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README.md CHANGED
@@ -1,4 +1,8 @@
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  ---
 
 
 
 
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  license: other
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  license_name: modified-mit
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  library_name: transformers
 
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  ---
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+ tags:
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+ - unsloth
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+ base_model:
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+ - moonshotai/Kimi-K2-Thinking
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  license: other
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  license_name: modified-mit
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  library_name: transformers
chat_template.jinja CHANGED
@@ -1,4 +1,3 @@
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- {# Unsloth template fixes #}
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  {%- macro render_content(msg) -%}
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  {%- set c = msg.get('content') -%}
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  {%- if c is string -%}
@@ -49,16 +48,14 @@
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  {%- set hist_msgs = messages[:ns.last_non_tool_call_assistant_msg+1] -%}
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  {%- set suffix_msgs = messages[ns.last_non_tool_call_assistant_msg+1:] -%}
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- {%- if tools -%}{%- set tools_json = tools | tojson -%}{%- set tools_json = tools_json.replace(", ", ",") -%}{%- set tools_json = tools_json.replace(": ", ":") -%}
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- <|im_system|>tool_declare<|im_middle|>{{ tools_json }}<|im_end|>
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  {%- endif -%}
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- {%- if messages and messages|length > 0 -%}
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- {%- if messages[0]['role'] != 'system' -%}
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  <|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|>
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- {%- endif -%}
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  {%- endif -%}
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-
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  {%- for message in hist_msgs -%}
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  {{set_roles(message)}}
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  {%- if message['role'] == 'assistant' -%}
@@ -97,5 +94,4 @@
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  {%- if add_generation_prompt -%}
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  <|im_assistant|>assistant<|im_middle|>
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- {%- endif -%}
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- {# Copyright 2025-present Unsloth. Apache 2.0 License. #}
 
 
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  {%- macro render_content(msg) -%}
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  {%- set c = msg.get('content') -%}
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  {%- if c is string -%}
 
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  {%- set hist_msgs = messages[:ns.last_non_tool_call_assistant_msg+1] -%}
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  {%- set suffix_msgs = messages[ns.last_non_tool_call_assistant_msg+1:] -%}
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+ {%- if tools -%}
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+ <|im_system|>tool_declare<|im_middle|>{{ tools | tojson(separators=(',', ':')) }}<|im_end|>
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  {%- endif -%}
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+ {%- if messages|length == 0 or messages[0]['role'] != 'system' -%}
 
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  <|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|>
 
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  {%- endif -%}
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+
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  {%- for message in hist_msgs -%}
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  {{set_roles(message)}}
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  {%- if message['role'] == 'assistant' -%}
 
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  {%- if add_generation_prompt -%}
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  <|im_assistant|>assistant<|im_middle|>
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+ {%- endif -%}
 
config.json CHANGED
@@ -89,7 +89,7 @@
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  "tie_word_embeddings": false,
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  "topk_group": 1,
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  "topk_method": "noaux_tc",
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- "transformers_version": "4.57.1",
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  "unsloth_fixed": true,
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  "use_cache": true,
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  "v_head_dim": 128,
 
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  "tie_word_embeddings": false,
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  "topk_group": 1,
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  "topk_method": "noaux_tc",
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+ "transformers_version": "4.57.3",
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  "unsloth_fixed": true,
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  "use_cache": true,
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  "v_head_dim": 128,
docs/deploy_guidance.md CHANGED
@@ -44,12 +44,12 @@ Similarly, here are the examples using TP in SGLang for Deployment.
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  Here is the simple example code to run TP8 on H200 in a sigle node:
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  ``` bash
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- python -m sglang.launch_server --model-path $MODEL_PATH --tp 8 --trust-remote-code --tool-call-parser kimi_k2 --reasoning_parser kimi_k2
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  ```
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  **Key parameter notes:**
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  - `--tool-call-parser kimi_k2`: Required when enabling tool usage.
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- - `--reasoning_parser kimi_k2`: Required for correctly processing reasoning content.
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  ## KTransformers Deployment
 
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  Here is the simple example code to run TP8 on H200 in a sigle node:
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  ``` bash
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+ python -m sglang.launch_server --model-path $MODEL_PATH --tp 8 --trust-remote-code --tool-call-parser kimi_k2 --reasoning-parser kimi_k2
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  ```
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  **Key parameter notes:**
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  - `--tool-call-parser kimi_k2`: Required when enabling tool usage.
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+ - `--reasoning-parser kimi_k2`: Required for correctly processing reasoning content.
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  ## KTransformers Deployment
special_tokens_map.json CHANGED
@@ -17,7 +17,7 @@
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  "single_word": false
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  },
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  "eos_token": {
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- "content": "<|im_end|>",
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  "lstrip": false,
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  "normalized": false,
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  "rstrip": false,
 
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  "single_word": false
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  },
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  "eos_token": {
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+ "content": "[EOS]",
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  "lstrip": false,
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  "normalized": false,
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  "rstrip": false,
tokenizer_config.json CHANGED
@@ -171,12 +171,12 @@
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  },
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  "bos_token": "[BOS]",
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  "clean_up_tokenization_spaces": false,
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- "eos_token": "<|im_end|>",
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  "extra_special_tokens": {},
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  "model_max_length": 262144,
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  "pad_token": "[PAD]",
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  "padding_side": "left",
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  "tokenizer_class": "TikTokenTokenizer",
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  "unk_token": "[UNK]",
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- "chat_template": "{# Unsloth template fixes #}\n{%- macro render_content(msg) -%}\n {%- set c = msg.get('content') -%}\n {%- if c is string -%}\n {{ c }}\n {%- elif c is not none -%}\n {% for content in c -%}\n {% if content['type'] == 'image' or 'image' in content or 'image_url' in content -%}\n <|media_start|>image<|media_content|><|media_pad|><|media_end|>\n {% else -%}\n {{ content['text'] }}\n {%- endif -%}\n {%- endfor -%}\n {%- endif -%}\n{%- endmacro -%}\n\n{% macro set_roles(message) -%}\n {%- set role_name = message.get('name') or message['role'] -%}\n {%- if message['role'] == 'user' -%}\n <|im_user|>{{role_name}}<|im_middle|>\n {%- elif message['role'] == 'assistant' -%}\n <|im_assistant|>{{role_name}}<|im_middle|>\n {%- else -%}\n <|im_system|>{{role_name}}<|im_middle|>\n {%- endif -%}\n{%- endmacro -%}\n\n\n{%- macro render_toolcalls(message) -%}\n <|tool_calls_section_begin|>\n {%- for tool_call in message['tool_calls'] -%}\n {%- set formatted_id = tool_call['id'] -%}\n <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{% if tool_call['function']['arguments'] is string %}{{ tool_call['function']['arguments'] }}{% else %}{{ tool_call['function']['arguments'] | tojson }}{% endif %}<|tool_call_end|>\n {%- endfor -%}\n <|tool_calls_section_end|>\n{%- endmacro -%}\n\n\n{# Find last non-tool-call assisitant message #}\n{%- set ns = namespace(last_non_tool_call_assistant_msg=-1) -%}\n{%- for idx in range(messages|length-1, -1, -1) -%}\n {%- if messages[idx]['role'] == 'assistant' and not messages[idx].get('tool_calls') -%}\n {%- set ns.last_non_tool_call_assistant_msg = idx -%}\n {%- break -%}\n {%- endif -%}\n{%- endfor -%}\n\n{# split all messages into history & suffix, reasoning_content in suffix should be reserved.#}\n{%- set hist_msgs = messages[:ns.last_non_tool_call_assistant_msg+1] -%}\n{%- set suffix_msgs = messages[ns.last_non_tool_call_assistant_msg+1:] -%}\n\n{%- if tools -%}{%- set tools_json = tools | tojson -%}{%- set tools_json = tools_json.replace(\", \", \",\") -%}{%- set tools_json = tools_json.replace(\": \", \":\") -%}\n <|im_system|>tool_declare<|im_middle|>{{ tools_json }}<|im_end|>\n{%- endif -%}\n\n{%- if messages and messages|length > 0 -%}\n {%- if messages[0]['role'] != 'system' -%}\n <|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|>\n {%- endif -%}\n{%- endif -%}\n\n{%- for message in hist_msgs -%}\n {{set_roles(message)}}\n {%- if message['role'] == 'assistant' -%}\n <think></think>{{render_content(message)}}\n {%- if message.get('tool_calls') -%}\n {{render_toolcalls(message)}}\n {%- endif -%}\n {%- elif message['role'] == 'tool' -%}\n {%- set tool_call_id = message.tool_call_id -%}\n ## Return of {{ tool_call_id }}\n{{render_content(message)}}\n {%- elif message['content'] is not none -%}\n {{render_content(message)}}\n {%- endif -%}\n <|im_end|>\n{%- endfor -%}\n\n{%- for message in suffix_msgs -%}\n {{set_roles(message)}}\n {%- if message['role'] == 'assistant' -%}\n {%- set rc = message.get('reasoning_content', '') -%}\n <think>{{rc}}</think>{{render_content(message)}}\n {%- if message.get('tool_calls') -%}\n {{render_toolcalls(message)}}\n {%- endif -%}\n {%- elif message['role'] == 'tool' -%}\n {%- set tool_call_id = message.tool_call_id -%}\n ## Return of {{ tool_call_id }}\n{{render_content(message)}}\n {%- elif message['content'] is not none -%}\n {{render_content(message)}}\n {%- endif -%}\n <|im_end|>\n{%- endfor -%}\n\n\n{%- if add_generation_prompt -%}\n <|im_assistant|>assistant<|im_middle|>\n{%- endif -%}\n{# Copyright 2025-present Unsloth. Apache 2.0 License. #}"
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  }
 
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  },
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  "bos_token": "[BOS]",
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  "clean_up_tokenization_spaces": false,
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+ "eos_token": "[EOS]",
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  "extra_special_tokens": {},
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  "model_max_length": 262144,
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  "pad_token": "[PAD]",
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  "padding_side": "left",
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  "tokenizer_class": "TikTokenTokenizer",
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  "unk_token": "[UNK]",
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+ "chat_template": "{%- macro render_content(msg) -%}\n {%- set c = msg.get('content') -%}\n {%- if c is string -%}\n {{ c }}\n {%- elif c is not none -%}\n {% for content in c -%}\n {% if content['type'] == 'image' or 'image' in content or 'image_url' in content -%}\n <|media_start|>image<|media_content|><|media_pad|><|media_end|>\n {% else -%}\n {{ content['text'] }}\n {%- endif -%}\n {%- endfor -%}\n {%- endif -%}\n{%- endmacro -%}\n\n{% macro set_roles(message) -%}\n {%- set role_name = message.get('name') or message['role'] -%}\n {%- if message['role'] == 'user' -%}\n <|im_user|>{{role_name}}<|im_middle|>\n {%- elif message['role'] == 'assistant' -%}\n <|im_assistant|>{{role_name}}<|im_middle|>\n {%- else -%}\n <|im_system|>{{role_name}}<|im_middle|>\n {%- endif -%}\n{%- endmacro -%}\n\n\n{%- macro render_toolcalls(message) -%}\n <|tool_calls_section_begin|>\n {%- for tool_call in message['tool_calls'] -%}\n {%- set formatted_id = tool_call['id'] -%}\n <|tool_call_begin|>{{ formatted_id }}<|tool_call_argument_begin|>{% if tool_call['function']['arguments'] is string %}{{ tool_call['function']['arguments'] }}{% else %}{{ tool_call['function']['arguments'] | tojson }}{% endif %}<|tool_call_end|>\n {%- endfor -%}\n <|tool_calls_section_end|>\n{%- endmacro -%}\n\n\n{# Find last non-tool-call assisitant message #}\n{%- set ns = namespace(last_non_tool_call_assistant_msg=-1) -%}\n{%- for idx in range(messages|length-1, -1, -1) -%}\n {%- if messages[idx]['role'] == 'assistant' and not messages[idx].get('tool_calls') -%}\n {%- set ns.last_non_tool_call_assistant_msg = idx -%}\n {%- break -%}\n {%- endif -%}\n{%- endfor -%}\n\n{# split all messages into history & suffix, reasoning_content in suffix should be reserved.#}\n{%- set hist_msgs = messages[:ns.last_non_tool_call_assistant_msg+1] -%}\n{%- set suffix_msgs = messages[ns.last_non_tool_call_assistant_msg+1:] -%}\n\n{%- if tools -%}\n <|im_system|>tool_declare<|im_middle|>{{ tools | tojson(separators=(',', ':')) }}<|im_end|>\n{%- endif -%}\n\n{%- if messages|length == 0 or messages[0]['role'] != 'system' -%}\n <|im_system|>system<|im_middle|>You are Kimi, an AI assistant created by Moonshot AI.<|im_end|>\n{%- endif -%}\n \n{%- for message in hist_msgs -%}\n {{set_roles(message)}}\n {%- if message['role'] == 'assistant' -%}\n <think></think>{{render_content(message)}}\n {%- if message.get('tool_calls') -%}\n {{render_toolcalls(message)}}\n {%- endif -%}\n {%- elif message['role'] == 'tool' -%}\n {%- set tool_call_id = message.tool_call_id -%}\n ## Return of {{ tool_call_id }}\n{{render_content(message)}}\n {%- elif message['content'] is not none -%}\n {{render_content(message)}}\n {%- endif -%}\n <|im_end|>\n{%- endfor -%}\n\n{%- for message in suffix_msgs -%}\n {{set_roles(message)}}\n {%- if message['role'] == 'assistant' -%}\n {%- set rc = message.get('reasoning_content', '') -%}\n <think>{{rc}}</think>{{render_content(message)}}\n {%- if message.get('tool_calls') -%}\n {{render_toolcalls(message)}}\n {%- endif -%}\n {%- elif message['role'] == 'tool' -%}\n {%- set tool_call_id = message.tool_call_id -%}\n ## Return of {{ tool_call_id }}\n{{render_content(message)}}\n {%- elif message['content'] is not none -%}\n {{render_content(message)}}\n {%- endif -%}\n <|im_end|>\n{%- endfor -%}\n\n\n{%- if add_generation_prompt -%}\n <|im_assistant|>assistant<|im_middle|>\n{%- endif -%}"
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  }