SFT run 3: heretic-v2 base (0/100 refusals), QLoRA rank 32, 2 epochs, 529 conversations

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

chat_template.jinja

@@ -0,0 +1,163 @@
+{# Define the macros for XML conversion #}
+{%- macro render_item_list(item_list, tag_name='required') -%}
+  {%- if item_list is defined and item_list is iterable and item_list | length > 0 -%}
+    <{{ tag_name }}>[{{- item_list | join(", ") -}}]</{{ tag_name }}>
+  {%- endif -%}
+{%- endmacro -%}
+
+{%- macro render_extra_keys(json_dict, handled_keys) -%}
+  {%- if json_dict is mapping -%}
+    {%- for json_key in json_dict if json_key not in handled_keys -%}
+      <{{ json_key }}>{{ json_dict[json_key] }}</{{ json_key }}>
+    {%- endfor -%}
+  {%- endif -%}
+{%- endmacro -%}
+
+
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- set add_vision_id = add_vision_id if add_vision_id is defined else true %}
+
+{# Set Instruct mode here #}
+
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if 'image' in item or 'image_url' in item or (item is mapping and item.get('type') == 'image') %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain images.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+            {%- elif 'video' in item or (item is mapping and item.get('type') == 'video') %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain videos.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Video ' ~ video_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+            {%- elif item is mapping and 'text' in item %}
+                {{- item.text }}
+            {%- else %}
+                {{- raise_exception('Unexpected item type in content.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+
+{# Flag to prevent double-rendering system prompt #}
+{%- set ns = namespace(system_rendered=false) %}
+
+{%- if tools and tools is iterable and tools is not mapping %}
+
+    {{- '<|im_start|>system\n# Tools\n\nYou have access to the following functions:\n\n<tools>' -}}
+    {%- for tool in tools -%}
+        {%- set function = tool.function -%}
+        {{- "\n<tool>\n<name>" + function.name + "</name>\n<description>" + function.description + "</description>" -}}
+        {%- if function.parameters and function.parameters.properties -%}
+            {%- for param_name, param_details in function.parameters.properties.items() -%}
+                {{- "\n<parameter>\n<name>" + param_name + "</name>\n<type>" + param_details.type + "</type>\n<description>" + (param_details.description | default('')) + "</description>" -}}
+                {{- render_item_list(function.parameters.required) -}}
+                {{- render_extra_keys(param_details, ['type', 'description']) -}}
+                {{- "\n</parameter>" -}}
+            {%- endfor -%}
+        {%- endif -%}
+        {{- "\n</tool>" -}}
+    {%- endfor -%}
+
+    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
+    
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '\n\n' + content }}
+        {%- endif %}
+        {%- set ns.system_rendered = true %}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
+        {%- set ns.system_rendered = true %}
+    {%- endif %}
+{%- endif %}
+
+{# Main Message Loop #}
+{%- for message in messages %}
+    {%- if message.role == "system" and ns.system_rendered and loop.first %}
+        {%- continue %}
+    {%- endif %}
+
+    {%- set content = render_content(message.content, true)|trim %}
+    
+    {%- if message.role == "system" %}
+        {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
+    {%- elif message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is defined and message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content | trim %}
+        {%- elif '<think>' in content and '</think>' in content %}
+            {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] | trim %}
+            {%- set content = content.split('</think>')[-1] | trim %}
+        {%- endif %}
+
+        {{- '<|im_start|>' + message.role + '\n' }}
+        
+        {%- if reasoning_content %}
+            {{- '<think>\n' + reasoning_content + '\n</think>\n\n' }}
+        {%- endif %}
+        
+        {{- content }}
+
+        {# Tool call formatting #}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- set tc = tool_call.function if tool_call.function is defined else tool_call %}
+                {%- if loop.first and content %}{{- '\n\n' }}{%- elif not loop.first %}{{- '\n' }}{%- endif %}
+                {{- '<tool_call>\n<function=' + tc.name + '>\n' }}
+                {%- for args_name, args_value in tc.arguments|items %}
+                    {{- '<parameter=' + args_name + '>\n' }}
+                    {{- (args_value | tojson | safe if args_value is mapping or args_value is sequence else args_value | string) + '\n</parameter>\n' }}
+                {%- endfor %}
+                {{- '</function>\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}{{- '<|im_start|>user' }}{%- endif %}
+        {{- '\n<tool_response>\n' + content + '\n</tool_response>' }}
+        {%- if loop.last or (loop.nextitem and loop.nextitem.role != "tool") %}{{- '<|im_end|>\n' }}{%- endif %}
+    {%- endif %}
+{%- endfor %}
+
+{# Final Generation Prompt #}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}

config.json

@@ -0,0 +1,145 @@
+{
+    "architectures": [
+        "Qwen3_5ForConditionalGeneration"
+    ],
+    "bos_token_id": null,
+    "torch_dtype": "bfloat16",
+    "eos_token_id": 248046,
+    "image_token_id": 248056,
+    "model_name": "llmfan46/Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled-heretic-v2",
+    "model_type": "qwen3_5",
+    "pad_token_id": 248044,
+    "text_config": {
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "attn_output_gate": true,
+        "bos_token_id": null,
+        "torch_dtype": "bfloat16",
+        "eos_token_id": 248044,
+        "full_attention_interval": 4,
+        "head_dim": 256,
+        "hidden_act": "silu",
+        "hidden_size": 5120,
+        "initializer_range": 0.02,
+        "intermediate_size": 17408,
+        "layer_types": [
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention"
+        ],
+        "linear_conv_kernel_dim": 4,
+        "linear_key_head_dim": 128,
+        "linear_num_key_heads": 16,
+        "linear_num_value_heads": 48,
+        "linear_value_head_dim": 128,
+        "mamba_ssm_dtype": "float32",
+        "max_position_embeddings": 262144,
+        "mlp_only_layers": [],
+        "model_type": "qwen3_5_text",
+        "mtp_num_hidden_layers": 1,
+        "mtp_use_dedicated_embeddings": false,
+        "num_attention_heads": 24,
+        "num_hidden_layers": 64,
+        "num_key_value_heads": 4,
+        "pad_token_id": null,
+        "partial_rotary_factor": 0.25,
+        "rms_norm_eps": 1e-06,
+        "rope_parameters": {
+            "mrope_interleaved": true,
+            "mrope_section": [
+                11,
+                11,
+                10
+            ],
+            "partial_rotary_factor": 0.25,
+            "rope_theta": 10000000,
+            "rope_type": "default"
+        },
+        "tie_word_embeddings": false,
+        "use_cache": true,
+        "vocab_size": 248320
+    },
+    "tie_word_embeddings": false,
+    "unsloth_version": "2026.3.4",
+    "video_token_id": 248057,
+    "vision_config": {
+        "deepstack_visual_indexes": [],
+        "depth": 27,
+        "torch_dtype": "bfloat16",
+        "hidden_act": "gelu_pytorch_tanh",
+        "hidden_size": 1152,
+        "in_channels": 3,
+        "initializer_range": 0.02,
+        "intermediate_size": 4304,
+        "model_type": "qwen3_5",
+        "num_heads": 16,
+        "num_position_embeddings": 2304,
+        "out_hidden_size": 5120,
+        "patch_size": 16,
+        "spatial_merge_size": 2,
+        "temporal_patch_size": 2
+    },
+    "vision_end_token_id": 248054,
+    "vision_start_token_id": 248053
+}

model-00001-of-00002.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:59786c5fab8b7f7d91d780d74a04dc3c5e23355cf4fa89a67d1a7115d74a240f
+size 49825162976

model-00002-of-00002.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ec677082d59992654a1b0bf13b2294f7bec6d2ecb315428a83f7ba97ec456b6b
+size 4888445168

processor_config.json

@@ -0,0 +1,63 @@
+{
+  "image_processor": {
+    "data_format": "channels_first",
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_processor_type": "Qwen2VLImageProcessorFast",
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "merge_size": 2,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "size": {
+      "longest_edge": 16777216,
+      "shortest_edge": 65536
+    },
+    "temporal_patch_size": 2
+  },
+  "processor_class": "Qwen3VLProcessor",
+  "video_processor": {
+    "data_format": "channels_first",
+    "default_to_square": true,
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "do_sample_frames": true,
+    "fps": 2,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "max_frames": 768,
+    "merge_size": 2,
+    "min_frames": 4,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "return_metadata": false,
+    "size": {
+      "longest_edge": 25165824,
+      "shortest_edge": 4096
+    },
+    "temporal_patch_size": 2,
+    "video_processor_type": "Qwen3VLVideoProcessor"
+  }
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:639e352c0f904c1875d448ebed6f6faac005fd3eb58393b7f1fb3ff044e5ca03
+size 19989510

tokenizer_config.json

@@ -0,0 +1,37 @@
+{
+  "add_prefix_space": false,
+  "audio_bos_token": "<|audio_start|>",
+  "audio_eos_token": "<|audio_end|>",
+  "audio_token": "<|audio_pad|>",
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "image_token": "<|image_pad|>",
+  "is_local": false,
+  "max_length": null,
+  "model_max_length": 262144,
+  "model_specific_special_tokens": {
+    "audio_bos_token": "<|audio_start|>",
+    "audio_eos_token": "<|audio_end|>",
+    "audio_token": "<|audio_pad|>",
+    "image_token": "<|image_pad|>",
+    "video_token": "<|video_pad|>",
+    "vision_bos_token": "<|vision_start|>",
+    "vision_eos_token": "<|vision_end|>"
+  },
+  "pad_to_multiple_of": null,
+  "pad_token": "<|endoftext|>",
+  "pad_token_type_id": 0,
+  "padding_side": "left",
+  "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+  "processor_class": "Qwen3VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "video_token": "<|video_pad|>",
+  "vision_bos_token": "<|vision_start|>",
+  "vision_eos_token": "<|vision_end|>",
+  "chat_template": "{# Define the macros for XML conversion #}\n{%- macro render_item_list(item_list, tag_name='required') -%}\n  {%- if item_list is defined and item_list is iterable and item_list | length > 0 -%}\n    <{{ tag_name }}>[{{- item_list | join(\", \") -}}]</{{ tag_name }}>\n  {%- endif -%}\n{%- endmacro -%}\n\n{%- macro render_extra_keys(json_dict, handled_keys) -%}\n  {%- if json_dict is mapping -%}\n    {%- for json_key in json_dict if json_key not in handled_keys -%}\n      <{{ json_key }}>{{ json_dict[json_key] }}</{{ json_key }}>\n    {%- endfor -%}\n  {%- endif -%}\n{%- endmacro -%}\n\n\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- set add_vision_id = add_vision_id if add_vision_id is defined else true %}\n\n{# Set Instruct mode here #}\n\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n    {%- if content is string %}\n        {{- content }}\n    {%- elif content is iterable and content is not mapping %}\n        {%- for item in content %}\n            {%- if 'image' in item or 'image_url' in item or (item is mapping and item.get('type') == 'image') %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain images.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Picture ' ~ image_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n            {%- elif 'video' in item or (item is mapping and item.get('type') == 'video') %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain videos.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Video ' ~ video_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n            {%- elif item is mapping and 'text' in item %}\n                {{- item.text }}\n            {%- else %}\n                {{- raise_exception('Unexpected item type in content.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif content is none or content is undefined %}\n        {{- '' }}\n    {%- else %}\n        {{- raise_exception('Unexpected content type.') }}\n    {%- endif %}\n{%- endmacro %}\n\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n\n{# Flag to prevent double-rendering system prompt #}\n{%- set ns = namespace(system_rendered=false) %}\n\n{%- if tools and tools is iterable and tools is not mapping %}\n\n    {{- '<|im_start|>system\\n# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>' -}}\n    {%- for tool in tools -%}\n        {%- set function = tool.function -%}\n        {{- \"\\n<tool>\\n<name>\" + function.name + \"</name>\\n<description>\" + function.description + \"</description>\" -}}\n        {%- if function.parameters and function.parameters.properties -%}\n            {%- for param_name, param_details in function.parameters.properties.items() -%}\n                {{- \"\\n<parameter>\\n<name>\" + param_name + \"</name>\\n<type>\" + param_details.type + \"</type>\\n<description>\" + (param_details.description | default('')) + \"</description>\" -}}\n                {{- render_item_list(function.parameters.required) -}}\n                {{- render_extra_keys(param_details, ['type', 'description']) -}}\n                {{- \"\\n</parameter>\" -}}\n            {%- endfor -%}\n        {%- endif -%}\n        {{- \"\\n</tool>\" -}}\n    {%- endfor -%}\n\n    {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n    \n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if content %}\n            {{- '\\n\\n' + content }}\n        {%- endif %}\n        {%- set ns.system_rendered = true %}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n        {%- set ns.system_rendered = true %}\n    {%- endif %}\n{%- endif %}\n\n{# Main Message Loop #}\n{%- for message in messages %}\n    {%- if message.role == \"system\" and ns.system_rendered and loop.first %}\n        {%- continue %}\n    {%- endif %}\n\n    {%- set content = render_content(message.content, true)|trim %}\n    \n    {%- if message.role == \"system\" %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content | trim %}\n        {%- elif '<think>' in content and '</think>' in content %}\n            {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] | trim %}\n            {%- set content = content.split('</think>')[-1] | trim %}\n        {%- endif %}\n\n        {{- '<|im_start|>' + message.role + '\\n' }}\n        \n        {%- if reasoning_content %}\n            {{- '<think>\\n' + reasoning_content + '\\n</think>\\n\\n' }}\n        {%- endif %}\n        \n        {{- content }}\n\n        {# Tool call formatting #}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- set tc = tool_call.function if tool_call.function is defined else tool_call %}\n                {%- if loop.first and content %}{{- '\\n\\n' }}{%- elif not loop.first %}{{- '\\n' }}{%- endif %}\n                {{- '<tool_call>\\n<function=' + tc.name + '>\\n' }}\n                {%- for args_name, args_value in tc.arguments|items %}\n                    {{- '<parameter=' + args_name + '>\\n' }}\n                    {{- (args_value | tojson | safe if args_value is mapping or args_value is sequence else args_value | string) + '\\n</parameter>\\n' }}\n                {%- endfor %}\n                {{- '</function>\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.previtem and loop.previtem.role != \"tool\" %}{{- '<|im_start|>user' }}{%- endif %}\n        {{- '\\n<tool_response>\\n' + content + '\\n</tool_response>' }}\n        {%- if loop.last or (loop.nextitem and loop.nextitem.role != \"tool\") %}{{- '<|im_end|>\\n' }}{%- endif %}\n    {%- endif %}\n{%- endfor %}\n\n{# Final Generation Prompt #}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- else %}\n        {{- '<think>\\n' }}\n    {%- endif %}\n{%- endif %}"
+}