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Qwen2.5-1.5B-R8-s0.0225-a0.0025/config.yaml

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+es:
+  n_epochs: 10
+  batch_size: 100
+  sigma: 0.0225
+  alpha: 0.0025
+  pop_size: 60
+  reward_normalization: zscore
+  schedule_mode: keep_tail_per_epoch
+  reward_normalization_ddof: 0
+  reward_normalization_eps: 1.0e-08
+  raw_train_size: 7473
+  effective_train_size: 7473
+  max_steps: 750
+config_version: 2
+method: es
+finetune:
+  type: lora
+  lora_rank: 8
+  lora_alpha: 8
+  target_modules:
+  - q_proj
+  - k_proj
+  - v_proj
+  - o_proj
+  - gate_proj
+  - up_proj
+  - down_proj
+method_params: {}
+output:
+  seed: 42
+  dir: /home/bayp/ljq/ES4LLM/curves/lora/r8/20260526_233608_4135366/sigma0.0225_alpha0.0025
+dtype: bfloat16
+benchmark: gsm8k
+gsm8k_path: /home/bayp/EsSftSVD/data/dataset/gsm8k
+checkpoint:
+  save_freq: 50
+  export_merged_freq: 50
+generation:
+  max_new_tokens: 2048
+format_reward: 0.1
+model: /home/bayp/EsSftSVD/data/model/Qwen2.5-1.5B-Instruct
+runtime:
+  model: /home/bayp/EsSftSVD/data/model/Qwen2.5-1.5B-Instruct

Qwen2.5-1.5B-R8-s0.0225-a0.0025/eval_r8_s0.0225_a0.0025/custom/gsm8k-hard.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/eval_r8_s0.0225_a0.0025/custom/multiarith.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/eval_r8_s0.0225_a0.0025/custom/summary.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/eval_r8_s0.0225_a0.0025/gsm8k.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/eval_r8_s0.0225_a0.0025/svamp.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/history.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/chat_template.jinja

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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/config.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/model.safetensors

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/special_tokens_map.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/tokenizer.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/tokenizer_config.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025/merged/vocab.json

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Qwen2.5-1.5B-R8-s0.0225-a0.0025_1/config.yaml

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+es:
+  n_epochs: 10
+  batch_size: 100
+  sigma: 0.0225
+  alpha: 0.0025
+  pop_size: 60
+  reward_normalization: zscore
+  schedule_mode: keep_tail_per_epoch
+  reward_normalization_ddof: 0
+  reward_normalization_eps: 1.0e-08
+  raw_train_size: 7473
+  effective_train_size: 7473
+  max_steps: 750
+config_version: 2
+method: es
+finetune:
+  type: lora
+  lora_rank: 8
+  lora_alpha: 8
+  target_modules:
+  - q_proj
+  - k_proj
+  - v_proj
+  - o_proj
+  - gate_proj
+  - up_proj
+  - down_proj
+method_params: {}
+output:
+  seed: 42
+  dir: /home/bayp/ljq/ES4LLM/curves/lora/r8/20260528_195410_2964267/sigma0.0225_alpha0.0025
+dtype: bfloat16
+benchmark: gsm8k
+gsm8k_path: /home/bayp/EsSftSVD/data/dataset/gsm8k
+checkpoint:
+  save_freq: 50
+  export_merged_freq: 50
+  resume_from: /home/bayp/ljq/ES4LLM/curves/lora/r8/20260528_195410_2964267/sigma0.0225_alpha0.0025/Qwen2.5-1.5B-Instruct/sigma0.0225_alpha0.0025_N60_ep10_s42_20260528_195416/checkpoints/latest.pt
+generation:
+  max_new_tokens: 2048
+format_reward: 0.1
+merged_model: /data/ES4LLM/archive/20260528_195410_2964267_active_merged_checkpoints/sigma0.0225_alpha0.0025__Qwen2.5-1.5B-Instruct__sigma0.0225_alpha0.0025_N60_ep10_s42_20260528_195416__merged_checkpoints__step_400
+model: /home/bayp/EsSftSVD/data/model/Qwen2.5-1.5B-Instruct
+runtime:
+  model: /data/ES4LLM/archive/20260528_195410_2964267_active_merged_checkpoints/sigma0.0225_alpha0.0025__Qwen2.5-1.5B-Instruct__sigma0.0225_alpha0.0025_N60_ep10_s42_20260528_195416__merged_checkpoints__step_400

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Qwen2.5-1.5B-R8-s0.0225-a0.0025_1/merged/chat_template.jinja

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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

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Qwen2.5-1.5B-R8-s0.0225-a0.0035/config.yaml

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+es:
+  n_epochs: 10
+  batch_size: 100
+  sigma: 0.0225
+  alpha: 0.0035
+  pop_size: 60
+  reward_normalization: zscore
+  schedule_mode: keep_tail_per_epoch
+  reward_normalization_ddof: 0
+  reward_normalization_eps: 1.0e-08
+  raw_train_size: 7473
+  effective_train_size: 7473
+  max_steps: 750
+config_version: 2
+method: es
+finetune:
+  type: lora
+  lora_rank: 8
+  lora_alpha: 8
+  target_modules:
+  - q_proj
+  - k_proj
+  - v_proj
+  - o_proj
+  - gate_proj
+  - up_proj
+  - down_proj
+method_params: {}
+output:
+  seed: 42
+  dir: /home/bayp/ljq/ES4LLM/curves/lora/r8/20260528_195410_2964267/sigma0.0225_alpha0.0035
+dtype: bfloat16
+benchmark: gsm8k
+gsm8k_path: /home/bayp/EsSftSVD/data/dataset/gsm8k
+checkpoint:
+  save_freq: 50
+  export_merged_freq: 50
+  resume_from: /home/bayp/ljq/ES4LLM/curves/lora/r8/20260528_195410_2964267/sigma0.0225_alpha0.0035/Qwen2.5-1.5B-Instruct/sigma0.0225_alpha0.0035_N60_ep10_s42_20260528_195416/checkpoints/latest.pt
+generation:
+  max_new_tokens: 2048
+format_reward: 0.1
+merged_model: /data/ES4LLM/archive/20260528_195410_2964267_active_merged_checkpoints/sigma0.0225_alpha0.0035__Qwen2.5-1.5B-Instruct__sigma0.0225_alpha0.0035_N60_ep10_s42_20260528_195416__merged_checkpoints__step_400
+model: /home/bayp/EsSftSVD/data/model/Qwen2.5-1.5B-Instruct
+runtime:
+  model: /data/ES4LLM/archive/20260528_195410_2964267_active_merged_checkpoints/sigma0.0225_alpha0.0035__Qwen2.5-1.5B-Instruct__sigma0.0225_alpha0.0035_N60_ep10_s42_20260528_195416__merged_checkpoints__step_400

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Qwen2.5-1.5B-R8-s0.0225-a0.0035/merged/chat_template.jinja

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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- messages[0]['content'] }}
+    {%- else %}
+        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
+    {%- endif %}
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0]['role'] == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role }}
+        {%- if message.content %}
+            {{- '\n' + message.content }}
+        {%- endif %}
+        {%- for tool_call in message.tool_calls %}
+            {%- if tool_call.function is defined %}
+                {%- set tool_call = tool_call.function %}
+            {%- endif %}
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- tool_call.name }}
+            {{- '", "arguments": ' }}
+            {{- tool_call.arguments | tojson }}
+            {{- '}\n</tool_call>' }}
+        {%- endfor %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

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