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notes/ai/llm/llm-awesome.md

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- [coder-hxl/x-crawl](https://github.com/coder-hxl/x-crawl)
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- MIT, TS
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- Node.js AI-assisted crawler library
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- [andrewyng/translation-agent](https://github.com/andrewyng/translation-agent)
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- Agentic translation using reflection workflow
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- Coding
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- [replit/ReplitLM](https://github.com/replit/ReplitLM)
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- [albertan017/LLM4Decompile](https://github.com/albertan017/LLM4Decompile)
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- [llm-attacks/llm-attacks](https://github.com/llm-attacks/llm-attacks)
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- https://huggingface.co/blog/mlabonne/abliteration
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- [HN](https://news.ycombinator.com/item?id=40665721)
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- Promopt
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- [langgptai/LangGPT](https://github.com/langgptai/LangGPT)
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- 结构化提示词
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- [linexjlin/GPTs](https://github.com/linexjlin/GPTs)
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- leaked prompts of GPTs
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- Vision
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- [vikhyat/moondream](https://github.com/vikhyat/moondream)
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- tiny vision language model
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- [stanfordnlp/dspy](https://github.com/stanfordnlp/dspy)
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- DSPy: The framework for programming—not prompting—foundation models
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- [BloopAI/bloop](https://github.com/BloopAI/bloop)
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- Answer questions about your code with an LLM agent
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- [HazyResearch/flash-attention](https://github.com/HazyResearch/flash-attention)

notes/ai/llm/llm-faq.md

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## Pricing
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| Model | 1M input/output |
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| ------------------------------------: | --------------: |
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| gpt-4o | $5.00 / $15.00 |
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| gpt-4o-mini | $0.150 / $0.60 |
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| o1-preview | $15.00 / $60.00 |
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| o1-mini | $3.00 / $12.00 |
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| Anthropic Claude 3 Opus | $15.00 / $75.00 |
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| Groq Llama 3.1 70B Versatile 128k | $0.59 / $0.79 |
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| Groq Whisper V3 Large | $0.111/h |
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| DeepInfra Llama-3.1-70B-Instruct 128k | $0.35 / $0.40 |
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| DeepInfra Qwen2-72b 32k | $0.35 / $0.40 |
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| Model | 1M input/output | notes |
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| ------------------------------------: | ---------------: | --------- |
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| gpt-4o | $5.00 / $15.00 |
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| o1-preview | $15.00 / $60.00 |
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| o1-mini | $3.00 / $12.00 |
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| gpt-4o-mini | $0.15 / $00.60 |
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| Gemini 1.5 Pro 128K | $3.5.00 / $10.50 |
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| Gemini 1.5 Flash 128K | $0.075 / $00.30 |
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| Gemini 1.5 Flash > 128K | $0.15 / $00.60 |
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| Gemini 1.5 {Flash/Pro}-002 | 50% | limits\*2 |
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| Claude 3.5 Sonnet 200K | $3.00 / $15.00 |
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| Claude 3 Haiku 200K | $0.25 / $01.25 |
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| Anthropic Claude 3 Opus | $15.00 / $75.00 |
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| Groq Llama 3.1 70B Versatile 128k | $0.59 / $00.79 |
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| Groq Whisper V3 Large | $0.111/h |
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| DeepInfra Llama-3.1-70B-Instruct 128k | $0.35 / $0.40 |
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| DeepInfra Qwen2-72b 32k | $0.35 / $0.40 |
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:::tip
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- 小模型里 gpt-4o-mini 目前是性价比最好的
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- 开源模型的速度可以非常快,能实现 multi agent 这种模式
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- Gemini 1.5 Flash 支持 1M context window
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- Gemini 1.5 Pro 支持 2M context window
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:::
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| app | price | quota |
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| ------------ | ------------------ | ----------------- |
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| ChatGPT Plus | $20 | 4o 80/3h, 4 40/3h |
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| ChatGPT Team | $25/年付, $30/月付 | 2\*Plus |
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- ChatGPT Plus/Team 限制
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- https://help.openai.com/en/articles/6950777-what-is-chatgpt-plus#h_d78bb59065
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- https://www.together.ai/pricing
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- https://deepinfra.com/pricing
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- https://groq.com/pricing/
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- https://openai.com/api/pricing/
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- https://www.anthropic.com/pricing
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- 参考
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- https://www.vellum.ai/blog/llama-3-1-70b-vs-gpt-4o-vs-claude-3-5-sonnet
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## model metrics
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notes/ai/ml/cvat.md

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- [cvat-ai/cvat](https://github.com/cvat-ai/cvat)
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- MIT, Python, TS
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- Powerful and efficient Computer Vision Annotation Tool (CVAT)
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- by Intel
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- 支持 OpenCV
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- 支持基于模型的自动化标注

notes/ai/ml/gan.md

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- [From Scratch - GAN](https://ym2132.github.io/GenerativeAdversarialNetworks_Goodfellow)
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- https://github.com/YM2132/YMPaperImplementations/blob/main/paper_implementations/python_implemenations/GAN_Goodfellow.py
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- https://poloclub.github.io/ganlab/
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- [hindupuravinash/the-gan-zoo](https://github.com/hindupuravinash/the-gan-zoo)
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- A list of all named GANs!

notes/ai/ml/jax.md

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# JAX
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- [google/jax](https://github.com/google/jax)
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- Apache-2.0, Python, C++
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- Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
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- 参考
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- [vopani/jaxton](https://github.com/vopani/jaxton)
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- exercises to learn JAX
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- [felafax/felafax](https://github.com/felafax/felafax)
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- [PyTorch is dead. Long live JAX.](https://neel04.github.io/my-website/blog/pytorch_rant/)

notes/ai/ml/libs/ml-libs-awesome.md

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- [flash_attn](https://github.com/Dao-AILab/flash-attention) - Flash Attention
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- 不支持 macOS/Apple Silicon
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- timm - PyTorch Image Models
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- [ml-tooling/best-of-ml-python](https://github.com/ml-tooling/best-of-ml-python)
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- https://pypi.org/classifiers/

notes/ai/ml/ml-awesome.md

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- https://magnific.ai/
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- image
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- https://huggingface.co/datasets/vivym/midjourney-messages
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- [openai/CLIP](https://github.com/openai/CLIP)
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- MIT
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- CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image
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- video
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- [blakeblackshear/frigate](https://github.com/blakeblackshear/frigate)
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- MIT, Python, TS
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- XCiT
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- DINO - Self-Supervised Vision Transformers
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- PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO
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- text & image
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- [Yutong-Zhou-cv/Awesome-Text-to-Image](https://github.com/Yutong-Zhou-cv/Awesome-Text-to-Image)
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- tts
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- audio/music/speech/voice/tts
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- [microsoft/muzic](https://github.com/microsoft/muzic)
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- [yl4579/StyleTTS2](https://github.com/yl4579/StyleTTS2)
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- MIT, Python
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- [HN](https://news.ycombinator.com/item?id=38335255)
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- NVIDIA Research
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- [THUDM](https://github.com/THUDM)
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- 清华 KEG & 数据挖掘
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- apps/ios/android
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- [niedev/RTranslator](https://github.com/niedev/RTranslator)
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- Apache-2.0, C++, Java
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- [PKU-YuanGroup/Video-LLaVA](https://github.com/PKU-YuanGroup/Video-LLaVA)
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- [GokuMohandas/MadeWithML](https://github.com/GokuMohandas/MadeWithML)
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- [josephmisiti/awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning)
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- [ml-tooling/best-of-ml-python](https://github.com/ml-tooling/best-of-ml-python)
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- [TheAlgorithms/Python](https://github.com/TheAlgorithms/Python)
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- [freeCodeCamp/freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp)
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## UI/Desktop/GUI/WebUI {#ui}
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- [lobehub/lobe-chat](https://github.com/lobehub/lobe-chat)
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- Apache-2.0, TypeScript
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- [JetBrains/KotlinDL](https://github.com/JetBrains/KotlinDL)
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- Kotlin DSL for ML
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## Library
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- js/ts/nodejs
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- [dexaai/openai-fetch](https://github.com/dexaai/openai-fetch)
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- vercel/ai
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## Learn
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- [google-research/google-research](https://github.com/google-research/google-research)
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- [PyTorch vs TensorFlow in 2022](https://www.assemblyai.com/blog/pytorch-vs-tensorflow-in-2022/)
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- [HN](https://news.ycombinator.com/item?id=29552665)
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## Service
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- [openvinotoolkit/cvat](https://github.com/openvinotoolkit/cvat)
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- Powerful and efficient Computer Vision Annotation Tool (CVAT)
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## Language
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- [JetBrains/KotlinDL](https://github.com/JetBrains/KotlinDL)
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- Kotlin DSL for ML
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- [ZHKKKe/MODNet](https://github.com/ZHKKKe/MODNet)
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## Music
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notes/ai/ml/stable-diffusion/README.md

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- SD Turbo
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- [stabilityai/stable-video-diffusion-img2vid-xt](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt)
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- Image-to-Video
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- [vladmandic/automatic](https://github.com/vladmandic/automatic)
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- AGPLv3, Python
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- SD.Next: Advanced Implementation of Stable Diffusion and other Diffusion-based generative image models
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- [ChenWu98/cycle-diffusion](https://github.com/ChenWu98/cycle-diffusion)
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- studio/webui
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- [modelscope/DiffSynth-Studio](https://github.com/modelscope/DiffSynth-Studio)
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- models
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- https://huggingface.co/cagliostrolab/animagine-xl-3.1
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- 参考
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- https://stable-diffusion-art.com/
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notes/algorithm/cv/imagemagick.md

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- [ImageMagick/ImageMagick](https://github.com/ImageMagick/ImageMagick)
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- http://www.imagemagick.org/script/formats.php
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- PNG, JPEG, GIF, HEIC, TIFF, DPX, EXR, WebP, Postscript, PDF, and SVG
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# FAQ
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## The convert command is deprecated in IMv7, use "magick" instead of "convert" or "magick convert"
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- `convert` -> `magick convert`
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- IM7
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---
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- convert, mogrify, identify, composite -> magick

notes/blockchain/eth/chainlist.md

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- Explorer https://eips.ethereum.org/EIPS/eip-3091
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- 模型参考 https://github.com/ethereum-lists/chains/blob/master/_data/chains/eip155-1.json
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- https://github.com/satoshilabs/slips/blob/master/slip-0044.md
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- https://tron.network/
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- tron20
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- TRONIX mainnet native token
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- 波场
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- DPoS(Delegated Proof of Stake,代理权益证明)
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| Chain | Symbol | Date | Proof |
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| --------------------------- | ------ | ------- | ----- |

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