From 0846013378ce692a5ec37a398afb55e3467aca48 Mon Sep 17 00:00:00 2001 From: shadowcz007 Date: Thu, 22 Aug 2024 14:46:11 +0800 Subject: [PATCH] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=20MiniCPM-V=202.6=20int4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- README.md | 42 +++++---- __init__.py | 11 +++ assets/1724308322276.png | Bin 0 -> 347787 bytes nodes/MiniCPMNode.py | 127 ++++++++++++++++++++++++++ nodes/PromptNode.py | 8 +- pyproject.toml | 2 +- requirements.txt | 6 +- web/javascript/checkVersion_mixlab.js | 2 +- web/javascript/image_mixlab.js | 19 ++-- 9 files changed, 185 insertions(+), 32 deletions(-) create mode 100644 assets/1724308322276.png create mode 100644 nodes/MiniCPMNode.py diff --git a/README.md b/README.md index 8f527a6a..50ca1f36 100644 --- a/README.md +++ b/README.md @@ -6,26 +6,31 @@ 商务合作请联系 389570357@qq.com For business cooperation, please contact email 389570357@qq.com - ##### `最新`: -- 移动端适配、修改app模式的Mask编辑器 -- 增加p5.js作为输入节点 -[workflow](./workflow/p5workflow.json) -[workflow2](./workflow/p5-video-workflow.json) +- 增加 MiniCPM-V 2.6 int4 + +This is the int4 quantized version of MiniCPM-V 2.6. +Running with int4 version would use lower GPU memory (about 7GB). + +- 移动端适配、修改 app 模式的 Mask 编辑器 + +- 增加 p5.js 作为输入节点 + [workflow](./workflow/p5workflow.json) + [workflow2](./workflow/p5-video-workflow.json) -- App模式增加batch prompt,批量提示词,可以把动态提示词批量组成后运行 +- App 模式增加 batch prompt,批量提示词,可以把动态提示词批量组成后运行 ![alt text](./assets/1722517810720.png) -- 增加 API Key Input 节点,用于管理LLM的Key,同时优化LLM相关节点,为后续agent模式做准备 +- 增加 API Key Input 节点,用于管理 LLM 的 Key,同时优化 LLM 相关节点,为后续 agent 模式做准备 -- 增加 SiliconflowLLM,可以使用由Siliconflow提供的免费LLM +- 增加 SiliconflowLLM,可以使用由 Siliconflow 提供的免费 LLM - - #### `相关插件推荐` [comfyui-liveportrait](https://github.com/shadowcz007/comfyui-liveportrait) @@ -60,8 +64,8 @@ For business cooperation, please contact email 389570357@qq.com - 发布为 app 的 workflow,可以在右键里再次编辑了 - web app 可以设置分类,在 comfyui 右键菜单可以编辑更新 web app - 支持动态提示 -- 支持把输出显示到comfyui背景(TouchDesigner 风格) -- 如果转为web app打开是空白的,注意检查下插件目录的名字需要是:comfyui-mixlab-nodes(如果是zip包下载会多了个-main的后缀,需要去掉) +- 支持把输出显示到 comfyui 背景(TouchDesigner 风格) +- 如果转为 web app 打开是空白的,注意检查下插件目录的名字需要是:comfyui-mixlab-nodes(如果是 zip 包下载会多了个-main 的后缀,需要去掉) ![](./assets/微信图片_20240421205440.png) @@ -190,7 +194,6 @@ pip install llama-cpp-python \ > The composite images node overlays a foreground image onto a background image at specified positions and scales, with optional blending modes and masking capabilities. position : 'overall',"center_center","left_bottom","center_bottom","right_bottom","left_top","center_top","right_top" - ![layers](./assets/layers-workflow.svg) ![poster](./assets/poster-workflow.svg) @@ -224,9 +227,16 @@ pip install llama-cpp-python \ #### TextImage -> [下载字体](https://drxie.github.io/OSFCC/)放到 ```custom_nodes/comfyui-mixlab-nodes/assets/fonts``` +> [下载字体](https://drxie.github.io/OSFCC/)放到 `custom_nodes/comfyui-mixlab-nodes/assets/fonts` + +#### MiniCPM-VQA Simple + +This is the int4 quantized version of MiniCPM-V 2.6. +Running with int4 version would use lower GPU memory (about 7GB). +[模型](https://huggingface.co/openbmb/MiniCPM-V-2_6-int4) +![alt text](assets/1724308322276.png) ### Style @@ -269,11 +279,11 @@ Add edges to an image. > LaMaInpainting(需要手动安装) -* simple-lama-inpainting 里的pillow造成冲突,暂时从依赖里移除,如果有安装 simple-lama-inpainting ,节点会自动添加,没有,则不会自动添加。 +- simple-lama-inpainting 里的 pillow 造成冲突,暂时从依赖里移除,如果有安装 simple-lama-inpainting ,节点会自动添加,没有,则不会自动添加。 from [simple-lama-inpainting](https://github.com/enesmsahin/simple-lama-inpainting) -* [问题汇总](https://github.com/shadowcz007/comfyui-mixlab-nodes/issues/294) +- [问题汇总](https://github.com/shadowcz007/comfyui-mixlab-nodes/issues/294) > rembgNode diff --git a/__init__.py b/__init__.py index c33b3913..06c27681 100644 --- a/__init__.py +++ b/__init__.py @@ -1397,5 +1397,16 @@ def mix_status(request): except Exception as e: logging.info('TripoSR.available False' ) +from .nodes.MiniCPMNode import MiniCPM_VQA_Simple +try: + + logging.info('MiniCPMNode.available') + # logging.info( folder_paths.get_temp_directory()) + NODE_CLASS_MAPPINGS['MiniCPM_VQA_Simple']=MiniCPM_VQA_Simple + NODE_DISPLAY_NAME_MAPPINGS["MiniCPM_VQA_Simple"]= "MiniCPM VQA Simple" + +except Exception as e: + logging.info('MiniCPMNode.available False' ) + logging.info('\033[93m -------------- \033[0m') diff --git a/assets/1724308322276.png b/assets/1724308322276.png new file mode 100644 index 0000000000000000000000000000000000000000..22665b2e584bd11b3aa5354912cf21d3e7862ab8 GIT binary patch literal 347787 zcmeFZc{r5)|32JGcSVXAgH*~+4HL3P89P}MiDt5lEXkl0lFBwi!bGxU7z`4|9+Iu> zW9&%Z<=gt74AF#a5?_R?VVaXuBk^jMR1%pycwDze6^@|wgTfgjp)Uf zelrix`qs0^$78%TwMp-;YZ6M3`)Pa6d*%Gs2=0jSOI?<>;iJLdyOk6N1S-CN|8?nA zcosj*E18$XZaL6FuKrP(i=!#%I`zykJxwEFlVxGNz0VR27EQ&i7MU=SmJ7b{V?(@p zT;-}mUmnK|6bpP4tF8EK>)?d>tT96GPo7Nnx;!)Ovl=M4pu9`D9+@nAdFB?=;-L*B zvQXrur1$RH3cL5q{>t#UJ~+5b0NVOn^@fB`&4%Q!as*+5CCKNc^f#ZFz|mLe>oP=1 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z+&EvXy40BG|M&5u!c~=BXj8214vP_LQcd@|*E@Ql6fT4P3h6iwHYCRBlii?Umr=#v zUBAN$1_?str-ADrYVSBT9P5!>vQ+}l_nH4!RR{-my%owuHBc5yF`zsG9H&~M$lO1t zWh~=+V)yEyH+q1+3f?GolCv5C8rER5+-nO@16A6;3LN%AOu`B$naV#<|L2*RH~TVJ yC_ucJ1*G|clQ8g$n1eq$NL(eYzrSqj`}r$4VY%9q>&m}?|Kw#CjVJ^f$T+Oebn literal 0 HcmV?d00001 diff --git a/nodes/MiniCPMNode.py b/nodes/MiniCPMNode.py new file mode 100644 index 00000000..94ddbf01 --- /dev/null +++ b/nodes/MiniCPMNode.py @@ -0,0 +1,127 @@ +# Referenced some code:https://github.com/IuvenisSapiens/ComfyUI_MiniCPM-V-2_6-int4 + +import os +import torch +import folder_paths +from transformers import AutoTokenizer, AutoModel +from torchvision.transforms.v2 import ToPILImage +from decord import VideoReader, cpu # pip install decord +from PIL import Image + +def get_model_path(n=""): + try: + return folder_paths.get_folder_paths(n)[0] + except: + return os.path.join(folder_paths.models_dir, n) + + +class MiniCPM_VQA_Simple: + def __init__(self): + self.model_checkpoint = None + self.tokenizer = None + self.model = None + self.device = ( + torch.device("cuda") if torch.cuda.is_available() else torch.device("cpu") + ) + self.bf16_support = ( + torch.cuda.is_available() + and torch.cuda.get_device_capability(self.device)[0] >= 8 + ) + + @classmethod + def INPUT_TYPES(s): + return { + "required": { + "images": ("IMAGE",), + "text": ("STRING", {"default": "", "multiline": True}), + "seed": ("INT", {"default": -1}), # add seed parameter, default is -1 + "temperature": ( + "FLOAT", + { + "default": 0.7, + }, + ), + "keep_model_loaded": ("BOOLEAN", {"default": False}), + }, + + } + + RETURN_TYPES = ("STRING",) + FUNCTION = "inference" + CATEGORY = "♾️Mixlab/Image" + + def inference( + self, + images, + text, + seed, # add seed parameter, default is -1 + temperature, + keep_model_loaded, + ): + if seed != -1: + torch.manual_seed(seed) + model_id = "openbmb/MiniCPM-V-2_6-int4" + + self.model_checkpoint = os.path.join( get_model_path("prompt_generator"), os.path.basename(model_id)) + + if not os.path.exists(self.model_checkpoint): + from huggingface_hub import snapshot_download + + snapshot_download( + repo_id=model_id, + local_dir=self.model_checkpoint, + local_dir_use_symlinks=False, + endpoint='https://hf-mirror.com' + ) + + if self.tokenizer is None: + self.tokenizer = AutoTokenizer.from_pretrained( + self.model_checkpoint, + trust_remote_code=True, + low_cpu_mem_usage=True, + ) + + if self.model is None: + self.model = AutoModel.from_pretrained( + self.model_checkpoint, + trust_remote_code=True, + low_cpu_mem_usage=True, + attn_implementation="sdpa", + torch_dtype=torch.bfloat16 if self.bf16_support else torch.float16, + ) + + with torch.no_grad(): + images = images.permute([0, 3, 1, 2]) + images = [ToPILImage()(img).convert("RGB") for img in images] + msgs = [{"role": "user", "content": images + [text]}] + + params = {"use_image_id": False, } + + # offload model to CPU + # self.model = self.model.to(torch.device("cpu")) + # self.model.eval() + + result = self.model.chat( + image=None, + msgs=msgs, + tokenizer=self.tokenizer, + sampling=True, + # top_k=top_k, + # top_p=top_p, + temperature=temperature, + # repetition_penalty=repetition_penalty, + # max_new_tokens=max_new_tokens, + **params, + ) + # offload model to GPU + # self.model = self.model.to(torch.device("cpu")) + # self.model.eval() + if not keep_model_loaded: + del self.tokenizer # release tokenizer memory + del self.model # release model memory + self.tokenizer = None # set tokenizer to None + self.model = None # set model to None + torch.cuda.empty_cache() # release GPU memory + torch.cuda.ipc_collect() + + return (result,) diff --git a/nodes/PromptNode.py b/nodes/PromptNode.py index 3b0862ee..5bc03a3c 100644 --- a/nodes/PromptNode.py +++ b/nodes/PromptNode.py @@ -18,7 +18,13 @@ # req = request.Request("http://127.0.0.1:8188/prompt", data=data) # request.urlopen(req) -embeddings_path=os.path.join(folder_paths.models_dir, "embeddings") +def get_model_path(n=""): + try: + return folder_paths.get_folder_paths(n)[0] + except: + return os.path.join(folder_paths.models_dir, n) + +embeddings_path=get_model_path("embeddings") def get_files_with_extension(directory, extension): diff --git a/pyproject.toml b/pyproject.toml index e403ec31..e9e71a85 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [project] name = "comfyui-mixlab-nodes" description = "3D, ScreenShareNode & FloatingVideoNode, SpeechRecognition & SpeechSynthesis, GPT, LoadImagesFromLocal, Layers, Other Nodes, ..." -version = "0.38.0" +version = "0.39.0" license = "MIT" dependencies = ["numpy", "pyOpenSSL", "watchdog", "opencv-python-headless", "matplotlib", "openai", "simple-lama-inpainting", "clip-interrogator==0.6.0", "transformers>=4.36.0", "lark-parser", "imageio-ffmpeg", "rembg[gpu]", "omegaconf==2.3.0", "Pillow>=9.5.0", "einops==0.7.0", "trimesh>=4.0.5", "huggingface-hub", "scikit-image"] diff --git a/requirements.txt b/requirements.txt index c5399f05..f755b6ea 100644 --- a/requirements.txt +++ b/requirements.txt @@ -18,4 +18,8 @@ huggingface-hub scikit-image torchaudio soundfile>=0.12.1 -json-repair \ No newline at end of file +json-repair + +decord +bitsandbytes +accelerate \ No newline at end of file diff --git a/web/javascript/checkVersion_mixlab.js b/web/javascript/checkVersion_mixlab.js index d687cf47..346fed3d 100644 --- a/web/javascript/checkVersion_mixlab.js +++ b/web/javascript/checkVersion_mixlab.js @@ -3,7 +3,7 @@ import { app } from '../../../scripts/app.js' const repoOwner = 'shadowcz007' // 替换为仓库的所有者 const repoName = 'comfyui-mixlab-nodes' // 替换为仓库的名称 -const version = 'v0.37.0' +const version = 'v0.39.0' fetch(`https://api.github.com/repos/${repoOwner}/${repoName}/releases/latest`) .then(response => response.json()) diff --git a/web/javascript/image_mixlab.js b/web/javascript/image_mixlab.js index ce85fe95..f3a995e7 100644 --- a/web/javascript/image_mixlab.js +++ b/web/javascript/image_mixlab.js @@ -4,7 +4,7 @@ import { api } from '../../../scripts/api.js' import { $el } from '../../../scripts/ui.js' import { applyTextReplacements } from '../../../scripts/utils.js' -import { loadExternalScript,get_position_style } from './common.js' +import { loadExternalScript, get_position_style } from './common.js' function loadImageToCanvas (base64Image) { var img = new Image() @@ -349,9 +349,8 @@ app.registerExtension({ draw (ctx, node, widget_width, y, widget_height) { Object.assign( this.div.style, - get_position_style(ctx, widget_width, 44, node.size[1],36) + get_position_style(ctx, widget_width, 44, node.size[1], 36) ) - } } @@ -536,7 +535,7 @@ app.registerExtension({ draw (ctx, node, widget_width, y, widget_height) { Object.assign( this.div.style, - get_position_style(ctx, widget_width, y, node.size[1]) + get_position_style(ctx, widget_width, y, node.size[1], 36) ) } } @@ -736,7 +735,7 @@ app.registerExtension({ draw (ctx, node, widget_width, y, widget_height) { Object.assign( this.div.style, - get_position_style(ctx, widget_width, 44, node.size[1]) + get_position_style(ctx, widget_width, 44, node.size[1], 44) ) }, serialize: false @@ -919,14 +918,10 @@ app.registerExtension({ type: 'div', name: 'preview', draw (ctx, node, widget_width, y, widget_height) { - let s=get_position_style(ctx, widget_width, 44, node.size[1],36); + let s = get_position_style(ctx, widget_width, 44, node.size[1], 36) delete s.height - - Object.assign( - this.div.style, - s - ) - + + Object.assign(this.div.style, s) }, serialize: false }