NVFP4 (vLLM / TensorRT-LLM)
Browse files- nvfp4/chat_template.jinja +54 -0
- nvfp4/config.json +131 -0
- nvfp4/generation_config.json +14 -0
- nvfp4/model.safetensors +3 -0
- nvfp4/recipe.yaml +7 -0
- nvfp4/tokenizer.json +3 -0
- nvfp4/tokenizer_config.json +30 -0
nvfp4/chat_template.jinja
ADDED
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@@ -0,0 +1,54 @@
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0]['role'] == 'system' %}
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{{- messages[0]['content'] }}
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{%- else %}
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{{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
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{%- endif %}
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{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0]['role'] == 'system' %}
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{{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
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{%- else %}
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{{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{{- '<|im_start|>' + message.role }}
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{%- if message.content %}
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{{- '\n' + message.content }}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '\n<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{{- tool_call.arguments | tojson }}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- endif %}
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nvfp4/config.json
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{
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"architectures": [
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"Qwen2ForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"hidden_act": "silu",
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"hidden_size": 5120,
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"initializer_range": 0.02,
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"intermediate_size": 13824,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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| 34 |
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"full_attention",
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| 35 |
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"full_attention",
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| 36 |
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"full_attention",
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| 37 |
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"full_attention",
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| 38 |
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"full_attention",
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"full_attention",
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| 40 |
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"full_attention",
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"full_attention",
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"full_attention",
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| 43 |
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"full_attention",
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| 44 |
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"full_attention",
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| 45 |
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"full_attention",
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| 46 |
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"full_attention",
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| 47 |
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"full_attention",
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| 48 |
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"full_attention",
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| 49 |
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"full_attention",
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| 50 |
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"full_attention",
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| 51 |
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"full_attention",
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| 52 |
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"full_attention",
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| 53 |
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"full_attention",
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| 54 |
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"full_attention",
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| 55 |
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"full_attention",
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| 56 |
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"full_attention",
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| 57 |
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"full_attention",
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| 58 |
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"full_attention",
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| 59 |
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"full_attention",
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| 60 |
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"full_attention",
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| 61 |
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"full_attention"
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| 62 |
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],
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| 63 |
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"max_position_embeddings": 32768,
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| 64 |
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"max_window_layers": 48,
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| 65 |
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"model_type": "qwen2",
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| 66 |
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"num_attention_heads": 40,
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| 67 |
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"num_hidden_layers": 48,
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| 68 |
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"num_key_value_heads": 8,
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| 69 |
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"pad_token_id": null,
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| 70 |
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"quantization_config": {
|
| 71 |
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"config_groups": {
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| 72 |
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"group_0": {
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| 73 |
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"format": "nvfp4-pack-quantized",
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| 74 |
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"input_activations": {
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| 75 |
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"actorder": null,
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| 76 |
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"block_structure": null,
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| 77 |
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"dynamic": "local",
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| 78 |
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"group_size": 16,
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| 79 |
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"num_bits": 4,
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| 80 |
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"observer": "static_minmax",
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| 81 |
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"observer_kwargs": {},
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| 82 |
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"scale_dtype": "torch.float8_e4m3fn",
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| 83 |
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"strategy": "tensor_group",
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| 84 |
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"symmetric": true,
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| 85 |
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"type": "float",
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| 86 |
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"zp_dtype": null
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| 87 |
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},
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| 88 |
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"output_activations": null,
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| 89 |
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"targets": [
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"Linear"
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| 91 |
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],
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| 92 |
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"weights": {
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| 93 |
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"actorder": null,
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| 94 |
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"block_structure": null,
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| 95 |
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"dynamic": false,
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| 96 |
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"group_size": 16,
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| 97 |
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"num_bits": 4,
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| 98 |
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"observer": "memoryless_minmax",
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| 99 |
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"observer_kwargs": {},
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| 100 |
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"scale_dtype": "torch.float8_e4m3fn",
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| 101 |
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"strategy": "tensor_group",
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| 102 |
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"symmetric": true,
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| 103 |
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"type": "float",
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| 104 |
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"zp_dtype": null
|
| 105 |
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}
|
| 106 |
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}
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| 107 |
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},
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| 108 |
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"format": "nvfp4-pack-quantized",
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| 109 |
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"global_compression_ratio": null,
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| 110 |
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"ignore": [
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| 111 |
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"lm_head"
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| 112 |
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],
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| 113 |
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"kv_cache_scheme": null,
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| 114 |
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"quant_method": "compressed-tensors",
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| 115 |
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"quantization_status": "compressed",
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| 116 |
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"sparsity_config": {},
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| 117 |
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"transform_config": {},
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| 118 |
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"version": "0.17.1"
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| 119 |
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},
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| 120 |
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"rms_norm_eps": 1e-06,
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| 121 |
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"rope_parameters": {
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| 122 |
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"rope_theta": 1000000.0,
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| 123 |
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"rope_type": "default"
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| 124 |
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},
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| 125 |
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"sliding_window": null,
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| 126 |
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"tie_word_embeddings": false,
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| 127 |
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"transformers_version": "5.10.1",
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| 128 |
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"use_cache": true,
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| 129 |
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"use_sliding_window": false,
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| 130 |
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"vocab_size": 152064
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}
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nvfp4/generation_config.json
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@@ -0,0 +1,14 @@
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{
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"bos_token_id": 151643,
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"do_sample": true,
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"eos_token_id": [
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151645,
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151643
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],
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| 8 |
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"pad_token_id": 151643,
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| 9 |
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"repetition_penalty": 1.05,
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| 10 |
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"temperature": 0.7,
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| 11 |
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"top_k": 20,
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| 12 |
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"top_p": 0.8,
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| 13 |
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"transformers_version": "5.10.1"
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| 14 |
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}
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nvfp4/model.safetensors
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:25a05edbb5d2526ffd3edd849fce0dd3953bd6daf04180c62d50c4fd4085e71e
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| 3 |
+
size 10547919216
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nvfp4/recipe.yaml
ADDED
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default_stage:
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default_modifiers:
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QuantizationModifier:
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| 4 |
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targets: [Linear]
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| 5 |
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ignore: [lm_head]
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| 6 |
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scheme: NVFP4
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| 7 |
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bypass_divisibility_checks: false
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nvfp4/tokenizer.json
ADDED
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:68f259dbf73263bd208f9e5473dd5ff813f5221466cae69f2100b8714fae7bd9
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| 3 |
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size 11421990
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nvfp4/tokenizer_config.json
ADDED
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{
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| 2 |
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"add_prefix_space": false,
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| 3 |
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"backend": "tokenizers",
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| 4 |
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"bos_token": null,
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| 5 |
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"clean_up_tokenization_spaces": false,
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| 6 |
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"eos_token": "<|im_end|>",
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| 7 |
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"errors": "replace",
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| 8 |
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"extra_special_tokens": [
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| 9 |
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"<|im_start|>",
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| 10 |
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"<|im_end|>",
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| 11 |
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"<|object_ref_start|>",
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| 12 |
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"<|object_ref_end|>",
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| 13 |
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"<|box_start|>",
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| 14 |
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"<|box_end|>",
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| 15 |
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"<|quad_start|>",
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| 16 |
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"<|quad_end|>",
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| 17 |
+
"<|vision_start|>",
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| 18 |
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"<|vision_end|>",
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| 19 |
+
"<|vision_pad|>",
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| 20 |
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"<|image_pad|>",
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| 21 |
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"<|video_pad|>"
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| 22 |
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],
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| 23 |
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"is_local": true,
|
| 24 |
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"local_files_only": false,
|
| 25 |
+
"model_max_length": 32768,
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| 26 |
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"pad_token": "<|endoftext|>",
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| 27 |
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"split_special_tokens": false,
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| 28 |
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"tokenizer_class": "Qwen2Tokenizer",
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| 29 |
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"unk_token": null
|
| 30 |
+
}
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