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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README-cn.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: mistralai/Mistral-Nemo-Instruct-2407
+tags:
+- roleplay
+- conversational
+- axolotl
+---
+
+# 残响 MN 12b (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！
+
+## 推荐配置
+对话模板: Mistral v7 Tekken  
+采样器:
+视效果自行调整！
+
+## 致谢
+特别鸣谢 Allura 和 ilya <3  
+衷心感谢 Axolotl（训练框架）、Mistral（基础模型）、Nebius（GPU资源）的开发者们，以及我的银行（感谢它提供的信用卡）
+
+## 其他
+
+[<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: `0.8.0.dev0`
+```yaml
+# === 模型配置 ===
+base_model: mistralai/Mistral-Nemo-Instruct-2407  # 例如 "mistralai/Mistral-Small-24B-Instruct-2501"
+load_in_8bit: false
+load_in_4bit: false
+
+# === 训练设置 ===
+num_epochs: 2
+micro_batch_size: 16
+gradient_accumulation_steps: 1
+sequence_len: 8192
+sample_packing: true
+pad_to_sequence_len: true
+
+# === 超参数配置 ===
+optimizer: apollo_adamw
+# 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
+
+# === 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
+
+dataset_prepared_path: last_run_prepared
+chat_template: jinja
+chat_template_jinja: |
+  {{- bos_token }}{%- for message in messages %}
+  {%- if message['role'] == 'system' %}
+  {{- '[SYSTEM_PROMPT]' + message['content'] + '[/SYSTEM_PROMPT]' }}
+  {%- elif message['role'] == 'user' %}
+  {{- '[INST]' + message['content'] + '[/INST]' }}
+  {%- elif message['role'] == 'assistant' %}
+  {{- message['content'] + eos_token }}
+  {%- endif %}
+  {%- endfor %}
+
+# === 插件 ===
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
+
+# === 硬件优化 ===
+gradient_checkpointing: unsloth
+gradient_checkpointing_kwargs:
+  use_reentrant: false
+liger_rope: true
+liger_rms_norm: true
+liger_glu_activation: true
+cut_cross_entropy: true
+torch_compile: true
+# 多 GPU 时启用:
+# deepspeed: [DEEPSPEED_CONFIG_PATH]  # 例如 "deepspeed_configs/zero3_bf16.json"
+
+# === Wandb 追踪 ===
+wandb_project: nemo12b-inkmix-v3
+
+# === 检查点 ===
+saves_per_epoch: 2
+save_total_limit: 3
+
+# === 高级设置 ===
+output_dir: offload
+bf16: auto
+flash_attention: true
+train_on_inputs: false
+group_by_length: false
+logging_steps: 1
+trust_remote_code: true
+# nemo 原生不支持系统提示
+tokens:
+  - "[SYSTEM_PROMPT]"
+  - "[/SYSTEM_PROMPT]"
+special_tokens:
+  pad_token: "<pad>"
+
+```
+
+</details>

README.md

@@ -0,0 +1,138 @@
+---
+library_name: transformers
+license: apache-2.0
+base_model: mistralai/Mistral-Nemo-Instruct-2407
+tags:
+- roleplay
+- conversational
+- axolotl
+---
+
+# Remnant MN 12b (series 1)
+
+[English](./README.md) | [简体中文](./README-cn.md)
+
+*There's a wisp of dust in the air. It feels like its from a bygone era, but you don't know where from. It lands on your tongue. It tastes nice.*
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/634262af8d8089ebaefd410e/_ovgodU331FO4YAqFGCnk.png)
+
+Remnant is a series of finetuned LLMs focused on SFW and NSFW roleplaying and conversation.
+
+## Quants
+GGUF:
+- Todo!
+
+EXL3:
+- Todo!
+
+EXL2:
+- Todo!
+
+MISC:
+- Todo!
+
+## Recommended Settings
+Chat template: Mistral v7 Tekken  
+Samplers:
+IDK! Your mileage may vary!
+
+## Credits
+Humongous thanks to Allura, ilya <3  
+Big thanks to the developers of Axolotl (whose training framework I used), Mistral (whose model I used), Nebius (whose GPUs I used), and my bank (whose debit card I used)
+
+## Misc
+
+[<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>See axolotl config</summary>
+
+axolotl version: `0.8.0.dev0`
+```yaml
+# === Model Configuration ===
+base_model: mistralai/Mistral-Nemo-Instruct-2407  # e.g. "mistralai/Mistral-Small-24B-Instruct-2501"
+load_in_8bit: false
+load_in_4bit: false
+
+# === Training Setup ===
+num_epochs: 2
+micro_batch_size: 16
+gradient_accumulation_steps: 1
+sequence_len: 8192
+sample_packing: true
+pad_to_sequence_len: true
+
+# === Hyperparameter Configuration ===
+optimizer: apollo_adamw
+# Apollo-mini configuration:
+optim_args: "proj=random,rank=1,scale=128.0,scale_type=tensor,update_proj_gap=200"
+# Regular Apollo configuration:
+# optim_args: 
+optim_target_modules: all_linear
+learning_rate: 1e-5
+lr_scheduler: rex
+weight_decay: 0.01
+warmup_ratio: 0.05
+
+# === Data Configuration ===
+datasets:
+  - path: allura-org/inkmix-v3.0
+    type: chat_template
+    split: train
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+
+dataset_prepared_path: last_run_prepared
+chat_template: jinja
+chat_template_jinja: |
+  {{- bos_token }}{%- for message in messages %}
+  {%- if message['role'] == 'system' %}
+  {{- '[SYSTEM_PROMPT]' + message['content'] + '[/SYSTEM_PROMPT]' }}
+  {%- elif message['role'] == 'user' %}
+  {{- '[INST]' + message['content'] + '[/INST]' }}
+  {%- elif message['role'] == 'assistant' %}
+  {{- message['content'] + eos_token }}
+  {%- endif %}
+  {%- endfor %}
+
+# === Plugins ===
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
+
+# === Hardware Optimization ===
+gradient_checkpointing: unsloth
+gradient_checkpointing_kwargs:
+  use_reentrant: false
+liger_rope: true
+liger_rms_norm: true
+liger_glu_activation: true
+cut_cross_entropy: true
+torch_compile: true
+# Only if using multiple GPUs:
+# deepspeed: [DEEPSPEED_CONFIG_PATH]  # e.g. "deepspeed_configs/zero3_bf16.json"
+
+# === Wandb Tracking ===
+wandb_project: nemo12b-inkmix-v3
+
+# === Checkpointing ===
+saves_per_epoch: 2
+save_total_limit: 3
+
+# === Advanced Settings ===
+output_dir: offload
+bf16: auto
+flash_attention: true
+train_on_inputs: false
+group_by_length: false
+logging_steps: 1
+trust_remote_code: true
+# nemo doesnt support system prompt ootb
+tokens:
+  - "[SYSTEM_PROMPT]"
+  - "[/SYSTEM_PROMPT]"
+special_tokens:
+  pad_token: "<pad>"
+
+```
+
+</details>

config.json

@@ -0,0 +1,37 @@
+{
+    "architectures": [
+        "MistralForCausalLM"
+    ],
+    "attention_dropout": 0.0,
+    "bos_token_id": 1,
+    "eos_token_id": 2,
+    "head_dim": 128,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 14336,
+    "max_position_embeddings": 131072,
+    "model_type": "mistral",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 40,
+    "num_key_value_heads": 8,
+    "rms_norm_eps": 1e-05,
+    "rope_theta": 1000000.0,
+    "sliding_window": null,
+    "tie_word_embeddings": false,
+    "torch_dtype": "bfloat16",
+    "transformers_version": "4.50.0",
+    "use_cache": false,
+    "vocab_size": 131074,
+    "quantization_config": {
+        "quant_method": "exl2",
+        "version": "0.2.9",
+        "bits": 3.0,
+        "head_bits": 8,
+        "calibration": {
+            "rows": 115,
+            "length": 2048,
+            "dataset": "(default)"
+        }
+    }
+}

generation_config.json

@@ -0,0 +1,7 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "do_sample": true,
+  "eos_token_id": 2,
+  "transformers_version": "4.50.0"
+}

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