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Model: ylm-ai/ylm-1b Source: Original Platform
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README.md
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README.md
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---
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tags:
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- trl
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- grpo
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- gguf
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base_model:
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- openbmb/MiniCPM5-1B
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---
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# YLM-1B
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YLM-1B is ylm-ai's first generation of MiniCPM5-based 1 billion parameter reasoning models. This model excels at reasoning, and features an internal scratchpad to solve problems.
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This repository hosts the raw, original fp16 weights of YLM-1B, alongside llama.cpp-compatible GGUF files.
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## Training Details
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YLM-1B was trained with reinforcement learning to solve problems. The base model is MiniCPM5.
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## Downloads
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**q4_0 GGUF**: 600MB (for the desperate), click [here](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/ylm-1b-q4_0.gguf?download=true)
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**q8_0 GGUF**: 1.2 GB (good quality), click [here](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/ylm-1b-q8_0.gguf?download=true)
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**f16 GGUF**: 2.2 GB (exceptional quality), click [here](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/ylm-1b-f16.gguf?download=true)
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**HF Transformers**: 2.2 GB, [safetensors](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/model.safetensors?download=true) [tokenizer.json](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/tokenizer.json?download=true) [tokenizer_config.json](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/tokenizer_config.json?download=true) [generation_config.json](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/generation_config.json?download=true) [config.json](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/config.json?download=true) [chat_template.jinja](https://huggingface.co/ylm-ai/ylm-1b/resolve/main/chat_template.jinja?download=true)
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179
chat_template.jinja
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chat_template.jinja
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{{- bos_token }}{%- if tools %}
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{%- set tool_definitions %}
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{{- "# Tools\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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{{- tool | tojson(ensure_ascii=False) }}
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{%- endfor %}
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{{- '\n</tools>\n\nTool usage guidelines:\n- You may call zero or more functions. If no function calls are needed, just answer normally and do not include any <function ... </function>.\n- When calling a function, return an XML object within <function ... </function> using:\n<function name="function-name"><param name="param-name">param-value</param></function>\n- param-value may be multi-line. If it contains <, & or newline characters, wrap it in a CDATA block: <param name="param-name"><![CDATA[...multi-line value...]]></param>' }}
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{%- endset %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0].role == 'system' %}
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{%- if '<tool_def_sep>' in messages[0].content %}
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{{- messages[0].content.replace('<tool_def_sep>', tool_definitions) }}
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{%- else %}
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{{- messages[0].content + '\n\n' + tool_definitions }}
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{%- endif %}
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{%- else %}
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{{- tool_definitions.lstrip() }}
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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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{{- '<|im_start|>system\n' + messages[0].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" 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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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if message.content is string %}
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{%- set content = message.content %}
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{%- else %}
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{%- set content = '' %}
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{%- endif %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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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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{%- if message.reasoning_content is string %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in content %}
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{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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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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{%- if message.tool_calls %}
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{%- set content_parts = content.split('<tool_sep>') %}
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{%- set processed_content = content_parts[0] %}
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{%- set tool_calls_count = message.tool_calls|length %}
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{%- set tool_sep_count = content_parts|length - 1 %}
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{%- set min_count = [tool_calls_count, tool_sep_count]|min %}
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{%- for i in range(1, content_parts|length) %}
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{%- set tool_index = i - 1 %}
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{%- if tool_index < tool_calls_count %}
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{%- set tool_call = message.tool_calls[tool_index] %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{%- set single_tool_xml %}
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{{- '<function name="' ~ tool_call.name ~ '">' }}
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{%- if tool_call.arguments %}
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{%- set args_dict = tool_call.arguments %}
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{%- for param_name, param_value in args_dict.items() %}
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{{- '<param name="' ~ param_name ~ '">' }}
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{%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
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{{- '<![CDATA[' + param_value + ']]>' }}
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{%- else %}
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{{- param_value }}
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{%- endif %}
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{{- '</param>' }}
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{%- endfor %}
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{%- endif %}
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{{- '</function>' }}
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{%- endset %}
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{%- set processed_content = processed_content + single_tool_xml + content_parts[i] %}
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{%- else %}
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{%- set processed_content = processed_content + content_parts[i] %}
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{%- endif %}
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{%- endfor %}
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{%- if tool_calls_count > tool_sep_count %}
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{%- for remaining_index in range(tool_sep_count, tool_calls_count) %}
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{%- set tool_call = message.tool_calls[remaining_index] %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{%- set remaining_tool_xml %}
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{{- '<function name="' ~ tool_call.name ~ '">' }}
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{%- if tool_call.arguments %}
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{%- set args_dict = tool_call.arguments %}
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{%- for param_name, param_value in args_dict.items() %}
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{{- '<param name="' ~ param_name ~ '">' }}
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{%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
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{{- '<![CDATA[' + param_value + ']]>' }}
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{%- else %}
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{{- param_value }}
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{%- endif %}
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{{- '</param>' }}
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{%- endfor %}
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{%- endif %}
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{{- '</function>' }}
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{%- endset %}
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{%- set processed_content = processed_content + remaining_tool_xml %}
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{%- endfor %}
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{%- endif %}
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{%- set content = processed_content %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if reasoning_content %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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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 and not has_tool_sep %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<function name="' ~ tool_call.name ~ '">' }}
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{%- if tool_call.arguments %}
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{%- set args_dict = tool_call.arguments %}
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{%- for param_name, param_value in args_dict.items() %}
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{{- '<param name="' ~ param_name ~ '">' }}
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{%- if param_value is string and ('<' in param_value or '&' in param_value or '\n' in param_value) %}
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{{- '<![CDATA[' + param_value + ']]>' }}
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{%- else %}
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{{- param_value }}
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{%- endif %}
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{{- '</param>' }}
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{%- endfor %}
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{%- endif %}
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{{- '</function>' }}
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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.first or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{%- if message.content is string %}
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{{- content }}
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{%- else %}
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{{- message.content | tojson(ensure_ascii=False) }}
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{%- endif %}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- if enable_thinking is defined %}
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{%- if enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- elif enable_thinking is true %}
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{{- '<think>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endif %}
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config.json
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"dtype": "bfloat16",
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"eos_token_id": 1,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1536,
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"initializer_range": 0.02,
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"intermediate_size": 4608,
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"max_position_embeddings": 131072,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"num_key_value_heads": 2,
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"pad_token_id": 1,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 5000000,
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"rope_type": "default"
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},
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"tie_word_embeddings": false,
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"transformers_version": "5.13.1",
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"use_cache": false,
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"vocab_size": 130560
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}
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generation_config.json
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"do_sample": true,
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"eos_token_id": [
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1,
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1,
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130073
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],
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"pad_token_id": 1,
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"temperature": 0.9,
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"top_p": 0.95,
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"transformers_version": "5.13.1"
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}
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3
model.safetensors
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3
model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6d0699d65c8568951187d07b1cb6e860757777d04cadcfd4466528f2910aa070
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size 2161290944
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653947
tokenizer.json
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653947
tokenizer.json
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Load Diff
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tokenizer_config.json
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tokenizer_config.json
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{
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"add_prefix_space": null,
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"backend": "tokenizers",
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"is_local": false,
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"legacy": true,
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"local_files_only": false,
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "</s>",
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"padding_side": "left",
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"tokenizer_class": "TokenizersBackend",
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"truncation_side": "left",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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3
ylm-1b-f16.gguf
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ylm-1b-f16.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:fc513a389d01e7f4ca3ec37b1f87d8e1e54de8ccbdb0f4602b346de4ac87a504
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size 2166551968
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3
ylm-1b-q4_0.gguf
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3
ylm-1b-q4_0.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:051f9ea1d9715803fac21c7570319227c5fdb3db7ce719033bc400b939a6edfd
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size 664952224
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3
ylm-1b-q8_0.gguf
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3
ylm-1b-q8_0.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:f02c9dd6dd634c45048b2c6a71c3ea1b3824afa6d4d319aa88759ec022e6ff55
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size 1153529248
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