Copy from casinca/tiny-mimo-v2-flash
Browse files- .gitattributes +1 -0
- README.md +25 -0
- chat_template.jinja +143 -0
- config.json +58 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +823 -0
- tokenizer.json +3 -0
- tokenizer_config.json +15 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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@@ -0,0 +1,25 @@
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---
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library_name: transformers
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---
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# tiny-mimo-v2-flash
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A ~2.34B-parameter tiny random-weight checkpoint of [XiaomiMiMo/MiMo-V2-Flash](https://huggingface.co/XiaomiMiMo/MiMo-V2-Flash), used for internal testing in Hugging Face `transformers` for the native HF implementation.
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## Configuration
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| Hyperparameter | Value | Original MiMo |
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|--------|-------|--------------|
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| `num_hidden_layers` | 5 | 48 |
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| `layer_types` | `[full, sliding×4]` | matches pattern |
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| `mlp_layer_types` | `[dense, sparse×4]` | matches pattern (layer 0 dense, rest MoE) |
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| `hidden_size` | 2048 | 4096 (**ratio 2.0**) |
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| `intermediate_size` | 8192 | 16384 (**ratio 2.0**) |
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| `moe_intermediate_size` | 1024 | 2048 (**ratio 2.0**) |
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| `num_attention_heads` / `num_key_value_heads` | 16 / 1 | 64 / 4 (**ratio 4.0**) |
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| `head_dim` / `v_head_dim` | 192 / 128 | 192 / 128 |
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| `n_routed_experts` / `num_experts_per_tok` | 64 / 2 | 256 / 8 (**ratio 4.0**) |
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| parameters | 2.34B | 300B |
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chat_template.jinja
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{%- if not add_generation_prompt is defined -%}
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{%- set add_generation_prompt = false -%}
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{%- endif -%}
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{%- if not enable_thinking is defined -%}
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{%- set enable_thinking = false -%}
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{%- endif -%}
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{%- if not keep_all_reasoning is defined -%}
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{%- set keep_all_reasoning = false -%}
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{%- endif -%}
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{%- macro render_extra_keys(json_dict, handled_keys) -%}
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{%- if json_dict is mapping %}
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{%- for json_key in json_dict if json_key not in handled_keys %}
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{%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
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{{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}
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{%- else %}
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{{-'\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}
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{%- endif %}
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{%- endfor %}
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{%- endif %}
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{%- endmacro -%}
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{%- if messages[0]["role"] == "system" %}
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{%- set system_message = messages[0]["content"] %}
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{%- set loop_messages = messages[1:] %}
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{%- else %}
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{%- set loop_messages = messages %}
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{%- endif %}
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{%- set ns = namespace(last_user_index=-1) %}
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{%- for m in loop_messages %}
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{%- if m.role == 'user' %}
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{%- set ns.last_user_index = loop.index0 -%}
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{%- endif %}
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{%- endfor %}
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{%- if not tools is defined %}
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{%- set tools = [] %}
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{%- endif %}
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{%- if system_message is defined %}
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{{- "<|im_start|>system\n" + system_message }}
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{%- else %}
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{{- "<|im_start|>system\nYou are MiMo, a helpful AI assistant engineered by Xiaomi." }}
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{%- endif %}
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{%- if tools is iterable and tools | length > 0 %}
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{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou have access to the following functions:\n\n" }}
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{{- "<tools>" }}
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{%- for tool in tools %}
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{%- if tool.function is defined %}
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{%- set tool = tool.function %}
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{%- endif %}
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{{- "\n<function>\n<name>" ~ tool.name ~ "</name>" }}
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{%- if tool.description is defined %}
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{{- '\n<description>' ~ (tool.description | trim) ~ '</description>' }}
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{%- endif %}
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{{- '\n<parameters>' }}
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{%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
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{%- for param_name, param_fields in tool.parameters.properties|items %}
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{{- '\n<parameter>' }}
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{{- '\n<name>' ~ param_name ~ '</name>' }}
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{%- if param_fields.type is defined %}
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{{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
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{%- endif %}
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| 60 |
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{%- if param_fields.description is defined %}
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{{- '\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}
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{%- endif %}
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{%- set handled_keys = ['name', 'type', 'description'] %}
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{{- render_extra_keys(param_fields, handled_keys) }}
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{{- '\n</parameter>' }}
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{%- endfor %}
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{%- endif %}
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| 68 |
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{%- set handled_keys = ['type', 'properties'] %}
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{{- render_extra_keys(tool.parameters, handled_keys) }}
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{{- '\n</parameters>' }}
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{%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
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{{- render_extra_keys(tool, handled_keys) }}
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| 73 |
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{{- '\n</function>' }}
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{%- endfor %}
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| 75 |
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{{- "\n</tools>" }}
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{{- '\n\nFor each function call, output the function name and arguments in the following format:\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>value_1</parameter>\n<parameter=example_parameter_2>This is the value for the second parameter\nthat can span\nmultiple lines</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- DO NOT use function calls inside <think></think> tags.\n- The value enclosed between parameter tags is preserved exactly as-is, including newlines and spaces.\n</IMPORTANT>' }}
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{%- endif %}
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| 78 |
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{{- '<|im_end|>' }}
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{%- for message in loop_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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| 84 |
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{%- endif %}
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| 85 |
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{%- if message.role == "assistant" %}
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| 86 |
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{%- if message.reasoning_content is string %}
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| 87 |
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{%- set reasoning_content = message.reasoning_content %}
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| 88 |
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{%- else %}
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| 89 |
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{%- set reasoning_content = '' %}
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| 90 |
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{%- if '</think>' in content %}
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| 91 |
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{%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] %}
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| 92 |
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{%- set content = content.split('</think>')[-1] %}
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| 93 |
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{%- endif %}
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| 94 |
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{%- endif %}
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| 95 |
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{%- if (keep_all_reasoning or loop.index0 > ns.last_user_index) and reasoning_content -%}
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| 96 |
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{{- '<|im_start|>' + message.role + '\n<think>' + reasoning_content + '</think>' + content }}
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| 97 |
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{%- else %}
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| 98 |
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{{- '<|im_start|>' + message.role + '\n<think></think>' + content }}
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| 99 |
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{%- endif %}
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| 100 |
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{%- if message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
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| 101 |
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{%- for tool_call in message.tool_calls %}
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| 102 |
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{%- if tool_call.function is defined %}
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| 103 |
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{%- set tool_call = tool_call.function %}
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| 104 |
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{%- endif %}
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| 105 |
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{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
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| 106 |
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{%- if tool_call.arguments is defined %}
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| 107 |
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{%- for args_name, args_value in tool_call.arguments|items %}
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| 108 |
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{{- '<parameter=' + args_name + '>' }}
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| 109 |
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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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| 110 |
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{{- args_value }}
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| 111 |
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{{- '</parameter>\n' }}
|
| 112 |
+
{%- endfor %}
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| 113 |
+
{%- endif %}
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| 114 |
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{{- '</function>\n</tool_call>' }}
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| 115 |
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{%- endfor %}
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| 116 |
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{%- endif %}
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| 117 |
+
{{- '<|im_end|>' }}
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| 118 |
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{%- elif message.role == "user" or message.role == "system"%}
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| 119 |
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' }}
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| 120 |
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{%- elif message.role == "tool" %}
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| 121 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
|
| 122 |
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{{- '<|im_start|>tool\n' }}
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| 123 |
+
{%- endif %}
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| 124 |
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{{- '<tool_response>\n' }}
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| 125 |
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{{- message.content }}
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| 126 |
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{{- '\n</tool_response>\n' }}
|
| 127 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
|
| 128 |
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{{- '<|im_end|>' }}
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| 129 |
+
{%- elif loop.last %}
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| 130 |
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{{- '<|im_end|>' }}
|
| 131 |
+
{%- endif %}
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| 132 |
+
{%- else %}
|
| 133 |
+
{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' }}
|
| 134 |
+
{%- endif %}
|
| 135 |
+
{%- endfor %}
|
| 136 |
+
{%- if add_generation_prompt %}
|
| 137 |
+
{{- '<|im_start|>assistant\n' }}
|
| 138 |
+
{%- if not enable_thinking -%}
|
| 139 |
+
{{- '<think></think>' -}}
|
| 140 |
+
{%- else -%}
|
| 141 |
+
{{- '' -}}
|
| 142 |
+
{%- endif -%}
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| 143 |
+
{%- endif %}
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config.json
ADDED
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@@ -0,0 +1,58 @@
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| 1 |
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{
|
| 2 |
+
"attention_bias": false,
|
| 3 |
+
"attention_dropout": 0.0,
|
| 4 |
+
"attention_value_scale": 0.707,
|
| 5 |
+
"bos_token_id": null,
|
| 6 |
+
"eos_token_id": 151645,
|
| 7 |
+
"head_dim": 192,
|
| 8 |
+
"hidden_act": "silu",
|
| 9 |
+
"hidden_size": 2048,
|
| 10 |
+
"initializer_range": 0.02,
|
| 11 |
+
"intermediate_size": 8192,
|
| 12 |
+
"layer_types": [
|
| 13 |
+
"full_attention",
|
| 14 |
+
"sliding_attention",
|
| 15 |
+
"sliding_attention",
|
| 16 |
+
"sliding_attention",
|
| 17 |
+
"sliding_attention"
|
| 18 |
+
],
|
| 19 |
+
"max_position_embeddings": 512,
|
| 20 |
+
"mlp_layer_types": [
|
| 21 |
+
"dense",
|
| 22 |
+
"sparse",
|
| 23 |
+
"sparse",
|
| 24 |
+
"sparse",
|
| 25 |
+
"sparse"
|
| 26 |
+
],
|
| 27 |
+
"model_type": "mimo_v2_flash",
|
| 28 |
+
"moe_intermediate_size": 1024,
|
| 29 |
+
"n_group": 1,
|
| 30 |
+
"n_routed_experts": 64,
|
| 31 |
+
"norm_topk_prob": true,
|
| 32 |
+
"num_attention_heads": 16,
|
| 33 |
+
"num_experts_per_tok": 2,
|
| 34 |
+
"num_hidden_layers": 5,
|
| 35 |
+
"num_key_value_heads": 1,
|
| 36 |
+
"pad_token_id": 151643,
|
| 37 |
+
"rms_norm_eps": 1e-05,
|
| 38 |
+
"rope_parameters": {
|
| 39 |
+
"full_attention": {
|
| 40 |
+
"partial_rotary_factor": 0.334,
|
| 41 |
+
"rope_theta": 5000000.0,
|
| 42 |
+
"rope_type": "default"
|
| 43 |
+
},
|
| 44 |
+
"sliding_attention": {
|
| 45 |
+
"partial_rotary_factor": 0.334,
|
| 46 |
+
"rope_theta": 10000.0,
|
| 47 |
+
"rope_type": "default"
|
| 48 |
+
}
|
| 49 |
+
},
|
| 50 |
+
"routed_scaling_factor": 1.0,
|
| 51 |
+
"sliding_window": 128,
|
| 52 |
+
"tie_word_embeddings": false,
|
| 53 |
+
"topk_group": 1,
|
| 54 |
+
"transformers_version": "5.7.0.dev0",
|
| 55 |
+
"use_cache": true,
|
| 56 |
+
"v_head_dim": 128,
|
| 57 |
+
"vocab_size": 151669
|
| 58 |
+
}
|
model-00001-of-00003.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
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oid sha256:1b3f5a618c41b9ba418d56f7d2532f0577aecdb30e8694c426a399a4959f1b6c
|
| 3 |
+
size 1999644448
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model-00002-of-00003.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:41d75a901bebd8146f8c3682300eeb3768458b6ace41e4738a96a0e2c644a0d4
|
| 3 |
+
size 1998137832
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model-00003-of-00003.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:532bebad37176d2276e8d860e4be8d0b040d6caac4aba9a82e24cbb923a19f15
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| 3 |
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size 684427968
|
model.safetensors.index.json
ADDED
|
@@ -0,0 +1,823 @@
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|
| 1 |
+
{
|
| 2 |
+
"metadata": {
|
| 3 |
+
"total_size": 4682110080
|
| 4 |
+
},
|
| 5 |
+
"weight_map": {
|
| 6 |
+
"model.embed_tokens.weight": "model-00001-of-00003.safetensors",
|
| 7 |
+
"model.layers.0.self_attn.q_proj.weight": "model-00001-of-00003.safetensors",
|
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"errors": "replace",
|
| 8 |
+
"is_local": false,
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| 9 |
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|
| 10 |
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"model_max_length": 262144,
|
| 11 |
+
"pad_token": "<|endoftext|>",
|
| 12 |
+
"split_special_tokens": false,
|
| 13 |
+
"tokenizer_class": "Qwen2Tokenizer",
|
| 14 |
+
"unk_token": null
|
| 15 |
+
}
|