Instructions to use lmassaron/coder-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use lmassaron/coder-lora with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("lmassaron/coder-lora", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload tokenizer
Browse files- chat_template.jinja +35 -100
- tokenizer.json +2 -2
- tokenizer_config.json +17 -19
chat_template.jinja
CHANGED
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@@ -1,90 +1,34 @@
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-
{%-
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{%- set video_count = namespace(value=0) %}
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{%- macro render_content(content, do_vision_count, is_system_content=false) %}
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{%- if content is string %}
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{{- content }}
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-
{%- elif content is iterable and content is not mapping %}
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{%- for item in content %}
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{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
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{%- if is_system_content %}
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{{- raise_exception('System message cannot contain images.') }}
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{%- endif %}
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{%- if do_vision_count %}
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{%- set image_count.value = image_count.value + 1 %}
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{%- endif %}
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{%- if add_vision_id %}
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{{- 'Picture ' ~ image_count.value ~ ': ' }}
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{%- endif %}
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{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
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{%- elif 'video' in item or item.type == 'video' %}
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{%- if is_system_content %}
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{{- raise_exception('System message cannot contain videos.') }}
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{%- endif %}
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{%- if do_vision_count %}
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{%- set video_count.value = video_count.value + 1 %}
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{%- endif %}
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{%- if add_vision_id %}
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{{- 'Video ' ~ video_count.value ~ ': ' }}
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{%- endif %}
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{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
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{%- elif 'text' in item %}
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{{- item.text }}
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{%- else %}
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{{- raise_exception('Unexpected item type in content.') }}
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{%- endif %}
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{%- endfor %}
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{%- elif content is none or content is undefined %}
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{{- '' }}
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{%- else %}
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{{- raise_exception('Unexpected content type.') }}
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{%- endif %}
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{%- endmacro %}
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{%- if not messages %}
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{{- raise_exception('No messages provided.') }}
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{%- endif %}
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{%- if tools and tools is iterable and tools is not mapping %}
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{{- '<|im_start|>system\n' }}
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{
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>" }}
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{{- '\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>' }}
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{%- if messages[0].role == 'system' %}
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{%- set content = render_content(messages[0].content, false, true)|trim %}
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{%- if content %}
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{{- '\n\n' + content }}
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{%- endif %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{
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{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" %}
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{%- set
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{%-
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if ns.multi_step_tool %}
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{{- raise_exception('No user query found in messages.') }}
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{%- endif %}
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{%- for message in messages %}
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{%-
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-
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-
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-
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-
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{%-
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{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set reasoning_content = '' %}
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@@ -96,59 +40,50 @@
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{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- set reasoning_content = reasoning_content|trim %}
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{%- if loop.index0 > ns.last_query_index %}
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{
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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-
{%- if message.tool_calls
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{%- for tool_call in message.tool_calls %}
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{%- if
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{
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-
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-
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-
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-
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{%- endif %}
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{%- else %}
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-
{{-
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{%- endif %}
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{%- if tool_call.arguments is defined %}
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{%- for args_name, args_value in tool_call.arguments|items %}
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{{- '<parameter=' + args_name + '>\n' }}
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{%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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{{- args_value }}
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{{- '\n</parameter>\n' }}
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-
{%- endfor %}
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{%- endif %}
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-
{{- '
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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-
{%- if loop.
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- content }}
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{{- '\n</tool_response>' }}
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{%- if
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{{- '<|im_end|>\n' }}
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{%- elif loop.last %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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-
{%- else %}
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-
{{- raise_exception('Unexpected message role.') }}
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{%- endif %}
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{%- endfor %}
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| 147 |
{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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| 149 |
{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- else %}
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-
{{- '<think>\n' }}
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{%- endif %}
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{%- endif %}
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+
{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{{- messages[0].content + '\n\n' }}
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+
{%- endif %}
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+
{{- "# 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>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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| 9 |
{{- tool | tojson }}
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{%- endfor %}
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+
{{- "\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" }}
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{%- else %}
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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| 15 |
{%- endif %}
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| 16 |
{%- endif %}
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| 17 |
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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| 18 |
{%- for message in messages[::-1] %}
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| 19 |
{%- set index = (messages|length - 1) - loop.index0 %}
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| 20 |
+
{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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+
{%- set ns.multi_step_tool = false %}
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| 22 |
+
{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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| 25 |
{%- for message in messages %}
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| 26 |
+
{%- if message.content is string %}
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| 27 |
+
{%- set content = message.content %}
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| 28 |
+
{%- else %}
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| 29 |
+
{%- set content = '' %}
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| 30 |
+
{%- endif %}
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| 31 |
+
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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| 32 |
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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| 33 |
{%- elif message.role == "assistant" %}
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| 34 |
{%- set reasoning_content = '' %}
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| 40 |
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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| 41 |
{%- endif %}
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| 42 |
{%- endif %}
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| 43 |
{%- if loop.index0 > ns.last_query_index %}
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| 44 |
+
{%- if loop.last or (not loop.last and reasoning_content) %}
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| 45 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
|
| 46 |
+
{%- else %}
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| 47 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
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| 48 |
+
{%- endif %}
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| 49 |
{%- else %}
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| 50 |
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 51 |
{%- endif %}
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| 52 |
+
{%- if message.tool_calls %}
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| 53 |
{%- for tool_call in message.tool_calls %}
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| 54 |
+
{%- if (loop.first and content) or (not loop.first) %}
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| 55 |
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{{- '\n' }}
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| 56 |
+
{%- endif %}
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| 57 |
+
{%- if tool_call.function %}
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| 58 |
{%- set tool_call = tool_call.function %}
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| 59 |
{%- endif %}
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| 60 |
+
{{- '<tool_call>\n{"name": "' }}
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| 61 |
+
{{- tool_call.name }}
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| 62 |
+
{{- '", "arguments": ' }}
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| 63 |
+
{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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| 69 |
{%- endfor %}
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| 70 |
{%- endif %}
|
| 71 |
{{- '<|im_end|>\n' }}
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| 72 |
{%- elif message.role == "tool" %}
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| 73 |
+
{%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
|
| 74 |
{{- '<|im_start|>user' }}
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| 75 |
{%- endif %}
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| 76 |
{{- '\n<tool_response>\n' }}
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| 77 |
{{- content }}
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| 78 |
{{- '\n</tool_response>' }}
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| 79 |
+
{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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| 80 |
{{- '<|im_end|>\n' }}
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| 81 |
{%- endif %}
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| 82 |
{%- endif %}
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| 83 |
{%- endfor %}
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| 84 |
{%- if add_generation_prompt %}
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| 85 |
{{- '<|im_start|>assistant\n' }}
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| 86 |
{%- if enable_thinking is defined and enable_thinking is false %}
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| 87 |
{{- '<think>\n\n</think>\n\n' }}
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| 88 |
{%- endif %}
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| 89 |
{%- endif %}
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tokenizer.json
CHANGED
|
@@ -1,3 +1,3 @@
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| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
-
oid sha256:
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| 3 |
-
size
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| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506
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| 3 |
+
size 11422650
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tokenizer_config.json
CHANGED
|
@@ -1,32 +1,30 @@
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| 1 |
{
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| 2 |
"add_prefix_space": false,
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| 3 |
-
"audio_bos_token": "<|audio_start|>",
|
| 4 |
-
"audio_eos_token": "<|audio_end|>",
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| 5 |
-
"audio_token": "<|audio_pad|>",
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| 6 |
"backend": "tokenizers",
|
| 7 |
"bos_token": null,
|
| 8 |
"clean_up_tokenization_spaces": false,
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| 9 |
"eos_token": "<|im_end|>",
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| 10 |
"errors": "replace",
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| 11 |
-
"
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| 12 |
"is_local": false,
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| 13 |
"local_files_only": false,
|
| 14 |
-
"model_max_length":
|
| 15 |
-
"model_specific_special_tokens": {
|
| 16 |
-
"audio_bos_token": "<|audio_start|>",
|
| 17 |
-
"audio_eos_token": "<|audio_end|>",
|
| 18 |
-
"audio_token": "<|audio_pad|>",
|
| 19 |
-
"image_token": "<|image_pad|>",
|
| 20 |
-
"video_token": "<|video_pad|>",
|
| 21 |
-
"vision_bos_token": "<|vision_start|>",
|
| 22 |
-
"vision_eos_token": "<|vision_end|>"
|
| 23 |
-
},
|
| 24 |
"pad_token": "<|endoftext|>",
|
| 25 |
-
"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+",
|
| 26 |
"split_special_tokens": false,
|
| 27 |
"tokenizer_class": "Qwen2Tokenizer",
|
| 28 |
-
"unk_token": null
|
| 29 |
-
"video_token": "<|video_pad|>",
|
| 30 |
-
"vision_bos_token": "<|vision_start|>",
|
| 31 |
-
"vision_eos_token": "<|vision_end|>"
|
| 32 |
}
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| 1 |
{
|
| 2 |
"add_prefix_space": false,
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| 3 |
"backend": "tokenizers",
|
| 4 |
"bos_token": null,
|
| 5 |
"clean_up_tokenization_spaces": false,
|
| 6 |
"eos_token": "<|im_end|>",
|
| 7 |
"errors": "replace",
|
| 8 |
+
"extra_special_tokens": [
|
| 9 |
+
"<|im_start|>",
|
| 10 |
+
"<|im_end|>",
|
| 11 |
+
"<|object_ref_start|>",
|
| 12 |
+
"<|object_ref_end|>",
|
| 13 |
+
"<|box_start|>",
|
| 14 |
+
"<|box_end|>",
|
| 15 |
+
"<|quad_start|>",
|
| 16 |
+
"<|quad_end|>",
|
| 17 |
+
"<|vision_start|>",
|
| 18 |
+
"<|vision_end|>",
|
| 19 |
+
"<|vision_pad|>",
|
| 20 |
+
"<|image_pad|>",
|
| 21 |
+
"<|video_pad|>"
|
| 22 |
+
],
|
| 23 |
"is_local": false,
|
| 24 |
"local_files_only": false,
|
| 25 |
+
"model_max_length": 131072,
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| 26 |
"pad_token": "<|endoftext|>",
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| 27 |
"split_special_tokens": false,
|
| 28 |
"tokenizer_class": "Qwen2Tokenizer",
|
| 29 |
+
"unk_token": null
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| 30 |
}
|