update docs (#1084)

Author: lvyufeng

docs/assets/favicon.ico

@@ -0,0 +1,21 @@
+# PEFT (Prompt Engineering with Fine-Tuning)
+
+MindNLP's PEFT (Prompt Engineering with Fine-Tuning) is a methodology for fine-tuning natural language models using prompts. It allows users to tailor their models for specific tasks or domains by providing customized prompts, enabling better performance on downstream tasks.
+
+## Introduction
+
+PEFT leverages the power of prompts, which are short natural language descriptions of the task, to guide the model's understanding and behavior. By fine-tuning with prompts, users can steer the model's attention and reasoning towards relevant information, improving its performance on targeted tasks.
+
+## Supported PEFT Algorithms
+
+| Algorithm        | Description                                                  |
+|------------------|--------------------------------------------------------------|
+| [AdaLoRA](./tuners/adalora.md)          | Adaptable Prompting with Learned Rationales (AdaLoRA)        |
+| [Adaption_Prompt](./tuners/adaption_prompt.md)  | Adaptation Prompting                                          |
+| [IA3](./tuners/ia3.md)              | Iterative Alignments for Adaptable Alignment and Prompting (IA3) |
+| [LoKr](./tuners/lokr.md)             | Large-scale k-shot Knowledge Representation (LoKr)           |
+| [LoRA](./tuners/lora.md)             | Learnable Redirection of Attention (LoRA)                    |
+| [Prompt Tuning](./tuners/prompt_tuning.md)     | Prompt Tuning fine-tunes models by optimizing the prompts used during fine-tuning.              |
+
+Each algorithm offers unique approaches to prompt engineering and fine-tuning, allowing users to adapt models to diverse tasks and domains effectively.
+

docs/en/api/peft/MAIN_CLASSES/PEFT_TYPE.md

@@ -1,2 +1,2 @@
 :::mindnlp.peft.tuners.adalora.config.AdaLoraConfig
-::: mindnlp.peft.tuners.adalora.model.AdaLoraModel
+:::mindnlp.peft.tuners.adalora.model.AdaLoraModel

docs/en/api/peft/MAIN_CLASSES/Tuner.md

@@ -1,2 +1,2 @@
 :::mindnlp.peft.tuners.adaption_prompt.config.AdaptionPromptConfig
-::: mindnlp.peft.tuners.adaption_prompt.model.AdaptionPromptModel
+:::mindnlp.peft.tuners.adaption_prompt.model.AdaptionPromptModel

docs/en/api/peft/MAIN_CLASSES/config.md docs/en/api/peft/config.md

@@ -1,2 +1,2 @@
 :::mindnlp.peft.tuners.ia3.config
-::: mindnlp.peft.tuners.ia3.model
+:::mindnlp.peft.tuners.ia3.model

docs/en/api/peft/index.md

@@ -1,2 +1,2 @@
 :::mindnlp.peft.tuners.lokr.config
-::: mindnlp.peft.tuners.lokr.model
+:::mindnlp.peft.tuners.lokr.model

docs/en/api/peft/MAIN_CLASSES/mapping.md docs/en/api/peft/mapping.md

@@ -1,2 +1,2 @@
 :::mindnlp.peft.tuners.lora.config
-::: mindnlp.peft.tuners.lora.model
+:::mindnlp.peft.tuners.lora.model

docs/en/api/peft/MAIN_CLASSES/peft_model.md docs/en/api/peft/peft_model.md

@@ -0,0 +1,2 @@
+:::mindnlp.peft.tuners.prompt_tuning.config
+:::mindnlp.peft.tuners.prompt_tuning.model

docs/en/api/peft/ADAPTERS/AdaLoRA.md docs/en/api/peft/tuners/adalora.md

@@ -0,0 +1,2 @@
+gradio
+mdtex2html

docs/en/api/peft/ADAPTERS/Adaption_Prompt.md docs/en/api/peft/tuners/adaption_prompt.md

@@ -2,9 +2,9 @@
 import gradio as gr
 import mdtex2html
 
-model = AutoModelForSeq2SeqLM.from_pretrained("THUDM/chatglm-6b").half()
+model = AutoModelForSeq2SeqLM.from_pretrained("ZhipuAI/ChatGLM-6B", mirror='modelscope').half()
 model.set_train(False)
-tokenizer = AutoTokenizer.from_pretrained("THUDM/chatglm-6b")
+tokenizer = AutoTokenizer.from_pretrained("ZhipuAI/ChatGLM-6B", mirror='modelscope')
 
 """Override Chatbot.postprocess"""
 
@@ -81,8 +81,7 @@ def reset_state():
     with gr.Row():
         with gr.Column(scale=4):
             with gr.Column(scale=12):
-                user_input = gr.Textbox(show_label=False, placeholder="Input...", lines=10).style(
-                    container=False)
+                user_input = gr.Textbox(show_label=False, placeholder="Input...", lines=10, container=False)
             with gr.Column(min_width=32, scale=1):
                 submitBtn = gr.Button("Submit", variant="primary")
         with gr.Column(scale=1):

docs/en/api/peft/ADAPTERS/IA3.md docs/en/api/peft/tuners/ia3.md

@@ -10,27 +10,38 @@ nav:
   - Supported Models: supported_models.md
   - How-To Contribute:  contribute.md
   - API Reference:
-      - accelerate: api/accelerate.md
-      - data: api/data.md
-      - dataset: api/dataset.md
-      - engine: api/engine.md
-      - modules: api/modules.md
-      - parallel: api/parallel.md
-      - peft: 
-          MAIN CLASSES: 
-              PEFT model: api/peft/MAIN_CLASSES/peft_model.md
-              PEFT mapping: api/peft/MAIN_CLASSES/mapping.md
-              Configuration: api/peft/MAIN_CLASSES/config.md
-          ADAPTERS: 
-              AdaLoRA: api/peft/ADAPTERS/AdaLoRA.md
-              Adaption_Prompt: api/peft/ADAPTERS/Adaption_Prompt.md
-              IA3: api/peft/ADAPTERS/IA3.md
-              LoKr: api/peft/ADAPTERS/LoKr.md
-              LoRA: api/peft/ADAPTERS/LoRA.md
-      - sentence: api/sentence.md
-      - transformers: api/transformers.md
-      - trl: api/trl.md
-      - utils: api/utils.md
+      - Accelerate: api/accelerate.md
+      - Data: api/data.md
+      - Dataset: api/dataset.md
+      - Engine: api/engine.md
+      - Modules: api/modules.md
+      - Parallel: api/parallel.md
+      - PEFT:
+          - api/peft/index.md
+          - tuners: 
+              AdaLoRA: api/peft/tuners/adalora.md
+              Adaption_Prompt: api/peft/tuners/adaption_prompt.md
+              IA3: api/peft/tuners/ia3.md
+              LoKr: api/peft/tuners/lokr.md
+              LoRA: api/peft/tuners/lora.md
+              Prompt tuning: api/peft/tuners/prompt_tuning.md
+          - utils:
+              - merge_utils: api/peft/utils/merge_utils.md
+          - config: api/peft/config.md
+          - mapping: api/peft/mapping.md
+          - peft_model: api/peft/peft_model.md
+
+      - Sentence: api/sentence.md
+      - Transformers:
+          - api/transformers/index.md
+          - generation: 
+              - api/transforemrs/generation/index.md
+          - models:
+              - api/transforemrs/models/index.md
+          - pipeline:
+              - api/transforemrs/pipeline/index.md
+      - TRL: api/trl.md
+      - Utils: api/utils.md
   - Notes:
       - Change Log: notes/changelog.md
       - Code of Conduct: notes/code_of_conduct.md
@@ -41,24 +52,26 @@ theme:
   palette:
     - media: "(prefers-color-scheme: light)"
       scheme: default
-      primary: black
+      primary: indigo
+      accent: indigo
       toggle:
-        icon: material/weather-sunny
+        icon: material/brightness-7
         name: Switch to dark mode
     - media: "(prefers-color-scheme: dark)"
       scheme: slate
       primary: black
+      accent: indigo
       toggle:
-        icon: material/weather-night
-        name: Switch to light mode
+        icon: material/brightness-4
+        name: Switch to system preference
   features:
     # - navigation.instant  # see https://github.com/ultrabug/mkdocs-static-i18n/issues/62
     - navigation.tracking
     - navigation.tabs
-    - navigation.sections
     - navigation.indexes
     - navigation.top
     - navigation.footer
+    - navigation.path
     - toc.follow
     - search.highlight
     - search.share
@@ -69,6 +82,9 @@ theme:
     - content.code.copy
     - content.code.select
     - content.code.annotations
+  favicon: assets/favicon.ico
+  icon:
+    logo: logo
 
 markdown_extensions:
   # Officially Supported Extensions
@@ -146,9 +162,9 @@ plugins:
 extra:
   generator: false
   social:
-    # - icon: fontawesome/solid/paper-plane
-    #   link: mailto:[email protected]
-    # - icon: fontawesome/brands/github
-    #   link: https://github.com/mindspore-lab/mindcv
-    # - icon: fontawesome/brands/zhihu
-    #   link: https://www.zhihu.com/people/mindsporelab
+    - icon: fontawesome/solid/paper-plane
+      link: mailto:[email protected]
+    - icon: fontawesome/brands/github
+      link: https://github.com/mindspore-lab/mindnlp
+    - icon: fontawesome/brands/zhihu
+      link: https://www.zhihu.com/people/lu-yu-feng-46-1