Add files using upload-large-folder tool

.gitattributes

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 checkpoints/simpleqa/sft_mix_qwen3_8b_l0p5_20260428/run_20260429.090857/step_270/policy/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 checkpoints/simpleqa/opsd_nll_teacher_top1_gt_qwen3_8b_n1_t0_20260429/run_20260430.211824/step_270/policy/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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+_wandb:
+    value:
+        cli_version: 0.25.1
+        e:
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+                args:
+                    - --config
+                    - /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd/opsd_distillation_config.yaml
+                    - policy.model_name=/home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+                    - policy.dtensor_cfg.tensor_parallel_size=4
+                    - policy.dtensor_cfg.context_parallel_size=1
+                    - policy.max_total_sequence_length=10000
+                    - policy.generation.max_new_tokens=8192
+                    - policy.generation.vllm_cfg.tensor_parallel_size=4
+                    - policy.generation.vllm_cfg.gpu_memory_utilization=0.7
+                    - policy.logprob_batch_size=1
+                    - policy.dtensor_cfg.cpu_offload=true
+                    - policy.dtensor_cfg.activation_checkpointing=true
+                    - paths.base_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/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/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716
+                    - logger.log_dir=/home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs
+                    - logger.wandb.project=mix-teachers-opsd
+                    - logger.wandb.name=opsd-knowledge-forward-kl-gt-d5-e10-20260502-Llama-3.2-3B-Instruct
+                    - logger.tensorboard.log_dir=tb_logs-opsd-knowledge-forward-kl-gt-d5-e10-llama3-2-3b
+                    - cluster.gpus_per_node=4
+                    - cluster.num_nodes=1
+                    - loss_fn.kl_type=forward
+                    - loss_fn.zero_outside_topk=false
+                    - distillation.ema_decay=1.0
+                    - distillation.topk_logits_k=64
+                    - distillation.num_prompts_per_step=20
+                    - distillation.num_generations_per_prompt=8
+                    - distillation.val_period=20
+                    - distillation.max_num_epochs=40
+                    - checkpointing.save_per_epoch=false
+                    - checkpointing.save_period=20
+                    - checkpointing.save_optimizer=false
+                    - checkpointing.keep_top_k=null
+                    - checkpointing.metric_name=null
+                    - policy.train_global_batch_size=20
+                    - policy.generation_batch_size=20
+                    - policy.generation.temperature=0.8
+                    - 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_opsd.py
+                codePathLocal: run_opsd.py
+                cpu_count: 120
+                cpu_count_logical: 120
+                cudaVersion: "13.2"
+                disk:
+                    /:
+                        total: "511749718016"
+                        used: "24581152768"
+                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:
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+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-e21eb7ad-7d59-58e8-82ca-13d6778392d1
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-31ca2ab2-8c2f-44ae-f111-9d7cfe857c63
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-bca2b8b7-5df0-8ad0-6908-2b9c4b365938
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "100485038080"
+                      name: NVIDIA H100
+                      uuid: GPU-a20cdb97-4771-52c6-1941-edc989e35fd3
+                host: b0025
+                memory:
+                    total: "1081436794880"
+                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_opsd.py
+                python: CPython 3.11.15
+                root: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs/exp_001/wandb
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+                writerId: x2qo7on74xh8p29vvcdqcw9xf6iyor12
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+checkpointing:
+    value:
+        checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716
+        checkpoint_must_save_by: null
+        enabled: true
+        higher_is_better: true
+        keep_top_k: null
+        metric_name: null
+        model_save_format: safetensors
+        save_consolidated: false
+        save_optimizer: false
+        save_per_epoch: false
+        save_period: 20
+cluster:
+    value:
+        gpus_per_node: 4
+        num_nodes: 1
+data:
+    value:
+        default:
+            env_name: knowledge
+            prompt_file: null
+            system_prompt_file: null
+        max_input_seq_length: 10000
+        shuffle: true
+        train:
+            - dataset_name: knowledge_opsd
+              env_name: knowledge
+              processor: knowledge_opsd
+              prompt_file: null
+              system_prompt_file: null
+        validation:
+            - dataset_name: knowledge_opsd_val
+              env_name: knowledge
+              processor: knowledge_opsd
+              prompt_file: null
+              system_prompt_file: null
+            - dataset_name: knowledge_opsd_comp_val
+              env_name: knowledge
+              processor: knowledge_opsd
+              prompt_file: null
+              system_prompt_file: null
+distillation:
+    value:
+        ema_decay: 1
+        max_num_epochs: 40
+        max_num_steps: 1000
+        max_rollout_turns: 1
+        max_val_samples: 200
+        num_generations_per_prompt: 8
+        num_prompts_per_step: 20
+        rollout_policy: student
+        seed: 42
+        topk_logits_k: 64
+        val_at_end: true
+        val_at_start: true
+        val_batch_size: 32
+        val_period: 20
+env:
+    value:
+        knowledge:
+            num_workers: 8
+logger:
+    value:
+        gpu_monitoring:
+            collection_interval: 10
+            flush_interval: 10
+        log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs/exp_001
+        mlflow_enabled: false
+        monitor_gpus: true
+        num_val_samples_to_print: 5
+        swanlab_enabled: false
+        tensorboard:
+            log_dir: tb_logs-opsd-knowledge-forward-kl-gt-d5-e10-llama3-2-3b
+        tensorboard_enabled: true
+        wandb:
+            entity: mathrl-jiarui
+            name: opsd-knowledge-forward-kl-gt-d5-e10-20260502-Llama-3.2-3B-Instruct
+            project: mix-teachers-opsd
+        wandb_enabled: true
+loss_fn:
+    value:
+        kl_type: forward
+        mixed_kl_weight: 0.5
+        zero_outside_topk: false
+paths:
+    value:
+        base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+        checkpoint_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl
+        data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+        log_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl/logs
+        model_search_dirs:
+            - /home/fs01/yw2349/jiarui/mathrl_data/models
+policy:
+    value:
+        dtensor_cfg:
+            _v2: true
+            activation_checkpointing: true
+            context_parallel_size: 1
+            cpu_offload: true
+            custom_parallel_plan: null
+            enabled: true
+            sequence_parallel: false
+            tensor_parallel_size: 4
+        dynamic_batching:
+            enabled: true
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        generation:
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+            colocated:
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+                resources:
+                    gpus_per_node: null
+                    num_nodes: null
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+            stop_token_ids:
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+                enforce_eager: false
+                expert_parallel_size: 1
+                gpu_memory_utilization: 0.7
+                kv_cache_dtype: auto
+                load_format: dummy
+                max_model_len: 10000
+                num_first_layers_in_bf16: 0
+                num_last_layers_in_bf16: 0
+                pipeline_parallel_size: 1
+                precision: bfloat16
+                skip_tokenizer_init: true
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+        make_sequence_length_divisible_by: 8
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+        megatron_cfg:
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+        model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+        offload_optimizer_for_logprob: false
+        optimizer:
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+                eps: 1e-08
+                foreach: false
+                fused: false
+                lr: 3e-05
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+            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
+            logprob_mb_tokens: 10000
+            sequence_length_round: 64
+            train_mb_tokens: 10000
+        tokenizer:
+            chat_template_kwargs:
+                enable_thinking: false
+            name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+        train_global_batch_size: 20
+        train_micro_batch_size: 1
+teacher:
+    value:
+        dtensor_cfg:
+            _v2: true
+            activation_checkpointing: true
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+            train_mb_tokens: 10000
+        generation:
+            backend: vllm
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+                    num_nodes: null
+            max_new_tokens: 8192
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+            temperature: 1
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+            vllm_cfg:
+                async_engine: false
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+                enforce_eager: false
+                expert_parallel_size: 1
+                gpu_memory_utilization: 0.7
+                kv_cache_dtype: auto
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+        make_sequence_length_divisible_by: 8
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+        megatron_cfg:
+            enabled: false
+        model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+        offload_optimizer_for_logprob: false
+        optimizer:
+            kwargs:
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checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs/exp_001/wandb/wandb/run-20260502_204022-jaynkchc/files/requirements.txt

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+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: true
+  keep_top_k: null
+  metric_name: null
+  model_save_format: safetensors
+  save_consolidated: false
+  save_optimizer: false
+  save_per_epoch: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  default:
+    env_name: knowledge
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+distillation:
+  ema_decay: 1.0
+  max_num_epochs: 40
+  max_num_steps: 1000
+  max_rollout_turns: 1
+  max_val_samples: 200
+  num_generations_per_prompt: 8
+  num_prompts_per_step: 20
+  rollout_policy: student
+  seed: 42
+  topk_logits_k: 64
+  val_at_end: true
+  val_at_start: true
+  val_batch_size: 32
+  val_period: 20
+env:
+  knowledge:
+    num_workers: 8
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  num_val_samples_to_print: 5
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-opsd-knowledge-forward-kl-gt-d5-e10-llama3-2-3b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: opsd-knowledge-forward-kl-gt-d5-e10-20260502-Llama-3.2-3B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+loss_fn:
+  kl_type: forward
+  mixed_kl_weight: 0.5
+  zero_outside_topk: false
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  checkpoint_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+  log_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl/logs
+  model_search_dirs:
+  - /home/fs01/yw2349/jiarui/mathrl_data/models
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    _pad_token_id: 128009
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+    stop_strings: null
+    stop_token_ids:
+    - 128009
+    temperature: 0.8
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      hf_overrides: {}
+      kv_cache_dtype: auto
+      load_format: dummy
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      skip_tokenizer_init: true
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 20
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-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
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+teacher:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    stop_strings: null
+    stop_token_ids: null
+    temperature: 1.0
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      kv_cache_dtype: auto
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 16
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 1.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  train_global_batch_size: 16
+  train_micro_batch_size: 1

checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_200/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/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_200/policy/tokenizer/special_tokens_map.json

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+{
+  "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/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_200/policy/tokenizer/tokenizer_config.json

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checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_200/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/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_200/training_info.json

@@ -0,0 +1 @@
+{"current_epoch": 39, "current_step": 5, "total_steps": 200, "val_reward": 0.2708333333333333, "consumed_samples": 4000, "total_valid_tokens": 11351477.470092118}

checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_40/config.yaml

@@ -0,0 +1,255 @@
+checkpointing:
+  checkpoint_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716
+  checkpoint_must_save_by: null
+  enabled: true
+  higher_is_better: true
+  keep_top_k: null
+  metric_name: null
+  model_save_format: safetensors
+  save_consolidated: false
+  save_optimizer: false
+  save_per_epoch: false
+  save_period: 20
+cluster:
+  gpus_per_node: 4
+  num_nodes: 1
+data:
+  default:
+    env_name: knowledge
+    prompt_file: null
+    system_prompt_file: null
+  max_input_seq_length: 10000
+  shuffle: true
+  train:
+  - dataset_name: knowledge_opsd
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+  validation:
+  - dataset_name: knowledge_opsd_val
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+  - dataset_name: knowledge_opsd_comp_val
+    env_name: knowledge
+    processor: knowledge_opsd
+    prompt_file: null
+    system_prompt_file: null
+distillation:
+  ema_decay: 1.0
+  max_num_epochs: 40
+  max_num_steps: 1000
+  max_rollout_turns: 1
+  max_val_samples: 200
+  num_generations_per_prompt: 8
+  num_prompts_per_step: 20
+  rollout_policy: student
+  seed: 42
+  topk_logits_k: 64
+  val_at_end: true
+  val_at_start: true
+  val_batch_size: 32
+  val_period: 20
+env:
+  knowledge:
+    num_workers: 8
+logger:
+  gpu_monitoring:
+    collection_interval: 10
+    flush_interval: 10
+  log_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/logs/exp_001
+  mlflow_enabled: false
+  monitor_gpus: true
+  num_val_samples_to_print: 5
+  swanlab_enabled: false
+  tensorboard:
+    log_dir: tb_logs-opsd-knowledge-forward-kl-gt-d5-e10-llama3-2-3b
+  tensorboard_enabled: true
+  wandb:
+    entity: mathrl-jiarui
+    name: opsd-knowledge-forward-kl-gt-d5-e10-20260502-Llama-3.2-3B-Instruct
+    project: mix-teachers-opsd
+  wandb_enabled: true
+loss_fn:
+  kl_type: forward
+  mixed_kl_weight: 0.5
+  zero_outside_topk: false
+paths:
+  base_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/mix_teachers/train/knowledge_opsd
+  checkpoint_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl
+  data_dir: /home/pj24003162/ku40003404/jiarui/TeacherMix/data/knowledge_d5_e10/atomic_sft
+  log_dir: /home/fs01/yw2349/jiarui/mathrl_data/mix_teachers/checkpoints/knowledge/opsd_nemo_rl/logs
+  model_search_dirs:
+  - /home/fs01/yw2349/jiarui/mathrl_data/models
+policy:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    _pad_token_id: 128009
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+    stop_strings: null
+    stop_token_ids:
+    - 128009
+    temperature: 0.8
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      hf_overrides: {}
+      kv_cache_dtype: auto
+      load_format: dummy
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      skip_tokenizer_init: true
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 20
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-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
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  train_global_batch_size: 20
+  train_micro_batch_size: 1
+teacher:
+  dtensor_cfg:
+    _v2: true
+    activation_checkpointing: true
+    context_parallel_size: 1
+    cpu_offload: true
+    custom_parallel_plan: null
+    enabled: true
+    sequence_parallel: false
+    tensor_parallel_size: 4
+  dynamic_batching:
+    enabled: true
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  generation:
+    backend: vllm
+    colocated:
+      enabled: true
+      resources:
+        gpus_per_node: null
+        num_nodes: null
+    max_new_tokens: 8192
+    stop_strings: null
+    stop_token_ids: null
+    temperature: 1.0
+    top_k: null
+    top_p: 1.0
+    vllm_cfg:
+      async_engine: false
+      distributed_executor_backend: null
+      enforce_eager: false
+      expert_parallel_size: 1
+      gpu_memory_utilization: 0.7
+      kv_cache_dtype: auto
+      max_model_len: 10000
+      num_first_layers_in_bf16: 0
+      num_last_layers_in_bf16: 0
+      pipeline_parallel_size: 1
+      precision: bfloat16
+      tensor_parallel_size: 4
+      use_deep_gemm: false
+  generation_batch_size: 16
+  logprob_batch_size: 1
+  logprob_chunk_size: null
+  make_sequence_length_divisible_by: 8
+  max_grad_norm: 1.0
+  max_total_sequence_length: 10000
+  megatron_cfg:
+    enabled: false
+  model_name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  offload_optimizer_for_logprob: false
+  optimizer:
+    kwargs:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      foreach: false
+      fused: false
+      lr: 1.0e-05
+      weight_decay: 0.01
+    name: torch.optim.AdamW
+  precision: bfloat16
+  scheduler:
+  - kwargs:
+      factor: 1.0
+      total_iters: 10000000000
+    name: torch.optim.lr_scheduler.ConstantLR
+  - milestones: []
+  sequence_packing:
+    algorithm: modified_first_fit_decreasing
+    enabled: false
+    logprob_mb_tokens: 10000
+    sequence_length_round: 64
+    train_mb_tokens: 10000
+  tokenizer:
+    chat_template_kwargs:
+      enable_thinking: false
+    name: /home/pj24003162/ku40003404/jiarui/models/Llama-3.2-3B-Instruct
+  train_global_batch_size: 16
+  train_micro_batch_size: 1

checkpoints/knowledge/opsd_forward_kl_gt_d5_e10_llama3_2_3b_20260502/run_20260502.203716/step_40/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 %}