diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-400/adapter_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-400/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6962ec15c8a00d212e9fc982c24f7444e619751
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-400/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-1.7B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "k_proj",
+ "v_proj",
+ "q_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-400/chat_template.jinja b/Conifer/PD/Qwen3-1.7B/checkpoint-400/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-400/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-400/tokenizer_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-400/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-400/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-400/trainer_state.json b/Conifer/PD/Qwen3-1.7B/checkpoint-400/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d17196712dcf84a54c7e138a8da670267bff17b
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-400/trainer_state.json
@@ -0,0 +1,355 @@
+{
+ "best_global_step": 400,
+ "best_metric": 0.1748906821012497,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A1/checkpoint-400",
+ "epoch": 2.1507402422611035,
+ "eval_steps": 100,
+ "global_step": 400,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.05383580080753701,
+ "grad_norm": 0.9229851961135864,
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+ "step": 20
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+ {
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+ },
+ {
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+ "eval_samples_per_second": 21.302,
+ "eval_steps_per_second": 1.339,
+ "step": 400
+ }
+ ],
+ "logging_steps": 10,
+ "max_steps": 558,
+ "num_input_tokens_seen": 0,
+ "num_train_epochs": 3,
+ "save_steps": 100,
+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
+ "args": {
+ "early_stopping_patience": 3,
+ "early_stopping_threshold": 0.0
+ },
+ "attributes": {
+ "early_stopping_patience_counter": 0
+ }
+ },
+ "TrainerControl": {
+ "args": {
+ "should_epoch_stop": false,
+ "should_evaluate": false,
+ "should_log": false,
+ "should_save": true,
+ "should_training_stop": false
+ },
+ "attributes": {}
+ }
+ },
+ "total_flos": 4.077453831254835e+17,
+ "train_batch_size": 2,
+ "trial_name": null,
+ "trial_params": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-500/adapter_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-500/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6962ec15c8a00d212e9fc982c24f7444e619751
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-500/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-1.7B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "k_proj",
+ "v_proj",
+ "q_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-500/chat_template.jinja b/Conifer/PD/Qwen3-1.7B/checkpoint-500/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-500/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-500/tokenizer_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-500/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-500/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-500/trainer_state.json b/Conifer/PD/Qwen3-1.7B/checkpoint-500/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..81940b29bc319627940e365335b042c867b6d132
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-500/trainer_state.json
@@ -0,0 +1,433 @@
+{
+ "best_global_step": 500,
+ "best_metric": 0.17438176274299622,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A1/checkpoint-500",
+ "epoch": 2.6890982503364738,
+ "eval_steps": 100,
+ "global_step": 500,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.05383580080753701,
+ "grad_norm": 0.9229851961135864,
+ "learning_rate": 6.4285714285714295e-06,
+ "loss": 0.3553433418273926,
+ "step": 10
+ },
+ {
+ "epoch": 0.10767160161507403,
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+ "loss": 0.32763218879699707,
+ "step": 20
+ },
+ {
+ "epoch": 0.16150740242261102,
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+ "loss": 0.25324430465698244,
+ "step": 30
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+ "epoch": 0.21534320323014805,
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+ {
+ "epoch": 0.3768506056527591,
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+ "epoch": 0.4306864064602961,
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+ "eval_samples_per_second": 21.302,
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+ },
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+ },
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+ },
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+ },
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+ "loss": 0.16821794509887694,
+ "step": 500
+ },
+ {
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+ "eval_loss": 0.17438176274299622,
+ "eval_runtime": 61.1022,
+ "eval_samples_per_second": 21.603,
+ "eval_steps_per_second": 1.358,
+ "step": 500
+ }
+ ],
+ "logging_steps": 10,
+ "max_steps": 558,
+ "num_input_tokens_seen": 0,
+ "num_train_epochs": 3,
+ "save_steps": 100,
+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
+ "args": {
+ "early_stopping_patience": 3,
+ "early_stopping_threshold": 0.0
+ },
+ "attributes": {
+ "early_stopping_patience_counter": 0
+ }
+ },
+ "TrainerControl": {
+ "args": {
+ "should_epoch_stop": false,
+ "should_evaluate": false,
+ "should_log": false,
+ "should_save": true,
+ "should_training_stop": false
+ },
+ "attributes": {}
+ }
+ },
+ "total_flos": 5.099886225737646e+17,
+ "train_batch_size": 2,
+ "trial_name": null,
+ "trial_params": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-558/adapter_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-558/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6962ec15c8a00d212e9fc982c24f7444e619751
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-558/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-1.7B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "k_proj",
+ "v_proj",
+ "q_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-558/chat_template.jinja b/Conifer/PD/Qwen3-1.7B/checkpoint-558/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-558/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-558/tokenizer_config.json b/Conifer/PD/Qwen3-1.7B/checkpoint-558/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-558/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/checkpoint-558/trainer_state.json b/Conifer/PD/Qwen3-1.7B/checkpoint-558/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c2fdadd3c0862cbc3a0afb76b785d09d0f0f871
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/checkpoint-558/trainer_state.json
@@ -0,0 +1,476 @@
+{
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+ "eval_steps": 100,
+ "global_step": 558,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
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+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
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+ "early_stopping_threshold": 0.0
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+ "attributes": {
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+ }
+ },
+ "TrainerControl": {
+ "args": {
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+ "should_save": true,
+ "should_training_stop": true
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+ "attributes": {}
+ }
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+}
diff --git a/Conifer/PD/Qwen3-1.7B/final/adapter_config.json b/Conifer/PD/Qwen3-1.7B/final/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f6962ec15c8a00d212e9fc982c24f7444e619751
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/final/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-1.7B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
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+ "loftq_config": {},
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+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
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+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
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+ "rank_pattern": {},
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+ "target_modules": [
+ "k_proj",
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+ "q_proj",
+ "o_proj"
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+ "target_parameters": null,
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+ "use_bdlora": null,
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+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-1.7B/final/chat_template.jinja b/Conifer/PD/Qwen3-1.7B/final/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/final/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-1.7B/final/final_eval_metrics.json b/Conifer/PD/Qwen3-1.7B/final/final_eval_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..db06ad200659d8646a218dee527ed9ad820c529a
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/final/final_eval_metrics.json
@@ -0,0 +1,7 @@
+{
+ "eval_loss": 0.17438960075378418,
+ "eval_runtime": 60.0034,
+ "eval_samples_per_second": 21.999,
+ "eval_steps_per_second": 1.383,
+ "epoch": 3.0
+}
diff --git a/Conifer/PD/Qwen3-1.7B/final/tokenizer_config.json b/Conifer/PD/Qwen3-1.7B/final/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/final/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-1.7B/final/train_summary.json b/Conifer/PD/Qwen3-1.7B/final/train_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..65cc7e99e22dcb930a07facc6acb4b73aa02ee4e
--- /dev/null
+++ b/Conifer/PD/Qwen3-1.7B/final/train_summary.json
@@ -0,0 +1,12 @@
+{
+ "global_step": 558,
+ "training_loss": 0.1885697089643034,
+ "metrics": {
+ "train_runtime": 1937.8949,
+ "train_samples_per_second": 18.385,
+ "train_steps_per_second": 0.288,
+ "total_flos": 5.694249489431265e+17,
+ "train_loss": 0.1885697089643034,
+ "epoch": 3.0
+ }
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-500/adapter_config.json b/Conifer/PD/Qwen3-4B/checkpoint-500/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff01753dcd2678d0a173d08d83fea39c99a2016
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-500/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "q_proj",
+ "v_proj",
+ "k_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-500/chat_template.jinja b/Conifer/PD/Qwen3-4B/checkpoint-500/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-500/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-500/tokenizer_config.json b/Conifer/PD/Qwen3-4B/checkpoint-500/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-500/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-500/trainer_state.json b/Conifer/PD/Qwen3-4B/checkpoint-500/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..9763f73cee631ccabe90bf668d4a7d8d57958bda
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-500/trainer_state.json
@@ -0,0 +1,433 @@
+{
+ "best_global_step": 500,
+ "best_metric": 0.13559849560260773,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A2/checkpoint-500",
+ "epoch": 2.4154589371980677,
+ "eval_steps": 100,
+ "global_step": 500,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.04830917874396135,
+ "grad_norm": 0.6730383038520813,
+ "learning_rate": 5.625e-06,
+ "loss": 0.34637789726257323,
+ "step": 10
+ },
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+ "epoch": 0.0966183574879227,
+ "grad_norm": 0.404668927192688,
+ "learning_rate": 1.1875e-05,
+ "loss": 0.294273829460144,
+ "step": 20
+ },
+ {
+ "epoch": 0.14492753623188406,
+ "grad_norm": 0.12716145813465118,
+ "learning_rate": 1.8125e-05,
+ "loss": 0.23454363346099855,
+ "step": 30
+ },
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+ "epoch": 0.1932367149758454,
+ "grad_norm": 0.10648500174283981,
+ "learning_rate": 1.999303077013914e-05,
+ "loss": 0.20498347282409668,
+ "step": 40
+ },
+ {
+ "epoch": 0.24154589371980675,
+ "grad_norm": 0.08959633857011795,
+ "learning_rate": 1.9958919149562405e-05,
+ "loss": 0.1963196039199829,
+ "step": 50
+ },
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+ "epoch": 0.2898550724637681,
+ "grad_norm": 0.09468325227499008,
+ "learning_rate": 1.9896481975871063e-05,
+ "loss": 0.19790533781051636,
+ "step": 60
+ },
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+ "epoch": 0.33816425120772947,
+ "grad_norm": 0.09737477451562881,
+ "learning_rate": 1.980589683535266e-05,
+ "loss": 0.15979270935058593,
+ "step": 70
+ },
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+ "grad_norm": 0.09095712006092072,
+ "learning_rate": 1.9687421373859175e-05,
+ "loss": 0.16852133274078368,
+ "step": 80
+ },
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+ "epoch": 0.43478260869565216,
+ "grad_norm": 0.08449332416057587,
+ "learning_rate": 1.954139256400049e-05,
+ "loss": 0.16047848463058473,
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+ "loss": 0.14818867444992065,
+ "step": 100
+ },
+ {
+ "epoch": 0.4830917874396135,
+ "eval_loss": 0.15427540242671967,
+ "eval_runtime": 93.9405,
+ "eval_samples_per_second": 15.669,
+ "eval_steps_per_second": 0.979,
+ "step": 100
+ },
+ {
+ "epoch": 0.5314009661835749,
+ "grad_norm": 0.07393220067024231,
+ "learning_rate": 1.9168413449932856e-05,
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+ "epoch": 0.5797101449275363,
+ "grad_norm": 0.0800199806690216,
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+ "loss": 0.14703266620635985,
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+ },
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+ "epoch": 0.6280193236714976,
+ "grad_norm": 0.07923530787229538,
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+ "loss": 0.14741261005401612,
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+ "epoch": 0.6763285024154589,
+ "grad_norm": 0.09360925853252411,
+ "learning_rate": 1.8415155844446593e-05,
+ "loss": 0.13760238885879517,
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+ "epoch": 0.7246376811594203,
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+ "epoch": 0.7729468599033816,
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+ "learning_rate": 1.7792116896249833e-05,
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+ "epoch": 0.821256038647343,
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+ "epoch": 0.8695652173913043,
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+ },
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+ "eval_runtime": 90.8254,
+ "eval_samples_per_second": 16.207,
+ "eval_steps_per_second": 1.013,
+ "step": 300
+ },
+ {
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+ },
+ {
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diff --git a/Conifer/PD/Qwen3-4B/checkpoint-600/adapter_config.json b/Conifer/PD/Qwen3-4B/checkpoint-600/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff01753dcd2678d0a173d08d83fea39c99a2016
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-600/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "q_proj",
+ "v_proj",
+ "k_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-600/chat_template.jinja b/Conifer/PD/Qwen3-4B/checkpoint-600/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-600/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-600/tokenizer_config.json b/Conifer/PD/Qwen3-4B/checkpoint-600/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-600/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-600/trainer_state.json b/Conifer/PD/Qwen3-4B/checkpoint-600/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..22e1b2724a4749fa4440d54959938313facd4ee8
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-600/trainer_state.json
@@ -0,0 +1,511 @@
+{
+ "best_global_step": 600,
+ "best_metric": 0.13550187647342682,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A2/checkpoint-600",
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+ "eval_steps": 100,
+ "global_step": 600,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
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diff --git a/Conifer/PD/Qwen3-4B/checkpoint-621/adapter_config.json b/Conifer/PD/Qwen3-4B/checkpoint-621/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff01753dcd2678d0a173d08d83fea39c99a2016
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-621/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "q_proj",
+ "v_proj",
+ "k_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-621/chat_template.jinja b/Conifer/PD/Qwen3-4B/checkpoint-621/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-621/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-621/tokenizer_config.json b/Conifer/PD/Qwen3-4B/checkpoint-621/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-621/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-4B/checkpoint-621/trainer_state.json b/Conifer/PD/Qwen3-4B/checkpoint-621/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c3a9de398357fe3ddda635eef802a53fdaee032
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/checkpoint-621/trainer_state.json
@@ -0,0 +1,533 @@
+{
+ "best_global_step": 621,
+ "best_metric": 0.13547885417938232,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A2/checkpoint-621",
+ "epoch": 3.0,
+ "eval_steps": 100,
+ "global_step": 621,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
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+ "logging_steps": 10,
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+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
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+ "early_stopping_patience": 3,
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+ },
+ "attributes": {
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+ }
+ },
+ "TrainerControl": {
+ "args": {
+ "should_epoch_stop": false,
+ "should_evaluate": false,
+ "should_log": false,
+ "should_save": true,
+ "should_training_stop": true
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+ "attributes": {}
+ }
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+}
diff --git a/Conifer/PD/Qwen3-4B/final/adapter_config.json b/Conifer/PD/Qwen3-4B/final/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6ff01753dcd2678d0a173d08d83fea39c99a2016
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/final/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "q_proj",
+ "v_proj",
+ "k_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-4B/final/chat_template.jinja b/Conifer/PD/Qwen3-4B/final/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/final/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-4B/final/final_eval_metrics.json b/Conifer/PD/Qwen3-4B/final/final_eval_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..845a3af45f9c288768eae7b1647b35486efae3c6
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/final/final_eval_metrics.json
@@ -0,0 +1,7 @@
+{
+ "eval_loss": 0.13547885417938232,
+ "eval_runtime": 91.4187,
+ "eval_samples_per_second": 16.102,
+ "eval_steps_per_second": 1.006,
+ "epoch": 3.0
+}
diff --git a/Conifer/PD/Qwen3-4B/final/tokenizer_config.json b/Conifer/PD/Qwen3-4B/final/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/final/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-4B/final/train_summary.json b/Conifer/PD/Qwen3-4B/final/train_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..cecbd2d4ea3222b0ecfee6030e61e7218300fa10
--- /dev/null
+++ b/Conifer/PD/Qwen3-4B/final/train_summary.json
@@ -0,0 +1,12 @@
+{
+ "global_step": 621,
+ "training_loss": 0.15068361007169057,
+ "metrics": {
+ "train_runtime": 3686.3991,
+ "train_samples_per_second": 10.77,
+ "train_steps_per_second": 0.168,
+ "total_flos": 1.3966547804739338e+18,
+ "train_loss": 0.15068361007169057,
+ "epoch": 3.0
+ }
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-500/adapter_config.json b/Conifer/PD/Qwen3-8B/checkpoint-500/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1903577015271b7b7c5213b1027a811b25243240
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-500/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "v_proj",
+ "k_proj",
+ "q_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-500/tokenizer_config.json b/Conifer/PD/Qwen3-8B/checkpoint-500/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-500/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-500/trainer_state.json b/Conifer/PD/Qwen3-8B/checkpoint-500/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..09fb18eb8acb12e0528b958c81dadf80c9487bd3
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-500/trainer_state.json
@@ -0,0 +1,433 @@
+{
+ "best_global_step": 500,
+ "best_metric": 0.035489436239004135,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A3/checkpoint-500",
+ "epoch": 2.4282238442822384,
+ "eval_steps": 100,
+ "global_step": 500,
+ "is_hyper_param_search": false,
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+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-600/adapter_config.json b/Conifer/PD/Qwen3-8B/checkpoint-600/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1903577015271b7b7c5213b1027a811b25243240
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-600/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "v_proj",
+ "k_proj",
+ "q_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-600/chat_template.jinja b/Conifer/PD/Qwen3-8B/checkpoint-600/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-600/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-600/tokenizer_config.json b/Conifer/PD/Qwen3-8B/checkpoint-600/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-600/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-600/trainer_state.json b/Conifer/PD/Qwen3-8B/checkpoint-600/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..98bf672279f649b6f1625406799f3fa9c933dda6
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-600/trainer_state.json
@@ -0,0 +1,511 @@
+{
+ "best_global_step": 600,
+ "best_metric": 0.03542821854352951,
+ "best_model_checkpoint": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A3/checkpoint-600",
+ "epoch": 2.9148418491484183,
+ "eval_steps": 100,
+ "global_step": 600,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.04866180048661801,
+ "grad_norm": 0.15639817714691162,
+ "learning_rate": 5.806451612903226e-06,
+ "loss": 0.1349215030670166,
+ "step": 10
+ },
+ {
+ "epoch": 0.09732360097323602,
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diff --git a/Conifer/PD/Qwen3-8B/checkpoint-618/adapter_config.json b/Conifer/PD/Qwen3-8B/checkpoint-618/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1903577015271b7b7c5213b1027a811b25243240
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-618/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "o_proj",
+ "v_proj",
+ "k_proj",
+ "q_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-618/chat_template.jinja b/Conifer/PD/Qwen3-8B/checkpoint-618/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/checkpoint-618/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-8B/checkpoint-618/tokenizer_config.json b/Conifer/PD/Qwen3-8B/checkpoint-618/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
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diff --git a/Conifer/PD/Qwen3-8B/checkpoint-618/trainer_state.json b/Conifer/PD/Qwen3-8B/checkpoint-618/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4270eb67245cb265aeab87bada991d1e6f24eb8
--- /dev/null
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diff --git a/Conifer/PD/Qwen3-8B/final/adapter_config.json b/Conifer/PD/Qwen3-8B/final/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..1903577015271b7b7c5213b1027a811b25243240
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/final/adapter_config.json
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+ "base_model_name_or_path": "Qwen/Qwen3-8B",
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diff --git a/Conifer/PD/Qwen3-8B/final/chat_template.jinja b/Conifer/PD/Qwen3-8B/final/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/final/chat_template.jinja
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+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/PD/Qwen3-8B/final/final_eval_metrics.json b/Conifer/PD/Qwen3-8B/final/final_eval_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..81714b1763f0d4240038bdf71ca3af70942e2735
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/final/final_eval_metrics.json
@@ -0,0 +1,7 @@
+{
+ "eval_loss": 0.035394057631492615,
+ "eval_runtime": 110.9615,
+ "eval_samples_per_second": 13.194,
+ "eval_steps_per_second": 0.829,
+ "epoch": 3.0
+}
diff --git a/Conifer/PD/Qwen3-8B/final/tokenizer_config.json b/Conifer/PD/Qwen3-8B/final/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/final/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/PD/Qwen3-8B/final/train_summary.json b/Conifer/PD/Qwen3-8B/final/train_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c3a3b7cc02b46487fa43c4dfa15ad6bdb4e6535
--- /dev/null
+++ b/Conifer/PD/Qwen3-8B/final/train_summary.json
@@ -0,0 +1,12 @@
+{
+ "global_step": 618,
+ "training_loss": 0.042559183145418136,
+ "metrics": {
+ "train_runtime": 5439.3922,
+ "train_samples_per_second": 7.249,
+ "train_steps_per_second": 0.114,
+ "total_flos": 3.3504636406868214e+18,
+ "train_loss": 0.042559183145418136,
+ "epoch": 3.0
+ }
+}
diff --git a/Conifer/SLS/Qwen3-8B/checkpoint-1050/chat_template.jinja b/Conifer/SLS/Qwen3-8B/checkpoint-1050/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/Conifer/SLS/Qwen3-8B/checkpoint-1050/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/Conifer/SLS/Qwen3-8B/checkpoint-1050/policy_adapter/adapter_config.json b/Conifer/SLS/Qwen3-8B/checkpoint-1050/policy_adapter/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3c0282381dfea55351c7175fbad57cbb35a290b
--- /dev/null
+++ b/Conifer/SLS/Qwen3-8B/checkpoint-1050/policy_adapter/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-8B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "v_proj",
+ "o_proj",
+ "q_proj",
+ "k_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/Conifer/SLS/Qwen3-8B/checkpoint-1050/tokenizer_config.json b/Conifer/SLS/Qwen3-8B/checkpoint-1050/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/Conifer/SLS/Qwen3-8B/checkpoint-1050/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/Conifer/SLS/Qwen3-8B/checkpoint-1050/training_state.json b/Conifer/SLS/Qwen3-8B/checkpoint-1050/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..501cecb5eb4d656e61b465d00e762c54f848f069
--- /dev/null
+++ b/Conifer/SLS/Qwen3-8B/checkpoint-1050/training_state.json
@@ -0,0 +1,36 @@
+{
+ "version": 1,
+ "global_step": 1050,
+ "next_epoch": 2,
+ "next_micro_idx": 5568,
+ "contract": {
+ "agent": "A3",
+ "rollout": "source_project/conifer_training_hub/13_rl_data/conifer_stratified_sft_full_rl_20260902_rl_from_sft.jsonl",
+ "rollout_size": 3237712215,
+ "rollout_sha256": "e448b0ebd5ad4eb57fddb5937e4017fa8dd875009aea106cc654cb6a1d8dd77e",
+ "reward_field": "reward",
+ "thinking_enabled": false,
+ "loss_version": "format_protected_signed_rwr_token_kl_v2",
+ "negative_mask": "semantic_json_values_and_thinking",
+ "kl_mode": "token_level_forward_kl",
+ "model_name_or_path": "Qwen/Qwen3-8B",
+ "sft_adapter": "source_project/conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902/A3/final",
+ "kl_coef": 0.05,
+ "num_epochs": 3.0,
+ "learning_rate": 5e-06,
+ "weight_decay": 0.01,
+ "warmup_ratio": 0.05,
+ "per_device_batch_size": 1,
+ "gradient_accumulation_steps": 16,
+ "max_seq_length": 6144,
+ "lora_rank": 64,
+ "lora_alpha": 64,
+ "lora_dropout": 0.05,
+ "bf16": true,
+ "gradient_checkpointing": true,
+ "seed": 42,
+ "world_size": 8,
+ "total_records": 44913,
+ "total_steps": 1053
+ }
+}
diff --git a/GSM-Hard/PD/Qwen3-1.7B/checkpoint-150/chat_template.jinja b/GSM-Hard/PD/Qwen3-1.7B/checkpoint-150/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-1.7B/checkpoint-150/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-100/adapter_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3313dd1a6ed9c788febc4c8f2e5cc826cd8a01a1
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "q_proj",
+ "k_proj",
+ "v_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-100/chat_template.jinja b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-100/tokenizer_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-100/trainer_state.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..516381d52e797ad7ef8f3fd801802882b8ecc92b
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-100/trainer_state.json
@@ -0,0 +1,129 @@
+{
+ "best_global_step": 100,
+ "best_metric": 0.1152874305844307,
+ "best_model_checkpoint": "jca/sft_runs/gsm_fixed_a1_corr30_20260723_v3/A2/checkpoint-100",
+ "epoch": 1.5190839694656488,
+ "eval_steps": 50,
+ "global_step": 100,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.15267175572519084,
+ "grad_norm": 1.4108742475509644,
+ "learning_rate": 9e-06,
+ "loss": 0.35656185150146485,
+ "step": 10
+ },
+ {
+ "epoch": 0.3053435114503817,
+ "grad_norm": 0.5308896899223328,
+ "learning_rate": 9.943559569286731e-06,
+ "loss": 0.2477626085281372,
+ "step": 20
+ },
+ {
+ "epoch": 0.4580152671755725,
+ "grad_norm": 0.19467969238758087,
+ "learning_rate": 9.75009217427352e-06,
+ "loss": 0.14838869571685792,
+ "step": 30
+ },
+ {
+ "epoch": 0.6106870229007634,
+ "grad_norm": 0.15912742912769318,
+ "learning_rate": 9.424289624237143e-06,
+ "loss": 0.14902036190032958,
+ "step": 40
+ },
+ {
+ "epoch": 0.7633587786259542,
+ "grad_norm": 0.13465870916843414,
+ "learning_rate": 8.975228612720415e-06,
+ "loss": 0.14714022874832153,
+ "step": 50
+ },
+ {
+ "epoch": 0.7633587786259542,
+ "eval_loss": 0.13767917454242706,
+ "eval_runtime": 32.736,
+ "eval_samples_per_second": 3.36,
+ "eval_steps_per_second": 0.428,
+ "step": 50
+ },
+ {
+ "epoch": 0.916030534351145,
+ "grad_norm": 0.12921492755413055,
+ "learning_rate": 8.415419751390155e-06,
+ "loss": 0.1284555673599243,
+ "step": 60
+ },
+ {
+ "epoch": 1.0610687022900764,
+ "grad_norm": 0.1302231103181839,
+ "learning_rate": 7.760459030751285e-06,
+ "loss": 0.1265964150428772,
+ "step": 70
+ },
+ {
+ "epoch": 1.213740458015267,
+ "grad_norm": 0.12392083555459976,
+ "learning_rate": 7.028593323773819e-06,
+ "loss": 0.11793677806854248,
+ "step": 80
+ },
+ {
+ "epoch": 1.366412213740458,
+ "grad_norm": 0.12361830472946167,
+ "learning_rate": 6.240212037280967e-06,
+ "loss": 0.1129205584526062,
+ "step": 90
+ },
+ {
+ "epoch": 1.5190839694656488,
+ "grad_norm": 0.12671050429344177,
+ "learning_rate": 5.41727907343245e-06,
+ "loss": 0.11596009731292725,
+ "step": 100
+ },
+ {
+ "epoch": 1.5190839694656488,
+ "eval_loss": 0.1152874305844307,
+ "eval_runtime": 36.0467,
+ "eval_samples_per_second": 3.052,
+ "eval_steps_per_second": 0.388,
+ "step": 100
+ }
+ ],
+ "logging_steps": 10,
+ "max_steps": 198,
+ "num_input_tokens_seen": 0,
+ "num_train_epochs": 3,
+ "save_steps": 50,
+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
+ "args": {
+ "early_stopping_patience": 3,
+ "early_stopping_threshold": 0.0
+ },
+ "attributes": {
+ "early_stopping_patience_counter": 0
+ }
+ },
+ "TrainerControl": {
+ "args": {
+ "should_epoch_stop": false,
+ "should_evaluate": false,
+ "should_log": false,
+ "should_save": true,
+ "should_training_stop": false
+ },
+ "attributes": {}
+ }
+ },
+ "total_flos": 7.900021593525453e+16,
+ "train_batch_size": 1,
+ "trial_name": null,
+ "trial_params": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-150/adapter_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-150/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3313dd1a6ed9c788febc4c8f2e5cc826cd8a01a1
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-150/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "q_proj",
+ "k_proj",
+ "v_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-150/tokenizer_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-150/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-150/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-198/adapter_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3313dd1a6ed9c788febc4c8f2e5cc826cd8a01a1
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "q_proj",
+ "k_proj",
+ "v_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-198/chat_template.jinja b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-198/tokenizer_config.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/checkpoint-198/trainer_state.json b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..27b883e8beda33830dfff4f9bba95f93113dd70e
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/checkpoint-198/trainer_state.json
@@ -0,0 +1,208 @@
+{
+ "best_global_step": 198,
+ "best_metric": 0.10719823837280273,
+ "best_model_checkpoint": "jca/sft_runs/gsm_fixed_a1_corr30_20260723_v3/A2/checkpoint-198",
+ "epoch": 3.0,
+ "eval_steps": 50,
+ "global_step": 198,
+ "is_hyper_param_search": false,
+ "is_local_process_zero": true,
+ "is_world_process_zero": true,
+ "log_history": [
+ {
+ "epoch": 0.15267175572519084,
+ "grad_norm": 1.4108742475509644,
+ "learning_rate": 9e-06,
+ "loss": 0.35656185150146485,
+ "step": 10
+ },
+ {
+ "epoch": 0.3053435114503817,
+ "grad_norm": 0.5308896899223328,
+ "learning_rate": 9.943559569286731e-06,
+ "loss": 0.2477626085281372,
+ "step": 20
+ },
+ {
+ "epoch": 0.4580152671755725,
+ "grad_norm": 0.19467969238758087,
+ "learning_rate": 9.75009217427352e-06,
+ "loss": 0.14838869571685792,
+ "step": 30
+ },
+ {
+ "epoch": 0.6106870229007634,
+ "grad_norm": 0.15912742912769318,
+ "learning_rate": 9.424289624237143e-06,
+ "loss": 0.14902036190032958,
+ "step": 40
+ },
+ {
+ "epoch": 0.7633587786259542,
+ "grad_norm": 0.13465870916843414,
+ "learning_rate": 8.975228612720415e-06,
+ "loss": 0.14714022874832153,
+ "step": 50
+ },
+ {
+ "epoch": 0.7633587786259542,
+ "eval_loss": 0.13767917454242706,
+ "eval_runtime": 32.736,
+ "eval_samples_per_second": 3.36,
+ "eval_steps_per_second": 0.428,
+ "step": 50
+ },
+ {
+ "epoch": 0.916030534351145,
+ "grad_norm": 0.12921492755413055,
+ "learning_rate": 8.415419751390155e-06,
+ "loss": 0.1284555673599243,
+ "step": 60
+ },
+ {
+ "epoch": 1.0610687022900764,
+ "grad_norm": 0.1302231103181839,
+ "learning_rate": 7.760459030751285e-06,
+ "loss": 0.1265964150428772,
+ "step": 70
+ },
+ {
+ "epoch": 1.213740458015267,
+ "grad_norm": 0.12392083555459976,
+ "learning_rate": 7.028593323773819e-06,
+ "loss": 0.11793677806854248,
+ "step": 80
+ },
+ {
+ "epoch": 1.366412213740458,
+ "grad_norm": 0.12361830472946167,
+ "learning_rate": 6.240212037280967e-06,
+ "loss": 0.1129205584526062,
+ "step": 90
+ },
+ {
+ "epoch": 1.5190839694656488,
+ "grad_norm": 0.12671050429344177,
+ "learning_rate": 5.41727907343245e-06,
+ "loss": 0.11596009731292725,
+ "step": 100
+ },
+ {
+ "epoch": 1.5190839694656488,
+ "eval_loss": 0.1152874305844307,
+ "eval_runtime": 36.0467,
+ "eval_samples_per_second": 3.052,
+ "eval_steps_per_second": 0.388,
+ "step": 100
+ },
+ {
+ "epoch": 1.6717557251908397,
+ "grad_norm": 0.10705089569091797,
+ "learning_rate": 4.582720926567552e-06,
+ "loss": 0.1008846640586853,
+ "step": 110
+ },
+ {
+ "epoch": 1.8244274809160306,
+ "grad_norm": 0.13216258585453033,
+ "learning_rate": 3.7597879627190337e-06,
+ "loss": 0.10664163827896118,
+ "step": 120
+ },
+ {
+ "epoch": 1.9770992366412212,
+ "grad_norm": 0.17716923356056213,
+ "learning_rate": 2.9714066762261825e-06,
+ "loss": 0.1145021915435791,
+ "step": 130
+ },
+ {
+ "epoch": 2.122137404580153,
+ "grad_norm": 0.1333739012479782,
+ "learning_rate": 2.2395409692487174e-06,
+ "loss": 0.1108102560043335,
+ "step": 140
+ },
+ {
+ "epoch": 2.2748091603053435,
+ "grad_norm": 0.11034757643938065,
+ "learning_rate": 1.5845802486098461e-06,
+ "loss": 0.10299768447875976,
+ "step": 150
+ },
+ {
+ "epoch": 2.2748091603053435,
+ "eval_loss": 0.10773716121912003,
+ "eval_runtime": 35.6106,
+ "eval_samples_per_second": 3.089,
+ "eval_steps_per_second": 0.393,
+ "step": 150
+ },
+ {
+ "epoch": 2.427480916030534,
+ "grad_norm": 0.11033366620540619,
+ "learning_rate": 1.024771387279585e-06,
+ "loss": 0.1002087116241455,
+ "step": 160
+ },
+ {
+ "epoch": 2.5801526717557253,
+ "grad_norm": 0.12473015487194061,
+ "learning_rate": 5.757103757628573e-07,
+ "loss": 0.10282647609710693,
+ "step": 170
+ },
+ {
+ "epoch": 2.732824427480916,
+ "grad_norm": 0.15974922478199005,
+ "learning_rate": 2.4990782572647977e-07,
+ "loss": 0.1058171272277832,
+ "step": 180
+ },
+ {
+ "epoch": 2.885496183206107,
+ "grad_norm": 0.10800355672836304,
+ "learning_rate": 5.6440430713269325e-08,
+ "loss": 0.10324649810791016,
+ "step": 190
+ },
+ {
+ "epoch": 3.0,
+ "eval_loss": 0.10719823837280273,
+ "eval_runtime": 34.0431,
+ "eval_samples_per_second": 3.231,
+ "eval_steps_per_second": 0.411,
+ "step": 198
+ }
+ ],
+ "logging_steps": 10,
+ "max_steps": 198,
+ "num_input_tokens_seen": 0,
+ "num_train_epochs": 3,
+ "save_steps": 50,
+ "stateful_callbacks": {
+ "EarlyStoppingCallback": {
+ "args": {
+ "early_stopping_patience": 3,
+ "early_stopping_threshold": 0.0
+ },
+ "attributes": {
+ "early_stopping_patience_counter": 0
+ }
+ },
+ "TrainerControl": {
+ "args": {
+ "should_epoch_stop": false,
+ "should_evaluate": false,
+ "should_log": false,
+ "should_save": true,
+ "should_training_stop": true
+ },
+ "attributes": {}
+ }
+ },
+ "total_flos": 1.5590382586822656e+17,
+ "train_batch_size": 1,
+ "trial_name": null,
+ "trial_params": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/final/adapter_config.json b/GSM-Hard/PD/Qwen3-4B/final/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3313dd1a6ed9c788febc4c8f2e5cc826cd8a01a1
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/final/adapter_config.json
@@ -0,0 +1,45 @@
+{
+ "alora_invocation_tokens": null,
+ "alpha_pattern": {},
+ "arrow_config": null,
+ "auto_mapping": null,
+ "base_model_name_or_path": "Qwen/Qwen3-4B",
+ "bias": "none",
+ "corda_config": null,
+ "ensure_weight_tying": false,
+ "eva_config": null,
+ "exclude_modules": null,
+ "fan_in_fan_out": false,
+ "inference_mode": true,
+ "init_lora_weights": true,
+ "layer_replication": null,
+ "layers_pattern": null,
+ "layers_to_transform": null,
+ "loftq_config": {},
+ "lora_alpha": 64,
+ "lora_bias": false,
+ "lora_dropout": 0.05,
+ "lora_ga_config": null,
+ "megatron_config": null,
+ "megatron_core": "megatron.core",
+ "modules_to_save": null,
+ "peft_type": "LORA",
+ "peft_version": "0.19.1",
+ "qalora_group_size": 16,
+ "r": 64,
+ "rank_pattern": {},
+ "revision": null,
+ "target_modules": [
+ "q_proj",
+ "k_proj",
+ "v_proj",
+ "o_proj"
+ ],
+ "target_parameters": null,
+ "task_type": "CAUSAL_LM",
+ "trainable_token_indices": null,
+ "use_bdlora": null,
+ "use_dora": false,
+ "use_qalora": false,
+ "use_rslora": false
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/final/chat_template.jinja b/GSM-Hard/PD/Qwen3-4B/final/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..01be9b307daa2d425f7c168c9fb145a286e0afb4
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/final/chat_template.jinja
@@ -0,0 +1,89 @@
+{%- if tools %}
+ {{- '<|im_start|>system\n' }}
+ {%- if messages[0].role == 'system' %}
+ {{- messages[0].content + '\n\n' }}
+ {%- endif %}
+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }}
+ {%- for tool in tools %}
+ {{- "\n" }}
+ {{- tool | tojson }}
+ {%- endfor %}
+ {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }}
+{%- else %}
+ {%- if messages[0].role == 'system' %}
+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+ {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+ {%- set index = (messages|length - 1) - loop.index0 %}
+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}
+ {%- set ns.multi_step_tool = false %}
+ {%- set ns.last_query_index = index %}
+ {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+ {%- if message.content is string %}
+ {%- set content = message.content %}
+ {%- else %}
+ {%- set content = '' %}
+ {%- endif %}
+ {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+ {%- elif message.role == "assistant" %}
+ {%- set reasoning_content = '' %}
+ {%- if message.reasoning_content is string %}
+ {%- set reasoning_content = message.reasoning_content %}
+ {%- else %}
+ {%- if '' in content %}
+ {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %}
+ {%- set content = content.split('')[-1].lstrip('\n') %}
+ {%- endif %}
+ {%- endif %}
+ {%- if loop.index0 > ns.last_query_index %}
+ {%- if loop.last or (not loop.last and reasoning_content) %}
+ {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- else %}
+ {{- '<|im_start|>' + message.role + '\n' + content }}
+ {%- endif %}
+ {%- if message.tool_calls %}
+ {%- for tool_call in message.tool_calls %}
+ {%- if (loop.first and content) or (not loop.first) %}
+ {{- '\n' }}
+ {%- endif %}
+ {%- if tool_call.function %}
+ {%- set tool_call = tool_call.function %}
+ {%- endif %}
+ {{- '\n{"name": "' }}
+ {{- tool_call.name }}
+ {{- '", "arguments": ' }}
+ {%- if tool_call.arguments is string %}
+ {{- tool_call.arguments }}
+ {%- else %}
+ {{- tool_call.arguments | tojson }}
+ {%- endif %}
+ {{- '}\n' }}
+ {%- endfor %}
+ {%- endif %}
+ {{- '<|im_end|>\n' }}
+ {%- elif message.role == "tool" %}
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+ {{- '<|im_start|>user' }}
+ {%- endif %}
+ {{- '\n\n' }}
+ {{- content }}
+ {{- '\n' }}
+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+ {{- '<|im_end|>\n' }}
+ {%- endif %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {{- '<|im_start|>assistant\n' }}
+ {%- if enable_thinking is defined and enable_thinking is false %}
+ {{- '\n\n\n\n' }}
+ {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/GSM-Hard/PD/Qwen3-4B/final/final_eval_metrics.json b/GSM-Hard/PD/Qwen3-4B/final/final_eval_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..330c50974f4946be7b735d97e726bbf15ac87cc0
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/final/final_eval_metrics.json
@@ -0,0 +1,7 @@
+{
+ "eval_loss": 0.10719823837280273,
+ "eval_runtime": 33.9581,
+ "eval_samples_per_second": 3.239,
+ "eval_steps_per_second": 0.412,
+ "epoch": 3.0
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/final/tokenizer_config.json b/GSM-Hard/PD/Qwen3-4B/final/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5668a4a01433b0648bb972458de616f22f3e728e
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/final/tokenizer_config.json
@@ -0,0 +1,30 @@
+{
+ "add_prefix_space": false,
+ "backend": "tokenizers",
+ "bos_token": null,
+ "clean_up_tokenization_spaces": false,
+ "eos_token": "<|im_end|>",
+ "errors": "replace",
+ "extra_special_tokens": [
+ "<|im_start|>",
+ "<|im_end|>",
+ "<|object_ref_start|>",
+ "<|object_ref_end|>",
+ "<|box_start|>",
+ "<|box_end|>",
+ "<|quad_start|>",
+ "<|quad_end|>",
+ "<|vision_start|>",
+ "<|vision_end|>",
+ "<|vision_pad|>",
+ "<|image_pad|>",
+ "<|video_pad|>"
+ ],
+ "is_local": true,
+ "local_files_only": false,
+ "model_max_length": 131072,
+ "pad_token": "<|endoftext|>",
+ "split_special_tokens": false,
+ "tokenizer_class": "Qwen2Tokenizer",
+ "unk_token": null
+}
diff --git a/GSM-Hard/PD/Qwen3-4B/final/train_summary.json b/GSM-Hard/PD/Qwen3-4B/final/train_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..5aa576ed9714f3678f663a7a2551c86877a5af73
--- /dev/null
+++ b/GSM-Hard/PD/Qwen3-4B/final/train_summary.json
@@ -0,0 +1,12 @@
+{
+ "global_step": 198,
+ "training_loss": 0.13472981495086592,
+ "metrics": {
+ "train_runtime": 414.1617,
+ "train_samples_per_second": 15.139,
+ "train_steps_per_second": 0.478,
+ "total_flos": 1.5590382586822656e+17,
+ "train_loss": 0.13472981495086592,
+ "epoch": 3.0
+ }
+}
diff --git a/PAPER_ALIGNMENT.md b/PAPER_ALIGNMENT.md
new file mode 100644
index 0000000000000000000000000000000000000000..0a655ac8097d99a7ff79ee164c6044305d096b12
--- /dev/null
+++ b/PAPER_ALIGNMENT.md
@@ -0,0 +1,62 @@
+# Alignment with paper 338
+
+The supplied paper's Table 1 (page 6) defines the main system as heterogeneous Qwen3-1.7B / Qwen3-4B / Qwen3-8B with independent rank-64 LoRA adapters. The homogeneous 3x4B and 3x8B experiments, baselines and ablations are not part of this release. Tables 15–17 (pages 32–34) identify the final PD and SLS data counts and optimization settings. The following mapping was checked against the source project's `final_hyperparameter_audit.md`, its extractor and checkpoint metadata.
+
+## Paper-reported main results
+
+| Dataset | Metric 1 | Metric 2 | Evaluation examples |
+|---|---:|---:|---:|
+| MuSiQue | Accuracy 42.37 | F1 53.43 | 2,417 |
+| GSM-Hard | Accuracy 71.97 | F1 81.15 | 132 |
+| MATH | Accuracy 78.40 | F1 85.25 | 500 |
+| MultiPL-E | Weighted pass@1 59.39 | Macro-language pass@1 59.63 | 1,352 |
+| Conifer | Coverage 88.90 | Explicit 95.90 | 1,402 |
+
+All scores are percentages reported in the paper. They are not measurements newly produced during publication. In particular, the MultiPL-E 8B evaluated checkpoint is missing, so the included later weights do not substantiate that exact result.
+
+## Final training-run mapping
+
+Paths below are relative to the original `jca` project. Each listed model-stage group includes every surviving checkpoint weight under that final training version.
+
+| Dataset / stage | Source run | Models / training agents |
+|---|---|---|
+| MuSiQue PD | `sft_runs/0706v2` | 1.7B A1, 4B A2, 8B A3 |
+| MuSiQue SLS | `rl_runs/rl_14B_0716_v2` | 1.7B A1, 4B A2 |
+| MuSiQue SLS | `rl_runs/rl_14B_0716_v3` | 8B A3 |
+| GSM-Hard PD | `sft_runs/gsm_fixed_a1_corr30_20260723_v3` | 1.7B A1, 4B A2, 8B A3 |
+| GSM-Hard SLS | `rl_runs/gsm_judge_rl/gsm_judge_rl_v13_14b_role_c2c_1_05_1` | 1.7B A1, 4B A2, 8B A3 |
+| MATH PD | `experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/01_sft/adapters` | 1.7B A1, 4B A2, 8B A3 |
+| MATH SLS | `experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/05_train/adapters` | 1.7B A1, 4B A2, 8B A3 |
+| MultiPL-E PD | `sft_runs/multipl_e_8lang_v5_diverse_a1_5ep` | 1.7B A1 |
+| MultiPL-E PD | `sft_runs/multipl_e_8lang_v5_diverse_a2_selfcorr2x_2ep_20260819` | 4B A2 |
+| MultiPL-E PD | `sft_runs/multipl_e_8lang_v5_diverse_a3_5ep` | 8B A3 |
+| MultiPL-E SLS | `rl_runs/multipl_e_a2_gpt5_paired_rwr_20260827` | 4B A2 |
+| MultiPL-E SLS | `rl_runs/multipl_e_a1_8b_gpt5_paired_rwr_20260830` | 8B A1 |
+| Conifer PD | `conifer_training_hub/11_runs/sft/conifer_stratified_sft_full_rl_20260902` | 1.7B A1, 4B A2, 8B A3 |
+| Conifer SLS | `conifer_training_hub/11_runs/rl/conifer_stratified_sft_full_rl_20260902` | 1.7B A1, 4B A2, 8B A3 |
+
+This produces 29 model-stage groups: 15 PD groups and 14 SLS groups. MultiPL-E 1.7B is PD-only, exactly as Table 16 specifies.
+
+## Table 16 cross-check
+
+The recorded final SLS summaries agree with these paper training-record counts:
+
+| Dataset | 1.7B | 4B | 8B |
+|---|---:|---:|---:|
+| MuSiQue | 2,416 | 1,727 | 1,411 |
+| GSM-Hard | 3,714 | 3,516 | 2,765 |
+| MATH | 32,746 | 29,261 | 30,200 |
+| MultiPL-E | PD only | 1,908 | 1,860 |
+| Conifer | 46,746 | 47,063 | 44,913 |
+
+## Evaluation checkpoint identity
+
+- MuSiQue: A1 and A2 use `rl_14B_0716_v2`; A3 uses `rl_14B_0716_v3`. The formal evaluation identifier is `rl_sft_mas_0717_1130`.
+- GSM-Hard: the formal evaluation uses the `gsm_judge_rl_v13` role-c2c run with seed 43, hidden thinking and the recorded self-handoff/context configuration.
+- MATH: the formal evaluation identifier is `rl_all_final_a3_turn2_incumbent_v1`. Its published score uses the project's special three-turn answer-selection protocol; loading an adapter by itself does not reproduce that protocol.
+- MultiPL-E: evaluation roles are reversed in capacity: A1=8B, A2=4B, A3=1.7B. The formal run used 8B SLS `checkpoint-25`, 4B SLS `checkpoint-120`, and 1.7B PD `final`. The 8B checkpoint 25 is missing; its later checkpoint 100 and final export are retained only as other checkpoints of the same final training run. The formal evaluation identifier is `mpe0912_120_multipl_e_gpt5rwr_ckpt25_x10_r08`.
+- Conifer: the formal evaluation identifier is `rl_mas_eval_forever_20260906/round_4` from the final stratified SFT/RL run. The Coverage/Explicit scores must not be substituted with other per-trajectory hard-score or all-explicit-pass metrics.
+
+## Known missing historical checkpoints
+
+The source cleanup log records 18 deleted checkpoints from these selected runs on 2026-11-05, including MultiPL-E 8B checkpoint 25. Their exact paths and deletion timestamps are included in `manifest.json`. No substitute is labeled as the deleted checkpoint. Other earlier checkpoints can be absent because training used checkpoint-retention limits.
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b09257f37a4af5cf09c205aa30c6057dd3c1c082
--- /dev/null
+++ b/README.md
@@ -0,0 +1,65 @@
+---
+language:
+- en
+base_model:
+- Qwen/Qwen3-1.7B
+- Qwen/Qwen3-4B
+- Qwen/Qwen3-8B
+library_name: peft
+pipeline_tag: text-generation
+tags:
+- lora
+- multi-agent
+- collaborative-learning
+- jca
+- qwen3
+---
+
+# JCA: main-experiment checkpoints
+
+This repository publishes the surviving rank-64 LoRA checkpoint weights for the heterogeneous collaborative-learning (CL) main experiments in *Collaborative Learning and Reasoning over Model Slices* (paper 338). It covers MuSiQue, GSM-Hard, MATH, MultiPL-E and Conifer, using Qwen3-1.7B, Qwen3-4B and Qwen3-8B. The frozen Qwen base weights are obtained from their original Hugging Face repositories.
+
+The selection is aligned with the supplied paper's Table 1 and Tables 15–17, and the project's final-run training audit, summaries and evaluation provenance. See [PAPER_ALIGNMENT.md](PAPER_ALIGNMENT.md) for the exact run mapping and limitations.
+
+## Scope and layout
+
+`////`
+
+- `PD` is protocol distillation (SFT).
+- `SLS` is step-level supervision / collaborative refinement (named `PS` or `rl_runs` in the source project).
+- `final` contains the export at the end of the selected training run. All other surviving `checkpoint-*` weight exports from the same run are retained.
+- Some checkpoints store the LoRA adapter in a nested `policy_adapter/` directory; the tokenizer remains in its parent checkpoint directory.
+- The exact checkpoint list, source-relative paths, byte sizes and SHA-256 hashes are in [manifest.json](manifest.json). [SHA256SUMS](SHA256SUMS) covers all published checkpoint assets.
+- This is a weight release with adapter configuration, tokenizer assets and recorded JSON training metadata. Optimizer/RNG states, pickled training arguments, training examples, raw logs, baseline models, ablations and homogeneous controls are outside this release.
+
+All weight tensor files are byte-for-byte unchanged. Public adapter configurations replace server-local base-model paths with `Qwen/Qwen3-*` model IDs. JSON metadata has server-local paths normalized and credential fields removed.
+
+## Availability limitation
+
+**The exact MultiPL-E 8B `checkpoint-25` used for the paper's 59.39 / 59.63 result is unavailable.** The source server's cleanup record reports its deletion on 2026-11-05. The same run's `checkpoint-100` and `final` survive and are included, but they are not represented as equivalent to checkpoint 25 and are not assigned its evaluation scores.
+
+The two requested servers were inspected. No additional matching main-experiment weights were found on the Zhongwei server; its other surviving models are homogeneous experiments, baselines or later retraining variants. The manifest records 18 checkpoints from the selected runs that are known to have been removed by the 2026-11-05 cleanup. Earlier training retention may also have removed checkpoints; this repository does not claim to contain every checkpoint ever produced.
+
+## Load a checkpoint
+
+```python
+from huggingface_hub import snapshot_download
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from peft import PeftModel
+
+repo_id = "SJTUFreshman/JCA-main-experiment-checkpoints"
+subfolder = "MuSiQue/SLS/Qwen3-1.7B/final"
+snapshot = snapshot_download(repo_id, allow_patterns=[f"{subfolder}/*"])
+adapter_path = f"{snapshot}/{subfolder}"
+tokenizer = AutoTokenizer.from_pretrained(adapter_path)
+base_model = AutoModelForCausalLM.from_pretrained(
+ "Qwen/Qwen3-1.7B", torch_dtype="auto", device_map="auto"
+)
+model = PeftModel.from_pretrained(base_model, adapter_path)
+```
+
+Use the matching base model from the manifest for each adapter. For a nested `policy_adapter` checkpoint, load the adapter from that nested directory and the tokenizer from its parent. [load_adapter.py](load_adapter.py) handles both layouts. This example loads one agent; reproducing the paper requires the multi-agent scheduler, task-specific prompts, inference settings and evaluation protocol from the original project. The paper lists its code at https://anonymous.4open.science/r/collaborativelearning. The recorded Table 1 numbers are paper-reported results, not a new evaluation of this release.
+
+## License
+
+No license is specified for these published adapters, at the owner's request. The upstream Qwen base-model licenses remain applicable to those models.
diff --git a/SHA256SUMS b/SHA256SUMS
new file mode 100644
index 0000000000000000000000000000000000000000..16e4c31bc7a152bbf691dc35f0b1d25890cff3bd
--- /dev/null
+++ b/SHA256SUMS
@@ -0,0 +1,1258 @@
+af4fdd4985c3f15996143c1c604d9d25a6eb694af7fb579da7266ab4e5ae7449 Conifer/PD/Qwen3-1.7B/checkpoint-400/adapter_config.json
+70e457427ad7bb94b3b95abc41f321a935da1b494163894c99e92351d3034d03 Conifer/PD/Qwen3-1.7B/checkpoint-400/adapter_model.safetensors
+a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8 Conifer/PD/Qwen3-1.7B/checkpoint-400/chat_template.jinja
+be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506 Conifer/PD/Qwen3-1.7B/checkpoint-400/tokenizer.json
+2e3bd3cb5055f7a903a54e7062b2fd14d21b70f4174c3ffcd9fc81ec50a25631 Conifer/PD/Qwen3-1.7B/checkpoint-400/tokenizer_config.json
+258ad853f03c2730f35c06737877b1f13371f624fae63bb2f245851150917117 Conifer/PD/Qwen3-1.7B/checkpoint-400/trainer_state.json
+af4fdd4985c3f15996143c1c604d9d25a6eb694af7fb579da7266ab4e5ae7449 Conifer/PD/Qwen3-1.7B/checkpoint-500/adapter_config.json
+2c3dbb15b927d9382accd8a95f4707799485d082a76bbb3c19d04783d903ac70 Conifer/PD/Qwen3-1.7B/checkpoint-500/adapter_model.safetensors
+a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8 Conifer/PD/Qwen3-1.7B/checkpoint-500/chat_template.jinja
+be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506 Conifer/PD/Qwen3-1.7B/checkpoint-500/tokenizer.json
+2e3bd3cb5055f7a903a54e7062b2fd14d21b70f4174c3ffcd9fc81ec50a25631 Conifer/PD/Qwen3-1.7B/checkpoint-500/tokenizer_config.json
+70ab317405673e61d08191cab2170dfefb37fcfccd264d5b820ee806db8addfe Conifer/PD/Qwen3-1.7B/checkpoint-500/trainer_state.json
+af4fdd4985c3f15996143c1c604d9d25a6eb694af7fb579da7266ab4e5ae7449 Conifer/PD/Qwen3-1.7B/checkpoint-558/adapter_config.json
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diff --git a/load_adapter.py b/load_adapter.py
new file mode 100644
index 0000000000000000000000000000000000000000..5bda0871005af47e7a7c1382b07d9a0d10c5f095
--- /dev/null
+++ b/load_adapter.py
@@ -0,0 +1,28 @@
+import argparse
+import json
+from pathlib import Path
+
+from huggingface_hub import snapshot_download
+from peft import PeftModel
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+
+def load_adapter(subfolder, revision=None):
+ repo_id = 'SJTUFreshman/JCA-main-experiment-checkpoints'
+ tokenizer_folder = str(Path(subfolder).parent).replace('\\', '/') if subfolder.endswith('/policy_adapter') else subfolder
+ snapshot = snapshot_download(repo_id, revision=revision, allow_patterns=[subfolder+'/*', tokenizer_folder+'/tokenizer*', tokenizer_folder+'/chat_template.jinja', tokenizer_folder+'/special_tokens_map.json'])
+ adapter_dir = Path(snapshot)/subfolder
+ config = json.loads((adapter_dir/'adapter_config.json').read_text())
+ tokenizer = AutoTokenizer.from_pretrained(Path(snapshot)/tokenizer_folder)
+ base = AutoModelForCausalLM.from_pretrained(config['base_model_name_or_path'], torch_dtype='auto', device_map='auto')
+ model = PeftModel.from_pretrained(base, adapter_dir)
+ return model, tokenizer
+
+
+if __name__ == '__main__':
+ parser = argparse.ArgumentParser()
+ parser.add_argument('subfolder')
+ parser.add_argument('--revision')
+ args = parser.parse_args()
+ model, tokenizer = load_adapter(args.subfolder, args.revision)
+ print('Loaded', args.subfolder)
diff --git a/manifest.json b/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..4fbd74b030b58370a45183ad4fb2b9919856624f
--- /dev/null
+++ b/manifest.json
@@ -0,0 +1,12569 @@
+{
+ "schema_version": 1,
+ "release_date": "2026-11-10",
+ "repo_id": "SJTUFreshman/JCA-main-experiment-checkpoints",
+ "scope": "Paper Table 1 heterogeneous CL main experiments; all surviving checkpoint weights from the final PD/SLS training runs.",
+ "license": null,
+ "source_servers_checked": [
+ "my-server",
+ "paracloud-Zhongwei1"
+ ],
+ "groups": [
+ {
+ "dataset": "MuSiQue",
+ "stage": "PD",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
+ "rel": "sft_runs/0706v2/A1",
+ "path": "MuSiQue/PD/Qwen3-1.7B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MuSiQue",
+ "stage": "PD",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "sft_runs/0706v2/A2",
+ "path": "MuSiQue/PD/Qwen3-4B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MuSiQue",
+ "stage": "PD",
+ "agent": "A3",
+ "model": "Qwen3-8B",
+ "rel": "sft_runs/0706v2/A3",
+ "path": "MuSiQue/PD/Qwen3-8B",
+ "checkpoint_count": 3
+ },
+ {
+ "dataset": "MuSiQue",
+ "stage": "SLS",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
+ "rel": "rl_runs/rl_14B_0716_v2/A1",
+ "path": "MuSiQue/SLS/Qwen3-1.7B",
+ "checkpoint_count": 1
+ },
+ {
+ "dataset": "MuSiQue",
+ "stage": "SLS",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "rl_runs/rl_14B_0716_v2/A2",
+ "path": "MuSiQue/SLS/Qwen3-4B",
+ "checkpoint_count": 1
+ },
+ {
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+ "stage": "SLS",
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+ "rel": "rl_runs/rl_14B_0716_v3/A3",
+ "path": "MuSiQue/SLS/Qwen3-8B",
+ "checkpoint_count": 1
+ },
+ {
+ "dataset": "GSM-Hard",
+ "stage": "PD",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
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+ "path": "GSM-Hard/PD/Qwen3-1.7B",
+ "checkpoint_count": 4
+ },
+ {
+ "dataset": "GSM-Hard",
+ "stage": "PD",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "sft_runs/gsm_fixed_a1_corr30_20260723_v3/A2",
+ "path": "GSM-Hard/PD/Qwen3-4B",
+ "checkpoint_count": 4
+ },
+ {
+ "dataset": "GSM-Hard",
+ "stage": "PD",
+ "agent": "A3",
+ "model": "Qwen3-8B",
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+ "path": "GSM-Hard/PD/Qwen3-8B",
+ "checkpoint_count": 4
+ },
+ {
+ "dataset": "GSM-Hard",
+ "stage": "SLS",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
+ "rel": "rl_runs/gsm_judge_rl/gsm_judge_rl_v13_14b_role_c2c_1_05_1/A1",
+ "path": "GSM-Hard/SLS/Qwen3-1.7B",
+ "checkpoint_count": 3
+ },
+ {
+ "dataset": "GSM-Hard",
+ "stage": "SLS",
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+ "model": "Qwen3-4B",
+ "rel": "rl_runs/gsm_judge_rl/gsm_judge_rl_v13_14b_role_c2c_1_05_1/A2",
+ "path": "GSM-Hard/SLS/Qwen3-4B",
+ "checkpoint_count": 3
+ },
+ {
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+ "stage": "SLS",
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+ "rel": "rl_runs/gsm_judge_rl/gsm_judge_rl_v13_14b_role_c2c_1_05_1/A3",
+ "path": "GSM-Hard/SLS/Qwen3-8B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MATH",
+ "stage": "PD",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/01_sft/adapters/A1",
+ "path": "MATH/PD/Qwen3-1.7B",
+ "checkpoint_count": 5
+ },
+ {
+ "dataset": "MATH",
+ "stage": "PD",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/01_sft/adapters/A2",
+ "path": "MATH/PD/Qwen3-4B",
+ "checkpoint_count": 5
+ },
+ {
+ "dataset": "MATH",
+ "stage": "PD",
+ "agent": "A3",
+ "model": "Qwen3-8B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/01_sft/adapters/A3",
+ "path": "MATH/PD/Qwen3-8B",
+ "checkpoint_count": 5
+ },
+ {
+ "dataset": "MATH",
+ "stage": "SLS",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/05_train/adapters/A1",
+ "path": "MATH/SLS/Qwen3-1.7B",
+ "checkpoint_count": 51
+ },
+ {
+ "dataset": "MATH",
+ "stage": "SLS",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/05_train/adapters/A2",
+ "path": "MATH/SLS/Qwen3-4B",
+ "checkpoint_count": 51
+ },
+ {
+ "dataset": "MATH",
+ "stage": "SLS",
+ "agent": "A3",
+ "model": "Qwen3-8B",
+ "rel": "experiments/math_specific_sft_rl_v1/artifacts/math_specific_sft_rl_reuse_legacy_v4d_real_rollout_sft_protocol_floor_v2_20260830/05_train/adapters/A3",
+ "path": "MATH/SLS/Qwen3-8B",
+ "checkpoint_count": 51
+ },
+ {
+ "dataset": "MultiPL-E",
+ "stage": "PD",
+ "agent": "A1",
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+ "rel": "sft_runs/multipl_e_8lang_v5_diverse_a1_5ep/A1",
+ "path": "MultiPL-E/PD/Qwen3-1.7B",
+ "checkpoint_count": 3
+ },
+ {
+ "dataset": "MultiPL-E",
+ "stage": "PD",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "sft_runs/multipl_e_8lang_v5_diverse_a2_selfcorr2x_2ep_20260819/A2",
+ "path": "MultiPL-E/PD/Qwen3-4B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MultiPL-E",
+ "stage": "PD",
+ "agent": "A3",
+ "model": "Qwen3-8B",
+ "rel": "sft_runs/multipl_e_8lang_v5_diverse_a3_5ep/A3",
+ "path": "MultiPL-E/PD/Qwen3-8B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MultiPL-E",
+ "stage": "SLS",
+ "agent": "A2",
+ "model": "Qwen3-4B",
+ "rel": "rl_runs/multipl_e_a2_gpt5_paired_rwr_20260827/A2",
+ "path": "MultiPL-E/SLS/Qwen3-4B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "MultiPL-E",
+ "stage": "SLS",
+ "agent": "A1",
+ "model": "Qwen3-8B",
+ "rel": "rl_runs/multipl_e_a1_8b_gpt5_paired_rwr_20260830/A1",
+ "path": "MultiPL-E/SLS/Qwen3-8B",
+ "checkpoint_count": 2
+ },
+ {
+ "dataset": "Conifer",
+ "stage": "PD",
+ "agent": "A1",
+ "model": "Qwen3-1.7B",
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