout
+2026-05-02 21:06:09,901 INFO    MainThread:333 [wandb_init.py:init():1042] starting run threads in backend
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_console_start():2524] atexit reg
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2373] redirect: wrap_raw
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2442] Wrapping output streams.
+2026-05-02 21:06:10,310 INFO    MainThread:333 [wandb_run.py:_redirect():2465] Redirects installed.
+2026-05-02 21:06:10,316 INFO    MainThread:333 [wandb_init.py:init():1082] run started, returning control to user process
+2026-05-02 21:06:10,647 INFO    MainThread:333 [wandb_run.py:_config_callback():1403] config_cb None None {'paths': {'data_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft', 'base_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd'}, 'sft': {'max_num_epochs': 40, 'max_num_steps': 1000000, 'val_period': 20, 'val_batches': 8, 'val_global_batch_size': 32, 'val_micro_batch_size': 1, 'val_at_start': True, 'val_at_end': True, 'seed': 42}, 'checkpointing': {'enabled': True, 'checkpoint_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411', 'metric_name': None, 'higher_is_better': False, 'keep_top_k': None, 'save_period': 20, 'checkpoint_must_save_by': None, 'save_optimizer': False}, 'policy': {'model_name': '/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct', 'tokenizer': {'name': '/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct', 'chat_template_kwargs': {'enable_thinking': False}}, 'train_global_batch_size': 20, 'train_micro_batch_size': 1, 'max_total_sequence_length': 10000, 'precision': 'bfloat16', 'offload_optimizer_for_logprob': False, 'dtensor_cfg': {'_v2': True, 'enabled': True, 'cpu_offload': True, 'sequence_parallel': False, 'activation_checkpointing': True, 'tensor_parallel_size': 4, 'context_parallel_size': 1, 'custom_parallel_plan': None, 'lora_cfg': {'enabled': False, 'target_modules': [], 'exclude_modules': [], 'match_all_linear': True, 'dim': 8, 'alpha': 32, 'dropout': 0.0, 'dropout_position': 'post', 'lora_A_init': 'xavier', 'use_triton': True}}, 'dynamic_batching': {'enabled': True, 'train_mb_tokens': 10000, 'sequence_length_round': 64}, 'sequence_packing': {'enabled': False, 'train_mb_tokens': 10000, 'algorithm': 'modified_first_fit_decreasing', 'sequence_length_round': 64}, 'make_sequence_length_divisible_by': 4, 'max_grad_norm': 1.0, 'optimizer': {'name': 'torch.optim.AdamW', 'kwargs': {'lr': 3e-05, '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.ConstantLR', 'kwargs': {'factor': 1.0, 'total_iters': 10000000000}}, {'milestones': []}]}, 'data': {'max_input_seq_length': 10000, 'add_bos': True, 'add_eos': True, 'add_generation_prompt': False, 'shuffle': True, 'num_workers': 1, 'train': [{'dataset_name': 'knowledge_opsd', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}], 'validation': [{'dataset_name': 'knowledge_opsd_val', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}, {'dataset_name': 'knowledge_opsd_comp_val', 'processor': 'sft_processor', 'prompt_file': None, 'system_prompt_file': None}], 'default': {'prompt_file': None, 'system_prompt_file': None, 'processor': 'sft_processor'}}, 'logger': {'log_dir': '/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001', 'wandb_enabled': True, 'tensorboard_enabled': True, 'mlflow_enabled': False, 'swanlab_enabled': False, 'monitor_gpus': True, 'wandb': {'project': 'mix-teachers-opsd', 'entity': 'mathrl-jiarui', 'name': 'sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct'}, 'tensorboard': {'log_dir': 'tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b'}, 'gpu_monitoring': {'collection_interval': 10, 'flush_interval': 10}}, 'cluster': {'gpus_per_node': 4, 'num_nodes': 1}}
+2026-05-02 21:18:44,380 INFO    wandb-AsyncioManager-main:333 [service_client.py:_forward_responses():134] Reached EOF.
+2026-05-02 21:18:44,381 INFO    wandb-AsyncioManager-main:333 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
+2026-05-02 21:18:45,773 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
+2026-05-02 21:18:45,779 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
+2026-05-02 21:18:45,779 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,780 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
+2026-05-02 21:18:45,781 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
+2026-05-02 21:18:45,781 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/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/config.yaml

@@ -0,0 +1,127 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: false
+  keep_top_k: null
+  metric_name: null
+  save_optimizer: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  add_bos: true
+  add_eos: true
+  add_generation_prompt: false
+  default:
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  num_workers: 1
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    lora_cfg:
+      alpha: 32
+      dim: 8
+      dropout: 0.0
+      dropout_position: post
+      enabled: false
+      exclude_modules: []
+      lora_A_init: xavier
+      match_all_linear: true
+      target_modules: []
+      use_triton: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  make_sequence_length_divisible_by: 4
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 3.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+sft:
+  max_num_epochs: 40
+  max_num_steps: 1000000
+  seed: 42
+  val_at_end: true
+  val_at_start: true
+  val_batches: 8
+  val_global_batch_size: 32
+  val_micro_batch_size: 1
+  val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,93 @@
+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content']|trim %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\n" }}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023\n" }}
+{{- "Today Date: " + date_string + "\n\n" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content']|trim %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.\n\n" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
+        {{- '{"name": "' + tool_call.name + '", ' }}
+        {{- '"parameters": ' }}
+        {{- tool_call.arguments | tojson }}
+        {{- "}" }}
+        {{- "<|eot_id|>" }}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,17 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|eot_id|>"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,2063 @@
+{
+  "added_tokens_decoder": {
+    "128000": {
+      "content": "<|begin_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128001": {
+      "content": "<|end_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128002": {
+      "content": "<|reserved_special_token_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128003": {
+      "content": "<|reserved_special_token_1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128004": {
+      "content": "<|finetune_right_pad_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128005": {
+      "content": "<|reserved_special_token_2|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128006": {
+      "content": "<|start_header_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128007": {
+      "content": "<|end_header_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128008": {
+      "content": "<|eom_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128009": {
+      "content": "<|eot_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128010": {
+      "content": "<|python_tag|>",
+      "lstrip": false,
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+      "content": "<|reserved_special_token_7|>",
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+      "normalized": false,
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+    "128016": {
+      "content": "<|reserved_special_token_8|>",
+      "lstrip": false,
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+    "128017": {
+      "content": "<|reserved_special_token_9|>",
+      "lstrip": false,
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+      "lstrip": false,
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+      "content": "<|reserved_special_token_13|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128022": {
+      "content": "<|reserved_special_token_14|>",
+      "lstrip": false,
+      "normalized": false,
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+    "128023": {
+      "content": "<|reserved_special_token_15|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
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+      "lstrip": false,
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+    "128030": {
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+      "lstrip": false,
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+    },
+    "128031": {
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+      "lstrip": false,
+      "normalized": false,
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+      "single_word": false,
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+    },
+    "128032": {
+      "content": "<|reserved_special_token_24|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
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+    },
+    "128033": {
+      "content": "<|reserved_special_token_25|>",
+      "lstrip": false,
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+      "single_word": false,
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+    },
+    "128034": {
+      "content": "<|reserved_special_token_26|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128035": {
+      "content": "<|reserved_special_token_27|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128036": {
+      "content": "<|reserved_special_token_28|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128037": {
+      "content": "<|reserved_special_token_29|>",
+      "lstrip": false,
+      "normalized": false,
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+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/weights/model/.hf_metadata/config.json

@@ -0,0 +1,41 @@
+{
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+    "LlamaForCausalLM"
+  ],
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+  },
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+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.1",
+  "use_cache": false,
+  "vocab_size": 128256
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/weights/model/.hf_metadata/fqn_to_file_index_mapping.json

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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/policy/weights/model/.hf_metadata/generation_config.json

@@ -0,0 +1,12 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.57.1"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_100/training_info.json

@@ -0,0 +1 @@
+{"epoch": 19, "step": 0, "total_steps": 100, "consumed_samples": 2000, "total_valid_tokens": 47240.0}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/config.yaml

@@ -0,0 +1,127 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: false
+  keep_top_k: null
+  metric_name: null
+  save_optimizer: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  add_bos: true
+  add_eos: true
+  add_generation_prompt: false
+  default:
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  num_workers: 1
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    lora_cfg:
+      alpha: 32
+      dim: 8
+      dropout: 0.0
+      dropout_position: post
+      enabled: false
+      exclude_modules: []
+      lora_A_init: xavier
+      match_all_linear: true
+      target_modules: []
+      use_triton: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  make_sequence_length_divisible_by: 4
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 3.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+sft:
+  max_num_epochs: 40
+  max_num_steps: 1000000
+  seed: 42
+  val_at_end: true
+  val_at_start: true
+  val_batches: 8
+  val_global_batch_size: 32
+  val_micro_batch_size: 1
+  val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,93 @@
+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content']|trim %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\n" }}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023\n" }}
+{{- "Today Date: " + date_string + "\n\n" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content']|trim %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.\n\n" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
+        {{- '{"name": "' + tool_call.name + '", ' }}
+        {{- '"parameters": ' }}
+        {{- tool_call.arguments | tojson }}
+        {{- "}" }}
+        {{- "<|eot_id|>" }}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,17 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|eot_id|>"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,2063 @@
+{
+  "added_tokens_decoder": {
+    "128000": {
+      "content": "<|begin_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128001": {
+      "content": "<|end_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128002": {
+      "content": "<|reserved_special_token_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128003": {
+      "content": "<|reserved_special_token_1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128004": {
+      "content": "<|finetune_right_pad_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128005": {
+      "content": "<|reserved_special_token_2|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128006": {
+      "content": "<|start_header_id|>",
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+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "content": "<|end_header_id|>",
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+      "content": "<|eom_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128009": {
+      "content": "<|eot_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
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+      "content": "<|python_tag|>",
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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/policy/weights/model/.hf_metadata/generation_config.json

@@ -0,0 +1,12 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.57.1"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_120/training_info.json

@@ -0,0 +1 @@
+{"epoch": 23, "step": 0, "total_steps": 120, "consumed_samples": 2400, "total_valid_tokens": 56688.0}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/config.yaml

@@ -0,0 +1,127 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: false
+  keep_top_k: null
+  metric_name: null
+  save_optimizer: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  add_bos: true
+  add_eos: true
+  add_generation_prompt: false
+  default:
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  num_workers: 1
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    lora_cfg:
+      alpha: 32
+      dim: 8
+      dropout: 0.0
+      dropout_position: post
+      enabled: false
+      exclude_modules: []
+      lora_A_init: xavier
+      match_all_linear: true
+      target_modules: []
+      use_triton: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  make_sequence_length_divisible_by: 4
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 3.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+sft:
+  max_num_epochs: 40
+  max_num_steps: 1000000
+  seed: 42
+  val_at_end: true
+  val_at_start: true
+  val_batches: 8
+  val_global_batch_size: 32
+  val_micro_batch_size: 1
+  val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,93 @@
+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content']|trim %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\n" }}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023\n" }}
+{{- "Today Date: " + date_string + "\n\n" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content']|trim %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.\n\n" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
+        {{- '{"name": "' + tool_call.name + '", ' }}
+        {{- '"parameters": ' }}
+        {{- tool_call.arguments | tojson }}
+        {{- "}" }}
+        {{- "<|eot_id|>" }}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,17 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|eot_id|>"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,2063 @@
+{
+  "added_tokens_decoder": {
+    "128000": {
+      "content": "<|begin_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128001": {
+      "content": "<|end_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128002": {
+      "content": "<|reserved_special_token_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128003": {
+      "content": "<|reserved_special_token_1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128004": {
+      "content": "<|finetune_right_pad_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128005": {
+      "content": "<|reserved_special_token_2|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
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+    },
+    "128006": {
+      "content": "<|start_header_id|>",
+      "lstrip": false,
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+    },
+    "128007": {
+      "content": "<|end_header_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
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+      "special": true
+    },
+    "128008": {
+      "content": "<|eom_id|>",
+      "lstrip": false,
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+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128009": {
+      "content": "<|eot_id|>",
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+    "128010": {
+      "content": "<|python_tag|>",
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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/weights/model/.hf_metadata/config.json

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+  ],
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+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.1",
+  "use_cache": false,
+  "vocab_size": 128256
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/weights/model/.hf_metadata/fqn_to_file_index_mapping.json

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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/policy/weights/model/.hf_metadata/generation_config.json

@@ -0,0 +1,12 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.57.1"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_140/training_info.json

@@ -0,0 +1 @@
+{"epoch": 27, "step": 0, "total_steps": 140, "consumed_samples": 2800, "total_valid_tokens": 66136.0}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/config.yaml

@@ -0,0 +1,127 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: false
+  keep_top_k: null
+  metric_name: null
+  save_optimizer: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  add_bos: true
+  add_eos: true
+  add_generation_prompt: false
+  default:
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  num_workers: 1
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    lora_cfg:
+      alpha: 32
+      dim: 8
+      dropout: 0.0
+      dropout_position: post
+      enabled: false
+      exclude_modules: []
+      lora_A_init: xavier
+      match_all_linear: true
+      target_modules: []
+      use_triton: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  make_sequence_length_divisible_by: 4
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 3.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+sft:
+  max_num_epochs: 40
+  max_num_steps: 1000000
+  seed: 42
+  val_at_end: true
+  val_at_start: true
+  val_batches: 8
+  val_global_batch_size: 32
+  val_micro_batch_size: 1
+  val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,93 @@
+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content']|trim %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\n" }}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023\n" }}
+{{- "Today Date: " + date_string + "\n\n" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content']|trim %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.\n\n" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
+        {{- '{"name": "' + tool_call.name + '", ' }}
+        {{- '"parameters": ' }}
+        {{- tool_call.arguments | tojson }}
+        {{- "}" }}
+        {{- "<|eot_id|>" }}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,17 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|eot_id|>"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,2063 @@
+{
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+      "normalized": false,
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+      "single_word": false,
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128002": {
+      "content": "<|reserved_special_token_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "content": "<|reserved_special_token_1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128004": {
+      "content": "<|finetune_right_pad_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/policy/weights/model/.hf_metadata/generation_config.json

@@ -0,0 +1,12 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.57.1"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_160/training_info.json

@@ -0,0 +1 @@
+{"epoch": 31, "step": 0, "total_steps": 160, "consumed_samples": 3200, "total_valid_tokens": 75584.0}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_180/config.yaml

@@ -0,0 +1,127 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: false
+  keep_top_k: null
+  metric_name: null
+  save_optimizer: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  add_bos: true
+  add_eos: true
+  add_generation_prompt: false
+  default:
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  num_workers: 1
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    processor: sft_processor
+    prompt_file: null
+    system_prompt_file: null
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-sft-knowledge-gt-d5-e10-llama3-2-1b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: sft-knowledge-gt-d5-e10-20260502-Llama-3.2-1B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    lora_cfg:
+      alpha: 32
+      dim: 8
+      dropout: 0.0
+      dropout_position: post
+      enabled: false
+      exclude_modules: []
+      lora_A_init: xavier
+      match_all_linear: true
+      target_modules: []
+      use_triton: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  make_sequence_length_divisible_by: 4
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 3.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-1B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+sft:
+  max_num_epochs: 40
+  max_num_steps: 1000000
+  seed: 42
+  val_at_end: true
+  val_at_start: true
+  val_batches: 8
+  val_global_batch_size: 32
+  val_micro_batch_size: 1
+  val_period: 20

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_180/policy/tokenizer/chat_template.jinja

@@ -0,0 +1,93 @@
+{{- bos_token }}
+{%- if custom_tools is defined %}
+    {%- set tools = custom_tools %}
+{%- endif %}
+{%- if not tools_in_user_message is defined %}
+    {%- set tools_in_user_message = true %}
+{%- endif %}
+{%- if not date_string is defined %}
+    {%- if strftime_now is defined %}
+        {%- set date_string = strftime_now("%d %b %Y") %}
+    {%- else %}
+        {%- set date_string = "26 Jul 2024" %}
+    {%- endif %}
+{%- endif %}
+{%- if not tools is defined %}
+    {%- set tools = none %}
+{%- endif %}
+
+{#- This block extracts the system message, so we can slot it into the right place. #}
+{%- if messages[0]['role'] == 'system' %}
+    {%- set system_message = messages[0]['content']|trim %}
+    {%- set messages = messages[1:] %}
+{%- else %}
+    {%- set system_message = "" %}
+{%- endif %}
+
+{#- System message #}
+{{- "<|start_header_id|>system<|end_header_id|>\n\n" }}
+{%- if tools is not none %}
+    {{- "Environment: ipython\n" }}
+{%- endif %}
+{{- "Cutting Knowledge Date: December 2023\n" }}
+{{- "Today Date: " + date_string + "\n\n" }}
+{%- if tools is not none and not tools_in_user_message %}
+    {{- "You have access to the following functions. To call a function, please respond with JSON for a function call." }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+{%- endif %}
+{{- system_message }}
+{{- "<|eot_id|>" }}
+
+{#- Custom tools are passed in a user message with some extra guidance #}
+{%- if tools_in_user_message and not tools is none %}
+    {#- Extract the first user message so we can plug it in here #}
+    {%- if messages | length != 0 %}
+        {%- set first_user_message = messages[0]['content']|trim %}
+        {%- set messages = messages[1:] %}
+    {%- else %}
+        {{- raise_exception("Cannot put tools in the first user message when there's no first user message!") }}
+{%- endif %}
+    {{- '<|start_header_id|>user<|end_header_id|>\n\n' -}}
+    {{- "Given the following functions, please respond with a JSON for a function call " }}
+    {{- "with its proper arguments that best answers the given prompt.\n\n" }}
+    {{- 'Respond in the format {"name": function name, "parameters": dictionary of argument name and its value}.' }}
+    {{- "Do not use variables.\n\n" }}
+    {%- for t in tools %}
+        {{- t | tojson(indent=4) }}
+        {{- "\n\n" }}
+    {%- endfor %}
+    {{- first_user_message + "<|eot_id|>"}}
+{%- endif %}
+
+{%- for message in messages %}
+    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}
+        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' }}
+    {%- elif 'tool_calls' in message %}
+        {%- if not message.tool_calls|length == 1 %}
+            {{- raise_exception("This model only supports single tool-calls at once!") }}
+        {%- endif %}
+        {%- set tool_call = message.tool_calls[0].function %}
+        {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' -}}
+        {{- '{"name": "' + tool_call.name + '", ' }}
+        {{- '"parameters": ' }}
+        {{- tool_call.arguments | tojson }}
+        {{- "}" }}
+        {{- "<|eot_id|>" }}
+    {%- elif message.role == "tool" or message.role == "ipython" %}
+        {{- "<|start_header_id|>ipython<|end_header_id|>\n\n" }}
+        {%- if message.content is mapping or message.content is iterable %}
+            {{- message.content | tojson }}
+        {%- else %}
+            {{- message.content }}
+        {%- endif %}
+        {{- "<|eot_id|>" }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_header_id|>assistant<|end_header_id|>\n\n' }}
+{%- endif %}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_180/policy/tokenizer/special_tokens_map.json

@@ -0,0 +1,17 @@
+{
+  "bos_token": {
+    "content": "<|begin_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eot_id|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<|eot_id|>"
+}

checkpoints/knowledge/sft_gt_d5_e10_llama3_2_1b_20260502/run_20260502.210411/step_180/policy/tokenizer/tokenizer_config.json

@@ -0,0 +1,2063 @@
+{
+  "added_tokens_decoder": {
+    "128000": {
+      "content": "<|begin_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128001": {
+      "content": "<|end_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128002": {
+      "content": "<|reserved_special_token_0|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128003": {
+      "content": "<|reserved_special_token_1|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128004": {
+      "content": "<|finetune_right_pad_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128005": {
+      "content": "<|reserved_special_token_2|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128006": {
+      "content": "<|start_header_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128007": {
+      "content": "<|end_header_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128008": {
+      "content": "<|eom_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128009": {
+      "content": "<|eot_id|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+    "128010": {
+      "content": "<|python_tag|>",
+      "lstrip": false,
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+      "special": true
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+    "128011": {
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+      "content": "<|reserved_special_token_4|>",
+      "lstrip": false,
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+      "content": "<|reserved_special_token_6|>",
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+      "content": "<|reserved_special_token_7|>",
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