update codes

.gitignore

+*.egg-info
+build/
+./dist/
+*.pyc
+dist/
+*.data
+*.log
+*.tar
+*.tar.gz
+*.zip
+docs/site
+__pycache__
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LICENSE

+Copyright (c) 2022 Robin Rombach and Patrick Esser and contributors
+
+CreativeML Open RAIL-M
+dated August 22, 2022
+
+Section I: PREAMBLE
+
+Multimodal generative models are being widely adopted and used, and have the potential to transform the way artists, among other individuals, conceive and benefit from AI or ML technologies as a tool for content creation.
+
+Notwithstanding the current and potential benefits that these artifacts can bring to society at large, there are also concerns about potential misuses of them, either due to their technical limitations or ethical considerations.
+
+In short, this license strives for both the open and responsible downstream use of the accompanying model. When it comes to the open character, we took inspiration from open source permissive licenses regarding the grant of IP rights. Referring to the downstream responsible use, we added use-based restrictions not permitting the use of the Model in very specific scenarios, in order for the licensor to be able to enforce the license in case potential misuses of the Model may occur. At the same time, we strive to promote open and responsible research on generative models for art and content generation.
+
+Even though downstream derivative versions of the model could be released under different licensing terms, the latter will always have to include - at minimum - the same use-based restrictions as the ones in the original license (this license). We believe in the intersection between open and responsible AI development; thus, this License aims to strike a balance between both in order to enable responsible open-science in the field of AI.
+
+This License governs the use of the model (and its derivatives) and is informed by the model card associated with the model.
+
+NOW THEREFORE, You and Licensor agree as follows:
+
+1. Definitions
+
+- "License" means the terms and conditions for use, reproduction, and Distribution as defined in this document.
+- "Data" means a collection of information and/or content extracted from the dataset used with the Model, including to train, pretrain, or otherwise evaluate the Model. The Data is not licensed under this License.
+- "Output" means the results of operating a Model as embodied in informational content resulting therefrom.
+- "Model" means any accompanying machine-learning based assemblies (including checkpoints), consisting of learnt weights, parameters (including optimizer states), corresponding to the model architecture as embodied in the Complementary Material, that have been trained or tuned, in whole or in part on the Data, using the Complementary Material.
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+- "Third Parties" means individuals or legal entities that are not under common control with Licensor or You.
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+
+Section II: INTELLECTUAL PROPERTY RIGHTS
+
+Both copyright and patent grants apply to the Model, Derivatives of the Model and Complementary Material. The Model and Derivatives of the Model are subject to additional terms as described in Section III.
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+2. Grant of Copyright License. Subject to the terms and conditions of this License, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable copyright license to reproduce, prepare, publicly display, publicly perform, sublicense, and distribute the Complementary Material, the Model, and Derivatives of the Model.
+3. Grant of Patent License. Subject to the terms and conditions of this License and where and as applicable, each Contributor hereby grants to You a perpetual, worldwide, non-exclusive, no-charge, royalty-free, irrevocable (except as stated in this paragraph) patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Model and the Complementary Material, where such license applies only to those patent claims licensable by such Contributor that are necessarily infringed by their Contribution(s) alone or by combination of their Contribution(s) with the Model to which such Contribution(s) was submitted. If You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Model and/or Complementary Material or a Contribution incorporated within the Model and/or Complementary Material constitutes direct or contributory patent infringement, then any patent licenses granted to You under this License for the Model and/or Work shall terminate as of the date such litigation is asserted or filed.
+
+Section III: CONDITIONS OF USAGE, DISTRIBUTION AND REDISTRIBUTION
+
+4. Distribution and Redistribution. You may host for Third Party remote access purposes (e.g. software-as-a-service), reproduce and distribute copies of the Model or Derivatives of the Model thereof in any medium, with or without modifications, provided that You meet the following conditions:
+Use-based restrictions as referenced in paragraph 5 MUST be included as an enforceable provision by You in any type of legal agreement (e.g. a license) governing the use and/or distribution of the Model or Derivatives of the Model, and You shall give notice to subsequent users You Distribute to, that the Model or Derivatives of the Model are subject to paragraph 5. This provision does not apply to the use of Complementary Material.
+You must give any Third Party recipients of the Model or Derivatives of the Model a copy of this License;
+You must cause any modified files to carry prominent notices stating that You changed the files;
+You must retain all copyright, patent, trademark, and attribution notices excluding those notices that do not pertain to any part of the Model, Derivatives of the Model.
+You may add Your own copyright statement to Your modifications and may provide additional or different license terms and conditions - respecting paragraph 4.a. - for use, reproduction, or Distribution of Your modifications, or for any such Derivatives of the Model as a whole, provided Your use, reproduction, and Distribution of the Model otherwise complies with the conditions stated in this License.
+5. Use-based restrictions. The restrictions set forth in Attachment A are considered Use-based restrictions. Therefore You cannot use the Model and the Derivatives of the Model for the specified restricted uses. You may use the Model subject to this License, including only for lawful purposes and in accordance with the License. Use may include creating any content with, finetuning, updating, running, training, evaluating and/or reparametrizing the Model. You shall require all of Your users who use the Model or a Derivative of the Model to comply with the terms of this paragraph (paragraph 5).
+6. The Output You Generate. Except as set forth herein, Licensor claims no rights in the Output You generate using the Model. You are accountable for the Output you generate and its subsequent uses. No use of the output can contravene any provision as stated in the License.
+
+Section IV: OTHER PROVISIONS
+
+7. Updates and Runtime Restrictions. To the maximum extent permitted by law, Licensor reserves the right to restrict (remotely or otherwise) usage of the Model in violation of this License, update the Model through electronic means, or modify the Output of the Model based on updates. You shall undertake reasonable efforts to use the latest version of the Model.
+8. Trademarks and related. Nothing in this License permits You to make use of Licensors’ trademarks, trade names, logos or to otherwise suggest endorsement or misrepresent the relationship between the parties; and any rights not expressly granted herein are reserved by the Licensors.
+9. Disclaimer of Warranty. Unless required by applicable law or agreed to in writing, Licensor provides the Model and the Complementary Material (and each Contributor provides its Contributions) on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied, including, without limitation, any warranties or conditions of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A PARTICULAR PURPOSE. You are solely responsible for determining the appropriateness of using or redistributing the Model, Derivatives of the Model, and the Complementary Material and assume any risks associated with Your exercise of permissions under this License.
+10. Limitation of Liability. In no event and under no legal theory, whether in tort (including negligence), contract, or otherwise, unless required by applicable law (such as deliberate and grossly negligent acts) or agreed to in writing, shall any Contributor be liable to You for damages, including any direct, indirect, special, incidental, or consequential damages of any character arising as a result of this License or out of the use or inability to use the Model and the Complementary Material (including but not limited to damages for loss of goodwill, work stoppage, computer failure or malfunction, or any and all other commercial damages or losses), even if such Contributor has been advised of the possibility of such damages.
+11. Accepting Warranty or Additional Liability. While redistributing the Model, Derivatives of the Model and the Complementary Material thereof, You may choose to offer, and charge a fee for, acceptance of support, warranty, indemnity, or other liability obligations and/or rights consistent with this License. However, in accepting such obligations, You may act only on Your own behalf and on Your sole responsibility, not on behalf of any other Contributor, and only if You agree to indemnify, defend, and hold each Contributor harmless for any liability incurred by, or claims asserted against, such Contributor by reason of your accepting any such warranty or additional liability.
+12. If any provision of this License is held to be invalid, illegal or unenforceable, the remaining provisions shall be unaffected thereby and remain valid as if such provision had not been set forth herein.
+
+END OF TERMS AND CONDITIONS
+
+
+
+
+Attachment A
+
+Use Restrictions
+
+You agree not to use the Model or Derivatives of the Model:
+- In any way that violates any applicable national, federal, state, local or international law or regulation;
+- For the purpose of exploiting, harming or attempting to exploit or harm minors in any way;
+- To generate or disseminate verifiably false information and/or content with the purpose of harming others;
+- To generate or disseminate personal identifiable information that can be used to harm an individual;
+- To defame, disparage or otherwise harass others;
+- For fully automated decision making that adversely impacts an individual’s legal rights or otherwise creates or modifies a binding, enforceable obligation;
+- For any use intended to or which has the effect of discriminating against or harming individuals or groups based on online or offline social behavior or known or predicted personal or personality characteristics;
+- To exploit any of the vulnerabilities of a specific group of persons based on their age, social, physical or mental characteristics, in order to materially distort the behavior of a person pertaining to that group in a manner that causes or is likely to cause that person or another person physical or psychological harm;
+- For any use intended to or which has the effect of discriminating against individuals or groups based on legally protected characteristics or categories;
+- To provide medical advice and medical results interpretation;
+- To generate or disseminate information for the purpose to be used for administration of justice, law enforcement, immigration or asylum processes, such as predicting an individual will commit fraud/crime commitment (e.g. by text profiling, drawing causal relationships between assertions made in documents, indiscriminate and arbitrarily-targeted use).
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README.md

-# ImageGenerate_paddle
+# ImageGenerate by paddle 
+## 模型介绍
+文图生成模型-【使用文生图、图生图进行图像的生成】
+主要分享如何定制自己的文图生成模型，只需要几张图片，即可定制开发自己想要的文图生成模型。
+文图生成任务要求模型根据所提供的描述性文本生成一张与之相对应的图片。这极大地释放了AI的想象力，也激发了人类的创意，给视觉内容创作者、文字内容创作者和大众用户带来了方便。用户可以生成多样化创意图片，并从中汲取创意灵感，打破创意瓶颈，从而可以进行创作出更优质的作品。
+## 模型结构
+文生图、图生图使用模型[MoososCap/NOVEL-MODEL]：  
+默认使用该模型进行文生图、图生图等功能实现，也可切换其他模型
+- MoososCap/NOVEL-MODEL:  
+    - feature_extractor/preprocessor_config.json  
+    - model_index.json  
+    - scheduler/scheduler_config.json  
+    - text_encoder/[model_config.json,model_state.pdparams] 
+    - tokenizer/[added_tokens.json,merges.txt,special_tokens_map.json,tokenizer_config.json,vocab.json]  
+    - unet/[config.json,model_state.pdparams] 
+    - vae/[config.json, model_state.pdparams]  
 
-A simple way to generate image by typing text or add image, also easy for training custom's key word to generate custom's images elements.
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+超分模型:  
+falsr_a,falsr_b,falsr_c,falsr 三个超分模型  
+[论文地址](https://arxiv.org/abs/1901.07261)  
+![模型图](./resources/pic_readme/falsr_network.png)
+
+## 推理和训练
+### 环境配置
+提供[光源](https://www.sourcefind.cn/#/service-details)拉取的训练以及推理的docker镜像：
+* 推理和训练镜像：
+
+* python依赖安装：
+```bash
+    pip install -r requirement.txt  
+```
+### 测试
+测试命令：
+- 测试环境、功能是否够能够正常
+```python
+python varify.py 
+```
+
+### 推理\训练代码
+【使用jupyter进行推理】  
+命令-jupyter：
+- 运行main.ipynb
+- 根据提示步骤运行推理、训练代码
+
+### 预训练模型
+预训练模型采用[MoososCap/NOVEL-MODEL]
+- MoososCap/NOVEL-MODEL:  
+    - feature_extractor/preprocessor_config.json  
+    - model_index.json  
+    - scheduler/scheduler_config.json  
+    - text_encoder/[model_config.json,model_state.pdparams] 
+    - tokenizer/[added_tokens.json,merges.txt,special_tokens_map.json,tokenizer_config.json,vocab.json]  
+    - unet/[config.json,model_state.pdparams] 
+    - vae/[config.json, model_state.pdparams]  
+
+## 生成效果 
+
+ | 文生图  | 图生图  | 定制化训练 |
+ | :----: | :-----: | :------:  |
+ ![文生图](./resources/pic_readme/txt2img.jpg)  | ![图生图](./resources/pic_readme/img2img.jpg) | ![定制化训练](./resources/pic_readme/train.jpg)   
+  
+
+
+
+## 源码仓库及问题反馈
+* https://developer.hpccube.com/codes/modelzoo/imagegenerate_paddle
+## 参考
+* https://aistudio.baidu.com/aistudio/projectdetail/4905623

model.properties

+# 模型名称
+modelName=ImageGenerate_paddle
+# 模型描述
+modelDescription=文生图、图生图模型是一种基于深度学习的图像生成算法，可应用于艺术创作提供创作思路
+# 应用场景
+appScenario=推理,训练,CV,文生图,图生图
+# 框架类型
+frameType=paddle
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requirement.txt

+OmegaConf
+safetensors
+ppdiffusers==0.9.0
+paddlenlp==2.4.9
+ipython==8.14.0
+ipywidgets==8.0.7
+pillow==9.5.0
+tqdm==4.65.0
+urllib3==1.26.12
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