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Browse files- README.md +52 -12
- adapter_config.json +7 -7
- adapter_model.safetensors +1 -1
- tokenizer_config.json +4 -2
README.md
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---
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base_model:
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library_name: peft
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pipeline_tag: text-generation
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tags:
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- lora
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- structured-output
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---
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## Training
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- `daichira/structured-hard-sft-4k` (SFT)
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---
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base_model: unsloth/Qwen3-4B-Instruct-2507
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datasets:
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- u-10bei/structured_data_with_cot_dataset_512_v5
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language:
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- en
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license: apache-2.0
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library_name: peft
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pipeline_tag: text-generation
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tags:
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- qlora
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- lora
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- structured-output
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---
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<【課題】ここは自分で記入して下さい>
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This repository provides a **LoRA adapter** fine-tuned from
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**unsloth/Qwen3-4B-Instruct-2507** using **QLoRA (4-bit, Unsloth)**.
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This repository contains **LoRA adapter weights only**.
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The base model must be loaded separately.
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## Training Objective
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This adapter is trained to improve **structured output accuracy**
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(JSON / YAML / XML / TOML / CSV).
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Loss is applied only to the final assistant output,
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while intermediate reasoning (Chain-of-Thought) is masked.
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## Training Configuration
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- Base model: unsloth/Qwen3-4B-Instruct-2507
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- Method: QLoRA (4-bit)
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- Max sequence length: 256
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- Epochs: 1
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- Learning rate: 5e-05
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- LoRA: r=16, alpha=32
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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from peft import PeftModel
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import torch
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base = "unsloth/Qwen3-4B-Instruct-2507"
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adapter = "your_id/your-repo"
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tokenizer = AutoTokenizer.from_pretrained(base)
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model = AutoModelForCausalLM.from_pretrained(
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base,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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model = PeftModel.from_pretrained(model, adapter)
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```
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## Sources & Terms (IMPORTANT)
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Training data: u-10bei/structured_data_with_cot_dataset_512_v5
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Dataset License: MIT License. This dataset is used and distributed under the terms of the MIT License.
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Compliance: Users must comply with the MIT license (including copyright notice) and the base model's original terms of use.
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adapter_config.json
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"alpha_pattern": {},
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"arrow_config": null,
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"auto_mapping": null,
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"base_model_name_or_path": "
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"bias": "none",
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"corda_config": null,
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"ensure_weight_tying": false,
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"loftq_config": {},
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"lora_alpha": 32,
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"lora_bias": false,
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"lora_dropout": 0.
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"q_proj",
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"up_proj",
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"k_proj",
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"down_proj",
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"o_proj",
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"
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],
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"target_parameters": null,
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"task_type": "CAUSAL_LM",
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"alpha_pattern": {},
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"arrow_config": null,
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"auto_mapping": null,
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"base_model_name_or_path": "unsloth/Qwen3-4B-Instruct-2507",
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"bias": "none",
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"corda_config": null,
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"ensure_weight_tying": false,
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"loftq_config": {},
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"lora_alpha": 32,
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"lora_bias": false,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"k_proj",
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"o_proj",
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"q_proj",
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"v_proj",
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"gate_proj",
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"up_proj",
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"down_proj"
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],
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"target_parameters": null,
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"task_type": "CAUSAL_LM",
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 132187888
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version https://git-lfs.github.com/spec/v1
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oid sha256:736ece3c4c8255bc354810158945800126dccff05fea5db4e20e5ce6d3f0542f
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size 132187888
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tokenizer_config.json
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"<|video_pad|>"
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],
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"is_local": false,
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"model_max_length":
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"
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"split_special_tokens": false,
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"tokenizer_class": "Qwen2Tokenizer",
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"unk_token": null
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"<|video_pad|>"
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],
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"is_local": false,
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"model_max_length": 262144,
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"model_specific_special_tokens": {},
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"pad_token": "<|vision_pad|>",
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"padding_side": "left",
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"split_special_tokens": false,
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"tokenizer_class": "Qwen2Tokenizer",
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"unk_token": null
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