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Browse files- README.md +11 -0
- chat_template.jinja +222 -0
- config.json +692 -0
- generation_config.json +10 -0
- model-00001-of-00009.safetensors +3 -0
- model-00002-of-00009.safetensors +3 -0
- model-00003-of-00009.safetensors +3 -0
- model-00004-of-00009.safetensors +3 -0
- model-00005-of-00009.safetensors +3 -0
- model-00006-of-00009.safetensors +3 -0
- model-00007-of-00009.safetensors +3 -0
- model-00008-of-00009.safetensors +3 -0
- model-00009-of-00009.safetensors +3 -0
- model.safetensors.index.json +0 -0
- tokenizer.json +0 -0
- tokenizer_config.json +0 -0
README.md
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---
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library_name: mlx
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pipeline_tag: text-generation
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tags: [mlx, hunyuan, hy3, reap, moe-pruning]
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license: apache-2.0
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base_model: tencent/Hy3
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---
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# pipenetwork/Hy3-REAP75-MLX-4bit
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REAP-pruned [tencent/Hy3](https://huggingface.co/tencent/Hy3) (Hunyuan-3): kept **48/192 routed
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experts/layer** by REAP saliency, MLX 4-bit. First REAP-pruned Hy3. Requires mlx-lm hy_v3 (PR #1211):
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`pip install git+https://github.com/kernelpool/mlx-lm.git@add-hy3-preview`
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chat_template.jinja
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{#- ----------‑‑‑ special token variables ‑‑‑---------- -#}
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{%- set HYTK = ':opensource' %}
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{%- set eos_token = '<｜hy_eos{}｜>'.format(HYTK) %}
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{%- set bos_token = '<｜hy_begin_of_sentence{}｜>'.format(HYTK) %}
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{%- set pad_token = '<｜hy_pad{}｜>'.format(HYTK) %}
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{%- set user_token = '<｜hy_User{}｜>'.format(HYTK) %}
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{%- set assistant_token = '<｜hy_Assistant{}｜>'.format(HYTK) %}
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{%- set think_begin_token = '<think{}>'.format(HYTK) %}
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{%- set think_end_token = '</think{}>'.format(HYTK) %}
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{%- set toolcalls_begin_token = '<tool_calls{}>'.format(HYTK) %}
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{%- set toolcalls_end_token = '</tool_calls{}>'.format(HYTK) %}
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{%- set toolcall_begin_token = '<tool_call{}>'.format(HYTK) %}
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{%- set toolcall_end_token = '</tool_call{}>'.format(HYTK) %}
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{%- set toolsep_token = '<tool_sep{}>'.format(HYTK) %}
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{%- set argkey_begin_token = '<arg_key{}>'.format(HYTK) %}
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{%- set argkey_end_token = '</arg_key{}>'.format(HYTK) %}
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{%- set argvalue_begin_token = '<arg_value{}>'.format(HYTK) %}
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{%- set argvalue_end_token = '</arg_value{}>'.format(HYTK) %}
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{%- set toolresponses_begin_token = '<tool_responses{}>'.format(HYTK) %}
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{%- set toolresponses_end_token = '</tool_responses{}>'.format(HYTK) %}
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{%- set toolresponse_begin_token = '<tool_response{}>'.format(HYTK) %}
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{%- set toolresponse_end_token = '</tool_response{}>'.format(HYTK) %}
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{%- set reasoning_mode_token = '<｜reasoning_mode{}｜>'.format(HYTK) %}
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{#- ----------‑‑‑ hyperparameters variables ‑‑‑---------- -#}
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| 26 |
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{%- if not add_generation_prompt is defined %}
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{%- set add_generation_prompt = false %}
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| 28 |
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{%- endif %}
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| 29 |
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{%- if not preserved_thinking is defined %}
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| 30 |
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{%- if not tools %}
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| 31 |
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{%- set preserved_thinking = false %}
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| 32 |
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{%- else %}
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| 33 |
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{%- set preserved_thinking = true %}
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| 34 |
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{%- endif %}
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| 35 |
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{%- endif %}
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| 36 |
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{%- if not is_training is defined %}
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| 37 |
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{%- set is_training = false %}
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| 38 |
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{%- endif %}
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| 39 |
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| 40 |
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{%- if not reasoning_effort is defined %}
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| 41 |
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{%- set reasoning_effort = 'no_think' %}
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{%- elif reasoning_effort not in ['high', 'low', 'no_think'] %}
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{%- if reasoning_effort is none %}
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{{- raise_exception('reasoning_effort error : None, should be no_think/low/high') }}
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{%- else %}
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{{- raise_exception('reasoning_effort error : ' + reasoning_effort + ', should be no_think/low/high') }}
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| 47 |
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{%- endif %}
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{%- endif %}
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| 49 |
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| 50 |
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{%- if fallback_strategy is defined and fallback_strategy == 'reasoning_toolcall_retry' %}
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{%- set reasoning_effort = 'high' %}
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| 52 |
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{%- set add_generation_prompt = false %}
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| 53 |
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{%- endif %}
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| 54 |
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{%- if not raw_last_assistant is defined %}
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| 55 |
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{%- set raw_last_assistant = false %}
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| 56 |
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{%- endif %}
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| 57 |
+
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| 58 |
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{%- macro visible_text(content) -%}
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| 59 |
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{%- if content is string -%}
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| 60 |
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{{- content }}
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| 61 |
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{%- elif content is iterable and content is not mapping -%}
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| 62 |
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{%- for item in content -%}
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| 63 |
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{%- if item is mapping and item.type == 'text' -%}
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| 64 |
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{{- item.text }}
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| 65 |
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{%- elif item is string -%}
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| 66 |
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{{- item }}
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| 67 |
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{%- endif -%}
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| 68 |
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{%- endfor -%}
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| 69 |
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{%- elif content is none -%}
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| 70 |
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{{- '' }}
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| 71 |
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{%- else -%}
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| 72 |
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{{- content }}
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| 73 |
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{%- endif -%}
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| 74 |
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{%- endmacro -%}
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| 75 |
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| 76 |
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{%- set ns = namespace(last_user_index=-1) %}
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| 77 |
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{%- set sp_ns = namespace(system_prompt='', is_first_sp=true) %}
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| 78 |
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{%- for message in messages %}
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| 79 |
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{%- if message['role'] == 'system' %}
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{%- set sp_ns.system_prompt = sp_ns.system_prompt + visible_text(message['content']) %}
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| 81 |
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{%- endif %}
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| 82 |
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{%- if message['role'] == 'user' %}
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| 83 |
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{%- set ns.last_user_index = loop.index0 %}
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| 84 |
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{%- endif %}
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| 85 |
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{%- endfor %}
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| 86 |
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{%- if reasoning_effort is defined and reasoning_effort is string and reasoning_effort != '' and not tools %}
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| 87 |
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{%- set sp_ns.system_prompt = sp_ns.system_prompt + reasoning_mode_token + 'reasoning_effort:' + reasoning_effort %}
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| 88 |
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{%- endif %}
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| 89 |
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{{- bos_token }}
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| 90 |
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{{- sp_ns.system_prompt }}
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| 91 |
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{%- if tools %}
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| 92 |
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{%- if sp_ns.system_prompt != '' %}
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| 93 |
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{{- '\n\n# Tools\n\nYou may call one or more functions to assist with the user query.' }}
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| 94 |
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{%- else %}
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| 95 |
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{{- '# Tools\n\nYou may call one or more functions to assist with the user query.' }}
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| 96 |
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{%- endif %}
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| 97 |
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{{- '\n\nYou are provided with function signatures within <tools></tools> XML tags:' }}
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| 98 |
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{{- '\n<tools>\n' }}
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| 99 |
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{%- for tool in tools %}
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| 100 |
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{%- if loop.index0 > 0 %}
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| 101 |
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{{- '\n' }}
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| 102 |
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{%- endif %}
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| 103 |
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{{- tool | tojson }}
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| 104 |
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{%- endfor %}
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| 105 |
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{{- '\n</tools>\n\n' }}
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| 106 |
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{{- 'For function call returns, you should first print ' + toolcalls_begin_token + '\n' }}
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| 107 |
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{{- 'For each function call, you should return object like:\n' }}
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| 108 |
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{{- toolcall_begin_token + '{function-name}' + toolsep_token + '\n' }}
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| 109 |
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{{- argkey_begin_token + '{arg-key-1}' + argkey_end_token + '\n' }}
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| 110 |
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{{- argvalue_begin_token + '{arg-value-1}' + argvalue_end_token + '\n' }}
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| 111 |
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{{- argkey_begin_token + '{arg-key-2}' + argkey_end_token + '\n' }}
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| 112 |
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{{- argvalue_begin_token + '{arg-value-2}' + argvalue_end_token + '\n' }}
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| 113 |
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{{- '...\n' }}
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| 114 |
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{{- toolcall_end_token + '\n' }}
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| 115 |
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{%- if reasoning_effort is defined and reasoning_effort is string and reasoning_effort != '' %}
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| 116 |
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{{- 'At the end of function call returns, you should print ' + toolcalls_end_token + reasoning_mode_token + 'reasoning_effort:' + reasoning_effort }}
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| 117 |
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{%- else %}
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| 118 |
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{{- 'At the end of function call returns, you should print ' + toolcalls_end_token }}
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| 119 |
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{%- endif %}
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| 120 |
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{%- endif %}
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| 121 |
+
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| 122 |
+
{%- set prev_ns = namespace(is_tool=false, is_tool_first=true) %}
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| 123 |
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{%- set last_ns = namespace(last_is_assistant=false) %}
|
| 124 |
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{%- for message in messages %}
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| 125 |
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{%- if message['role'] == 'user' %}
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| 126 |
+
{%- if prev_ns.is_tool %}
|
| 127 |
+
{{- toolresponses_end_token }}
|
| 128 |
+
{%- endif %}
|
| 129 |
+
{{- user_token + visible_text(message['content']) }}
|
| 130 |
+
{%- set prev_ns.is_tool = false %}
|
| 131 |
+
{%- endif %}
|
| 132 |
+
{%- if message['role'] == 'assistant' %}
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| 133 |
+
{%- if is_training %}
|
| 134 |
+
{%- if 'reasoning_content' in message and message['reasoning_content'] is string %}
|
| 135 |
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{%- set rc = message['reasoning_content'] %}
|
| 136 |
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{%- elif 'reasoning' in message and message['reasoning'] is string %}
|
| 137 |
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{%- set rc = message['reasoning'] %}
|
| 138 |
+
{%- else %}
|
| 139 |
+
{%- set rc = none %}
|
| 140 |
+
{%- endif %}
|
| 141 |
+
{%- if rc is not none %}
|
| 142 |
+
{%- set content = think_begin_token + rc + think_end_token + visible_text(message['content']) %}
|
| 143 |
+
{%- else %}
|
| 144 |
+
{%- set content = think_begin_token + think_end_token + visible_text(message['content']) %}
|
| 145 |
+
{%- endif %}
|
| 146 |
+
{%- else %}
|
| 147 |
+
{%- if ((preserved_thinking is defined and preserved_thinking) or loop.index0 > ns.last_user_index) %}
|
| 148 |
+
{%- if 'reasoning_content' in message and message['reasoning_content'] is string %}
|
| 149 |
+
{%- set rc = message['reasoning_content'] %}
|
| 150 |
+
{%- elif 'reasoning' in message and message['reasoning'] is string %}
|
| 151 |
+
{%- set rc = message['reasoning'] %}
|
| 152 |
+
{%- else %}
|
| 153 |
+
{%- set rc = none %}
|
| 154 |
+
{%- endif %}
|
| 155 |
+
{%- if rc is not none %}
|
| 156 |
+
{%- set content = think_begin_token + rc + think_end_token + visible_text(message['content']) %}
|
| 157 |
+
{%- else %}
|
| 158 |
+
{%- set content = think_begin_token + think_end_token + visible_text(message['content']) %}
|
| 159 |
+
{%- endif %}
|
| 160 |
+
{%- else %}
|
| 161 |
+
{%- set content = think_begin_token + think_end_token + visible_text(message['content']) %}
|
| 162 |
+
{%- endif %}
|
| 163 |
+
{%- endif %}
|
| 164 |
+
{%- if prev_ns.is_tool %}
|
| 165 |
+
{{- toolresponses_end_token }}
|
| 166 |
+
{%- endif %}
|
| 167 |
+
{{- assistant_token }}
|
| 168 |
+
{%- if message['tool_calls'] is defined and message['tool_calls'] %}
|
| 169 |
+
{%- set prev_ns.is_tool_first = true %}
|
| 170 |
+
{{- content }}
|
| 171 |
+
{{- toolcalls_begin_token + '\n' }}
|
| 172 |
+
{%- for tool in message['tool_calls'] %}
|
| 173 |
+
{%- set arguments = tool['function']['arguments'] %}
|
| 174 |
+
{{- toolcall_begin_token + tool['function']['name'] + toolsep_token + '\n' }}
|
| 175 |
+
{%- for key, value in arguments.items() %}
|
| 176 |
+
{{- argkey_begin_token + key + argkey_end_token + '\n' }}
|
| 177 |
+
{%- if value is not string %}
|
| 178 |
+
{%- set value = value | tojson(ensure_ascii=False) %}
|
| 179 |
+
{%- endif %}
|
| 180 |
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{{- argvalue_begin_token + value + argvalue_end_token + '\n' }}
|
| 181 |
+
{%- endfor %}
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| 182 |
+
{{- toolcall_end_token + '\n' }}
|
| 183 |
+
{%- endfor %}
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| 184 |
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{{- toolcalls_end_token + eos_token }}
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| 185 |
+
{%- else %}
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| 186 |
+
{%- if loop.last and raw_last_assistant %}
|
| 187 |
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{{- visible_text(message['content']) }}
|
| 188 |
+
{%- elif not loop.last or is_training %}
|
| 189 |
+
{{- content + eos_token }}
|
| 190 |
+
{%- else %}
|
| 191 |
+
{{- content }}
|
| 192 |
+
{%- endif %}
|
| 193 |
+
{%- endif %}
|
| 194 |
+
{%- set prev_ns.is_tool = false %}
|
| 195 |
+
{%- endif %}
|
| 196 |
+
{%- if message['role'] == 'tool' %}
|
| 197 |
+
{%- set prev_ns.is_tool = true %}
|
| 198 |
+
{%- if prev_ns.is_tool_first %}
|
| 199 |
+
{{- toolresponses_begin_token + '\n' }}
|
| 200 |
+
{%- set prev_ns.is_tool_first = false %}
|
| 201 |
+
{%- endif %}
|
| 202 |
+
{{- toolresponse_begin_token + '\n' + visible_text(message['content']) + '\n' + toolresponse_end_token + '\n' }}
|
| 203 |
+
{%- endif %}
|
| 204 |
+
{%- if loop.last and message['role'] == 'assistant' %}
|
| 205 |
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{%- set last_ns.last_is_assistant = true %}
|
| 206 |
+
{%- endif %}
|
| 207 |
+
|
| 208 |
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{%- endfor %}
|
| 209 |
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{%- if prev_ns.is_tool %}
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| 210 |
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{{- toolresponses_end_token }}
|
| 211 |
+
{%- endif %}
|
| 212 |
+
{%- if add_generation_prompt %}
|
| 213 |
+
{%- if not last_ns.last_is_assistant %}
|
| 214 |
+
{%- if reasoning_effort is defined and reasoning_effort in ['low', 'high'] %}
|
| 215 |
+
{{- assistant_token + think_begin_token }}
|
| 216 |
+
{%- elif reasoning_effort is defined and reasoning_effort == 'no_think' %}
|
| 217 |
+
{{- assistant_token + think_begin_token + think_end_token }}
|
| 218 |
+
{%- else %}
|
| 219 |
+
{{- assistant_token }}
|
| 220 |
+
{%- endif %}
|
| 221 |
+
{%- endif %}
|
| 222 |
+
{%- endif %}
|
config.json
ADDED
|
@@ -0,0 +1,692 @@
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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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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"HYV3ForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"bos_token_id": 120000,
|
| 6 |
+
"enable_attention_fp32_softmax": false,
|
| 7 |
+
"enable_lm_head_fp32": true,
|
| 8 |
+
"enable_moe_fp32_combine": false,
|
| 9 |
+
"eod_token_id": 120026,
|
| 10 |
+
"eos_token_id": 120025,
|
| 11 |
+
"expert_hidden_dim": 1536,
|
| 12 |
+
"moe_intermediate_size": 1536,
|
| 13 |
+
"first_k_dense_replace": 1,
|
| 14 |
+
"head_dim": 128,
|
| 15 |
+
"hidden_act": "silu",
|
| 16 |
+
"hidden_size": 4096,
|
| 17 |
+
"initializer_range": 0.006,
|
| 18 |
+
"intermediate_size": 13312,
|
| 19 |
+
"max_position_embeddings": 262144,
|
| 20 |
+
"model_type": "hy_v3",
|
| 21 |
+
"moe_router_enable_expert_bias": true,
|
| 22 |
+
"moe_router_use_sigmoid": true,
|
| 23 |
+
"num_attention_heads": 64,
|
| 24 |
+
"num_experts": 48,
|
| 25 |
+
"num_experts_per_tok": 8,
|
| 26 |
+
"num_hidden_layers": 80,
|
| 27 |
+
"num_key_value_heads": 8,
|
| 28 |
+
"num_shared_experts": 1,
|
| 29 |
+
"output_router_logits": true,
|
| 30 |
+
"pad_token_id": 120002,
|
| 31 |
+
"qk_norm": true,
|
| 32 |
+
"rms_norm_eps": 1e-05,
|
| 33 |
+
"rope_parameters": {
|
| 34 |
+
"rope_theta": 11158840.0,
|
| 35 |
+
"rope_type": "default"
|
| 36 |
+
},
|
| 37 |
+
"route_norm": true,
|
| 38 |
+
"router_scaling_factor": 2.826,
|
| 39 |
+
"sep_token_id": 120007,
|
| 40 |
+
"tie_word_embeddings": false,
|
| 41 |
+
"transformers_version": "5.6.0",
|
| 42 |
+
"use_cache": true,
|
| 43 |
+
"use_grouped_mm": false,
|
| 44 |
+
"vocab_size": 120832,
|
| 45 |
+
"num_nextn_predict_layers": 1,
|
| 46 |
+
"quantization": {
|
| 47 |
+
"group_size": 64,
|
| 48 |
+
"bits": 4,
|
| 49 |
+
"mode": "affine",
|
| 50 |
+
"model.layers.1.mlp.router.gate": {
|
| 51 |
+
"group_size": 64,
|
| 52 |
+
"bits": 8
|
| 53 |
+
},
|
| 54 |
+
"model.layers.2.mlp.router.gate": {
|
| 55 |
+
"group_size": 64,
|
| 56 |
+
"bits": 8
|
| 57 |
+
},
|
| 58 |
+
"model.layers.3.mlp.router.gate": {
|
| 59 |
+
"group_size": 64,
|
| 60 |
+
"bits": 8
|
| 61 |
+
},
|
| 62 |
+
"model.layers.4.mlp.router.gate": {
|
| 63 |
+
"group_size": 64,
|
| 64 |
+
"bits": 8
|
| 65 |
+
},
|
| 66 |
+
"model.layers.5.mlp.router.gate": {
|
| 67 |
+
"group_size": 64,
|
| 68 |
+
"bits": 8
|
| 69 |
+
},
|
| 70 |
+
"model.layers.6.mlp.router.gate": {
|
| 71 |
+
"group_size": 64,
|
| 72 |
+
"bits": 8
|
| 73 |
+
},
|
| 74 |
+
"model.layers.7.mlp.router.gate": {
|
| 75 |
+
"group_size": 64,
|
| 76 |
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