Any-to-Any
Transformers
Safetensors
PyTorch
NemotronH_Nano_Omni_Reasoning_V3
feature-extraction
nvidia
multimodal
custom_code
Instructions to use Jashan887/76_Nvidia_Reasoning_30B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Jashan887/76_Nvidia_Reasoning_30B with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Jashan887/76_Nvidia_Reasoning_30B", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
File size: 14,277 Bytes
14189d7 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 | {% macro render_extra_keys(json_dict, handled_keys) %}
{%- if json_dict is mapping %}
{%- for json_key in json_dict if json_key not in handled_keys %}
{%- if json_dict[json_key] is mapping or (json_dict[json_key] is sequence and json_dict[json_key] is not string) %}
{{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | tojson | safe) ~ '</' ~ json_key ~ '>' }}
{%- else %}
{{- '\n<' ~ json_key ~ '>' ~ (json_dict[json_key] | string) ~ '</' ~ json_key ~ '>' }}
{%- endif %}
{%- endfor %}
{%- endif %}
{%- endmacro -%}
{%- set enable_thinking = enable_thinking if enable_thinking is defined else True %}
{%- set reasoning_budget = reasoning_budget if reasoning_budget is defined else None %}
{%- set truncate_history_thinking = truncate_history_thinking if truncate_history_thinking is defined else True %}
{#- Scan messages for VLM thinking toggles to override enable_thinking -#}
{%- set toggle = namespace(enable=enable_thinking) %}
{%- for m in messages %}
{%- if m['role'] == 'user' or m['role'] == 'system' -%}
{%- if m['content'] is string -%}
{%- set c = m['content'] %}
{%- if '/think' in c.replace('</think>', '') -%}
{%- set toggle.enable = true -%}
{%- elif '/no_think' in c -%}
{%- set toggle.enable = false -%}
{%- endif -%}
{%- else -%}
{%- for part in m['content'] -%}
{%- if part['type'] == 'text' -%}
{%- set c = part['text'] %}
{%- if '/think' in c.replace('</think>', '') -%}
{%- set toggle.enable = true -%}
{%- elif '/no_think' in c -%}
{%- set toggle.enable = false -%}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{%- endif -%}
{%- endif -%}
{%- endfor -%}
{#- Prepare message iteration similar to LM template -#}
{%- set ns = namespace(last_user_idx = -1) %}
{%- set loop_messages = messages %}
{%- for m in loop_messages %}
{%- if m["role"] == "user" %}
{%- set ns.last_user_idx = loop.index0 %}
{%- endif %}
{%- endfor -%}
{%- if messages[0]["role"] == "system" %}
{%- set system_message = messages[0]["content"] %}
{%- set loop_messages = messages[1:] %}
{%- else %}
{%- set system_message = "" %}
{%- set loop_messages = messages %}
{%- endif %}
{%- if not tools is defined %}
{%- set tools = [] %}
{%- endif %}
{#- Recompute last_user_idx relative to loop_messages after handling system -#}
{%- set ns = namespace(last_user_idx = -1) %}
{%- for m in loop_messages %}
{%- if m["role"] == "user" %}
{%- set ns.last_user_idx = loop.index0 %}
{%- endif %}
{%- endfor -%}
{#- System preamble with LM formatting, sanitize thinking toggles -#}
{%- if system_message is defined %}
{%- set sys_content = system_message | string %}
{%- set sys_content = sys_content.replace('</think>', '<_end_think>').replace('/think', '').replace('/no_think', '').replace('<_end_think>', '</think>') %}
{{- "<|im_start|>system\n" + sys_content }}
{%- else %}
{%- if tools is iterable and tools | length > 0 %}
{{- "<|im_start|>system\n" }}
{%- endif %}
{%- endif %}
{%- if tools is iterable and tools | length > 0 %}
{%- if system_message is defined and system_message | length > 0 %}
{{- "\n\n" }}
{%- endif %}
{{- "# Tools\n\nYou have access to the following functions:\n\n" }}
{{- "<tools>" }}
{%- for tool in tools %}
{%- if tool.function is defined %}
{%- set tool = tool.function %}
{%- endif %}
{{- "\n<function>\n<name>" ~ tool.name ~ "</name>" }}
{%- if tool.description is defined %}
{{- '\n<description>' ~ (tool.description | trim) ~ '</description>' }}
{%- endif %}
{{- '\n<parameters>' }}
{%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
{%- for param_name, param_fields in tool.parameters.properties|items %}
{{- '\n<parameter>' }}
{{- '\n<name>' ~ param_name ~ '</name>' }}
{%- if param_fields.type is defined %}
{{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
{%- endif %}
{%- if param_fields.description is defined %}
{{- '\n<description>' ~ (param_fields.description | trim) ~ '</description>' }}
{%- endif %}
{%- if param_fields.enum is defined %}
{{- '\n<enum>' ~ (param_fields.enum | tojson | safe) ~ '</enum>' }}
{%- endif %}
{%- set handled_keys = ['name', 'type', 'description', 'enum'] %}
{{- render_extra_keys(param_fields, handled_keys) }}
{{- '\n</parameter>' }}
{%- endfor %}
{%- endif %}
{%- set handled_keys = ['type', 'properties', 'required'] %}
{{- render_extra_keys(tool.parameters, handled_keys) }}
{%- if tool.parameters is defined and tool.parameters.required is defined %}
{{- '\n<required>' ~ (tool.parameters.required | tojson | safe) ~ '</required>' }}
{%- endif %}
{{- '\n</parameters>' }}
{%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}
{{- render_extra_keys(tool, handled_keys) }}
{{- '\n</function>' }}
{%- endfor %}
{{- "\n</tools>" }}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
{%- endif -%}
{%- if system_message is defined %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- if tools is iterable and tools | length > 0 %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif -%}
{#- Iterate conversation -#}
{%- for message in loop_messages %}
{%- if message.role == "assistant" %}
{#- Use LM assistant handling -#}
{%- if message.reasoning_content is defined and message.reasoning_content is string and message.reasoning_content | trim | length > 0 %}
{%- set content = "<think>\n" ~ message.reasoning_content ~ "\n</think>\n" ~ (message.content | default('', true)) %}
{%- else %}
{%- set content = message.content | default('', true) %}
{%- if content is string -%}
{%- if '<think>' not in content and '</think>' not in content -%}
{%- set content = "<think></think>" ~ content -%}
{%- endif -%}
{%- else -%}
{%- set content = content -%}
{%- endif -%}
{%- endif %}
{%- if message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}
{{- '<|im_start|>assistant\n' }}
{%- set include_content = not (truncate_history_thinking and loop.index0 < ns.last_user_idx) %}
{%- if content is string and content | trim | length > 0 %}
{%- if include_content %}
{{- (content | trim) ~ '\n' -}}
{%- else %}
{%- set c = (content | string) %}
{%- if '</think>' in c %}
{%- set c = c.split('</think>')[-1] %}
{%- elif '<think>' in c %}
{%- set c = c.split('<think>')[0] %}
{%- endif %}
{%- set c = "<think></think>" ~ c | trim %}
{%- if c | length > 0 %}
{{- c ~ '\n' -}}
{%- endif %}
{%- endif %}
{%- else %}
{{- "<think></think>" -}}
{%- endif %}
{%- for tool_call in message.tool_calls %}
{%- if tool_call.function is defined %}
{%- set tool_call = tool_call.function %}
{%- endif %}
{{- '<tool_call>\n<function=' ~ tool_call.name ~ '>\n' -}}
{%- if tool_call.arguments is defined %}
{%- for args_name, args_value in tool_call.arguments|items %}
{{- '<parameter=' ~ args_name ~ '>\n' -}}
{%- 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 %}
{{- args_value ~ '\n</parameter>\n' -}}
{%- endfor %}
{%- endif %}
{{- '</function>\n</tool_call>\n' -}}
{%- endfor %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- if not (truncate_history_thinking and loop.index0 < ns.last_user_idx) %}
{{- '<|im_start|>assistant\n' ~ (content | default('', true) | string | trim) ~ '<|im_end|>\n' }}
{%- else %}
{%- set c = (content | default('', true) | string) %}
{%- if '<think>' in c and '</think>' in c %}
{%- set c = "<think></think>" ~ c.split('</think>')[-1] %}
{%- endif %}
{%- set c = c | trim %}
{%- if c | length > 0 %}
{{- '<|im_start|>assistant\n' ~ c ~ '<|im_end|>\n' }}
{%- else %}
{{- '<|im_start|>assistant\n<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- endif %}
{%- elif message.role == "user" or message.role == "system" %}
{{- '<|im_start|>' + message.role + '\n' }}
{#- Build VLM multimodal content when content is a sequence -#}
{%- if message.content is string -%}
{%- set content = (message.content | string) %}
{%- else -%}
{%- set text_ns = namespace(val='') -%}
{%- set mm_content = '' -%}
{%- set counters = namespace(images=0, videos=0, audios=0) -%}
{%- for part in message['content'] -%}
{%- if part['type'] == 'image' or part['type'] == 'image_url' -%}
{%- set counters.images = counters.images + 1 -%}
{%- elif part['type'] == 'video' or part['type'] == 'video_url' -%}
{%- set counters.videos = counters.videos + 1 -%}
{%- elif part['type'] == 'audio' or part['type'] == 'audio_url' -%}
{%- set counters.audios = counters.audios + 1 -%}
{%- elif part['type'] == 'text' -%}
{%- set text_ns.val = text_ns.val + part['text'] -%}
{%- endif -%}
{%- endfor -%}
{%- if '<image>' in text_ns.val -%}
{%- set counters.images = 0 -%}
{%- endif -%}
{%- if '<video>' in text_ns.val -%}
{%- set counters.videos = 0 -%}
{%- endif -%}
{%- if '<so_embedding>' in text_ns.val -%}
{%- set counters.audios = 0 -%}
{%- endif -%}
{%- if counters.images > 1 -%}
{%- set image_tags = namespace(tags=[]) -%}
{%- for i in range(counters.images) -%}
{%- set image_tags.tags = image_tags.tags + ['<image ' + (i + 1)|string + '><image>'] -%}
{%- endfor -%}
{%- set mm_content = ' '.join(image_tags.tags) + '\n' -%}
{%- elif counters.images == 1 -%}
{%- set mm_content = '<image>\n' -%}
{%- endif -%}
{%- set mm_content = mm_content + '<video>\n' * counters.videos -%}
{%- set mm_content = mm_content + '<so_embedding>\n' * counters.audios -%}
{%- set content = mm_content + text_ns.val.lstrip('\n') -%}
{%- endif -%}
{#- Sanitize thinking toggle directives from user/system content -#}
{%- set content = content.replace('</think>', '<_end_think>').replace('/think', '').replace('/no_think', '').replace('<_end_think>', '</think>') -%}
{%- set content = content | trim -%}
{%- if message.role == "user" and loop.index0 == ns.last_user_idx and reasoning_budget is not none -%}
{{- content + '\n\n{thinking token budget: ' + (reasoning_budget | string) + '}' -}}
{%- else -%}
{{- content -}}
{%- endif -%}
{{- '<|im_end|>\n' }}
{%- elif message.role == "tool" %}
{%- if loop.previtem and loop.previtem.role != "tool" %}
{{- '<|im_start|>user\n' }}
{%- endif %}
{{- '<tool_response>\n' }}
{{- message.content }}
{{- '\n</tool_response>\n' }}
{%- if not loop.last and loop.nextitem.role != "tool" %}
{{- '<|im_end|>\n' }}
{%- elif loop.last %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- else %}
{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}
{%- endif %}
{%- endfor -%}
{#- Generation prompt using computed thinking toggle -#}
{%- if add_generation_prompt %}
{%- if toggle.enable %}
{{- '<|im_start|>assistant\n<think>\n' }}
{%- else %}
{{- '<|im_start|>assistant\n<think></think>' }}
{%- endif %}
{%- endif %} |