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MiniMax-M2-NVFP4

Safetensors
minimax
8-bit precision
modelopt
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Files changed (21) hide show
  1. .gitattributes +1 -0
  2. chat_template.jinja +159 -0
  3. config.json +206 -0
  4. generation_config.json +9 -0
  5. hf_quant_config.json +76 -0
  6. model-00001-of-00027.safetensors +3 -0
  7. model-00002-of-00027.safetensors +3 -0
  8. model-00006-of-00027.safetensors +3 -0
  9. model-00011-of-00027.safetensors +3 -0
  10. model-00012-of-00027.safetensors +3 -0
  11. model-00013-of-00027.safetensors +3 -0
  12. model-00017-of-00027.safetensors +3 -0
  13. model-00018-of-00027.safetensors +3 -0
  14. model-00019-of-00027.safetensors +3 -0
  15. model-00022-of-00027.safetensors +3 -0
  16. model-00025-of-00027.safetensors +3 -0
  17. model-00026-of-00027.safetensors +3 -0
  18. model-00027-of-00027.safetensors +3 -0
  19. model.safetensors.index.json +3 -0
  20. tokenizer.json +0 -0
  21. tokenizer_config.json +495 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ model.safetensors.index.json filter=lfs diff=lfs merge=lfs -text
chat_template.jinja ADDED
@@ -0,0 +1,159 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {# ----------‑‑‑ special token variables ‑‑‑---------- #}
2
+ {%- set toolcall_begin_token = '<minimax:tool_call>' -%}
3
+ {%- set toolcall_end_token = '</minimax:tool_call>' -%}
4
+ {#- Tool Rendering Functions ============================================== -#}
5
+ {%- macro render_tool_namespace(namespace_name, tool_list) -%}
6
+ {%- for tool in tool_list -%}
7
+ <tool>{{ tool.function | tojson(ensure_ascii=False) }}</tool>
8
+ {% endfor -%}
9
+ {%- endmacro -%}
10
+ {%- macro visible_text(content) -%}
11
+ {%- if content is string -%}
12
+ {{ content }}
13
+ {%- elif content is iterable and content is not mapping -%}
14
+ {%- for item in content -%}
15
+ {%- if item is mapping and item.type == 'text' -%}
16
+ {{- item.text }}
17
+ {%- elif item is string -%}
18
+ {{- item }}
19
+ {%- endif -%}
20
+ {%- endfor -%}
21
+ {%- else -%}
22
+ {{- content }}
23
+ {%- endif -%}
24
+ {%- endmacro -%}
25
+ {#- System Message Construction ============================================ -#}
26
+ {%- macro build_system_message(system_message) -%}
27
+ {%- if system_message and system_message.content -%}
28
+ {{- visible_text(system_message.content) }}
29
+ {%- else -%}
30
+ {%- if model_identity is not defined -%}
31
+ {%- set model_identity = "You are a helpful assistant." -%}
32
+ {%- endif -%}
33
+ {{- model_identity }}
34
+ {%- endif -%}
35
+
36
+ {#- Handle current_date -#}
37
+ {%- if system_message and system_message.current_date -%}
38
+ {{- '\n' ~ 'Current date: ' + system_message.current_date }}
39
+ {%- endif -%}
40
+ {#- Handle current_location -#}
41
+ {%- if system_message and system_message.current_location -%}
42
+ {{- '\n' ~ 'Current location: ' + system_message.current_location }}
43
+ {%- endif -%}
44
+ {%- endmacro -%}
45
+ {#- Main Template Logic ================================================= -#}
46
+ {#- Extract system message (only first message if it's system) -#}
47
+ {%- set system_message = none -%}
48
+ {%- set conversation_messages = messages -%}
49
+ {%- if messages and messages[0].role == "system" -%}
50
+ {%- set system_message = messages[0] -%}
51
+ {%- set conversation_messages = messages[1:] -%}
52
+ {%- endif -%}
53
+ {#- Get the last user message turn, for interleved thinking -#}
54
+ {%- set ns = namespace(last_user_index=-1) %}
55
+ {% for m in conversation_messages %}
56
+ {%- if m.role == 'user' %}
57
+ {% set ns.last_user_index = loop.index0 -%}
58
+ {%- endif %}
59
+ {%- endfor %}
60
+ {#- Render system message -#}
61
+ {{- ']~!b[' ~ ']~b]system' ~ '\n' }}
62
+ {{- build_system_message(system_message) }}
63
+ {#- Render tools if available -#}
64
+ {%- if tools -%}
65
+ {{- '\n\n' ~ '# Tools' ~ '\n' ~ 'You may call one or more tools to assist with the user query.\nHere are the tools available in JSONSchema format:' ~ '\n' }}
66
+ {{- '\n' ~ '<tools>' ~ '\n' }}
67
+ {{- render_tool_namespace("functions", tools) }}
68
+ {{- '</tools>' ~ '\n\n' }}
69
+ {{- 'When making tool calls, use XML format to invoke tools and pass parameters:' ~ '\n' }}
70
+ {{- '\n' ~ toolcall_begin_token }}
71
+ <invoke name="tool-name-1">
72
+ <parameter name="param-key-1">param-value-1</parameter>
73
+ <parameter name="param-key-2">param-value-2</parameter>
74
+ ...
75
+ </invoke>
76
+ {{- '\n' ~ toolcall_end_token }}
77
+ {%- endif -%}
78
+ {{- '[e~[\n' }}
79
+
80
+ {#- Render messages -#}
81
+ {%- set last_tool_call = namespace(name=none) -%}
82
+ {%- for message in conversation_messages -%}
83
+ {%- if message.role == 'assistant' -%}
84
+ {#- Only render reasoning_content if no user message follows -#}
85
+ {{- ']~b]ai' ~ '\n' }}
86
+
87
+ {%- set reasoning_content = '' %}
88
+ {%- set content = visible_text(message.content) %}
89
+ {%- if message.reasoning_content is string %}
90
+ {%- set reasoning_content = message.reasoning_content %}
91
+ {%- else %}
92
+ {%- if '</think>' in content %}
93
+ {%- set reasoning_content = content.split('</think>')[0].strip('\n').split('<think>')[-1].strip('\n') %}
94
+ {%- set content = content.split('</think>')[-1].strip('\n') %}
95
+ {%- endif %}
96
+ {%- endif %}
97
+ {%- if reasoning_content and loop.index0 > ns.last_user_index -%}
98
+ {{- '<think>' ~ '\n' ~ reasoning_content ~ '\n' ~ '</think>' ~ '\n\n' }}
99
+ {%- endif -%}
100
+ {%- if content -%}
101
+ {{- content }}
102
+ {%- endif -%}
103
+ {%- if message.tool_calls -%}
104
+ {{- '\n' ~ toolcall_begin_token ~ '\n' }}
105
+
106
+ {%- for tool_call in message.tool_calls -%}
107
+ {%- if tool_call.function %}
108
+ {%- set tool_call = tool_call.function %}
109
+ {%- endif %}
110
+ {{- '<invoke name="' + tool_call.name + '">' }}
111
+ {% set _args = tool_call.arguments %}
112
+ {%- for k, v in _args.items() %}
113
+ {{- '<parameter name="' + k + '">' }}
114
+ {{- v | tojson(ensure_ascii=False) if v is not string else v }}
115
+ {{- '</parameter>' }}
116
+ {% endfor %}
117
+ {{- '</invoke>' ~ '\n' }}
118
+ {%- endfor -%}
119
+
120
+ {{- toolcall_end_token}}
121
+ {%- set last_tool_call.name = message.tool_calls[-1].name -%}
122
+ {%- else -%}
123
+ {%- set last_tool_call.name = none -%}
124
+ {%- endif -%}
125
+ {{- '[e~[' ~ '\n' }}
126
+
127
+ {%- elif message.role == 'tool' -%}
128
+ {%- if last_tool_call.name is none -%}
129
+ {{- raise_exception("Message has tool role, but there was no previous assistant message with a tool call!") }}
130
+ {%- endif -%}
131
+ {%- if loop.first or (conversation_messages[loop.index0 - 1].role != 'tool') -%}
132
+ {{- ']~b]tool' }}
133
+ {%- endif -%}
134
+ {%- if message.content is string -%}
135
+ {{- '\n<response>' }}
136
+ {{- message.content }}
137
+ {{- '</response>' }}
138
+ {%- else -%}
139
+ {%- for tr in message.content -%}
140
+ {{- '\n<response>' }}
141
+ {{- tr.output if tr.output is defined else (tr.text if tr.type == 'text' and tr.text is defined else tr) }}
142
+ {{- '\n</response>' }}
143
+ {%- endfor -%}
144
+ {%- endif -%}
145
+ {%- if loop.last or (conversation_messages[loop.index0 + 1].role != 'tool') -%}
146
+ {{- '[e~[\n' -}}
147
+ {%- endif -%}
148
+
149
+ {%- elif message.role == 'user' -%}
150
+ {{- ']~b]user' ~ '\n' }}
151
+ {{- visible_text(message.content) }}
152
+ {{- '[e~[' ~ '\n' }}
153
+ {%- endif -%}
154
+ {%- endfor -%}
155
+
156
+ {#- Generation prompt -#}
157
+ {%- if add_generation_prompt -%}
158
+ {{- ']~b]ai' ~ '\n' ~ '<think>' ~ '\n' }}
159
+ {%- endif -%}
config.json ADDED
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1
+ {
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+ "architectures": [
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+ "MiniMaxM2ForCausalLM"
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+ ],
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+ "attention_dropout": 0.0,
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+ "attn_type_list": [
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+ 1,
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+ 1,
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+ ],
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+ "auto_map": {
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+ "AutoConfig": "configuration_minimax_m2.MiniMaxM2Config",
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+ "AutoModelForCausalLM": "modeling_minimax_m2.MiniMaxM2ForCausalLM"
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+ },
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+ "bos_token_id": null,
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+ "dtype": "bfloat16",
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+ "eos_token_id": null,
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+ "head_dim": 128,
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+ "hidden_act": "silu",
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+ "hidden_size": 3072,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 1536,
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+ "layernorm_full_attention_beta": 1.0,
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+ "layernorm_linear_attention_beta": 1.0,
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+ "layernorm_mlp_beta": 1.0,
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+ "max_position_embeddings": 196608,
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+ "mlp_intermediate_size": 8192,
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+ "model_type": "minimax_m2",
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+ "mtp_transformer_layers": 1,
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+ "num_attention_heads": 48,
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+ "num_experts_per_tok": 8,
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+ "num_hidden_layers": 62,
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+ "num_key_value_heads": 8,
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+ "num_local_experts": 256,
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+ "num_mtp_modules": 3,
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+ "output_router_logits": false,
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+ "partial_rotary_factor": 0.5,
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+ "qk_norm_type": "per_layer",
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+ "rms_norm_eps": 1e-06,
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+ "rope_theta": 5000000,
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+ "rotary_dim": 64,
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+ "router_aux_loss_coef": 0.001,
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+ "router_jitter_noise": 0.0,
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+ "scoring_func": "sigmoid",
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+ "shared_intermediate_size": 0,
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+ "shared_moe_mode": "sigmoid",
106
+ "sliding_window": null,
107
+ "tie_word_embeddings": false,
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+ "transformers_version": "5.0.0.dev0",
109
+ "use_cache": true,
110
+ "use_mtp": true,
111
+ "use_qk_norm": true,
112
+ "use_routing_bias": true,
113
+ "vocab_size": 200064,
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+ "quantization_config": {
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+ "config_groups": {
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+ "group_0": {
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+ "input_activations": {
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+ "dynamic": false,
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+ "num_bits": 4,
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+ "type": "float",
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+ "group_size": 16
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+ },
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+ "weights": {
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+ "dynamic": false,
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+ "num_bits": 4,
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+ "type": "float",
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+ "group_size": 16
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+ },
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+ "targets": [
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+ "Linear"
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+ ]
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+ }
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+ },
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+ "ignore": [
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+ "model.layers.0.block_sparse_moe.gate",
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+ "model.layers.1.block_sparse_moe.gate",
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+ "model.layers.10.block_sparse_moe.gate",
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+ "model.layers.8.block_sparse_moe.gate",
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+ "model.layers.9.block_sparse_moe.gate",
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+ "lm_head"
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+ ],
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+ "quant_algo": "NVFP4",
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+ "producer": {
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+ "name": "modelopt",
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+ "version": "0.0.0"
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+ },
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+ "quant_method": "modelopt"
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+ }
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+ }
generation_config.json ADDED
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+ {
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+ "bos_token_id": 200019,
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+ "do_sample": true,
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+ "eos_token_id": 200020,
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+ "temperature": 1.0,
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+ "top_p": 0.95,
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+ "top_k": 40,
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+ "transformers_version": "4.46.1"
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+ }
hf_quant_config.json ADDED
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+ {
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+ "producer": {
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+ "name": "modelopt",
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+ "version": "0.0.0"
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+ },
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+ "quantization": {
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+ "quant_algo": "NVFP4",
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+ "kv_cache_quant_algo": null,
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+ "group_size": 16,
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+ "exclude_modules": [
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+ "<jupyter_code>",
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+ "<jupyter_output>",
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+ "<jupyter_start>",
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+ "<jupyter_text>",
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+ "<reponame>",
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+ "[e~[",
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+ "]!d~[",
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+ "]!p~[",
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+ "]~b]",
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+ "<jupyter_error>",
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+ "<add_file>",
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+ "<delete_file>",
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+ "<rename_file>",
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+ "<edit_file>",
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+ "<commit_message>",
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+ "<empty_source_file>",
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+ "<repo_struct>",
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+ "<code_context>",
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+ "<file_content>",
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+ "<source_files>",
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+ "<pr_start>",
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+ "<review_comment>",
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+ "<filepath>",
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+ "<file_sep>"
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+ ],
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+ "add_prefix_space": false,
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+ "bos_token": "]~!b[",
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+ "clean_up_tokenization_spaces": false,
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+ "eos_token": "[e~[",
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+ "model_max_length": 40960000,
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+ "tokenizer_class": "GPT2Tokenizer",
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+ "unk_token": "]!d~["
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+ }