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Model: youngseok12/AX-3.1-Light-sft_v3_0 Source: Original Platform
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README.md
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README.md
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---
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base_model: skt/A.X-3.1-Light
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library_name: transformers
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language:
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- ko
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license: apache-2.0
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pipeline_tag: text-generation
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tags:
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- korean
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- sft
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- lora-merged
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- safetensors
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- k-ai-leaderboard
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---
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# A.X-3.1-Light-sft_v3_0
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`skt/A.X-3.1-Light`를 기반으로 AI Hub 한국어 데이터로 수행한 첫 번째
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clean SFT baseline입니다. LoRA adapter를 base model에 병합한
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standalone BF16 모델이므로 별도의 adapter나 custom Python code 없이
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Transformers 및 표준 vLLM에서 로드할 수 있습니다.
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이 모델은 연구 및 2026 K-DATA SCIENCE 해커톤의 로컬 검증을 위한
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실험 산출물입니다. K-AI 리더보드의 공식 점수를 포함하지 않으며, 공개
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benchmark 문항은 학습 데이터에 포함하지 않았습니다.
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## Model Details
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- Base model: [`skt/A.X-3.1-Light`](https://huggingface.co/skt/A.X-3.1-Light)
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- Architecture: `LlamaForCausalLM` (unchanged from the base model)
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- Parameters: approximately 7B
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- Weight format: BF16 `safetensors`
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- Chat template: the official A.X chat template
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- Custom code: none
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- Merge method: PEFT LoRA `merge_and_unload`
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- Base revision used for training and merge: `9b41bb2406472634d8812c0b8931fa40fa9a6c3a`
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## Training Data
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The SFT view contained 36,000 training examples and 3,000 validation
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examples. Training and validation were kept separate at the source level.
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The following AI Hub data domains were used:
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- Civil law LLM pretraining and instruction-tuning data
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- Criminal law LLM pretraining and instruction-tuning data
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- Administrative law LLM pretraining and instruction-tuning data
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- Corporate accounting standards data
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- Essential medical knowledge data
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- News article machine-reading data
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- CoT-Fabric technology valuation data
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Public evaluation benchmark data, including KMMLU-Pro, CLIcK, HLE,
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SNU Ko-MuSR, Com2-main, and Original MuSR, was not used for SFT.
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## Training Procedure
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- Objective: standard assistant-token causal language-model cross entropy
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- Epochs: 1
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- Learning rate: `5e-5`
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- Scheduler: cosine
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- Warmup ratio: `0.03`
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- Weight decay: `0.01`
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- LoRA rank: `16`
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- LoRA alpha: `32`
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- LoRA dropout: `0.05`
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- LoRA target modules: `q_proj`, `k_proj`, `v_proj`, `o_proj`
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- Effective batch size: `32`
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- Maximum sequence length: `2048`
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- Precision: BF16
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- Packing: disabled
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- Random seed: `20260825`
|
||||||
|
|
||||||
|
The final training view used 800 reasoning examples. Their output tokens
|
||||||
|
accounted for approximately 24.37% of the total assistant target tokens.
|
||||||
|
The training format validator passed all 36,000 training and 3,000
|
||||||
|
validation examples.
|
||||||
|
|
||||||
|
## Usage with Transformers
|
||||||
|
|
||||||
|
```python
|
||||||
|
import torch
|
||||||
|
from transformers import AutoModelForCausalLM, AutoTokenizer
|
||||||
|
|
||||||
|
model_id = "youngseok12/AX-3.1-Light-sft_v3_0"
|
||||||
|
tokenizer = AutoTokenizer.from_pretrained(model_id)
|
||||||
|
model = AutoModelForCausalLM.from_pretrained(
|
||||||
|
model_id,
|
||||||
|
dtype=torch.bfloat16,
|
||||||
|
device_map="auto",
|
||||||
|
)
|
||||||
|
|
||||||
|
messages = [{"role": "user", "content": "대한민국의 수도는 어디인가요?"}]
|
||||||
|
inputs = tokenizer.apply_chat_template(
|
||||||
|
messages,
|
||||||
|
add_generation_prompt=True,
|
||||||
|
tokenize=True,
|
||||||
|
return_tensors="pt",
|
||||||
|
).to(model.device)
|
||||||
|
|
||||||
|
with torch.inference_mode():
|
||||||
|
outputs = model.generate(**inputs, max_new_tokens=64, do_sample=False)
|
||||||
|
|
||||||
|
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:], skip_special_tokens=True))
|
||||||
|
```
|
||||||
|
|
||||||
|
## Usage with vLLM
|
||||||
|
|
||||||
|
```bash
|
||||||
|
vllm serve youngseok12/AX-3.1-Light-sft_v3_0 \
|
||||||
|
--dtype bfloat16 \
|
||||||
|
--max-model-len 32768
|
||||||
|
```
|
||||||
|
|
||||||
|
The repository is intended to be publicly accessible and directly loadable
|
||||||
|
by a standard vLLM OpenAI-compatible server. The model does not require
|
||||||
|
`trust_remote_code=True`.
|
||||||
|
|
||||||
|
## Intended Use and Limitations
|
||||||
|
|
||||||
|
This model is intended for Korean-language research, controlled evaluation,
|
||||||
|
and experimentation with instruction-following and domain-oriented SFT.
|
||||||
|
It is not a substitute for professional legal, accounting, or medical
|
||||||
|
advice. Responses may contain factual errors, unsupported reasoning, or
|
||||||
|
format deviations. The reported training configuration does not imply an
|
||||||
|
official K-AI leaderboard result.
|
||||||
|
|
||||||
|
The AI Hub source data remains subject to its original access terms and
|
||||||
|
licenses. This repository contains model weights and documentation, not the
|
||||||
|
source training datasets.
|
||||||
|
|
||||||
|
## License
|
||||||
|
|
||||||
|
The base model is distributed under the Apache License 2.0. Please review
|
||||||
|
the base model license and the terms applicable to the source training data
|
||||||
|
before using or redistributing this derivative model.
|
||||||
|
|
||||||
72
chat_template.jinja
Normal file
72
chat_template.jinja
Normal file
@@ -0,0 +1,72 @@
|
|||||||
|
{%- if tools is iterable and tools | length > 0 %}
|
||||||
|
{{- '<|im_start|><|system|>'}}
|
||||||
|
{{- '당신은 도구 호출 기능을 갖춘 유용한 도우미입니다. 사용자의 요청을 처리하기 위해서 필요한 도구가 주어진 목록에 있는 경우 도구 호출로 응답하세요.
|
||||||
|
필요한 도구가 목록에 없는 경우에는 도구 호출 없이 사용자가 요구한 정보를 제공하세요.
|
||||||
|
필요한 도구가 목록에 있지만 해당 도구를 호출하는데 필요한 argument 정보가 부족한 경우 해당 정보를 사용자에게 요청하세요.
|
||||||
|
사용자의 요청을 처리하기 위해 여러번 도구를 호출할 수 있어야 합니다.
|
||||||
|
도구 호출 이후 도구 실행 결과를 입력으로 받으면 해당 결과를 활용하여 답변을 생성하세요.
|
||||||
|
|
||||||
|
다음은 접근할 수 있는 도구들의 목록 입니다:
|
||||||
|
<tools>
|
||||||
|
'}}
|
||||||
|
{%- for t in tools %}
|
||||||
|
{{- t | tojson }}
|
||||||
|
{{- '
|
||||||
|
' }}
|
||||||
|
{%- endfor %}
|
||||||
|
{{- '</tools>' }}
|
||||||
|
{{- '
|
||||||
|
|
||||||
|
도구를 호출하려면 아래의 JSON으로 응답하세요.
|
||||||
|
도구 호출 형식: <tool_call>{"name": 도구 이름, "arguments": dictionary 형태의 도구 인자값}</tool_call>' }}
|
||||||
|
{{- '<|im_end|>' }}
|
||||||
|
{%- endif %}
|
||||||
|
|
||||||
|
{%- for message in messages %}
|
||||||
|
{%- if message.role == 'system' %}
|
||||||
|
{{- '<|im_start|><|system|>' + message.content + '<|im_end|>'}}
|
||||||
|
{%- elif message.role == 'user' %}
|
||||||
|
{{- '<|im_start|><|user|>' + message.content + '<|im_end|>'}}
|
||||||
|
{%- elif message.role == 'assistant' %}
|
||||||
|
{{- '<|im_start|><|assistant|>'}}
|
||||||
|
{%- set content = '' %}
|
||||||
|
{%- if message.content is defined %}
|
||||||
|
{%- set content = message.content %}
|
||||||
|
{%- endif %}
|
||||||
|
|
||||||
|
{%- if add_generation_prompt and not (message.reasoning_content is defined and message.reasoning_content is not none) %}
|
||||||
|
{%- if '</think>' in message.content %}
|
||||||
|
{%- set content = message.content.split('</think>'.strip())[-1].lstrip('\n') %}
|
||||||
|
{%- endif %}
|
||||||
|
{%- endif %}
|
||||||
|
|
||||||
|
{{- content}}
|
||||||
|
{%- if message.tool_calls is defined %}
|
||||||
|
{%- for tool_call in message.tool_calls %}
|
||||||
|
{%- if tool_call.function is defined %}
|
||||||
|
{%- set tool_call = tool_call.function %}
|
||||||
|
{%- endif %}
|
||||||
|
{{- '<tool_call>' }}
|
||||||
|
{{- '{' }}
|
||||||
|
{{- '"name": "' }}
|
||||||
|
{{- tool_call.name }}
|
||||||
|
{{- '"' }}
|
||||||
|
{%- if tool_call.arguments is defined %}
|
||||||
|
{{- ', ' }}
|
||||||
|
{{- '"arguments": ' }}
|
||||||
|
{{- tool_call.arguments|tojson }}
|
||||||
|
{%- endif %}
|
||||||
|
{{- '}' }}
|
||||||
|
{{- '</tool_call>' }}
|
||||||
|
{%- endfor %}
|
||||||
|
{%- endif %}
|
||||||
|
{{- '<|im_end|>'}}
|
||||||
|
|
||||||
|
{%- elif message.role == 'tool' %}
|
||||||
|
{{- '<|im_start|><|extra_id_13|><tool_output>' + message.content + '</tool_output><|im_end|>'}}
|
||||||
|
{%- endif %}
|
||||||
|
{%- endfor %}
|
||||||
|
|
||||||
|
{%- if add_generation_prompt %}
|
||||||
|
{{- '<|im_start|><|assistant|>' }}
|
||||||
|
{%- endif %}
|
||||||
32
config.json
Normal file
32
config.json
Normal file
@@ -0,0 +1,32 @@
|
|||||||
|
{
|
||||||
|
"architectures": [
|
||||||
|
"LlamaForCausalLM"
|
||||||
|
],
|
||||||
|
"attention_bias": false,
|
||||||
|
"attention_dropout": 0.1,
|
||||||
|
"bos_token_id": 0,
|
||||||
|
"dtype": "bfloat16",
|
||||||
|
"eos_token_id": 0,
|
||||||
|
"head_dim": 128,
|
||||||
|
"hidden_act": "silu",
|
||||||
|
"hidden_size": 4096,
|
||||||
|
"initializer_range": 0.02,
|
||||||
|
"intermediate_size": 10880,
|
||||||
|
"max_position_embeddings": 32768,
|
||||||
|
"mlp_bias": false,
|
||||||
|
"model_type": "llama",
|
||||||
|
"num_attention_heads": 32,
|
||||||
|
"num_hidden_layers": 32,
|
||||||
|
"num_key_value_heads": 32,
|
||||||
|
"pad_token_id": null,
|
||||||
|
"pretraining_tp": 1,
|
||||||
|
"rms_norm_eps": 1e-05,
|
||||||
|
"rope_parameters": {
|
||||||
|
"rope_theta": 500000,
|
||||||
|
"rope_type": "default"
|
||||||
|
},
|
||||||
|
"tie_word_embeddings": false,
|
||||||
|
"transformers_version": "5.15.0",
|
||||||
|
"use_cache": false,
|
||||||
|
"vocab_size": 102400
|
||||||
|
}
|
||||||
7
generation_config.json
Normal file
7
generation_config.json
Normal file
@@ -0,0 +1,7 @@
|
|||||||
|
{
|
||||||
|
"bos_token_id": 0,
|
||||||
|
"eos_token_id": 27,
|
||||||
|
"max_new_tokens": 32768,
|
||||||
|
"pad_token_id": 1,
|
||||||
|
"transformers_version": "5.15.0"
|
||||||
|
}
|
||||||
41
kds_merge_info.json
Normal file
41
kds_merge_info.json
Normal file
@@ -0,0 +1,41 @@
|
|||||||
|
{
|
||||||
|
"model_name": "A.X-3.1-Light-sft_v3_0",
|
||||||
|
"base_model": "skt/A.X-3.1-Light",
|
||||||
|
"base_revision": "9b41bb2406472634d8812c0b8931fa40fa9a6c3a",
|
||||||
|
"finetuning_method": "LoRA SFT followed by merge_and_unload",
|
||||||
|
"merge_output": "standalone BF16 safetensors",
|
||||||
|
"custom_code_required": false,
|
||||||
|
"training": {
|
||||||
|
"train_examples": 36000,
|
||||||
|
"validation_examples": 3000,
|
||||||
|
"epochs": 1,
|
||||||
|
"learning_rate": 0.00005,
|
||||||
|
"scheduler": "cosine",
|
||||||
|
"warmup_ratio": 0.03,
|
||||||
|
"weight_decay": 0.01,
|
||||||
|
"effective_batch_size": 32,
|
||||||
|
"max_sequence_length": 2048,
|
||||||
|
"lora_rank": 16,
|
||||||
|
"lora_alpha": 32,
|
||||||
|
"lora_dropout": 0.05,
|
||||||
|
"target_modules": ["q_proj", "k_proj", "v_proj", "o_proj"],
|
||||||
|
"precision": "bfloat16",
|
||||||
|
"packing": false,
|
||||||
|
"seed": 20260825,
|
||||||
|
"loss": "standard assistant-token causal LM cross entropy"
|
||||||
|
},
|
||||||
|
"training_data": {
|
||||||
|
"source": "AI Hub domain-specific Korean datasets",
|
||||||
|
"public_benchmark_data_included": false,
|
||||||
|
"train_validation_source_overlap": 0,
|
||||||
|
"train_examples_by_output_contract": {
|
||||||
|
"EXPLANATION": 19643,
|
||||||
|
"SHORT_ANSWER": 7583,
|
||||||
|
"NUMBER_ONLY": 5176,
|
||||||
|
"LABEL_ONLY": 2798,
|
||||||
|
"REASONING_FINAL": 800
|
||||||
|
},
|
||||||
|
"reasoning_final_output_token_share": 0.243691
|
||||||
|
},
|
||||||
|
"created_at_utc": "2026-08-26T10:46:37Z"
|
||||||
|
}
|
||||||
102104
merges.txt
Normal file
102104
merges.txt
Normal file
File diff suppressed because it is too large
Load Diff
3
model.safetensors
Normal file
3
model.safetensors
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:e177650628923e6ab41e67ce2a0046010ab74a9288d51b151f685f116c911b6f
|
||||||
|
size 14529635608
|
||||||
88
special_tokens_map.json
Normal file
88
special_tokens_map.json
Normal file
@@ -0,0 +1,88 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|endoftext|>",
|
||||||
|
"<|pad|>",
|
||||||
|
"<|unk|>",
|
||||||
|
"<|sep|>",
|
||||||
|
"<|mask|>",
|
||||||
|
"<|cls|>",
|
||||||
|
"<|image|>",
|
||||||
|
"<|audio|>",
|
||||||
|
"<|user|>",
|
||||||
|
"<|system|>",
|
||||||
|
"<|assistant|>",
|
||||||
|
"<|extra_id_0|>",
|
||||||
|
"<|extra_id_1|>",
|
||||||
|
"<|extra_id_2|>",
|
||||||
|
"<|extra_id_3|>",
|
||||||
|
"<|extra_id_4|>",
|
||||||
|
"<|extra_id_5|>",
|
||||||
|
"<|extra_id_6|>",
|
||||||
|
"<|extra_id_7|>",
|
||||||
|
"<|extra_id_8|>",
|
||||||
|
"<|extra_id_9|>",
|
||||||
|
"<|extra_id_10|>",
|
||||||
|
"<|extra_id_13|>",
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_sep|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|resident_reg|>",
|
||||||
|
"<|foreigner_reg|>",
|
||||||
|
"<|business_reg|>",
|
||||||
|
"<|credit_card|>",
|
||||||
|
"<|passport|>",
|
||||||
|
"<|driver_license|>",
|
||||||
|
"<|telephone|>",
|
||||||
|
"<|health_insurance|>",
|
||||||
|
"<|bank_account|>"
|
||||||
|
],
|
||||||
|
"bos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"cls_token": {
|
||||||
|
"content": "<|cls|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"eos_token": {
|
||||||
|
"content": "<|im_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"mask_token": {
|
||||||
|
"content": "<|mask|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": {
|
||||||
|
"content": "<|pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"sep_token": {
|
||||||
|
"content": "<|sep|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"unk_token": {
|
||||||
|
"content": "<|unk|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
511221
tokenizer.json
Normal file
511221
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
23
tokenizer_config.json
Normal file
23
tokenizer_config.json
Normal file
@@ -0,0 +1,23 @@
|
|||||||
|
{
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"backend": "tokenizers",
|
||||||
|
"bos_token": "<|endoftext|>",
|
||||||
|
"clean_up_tokenization_spaces": true,
|
||||||
|
"cls_token": "<|cls|>",
|
||||||
|
"eod_token": "<|endoftext|>",
|
||||||
|
"eos_token": "<|im_end|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"is_local": true,
|
||||||
|
"local_files_only": true,
|
||||||
|
"mask_token": "<|mask|>",
|
||||||
|
"max_length": 7680,
|
||||||
|
"model_max_length": 32768,
|
||||||
|
"model_specific_special_tokens": {
|
||||||
|
"eod_token": "<|endoftext|>"
|
||||||
|
},
|
||||||
|
"pad_token": "<|pad|>",
|
||||||
|
"sep_token": "<|sep|>",
|
||||||
|
"tokenizer_class": "GPT2Tokenizer",
|
||||||
|
"unk_token": "<|unk|>",
|
||||||
|
"vocab_size": 102400
|
||||||
|
}
|
||||||
102402
vocab.json
Normal file
102402
vocab.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user