fastino/Fastino-Nemotron-3.5-Lightning-Finance
hf fastino/Fastino-Nemotron-3.5-Lightning-Finance 2 sources, 4 claims · Watch
What each source says
| Property | Source | Said | Means here | ||||
|---|---|---|---|---|---|---|---|
| Author author not compared | GGUF quantisations | hemonoreceipt
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| Author author not compared | nicolasembletonreceipt
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| Author author not compared | Hugging Face models | fastinoreceipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — | ||||
| Base base | GGUF quantisations | fastino/Fastino-Nemotron-3.5-Lightning-Financereceipt
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| Downloads downloads not compared | GGUF quantisations | 325receipt
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| Downloads downloads not compared | 540receipt
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| Downloads downloads not compared | Hugging Face models | 4760receipt
What the source handed over{
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~ (param_fields.enum | tojson | safe) ~ '</enum>' }}\n {%- endif %}\n {%- set handled_keys = ['name', 'type', 'description', 'enum'] %}\n {{- render_extra_keys(param_fields, handled_keys) }}\n {{- '\\n</parameter>' }}\n {%- endfor %}\n {%- endif %}\n {% set handled_keys = ['type', 'properties', 'required'] %}\n {{- render_extra_keys(tool.parameters, handled_keys) }}\n {%- if tool.parameters is defined and tool.parameters.required is defined %}\n {{- '\\n<required>' ~ (tool.parameters.required | tojson | safe) ~ '</required>' }}\n {%- endif %}\n {{- '\\n</parameters>' }}\n {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}\n {{- render_extra_keys(tool, handled_keys) }}\n {{- '\\n</function>' }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO 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~ (param_fields.enum | tojson | safe) ~ '</enum>' }}\n {%- endif %}\n {%- set handled_keys = ['name', 'type', 'description', 'enum'] %}\n {{- render_extra_keys(param_fields, handled_keys) }}\n {{- '\\n</parameter>' }}\n {%- endfor %}\n {%- endif %}\n {% set handled_keys = ['type', 'properties', 'required'] %}\n {{- render_extra_keys(tool.parameters, handled_keys) }}\n {%- if tool.parameters is defined and tool.parameters.required is defined %}\n {{- '\\n<required>' ~ (tool.parameters.required | tojson | safe) ~ '</required>' }}\n {%- endif %}\n {{- '\\n</parameters>' }}\n {%- set handled_keys = ['type', 'name', 'description', 'parameters'] %}\n {{- render_extra_keys(tool, handled_keys) }}\n {{- '\\n</function>' }}\n {%- endfor %}\n {{- \"\\n</tools>\" }}\n {{- '\\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>' }}\n{%- endif %}\n{%- if system_message is defined %}\n {{- '<|im_end|>\\n' }}\n{%- else %}\n {%- if tools is iterable and tools | length > 0 %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- for message in loop_messages %}\n {%- if message.role == \"assistant\" %}\n {%- if message.reasoning_content is defined and message.reasoning_content is string and message.reasoning_content | trim | length > 0 %}\n {%- set content = \"<think>\\n\" ~ message.reasoning_content ~ \"</think>\" ~ (message.content | default('', true)) %}\n {%- else %}\n {%- set content = message.content | default('', true) %}\n {%- if content is string -%}\n {%- if '<think>' not in content and '</think>' not in content -%}\n {%- set content = \"<think></think>\" ~ content -%}\n {%- endif -%}\n {%- else -%}\n {%- set content = content -%}\n {%- endif -%}\n {%- endif %}\n {%- if message.tool_calls is defined and message.tool_calls is iterable and message.tool_calls | length > 0 %}\n {{- '<|im_start|>assistant\\n' }}\n {%- set include_content = not (truncate_history_thinking and loop.index0 < ns.last_user_idx) %}\n {%- if content is string and content | trim | length > 0 %}\n {%- if include_content %}\n {{- (content | trim) ~ '\\n' -}}\n {%- else %}\n {%- set c = (content | string) %}\n {%- if '</think>' in c %}\n {%- set c = c.split('</think>')[-1] %}\n {%- elif '<think>' in c %}\n {%- set c = c.split('<think>')[0] %}\n {%- endif %}\n {%- set c = \"<think></think>\" ~ c %}\n {%- if c | length > 0 %}\n {{- c ~ '\\n' -}}\n {%- endif %}\n {%- endif %}\n {%- else %}\n {{- \"<think></think>\" -}}\n {%- endif %}\n {%- for tool_call in message.tool_calls %}\n {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n<function=' ~ tool_call.name ~ '>\\n' -}}\n {%- if tool_call.arguments is defined %}\n {%- for args_name, args_value in tool_call.arguments|items %}\n {{- '<parameter=' ~ args_name ~ '>\\n' -}}\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 %}\n {{- args_value ~ '\\n</parameter>\\n' -}}\n {%- endfor %}\n {%- endif %}\n {{- '</function>\\n</tool_call>\\n' -}}\n {%- endfor %}\n {{- '<|im_end|>\\n' }}\n {%- else %}\n {%- if not (truncate_history_thinking and loop.index0 < ns.last_user_idx) %}\n {{- '<|im_start|>assistant\\n' ~ (content | default('', true) | string | trim) ~ '<|im_end|>\\n' }}\n {%- else %}\n {%- set c = (content | default('', true) | string) %}\n {%- if '<think>' in c and '</think>' in c %}\n {%- set c = \"<think></think>\" ~ c.split('</think>')[-1] %}\n {%- endif %}\n {%- set c = c | trim %}\n {%- if c | length > 0 %}\n {{- '<|im_start|>assistant\\n' ~ c ~ '<|im_end|>\\n' }}\n {%- else %}\n {{- '<|im_start|>assistant\\n<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n {%- endif %}\n {%- elif message.role == \"user\" or message.role == \"system\" %}\n {{- '<|im_start|>' + message.role + '\\n' }}\n {%- set content = message.content | string %}\n {%- if message.role == \"user\" and loop.index0 == ns.last_user_idx and medium_effort %}\n {{- content + '\\n\\n{reasoning effort: efficient}' }}\n {%- else %}\n {{- content }}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>user\\n' }}\n {%- endif %}\n {{- '<tool_response>\\n' }}\n {{- message.content }}\n {{- '\\n</tool_response>\\n' }}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>\\n' }}\n {%- elif loop.last %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {%- if enable_thinking %}\n {{- '<|im_start|>assistant\\n<think>\\n' }}\n {%- else %}\n {{- '<|im_start|>assistant\\n<think></think>' }}\n {%- endif %}\n{%- endif %}",
"model_type": "nemotron_h",
"num_experts_per_tok": 6,
"tokenizer_config": {
"bos_token": "<s>",
"eos_token": "<|im_end|>",
"pad_token": "<|im_end|>",
"unk_token": "<unk>"
}
},
"createdAt": "2026-08-06T08:52:08.000Z",
"disabled": false,
"downloads": 4760,
"gated": false,
"id": "fastino/Fastino-Nemotron-3.5-Lightning-Finance",
"lastModified": "2026-09-24T18:32:22.000Z",
"library_name": "transformers",
"likes": 37,
"model-index": null,
"modelId": "fastino/Fastino-Nemotron-3.5-Lightning-Finance",
"pipeline_tag": "text-generation",
"private": false,
"safetensors": {
"parameters": {
"BF16": 32913263168,
"F32": 3072
},
"total": 31577937344
},
"sha": "1f2bd7e4b6f65682b4804d4c0e9a8d0d6300c39a",
"siblings": [
{
"rfilename": ".gitattributes"
},
{
"rfilename": "Fastino-Nemotron-Finance-HF-Banner.png"
},
{
"rfilename": "README.md"
},
{
"rfilename": "chat_template.jinja"
},
{
"rfilename": "config.json"
},
{
"rfilename": "generation_config.json"
},
{
"rfilename": "hf-card-finance-v2.png"
},
{
"rfilename": "merge-provenance.json"
},
{
"rfilename": "model-00001-of-00014.safetensors"
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{
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{
"rfilename": "special_tokens_map.json"
},
{
"rfilename": "tokenizer.json"
},
{
"rfilename": "tokenizer_config.json"
},
{
"rfilename": "ultra_v3_reasoning_parser.py"
}
],
"spaces": [
"modelpulse/model-pulse"
],
"tags": [
"transformers",
"safetensors",
"nemotron_h",
"text-generation",
"finance",
"financial-reasoning",
"question-answering",
"information-extraction",
"fine-tuned",
"nemotron",
"lightning",
"mixture-of-experts",
"conversational",
"en",
"arxiv:2604.09791",
"license:apache-2.0",
"endpoints_compatible",
"region:us"
],
"transformersInfo": {
"auto_model": "AutoModelForCausalLM",
"pipeline_tag": "text-generation",
"processor": "AutoTokenizer"
},
"usedStorage": 131681945814,
"widgetData": [
{
"text": "Hi, what can you help me with?"
},
{
"text": "What is 84 * 3 / 2?"
},
{
"text": "Tell me an interesting fact about the universe!"
},
{
"text": "Explain quantum computing in simple terms."
}
]
} | — | |||||
| Task task | Hugging Face models | text-generationreceipt
This source has not kept a receipt for this claim yet. The next update that reads it will. | — |
model
| fastino/Fastino-Nemotron-3.5-Lightning-Finance zetlyn/models-hf · 2026-08-06 | author fastino downloads 6482 gated false licence apache-2.0 likes 36 task text-generation | source |
| fastino/Fastino-Nemotron-3.5-Lightning-Finance zetlyn/models-hf · 2026-08-06 | author fastino downloads 4760 gated false licence apache-2.0 likes 37 task text-generation | source |
quantisation
| nicolasembleton/Fastino-Nemotron-3.5-Lightning-Finance-GGUF zetlyn/models-gguf · 2026-09-22 | author nicolasembleton base fastino/Fastino-Nemotron-3.5-Lightning-Finance downloads 540 licence apache-2.0 likes 0 | source |
| hemono/Fastino-Nemotron-3.5-Lightning-Finance-GGUF zetlyn/models-gguf · 2026-09-21 | author hemono base fastino/Fastino-Nemotron-3.5-Lightning-Finance downloads 325 licence apache-2.0 likes 0 | source |