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kernelpool
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GLM-5.1-8bit

Text Generation
MLX
Safetensors
English
Chinese
glm_moe_dsa
conversational
8-bit precision
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  1. README.md +39 -0
  2. chat_template.jinja +117 -0
  3. config.json +69 -0
  4. generation_config.json +12 -0
  5. model-00001-of-00226.safetensors +3 -0
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README.md ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - en
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+ - zh
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+ library_name: mlx
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+ license: mit
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+ pipeline_tag: text-generation
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+ tags:
9
+ - mlx
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+ base_model: zai-org/GLM-5.1
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+ ---
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+
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+ # kernelpool/GLM-5.1-8bit
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+
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+ This model [kernelpool/GLM-5.1-8bit](https://huggingface.co/kernelpool/GLM-5.1-8bit) was
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+ converted to MLX format from [zai-org/GLM-5.1](https://huggingface.co/zai-org/GLM-5.1)
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+ using mlx-lm version **0.31.2**.
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+
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+ ## Use with mlx
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+
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+ ```bash
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+ pip install mlx-lm
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+ ```
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+
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+ ```python
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+ from mlx_lm import load, generate
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+
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+ model, tokenizer = load("kernelpool/GLM-5.1-8bit")
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+
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+ prompt = "hello"
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+
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+ if tokenizer.chat_template is not None:
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+ messages = [{"role": "user", "content": prompt}]
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+ prompt = tokenizer.apply_chat_template(
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+ messages, add_generation_prompt=True, return_dict=False,
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+ )
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+
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+ response = generate(model, tokenizer, prompt=prompt, verbose=True)
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+ ```
chat_template.jinja ADDED
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1
+ [gMASK]<sop>
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+ {%- if tools -%}
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+ {%- macro tool_to_json(tool) -%}
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+ {%- set ns_tool = namespace(first=true) -%}
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+ {{ '{' -}}
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+ {%- for k, v in tool.items() -%}
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+ {%- if k != 'defer_loading' and k != 'strict' -%}
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+ {%- if not ns_tool.first -%}{{- ', ' -}}{%- endif -%}
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+ {%- set ns_tool.first = false -%}
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+ "{{ k }}": {{ v | tojson(ensure_ascii=False) }}
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+ {%- endif -%}
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+ {%- endfor -%}
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+ {{- '}' -}}
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+ {%- endmacro -%}
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+ <|system|>
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+ # Tools
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+
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+ You may call one or more functions to assist with the user query.
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+
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+ You are provided with function signatures within <tools></tools> XML tags:
21
+ <tools>
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+ {% for tool in tools %}
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+ {%- if 'function' in tool -%}
24
+ {%- set tool = tool['function'] -%}
25
+ {%- endif -%}
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+ {% if tool.defer_loading is not defined or not tool.defer_loading %}
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+ {{ tool_to_json(tool) }}
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+ {% endif %}
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+ {% endfor %}
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+ </tools>
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+
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+ For each function call, output the function name and arguments within the following XML format:
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+ <tool_call>{function-name}<arg_key>{arg-key-1}</arg_key><arg_value>{arg-value-1}</arg_value><arg_key>{arg-key-2}</arg_key><arg_value>{arg-value-2}</arg_value>...</tool_call>{%- endif -%}
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+ {%- macro visible_text(content) -%}
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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 item is mapping and item.type == 'text' -%}
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+ {{- item.text }}
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+ {%- elif item is string -%}
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+ {{- item }}
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+ {%- endif -%}
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+ {%- endfor -%}
45
+ {%- else -%}
46
+ {{- content }}
47
+ {%- endif -%}
48
+ {%- endmacro -%}
49
+ {%- set ns = namespace(last_user_index=-1, thinking_indices='') -%}
50
+ {%- for m in messages %}
51
+ {%- if m.role == 'user' %}
52
+ {%- set ns.last_user_index = loop.index0 -%}
53
+ {%- elif m.role == 'assistant' %}
54
+ {%- if m.reasoning_content is string %}
55
+ {%- set ns.thinking_indices = ns.thinking_indices ~ ',' ~ ns.last_user_index ~ ',' -%}
56
+ {%- endif %}
57
+ {%- endif %}
58
+ {%- endfor %}
59
+ {%- set ns.has_thinking = false -%}
60
+ {%- for m in messages -%}
61
+ {%- if m.role == 'user' -%}<|user|>{{ visible_text(m.content) }}{% set ns.has_thinking = (',' ~ loop.index0 ~ ',') in ns.thinking_indices -%}
62
+ {%- elif m.role == 'assistant' -%}
63
+ <|assistant|>
64
+ {%- set content = visible_text(m.content) %}
65
+ {%- if m.reasoning_content is string %}
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+ {%- set reasoning_content = m.reasoning_content %}
67
+ {%- elif '</think>' in content %}
68
+ {%- set reasoning_content = content.split('</think>')[0].split('<think>')[-1] %}
69
+ {%- set content = content.split('</think>')[-1] %}
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+ {%- elif loop.index0 > ns.last_user_index and not (enable_thinking is defined and not enable_thinking) %}
71
+ {%- set reasoning_content = '' %}
72
+ {%- elif loop.index0 < ns.last_user_index and ns.has_thinking %}
73
+ {%- set reasoning_content = '' %}
74
+ {%- endif %}
75
+ {%- if ((clear_thinking is defined and not clear_thinking) or loop.index0 > ns.last_user_index) and reasoning_content is defined -%}
76
+ {{ '<think>' + reasoning_content + '</think>'}}
77
+ {%- else -%}
78
+ {{ '</think>' }}
79
+ {%- endif -%}
80
+ {%- if content.strip() -%}
81
+ {{ content.strip() }}
82
+ {%- endif -%}
83
+ {% if m.tool_calls %}
84
+ {% for tc in m.tool_calls %}
85
+ {%- if tc.function %}
86
+ {%- set tc = tc.function %}
87
+ {%- endif %}
88
+ {{- '<tool_call>' + tc.name -}}
89
+ {% set _args = tc.arguments %}{% for k, v in _args.items() %}<arg_key>{{ k }}</arg_key><arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>{% endfor %}</tool_call>{% endfor %}
90
+ {% endif %}
91
+ {%- elif m.role == 'tool' -%}
92
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
93
+ {{- '<|observation|>' -}}
94
+ {%- endif %}
95
+ {%- if m.content is string -%}
96
+ {{- '<tool_response>' + m.content + '</tool_response>' -}}
97
+ {%- else -%}
98
+ {{- '<tool_response><tools>\n' -}}
99
+ {% for tr in m.content %}
100
+ {%- for tool in tools -%}
101
+ {%- if 'function' in tool -%}
102
+ {%- set tool = tool['function'] -%}
103
+ {%- endif -%}
104
+ {%- if tool.name == tr.name -%}
105
+ {{- tool_to_json(tool) + '\n' -}}
106
+ {%- endif -%}
107
+ {%- endfor -%}
108
+ {%- endfor -%}
109
+ {{- '</tools></tool_response>' -}}
110
+ {% endif -%}
111
+ {%- elif m.role == 'system' -%}
112
+ <|system|>{{ visible_text(m.content) }}
113
+ {%- endif -%}
114
+ {%- endfor -%}
115
+ {%- if add_generation_prompt -%}
116
+ <|assistant|>{{- '</think>' if (enable_thinking is defined and not enable_thinking) else '<think>' -}}
117
+ {%- endif -%}
config.json ADDED
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+ {
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+ "architectures": [
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+ "GlmMoeDsaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "dtype": "bfloat16",
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+ "eos_token_id": [
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+ 154820,
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+ 154827,
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+ 154829
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+ ],
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+ "ep_size": 1,
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+ "first_k_dense_replace": 3,
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+ "head_dim": 64,
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+ "hidden_act": "silu",
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+ "hidden_size": 6144,
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+ "index_head_dim": 128,
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+ "index_n_heads": 32,
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+ "index_topk": 2048,
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+ "indexer_rope_interleave": true,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 12288,
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+ "kv_lora_rank": 512,
25
+ "max_position_embeddings": 202752,
26
+ "model_type": "glm_moe_dsa",
27
+ "moe_intermediate_size": 2048,
28
+ "moe_layer_freq": 1,
29
+ "n_group": 1,
30
+ "n_routed_experts": 256,
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+ "n_shared_experts": 1,
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+ "norm_topk_prob": true,
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+ "num_attention_heads": 64,
34
+ "num_experts_per_tok": 8,
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+ "num_hidden_layers": 78,
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+ "num_key_value_heads": 64,
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+ "num_nextn_predict_layers": 1,
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+ "pad_token_id": 154820,
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+ "pretraining_tp": 1,
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+ "q_lora_rank": 2048,
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+ "qk_head_dim": 256,
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+ "qk_nope_head_dim": 192,
43
+ "qk_rope_head_dim": 64,
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+ "quantization": {
45
+ "group_size": 64,
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+ "bits": 8,
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+ "mode": "affine"
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+ },
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+ "quantization_config": {
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+ "group_size": 64,
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+ "bits": 8,
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+ "mode": "affine"
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+ },
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+ "rms_norm_eps": 1e-05,
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+ "rope_interleave": true,
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+ "rope_parameters": {
57
+ "rope_theta": 1000000,
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+ "rope_type": "default"
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+ },
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+ "routed_scaling_factor": 2.5,
61
+ "scoring_func": "sigmoid",
62
+ "tie_word_embeddings": false,
63
+ "topk_group": 1,
64
+ "topk_method": "noaux_tc",
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+ "transformers_version": "5.4.0",
66
+ "use_cache": true,
67
+ "v_head_dim": 256,
68
+ "vocab_size": 154880
69
+ }
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+ "temperature": 1.0,
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+ "top_p": 0.95,
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+ "transformers_version": "5.4.0"
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+ }
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