初始化项目，由ModelHub XC社区提供模型
Model: kcherry497/dyno-blast-4b Source: Original Platform
This commit is contained in:
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.gitattributes
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README.md
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README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen3-4B
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library_name: transformers
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pipeline_tag: text-generation
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tags:
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- qwen3
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- qlora
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- rag
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- grounded-generation
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- citations
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- mining
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- blasting
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- safety-data-sheets
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---
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# dyno-blast-4b
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A QLoRA fine-tune of **Qwen3-4B** that answers blasting / explosives technical and
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safety questions **strictly from retrieved context**, attaches `[N]` + page
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citations to every claim, and **refuses when the answer isn't in the provided
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sources**.
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This is the *generation* half of a grounded RAG system over Dyno Nobel Australia's
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public technical literature (product technical data sheets, Safety Data Sheets,
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application guides, case studies). **Facts live in the retriever; the model learns
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the behavior** — cite, ground, refuse. Companion vector DB:
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[`kcherry497/dyno-blast-4b-rag`](https://huggingface.co/datasets/kcherry497/dyno-blast-4b-rag).
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## Intended use & limitations
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Retrieval-augmented Q&A for mining / quarry / blasting professionals. **Not a
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standalone knowledge source** — use with the retriever (intfloat/e5-base-v2 + a
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Qdrant collection). For SDS / safety content, always verify against the cited
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source PDF; the model is trained to give page numbers for exactly this reason.
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Domain-specific to Dyno Nobel AU products.
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## Training
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- **Base:** Qwen/Qwen3-4B
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- **Method:** QLoRA (4-bit nf4), r=16, α=32, dropout=0.05, targets all attn + MLP projections
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- **Data:** **1,674 synthetic grounded examples** — 1,656 `[N]`-cited answers + 18 refusal / safe-decline examples — generated by a teacher over retrieved context, covering SDS sections, technical specs, application/case-study/brochure topics, Explosive Engineers Guide articles, industrial chemicals, and blast calculators
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- **Schedule:** 3 epochs, lr 1e-4 cosine, full-sequence SFT
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- **Result:** final `train_loss` **0.97**
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Retrieval corpus (companion dataset repo): **3,819 chunks across 682 documents** —
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dynonobel.com.au + dynonobel.com (126 products) + the Explosive Engineers Guide app
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(4 regions) + Industrial Chemicals + resource-centre case studies/guides/brochures +
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blast calculators.
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## Files
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- `*.safetensors` — merged fp16 weights (load with `transformers`)
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- `dyno-blast-4b-q8_0.gguf` — q8_0 GGUF for llama.cpp / Ollama
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## Prompt format
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Grounded system prompt (answer only from numbered SOURCEs, cite `[N]`, refuse if
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absent) + numbered `SOURCE [N]` blocks from the retriever, then the question. The
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exact system prompt and chunk schema are in the companion dataset repo.
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added_tokens.json
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added_tokens.json
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{
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}
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chat_template.jinja
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chat_template.jinja
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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 + '\n\n' }}
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{%- endif %}
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{{- "# 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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{%- endif %}
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{%- endif %}
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{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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{%- for message in messages[::-1] %}
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{%- set index = (messages|length - 1) - loop.index0 %}
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{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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{%- set ns.multi_step_tool = false %}
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{%- set ns.last_query_index = index %}
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{%- endif %}
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{%- endfor %}
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{%- for message in messages %}
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{%- if message.content is string %}
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{%- set content = message.content %}
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{%- else %}
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{%- set content = '' %}
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{%- endif %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
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{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{%- set reasoning_content = '' %}
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{%- if message.reasoning_content is string %}
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{%- set reasoning_content = message.reasoning_content %}
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{%- else %}
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{%- if '</think>' in content %}
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{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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{%- set content = content.split('</think>')[-1].lstrip('\n') %}
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{%- endif %}
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{%- endif %}
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{%- if loop.index0 > ns.last_query_index %}
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{%- if loop.last or (not loop.last and reasoning_content) %}
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{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- else %}
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{{- '<|im_start|>' + message.role + '\n' + content }}
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{%- endif %}
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{%- if message.tool_calls %}
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{%- for tool_call in message.tool_calls %}
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{%- if (loop.first and content) or (not loop.first) %}
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{{- '\n' }}
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{%- endif %}
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{%- if tool_call.function %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{%- if tool_call.arguments is string %}
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{{- tool_call.arguments }}
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{%- else %}
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{{- tool_call.arguments | tojson }}
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{%- endif %}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{%- endif %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if loop.first 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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{{- 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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{%- if enable_thinking is defined and enable_thinking is false %}
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{{- '<think>\n\n</think>\n\n' }}
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{%- endif %}
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{%- endif %}
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71
config.json
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config.json
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{
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"architectures": [
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"Qwen3ForCausalLM"
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"attention_bias": false,
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"attention_dropout": 0.0,
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"dtype": "float16",
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"head_dim": 128,
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|
||||
],
|
||||
"max_position_embeddings": 40960,
|
||||
"max_window_layers": 36,
|
||||
"model_type": "qwen3",
|
||||
"num_attention_heads": 32,
|
||||
"num_hidden_layers": 36,
|
||||
"num_key_value_heads": 8,
|
||||
"pad_token_id": null,
|
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"rms_norm_eps": 1e-06,
|
||||
"rope_parameters": {
|
||||
"rope_theta": 1000000,
|
||||
"rope_type": "default"
|
||||
},
|
||||
"sliding_window": null,
|
||||
"tie_word_embeddings": true,
|
||||
"transformers_version": "5.10.2",
|
||||
"use_cache": true,
|
||||
"use_sliding_window": false,
|
||||
"vocab_size": 151936
|
||||
}
|
||||
3
dyno-blast-4b-q8_0.gguf
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3
dyno-blast-4b-q8_0.gguf
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13
generation_config.json
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generation_config.json
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|
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|
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||||
151388
merges.txt
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151388
merges.txt
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File diff suppressed because it is too large
Load Diff
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406
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|
||||
"<|box_start|>",
|
||||
"<|box_end|>",
|
||||
"<|quad_start|>",
|
||||
"<|quad_end|>",
|
||||
"<|vision_start|>",
|
||||
"<|vision_end|>",
|
||||
"<|vision_pad|>",
|
||||
"<|image_pad|>",
|
||||
"<|video_pad|>"
|
||||
],
|
||||
"is_local": false,
|
||||
"local_files_only": false,
|
||||
"model_max_length": 131072,
|
||||
"pad_token": "<|endoftext|>",
|
||||
"split_special_tokens": false,
|
||||
"tokenizer_class": "Qwen2Tokenizer",
|
||||
"unk_token": null
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user