---
library_name: transformers
license: apache-2.0
base_model: THUDM/GLM-4-32B-0414
tags:
- roleplay
- conversational
- axolotl
- qwen
---

# 残响 GLM4 32B（第一系列）

[English](./README.md) | [简体中文](./README-cn.md)

*空气中飘浮着一缕尘埃。它仿佛来自某个逝去的时代，但你无从追溯。它落在你的舌尖，滋味奇妙。*

![image/png](https://cdn-uploads.huggingface.co/production/uploads/634262af8d8089ebaefd410e/_ovgodU331FO4YAqFGCnk.png)

「残响」是一系列专注于SFW与NSFW角色扮演及对话的微调大语言模型。

## 量化版本
GGUF:
- 待补充！

EXL3:
- 待补充！

EXL2:
- 待补充！

其他格式:
- 待补充！

## 推荐参数
对话模板: GLM4  
采样器设置:
- 温度值 `1.0`
- 最小概率阈值 `0.1`

## 致谢
特别感谢Allura和ilya <3  
衷心感谢以下项目的开发者：  
- Axolotl（训练框架）  
- 智谱AI（基础模型）  
- Prime Intellect（算力支持）  
- 以及我的银行（资金支持）

## 其他信息

[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
<details><summary>查看Axolotl配置</summary>

axolotl版本: `0.10.0.dev0`
```yaml
# === 模型配置 ===
base_model: THUDM/GLM-4-32B-0414  # e.g. "mistralai/Mistral-Small-24B-Instruct-2501"
load_in_8bit: false
load_in_4bit: true

# === 训练设置 ===
num_epochs: 2
micro_batch_size: 3
gradient_accumulation_steps: 2
sequence_len: 8192
sample_packing: true
pad_to_sequence_len: true

# === 超参数配置 ===
optimizer: adamw_8bit
# Apollo-mini配置:
#optim_args: "proj=random,rank=1,scale=128.0,scale_type=tensor,update_proj_gap=200"
# 标准Apollo配置:
# optim_args: 
#optim_target_modules: all_linear
learning_rate: 1e-5
lr_scheduler: rex
weight_decay: 0.01
warmup_ratio: 0.05

# === LoRA ===
adapter: qlora
lora_r: 16
lora_alpha: 32
lora_dropout: 0.25
lora_target_modules:
lora_target_linear: true

# === 数据配置 ===
datasets:
  - path: allura-org/inkmix-v3.0
    type: chat_template
    split: train
    field_messages: conversations
    message_field_role: from
    message_field_content: value
    train_on_eos: all

dataset_prepared_path: last_run_prepared
chat_template: jinja
chat_template_jinja: |
  [gMASK]<sop>{%- for msg in messages %}{%- if msg.role == 'system' %}<|system|>
  {{ msg.content }}{%- elif msg.role == 'user' %}<|user|>
  {{ msg.content }}{%- elif msg.role == 'assistant' %}<|assistant|>
  {{ msg.content }}{%- endif %}{%- endfor %}{% if add_generation_prompt %}<|assistant|>{% else %}<|user|>{% endif %}

# === 插件 ===
plugins:
  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin

# === 硬件优化 ===
gradient_checkpointing: offload
gradient_checkpointing_kwargs:
  use_reentrant: false
cut_cross_entropy: true
wandb_project: glm4-32b-inkmix-v3

# === Wandb追踪 ===
wandb_project: qwen3-8b-inkmix-v3

# === 检查点 ===
saves_per_epoch: 2
save_total_limit: 3

# === 高级设置 ===
output_dir: /workspace/ckpts
bf16: auto
flash_attention: true
train_on_inputs: false
group_by_length: false
logging_steps: 1
trust_remote_code: true

```

</details>