From 4286570aaff4d82c19d4c3d496f46355950a7ca3 Mon Sep 17 00:00:00 2001 From: zhangruipeng Date: Mon, 17 Feb 2025 18:36:42 +0800 Subject: [PATCH] Add the readme file for the peft. --- examples/singa_peft/README.md | 67 ++++++++++++++++++++++++++++++ examples/singa_peft/docs/peft.png | Bin 0 -> 74792 bytes 2 files changed, 67 insertions(+) create mode 100644 examples/singa_peft/README.md create mode 100644 examples/singa_peft/docs/peft.png diff --git a/examples/singa_peft/README.md b/examples/singa_peft/README.md new file mode 100644 index 000000000..76da6b690 --- /dev/null +++ b/examples/singa_peft/README.md @@ -0,0 +1,67 @@ + + +# Singa PEFT + +## Code structure design + +The code structure design is shown in the following figure. For details, please refer to the next section, which will give a detailed explanation. + +img.png + + +## Code structure specification + +The code structure is shown in the tree structure below, which is specified as follows: + +``` +_singa-peft/ +├── __init__.py +├── tuner/ +│ ├── __init__.py +│ ├── base_tuner.py +│ └── linear_lora/ +│ ├── __init__.py +│ ├── config.py +│ ├── layer.py +│ └── tuner.py +├── peft_config.py +├── peft_registry.py +└── peft_model.py +``` + +`peft_config.py` contains the peft configuration base class **PeftConfig**, which defines some common parameters. All other peft configuration classes must inherit from this class. + + +`peft_registry.py` contains the **PeftRegistry** class. You can register a new peft tuner by using the annotation `@PeftRegistry.register("xxx")`. + + +`base_tuner.py` contains the **BaseTuner** class, which is the base class for all tuners. All peft methods must inherit from this class and implement `inject` and `merge_weights` abstract methods. + + +`linear_lora/config.py` contains **LinearLoraConfig** class, and inherits from **PeftConfig** class, which includes the necessary parameters for lora method. + + +`linear_lora/layer.py` contains the **LinearLoRALayer** class, which is the implementation of the Lora method in a linear layer. The tuner's `inject` method replaces the linear layer in the base model with this layer. + + +`linear_lora/tuner.py` contains **LinearLoraTuner** class, which inherits from **BaseTuner** class. First you need to register the peft method with the annotation `@PeftRegistry.register("linear_lora")` on the class. Next, you need to implement abstract methods that inherit from **BaseTuner**, including `inject` and `merge_weights` abstraction methods. The `inject` method implementation specifies the layers to replace, for example, the normal `linear layer` instead of the `linearLora layer`. The `merge_weights` method merges the parameters of the replaced layers to speed up the inference. + + +Finally, if you want to extend the new peft method, you can follow the script in the `linear_lora` directory. In addition, you need to expose the corresponding classes and methods in the `__init__.py` file. Also see the scripts in the `examples` directory for how to use the library. diff --git a/examples/singa_peft/docs/peft.png b/examples/singa_peft/docs/peft.png new file mode 100644 index 0000000000000000000000000000000000000000..fa0e1e60ba7e0d50dc5e41c1a141ef90a6a2569f GIT binary patch literal 74792 zcmcfpWmuG5{|1bz*b0ae0s=~iw19M}lz`$LxXhZkV8r5 zP(w4oyHLFE=Xv)2zsIq^>^b-_GuJiiTJ@{*JQw~iAkz3(DXyM5a|U1LnS|1rGw0XO zoH;jt`5gErigzdN%$c`mWF(%vbk<$2@YN!2EiF1cVwp>DsyYyITeaKPJpZJbnfdBP z;(9-U6#Y6seNwx}7Ze|U@r$WG?{_;|{t5^w8_*Jb2*mm#6$us4d>#Piui^U>8n5tYx12|KodoXV~FxUfzZW z$@{yP|NNzPyd3CtKipSY2xzGO36V=2&l56j2@*KH{Qj<=Ah%U_zR(W!1BY(@+k?yCD6G${qS1K$ zb2puV;k&HCqjOR=ny~DOaOIrdvtTL~zw4T*pUvq#)T+!gm}uYga==A-jlNs^kbAs% zz;;lIM?{!9P;_;gu82gnO>5x*?&rRSq~)DB?pxQouu)z3u@4Jw1m9Y-z1}KMiLxST z@?BIPOxfj}v67sgr6Lf!dz`cDeXhi%v4)`jn8k~QmT%R1uzUA)J-F4vi)%RsS49z~ zb?83$x{$7j>luP>U@0=?>=e8jit5Q>**WRt$t%|}s~(zD13mrx*g-uIrJqFl=i-^( zO9_A9{>%v|V?@(KmH&zv(eO6xOVz+5fAeB 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