Ailab ip adapter github
Ailab ip adapter github. py file can not recognize your safetensor files, some launchers from bilibili have already included the codes that @xiaohu2015 mentioned, but if you're using cloud services like autodl, you need to modify codes yourself, as those dockers are using the official controlnet scripts . Code; Issues 204; Sign up for a free GitHub account to open an issue and contact its Apr 25, 2024 · how to train ip-adapter-faceid-portrait_sd15. utils import is_torch2_available from ip_adapter. safetensors optimizer. - tencent-ailab/IP-Adapter Aug 23, 2023 · The comparison of IP-Adapter_XL with Reimagine XL is shown as follows: Improvements in new version (2023. Dec 21, 2023 · Something is wrong with colors here ( ( Can't find the problem . You switched accounts on another tab or window. Saved searches Use saved searches to filter your results more quickly Dec 6, 2023 · RichFrain commented on Dec 6, 2023. from_pretrained () controlnet. Nov 23, 2023 · No branches or pull requests. set_attn_processor (CNAttnProcessor ()) controlnet. from_pretrained(. Code; Issues 204; Sign up for a free GitHub account to open an issue and contact its Feb 5, 2024 · Hi, I am trying to train SDXL with full CLIP embeddings and want to start with your pretrained weights. 1 seconds: C:\Users\Smith\Desktop\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-Manager. 9k. Code; Issues 204; Sign up for a free GitHub account to open an issue and contact its Jan 23, 2024 · I have trained the ip-adapter using tutorial_train. Bilal143260 commented 2 weeks ago. 9. Oct 16, 2023 · good question. Closed. - How to train IP-Adapter with ControlNet? The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. Code; Issues 204; Sign up for a free GitHub account to open an issue and contact its Feb 19, 2024 · when using the ip adapter-faceid-portrait-v11_sd15 model. any resolution of images can be used, but the images are center cropped and resize to 224x224. co / h94 / IP-Adapter / resolve / main / models / ip Jan 20, 2024 · for image_index in range(num_images): if randomize_seed or image_index > 0: seed = random. 7 in some test cases. torch import load Oct 21, 2023 · I believe I can answer this since I've been using IP-Adapter for quite some time now. Here are the initial, prompt, mask and the result images. Sign up for a free GitHub account to open an issue and contact its maintainers and the community. generated_images = ip_model. bin file. Support for IP-Adapter-FaceID cubiq/ComfyUI_IPAdapter_plus#145. (you can also center crop with the help of face bounding box) hi @xiaohu2015 ， i got some new issuses. You signed out in another tab or window. IP-Adapter SD15 makes your image a blend of both your ref image and whatever prompt you're doing (or LoRA). This second one if FaceID Plus with CFG 9 and weight 1. - tencent-ailab/IP-Adapter Dec 25, 2023 · This is an example both at 20 steps (white plus face would probably require 30 at least) The first picture is FaceID Plus with CFG 6 and weight 0. Code; Issues 204; Sign up for a free GitHub account to open an issue and contact its . pkl scaler. [2023/11/05] 🔥 Add text-to-image demo with IP-Adapter and Kandinsky 2. prepare ( ctx_id=0, det_size= ( 640, 640 )) Dec 11, 2023 · I tried to finetune the SDXL IP-Adapter but even after only 2K steps, it's already really fried, I'm only able to produce an image okayish with a weight of the trained IP-Adapter between 0. Here are some questions: How many images should be used to finetune? When the loss value drops to what extent can it be considered converged ? Besides, i simply switch ImageProj to a MLP in tutorial_train_plus. Hope that helps :) ️ 4. randint(0, 2**32 - 1) # Generate the image with the new parameters. keys () was empty, I don't know what the problem is. 8. Method inPaintingUsingIPAdapter. Do I need to set the attn processor when I train controlnet + ip adapter, like in the following code? controlnet = ControlNetModel. g. Aug 16, 2023 · The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. For IP-Adapter, we use only global image embedding of CLIP image encoder (e. py, line:180, change from ip_layers. safetensors to ip_adapter. py. 3 participants. 0. As you can see you can reach the same kind of saturation you had before with Plus Face. (2) we used "face_image_file" as condition image and image_file as traget. You are receiving this because you are subscribed to this thread. py like below: Apr 3, 2024 · Development. y1xuan0726 opened this issue Dec 30, 2023 · 2 comments. Reload to refresh your session. nn. Dec 30, 2023 · about FaceID-Plus #212. ️ 1. Code; Issues 200; Sign up for a free GitHub account to open an issue and contact its Nov 10, 2023 · data preprocessing: we segment the face and remove background. png (view on web) 2024-01-03. float16, scheduler=noise_scheduler, vae=vae, feature_extractor=None, safety_checker=None. Specifically, the input data will contain 1~4 images and is all padded to 4. Do you have a pretrained version of ipadap Saved searches Use saved searches to filter your results more quickly The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. It will be clearer once we have the first version end-to-end, which should be small enough to implement quickly. - tencent-ailab/IP-Adapter Sep 1, 2023 · @xiaohu2015 thank you very much, but after training with your script I have in checkpoint dir:. [2023/11/10] 🔥 Add an updated version of IP-Adapter-Face. 29GB. Idea: Perspective or scene adapter #31. The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. I wanted to use the faceid plusv2 lora with the Ipadater faceid plusv2. ip_adapter_faceid import MLPProjModel from ip_adapter. Collaborator. Code; Sign up for a free GitHub account to open an issue and contact its maintainers and the Nov 27, 2023 · I'm currently working on finetuning ip-adapter-full-face_sd15. If you would like to discuss further, you can contact me at damienlovedata [at Nov 29, 2023 · tencent-ailab / IP-Adapter Public. app import FaceAnalysis from diffusers import StableDiffusionPipeline, DDIMScheduler, AutoencoderKL from ip_adapter. generate(. bin" to adapter. bin. load_state_dict(state_dict["ip_adapter"],False), the following problem occurs: 2. The training was done according to the instructions. > Apr 25, 2024 · You signed in with another tab or window. File "C:\AI\stable-diffusion\stable-diffusion-webui\modules\scripts. 3 Mar 12, 2024 · After modify file: ip_adapter_faceid. face similarity can be increased from 0. 5 and SDXL), once trained, it can be used for other finetuned SD models. model: we use full tokes (256 patch tokens + 1 cls tokens) and use a simple MLP to get face features. I used following code to convert it import torch from safetensors. VAE dtype: torch. bin? all the IP-Adapter models are trained with base SD models (e. model. For every cross-attention layer in the UNet of diffusion model, we add an additional cross-attention layer only for image features. #212. script. As the image is center cropped in the default image processor of CLIP, IP-Adapter works best for square images. Milestone. (1) #54. I tried to train xl IPAdapt-FaceID using A6000*4, set the batch size of each gpu to 4, and set the learning rate to 1e-5, and used the pre-training model to initialize, I found that the graph was not normal when the training reached 7000 Aug 18, 2023 · https://photoverse2d. - tencent-ailab/IP-Adapter Dec 20, 2023 · Introduction. - tencent-ailab/IP-Adapter Jan 16, 2024 · Development. Here is a simplier test : I'm using RealVisv40 Lightning import torch from diffusers import StableDiffusionXLPipeline from PIL import Image import cv2 from diffusers tencent-ailab / IP-Adapter Public. In the training stage, only the parameters of the new cross-attention Feb 5, 2024 · Thanks for the great work! I met a strange problem when I try to train a model based on IP-adapter-base-sdxl. Arron17 mentioned this issue on Dec 22, 2023. - tencent-ailab/IP-Adapter The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. None yet. 21. Message ID: @. - Actions · tencent-ailab/IP-Adapter xiaohu2015 commented on Nov 2. dev diffusers 0. Comparison with Existing Methods. then transfer "pytorch_model. xiaohu2015 mentioned this issue on Sep 4, 2023. dear author，thanks for your contribution. Here is the part from my code. About the training code for ip-adapter-plus-face_sdxl #202. Ip-adapter issue in Automatic1111 #117. Code; Sign up for a free GitHub account to open an issue and contact its maintainers and the Apr 1, 2024 · Yunski commented Apr 1, 2024. 5 to 0. The proposed IP-Adapter consists of two parts: a image encoder to extract image features from image prompt, and adapted modules with decoupled cross-attention to embed image features into the pretrained text-to-image diffusion model. 6k. Labels. 41. pt Dec 20, 2023 · [2023/12/20] 🔥 Add an experimental version of IP-Adapter-FaceID, more information can be found here. github. Hi! This is structure my training data. I guess the LoRA file is the one on HF named ip-adapter-faceid_sd15_lora. As discussed before, CLIP embedding is easier to learn than ID embedding, so IP-Adapter-FaceID-Plus prefers CLIP embedding, which makes the model less editable. ipynb". Apr 25, 2024 · how to train ip-adapter-faceid-portrait_sd15. Notifications Fork 257; Star 4k. Notifications Fork 165; Star 2. The demo is here. pth, everything looks good just erroring out. code was used as follow: import torch from diffusers import StableDiffusionPipeline, StableDiffusionImg2ImgPipeline, StableDiffusionInpaintPipelineLegacy Sep 8, 2023 · tencent-ailab / IP-Adapter Public. So in the V2 version, we slightly modified the structure and turned it into a shortcut structure: ID embedding + CLIP embedding (use Q-Former). or the reference image is not able to condition well the ip adapter and i need to modify the dataset Feb 11, 2024 · After updating controlnet trying to use ip-Adapter with controlnet I have this problem: Falling back to ['CUDAExecutionProvider', 'CPUExecutionProvider'] and retrying. I modified "num_tokens" in tutorial_train_sdxl. Set vram state to: NORMAL_VRAM. Sign up for free to join this conversation on The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. Jan 12, 2024 · It depends on several factors (such as GPUs, model size, dataset size, image resolutions, code optimization). 409, renamed to . Notifications Fork 256; Star 4k. 8) : Switch to CLIP-ViT-H : we trained the new IP-Adapter with OpenCLIP-ViT-H-14 instead of OpenCLIP-ViT-bigG-14 . git # Create directories to store the downloaded files!m kdir-p / content / IP-Adapter / models # Download IP-Adapter model checkpoints!w get-P / content / IP-Adapter / models / https: // huggingface. listdir('models') if os. In the training stage, only the parameters of the new cross-attention Dec 12, 2023 · The other confuse thing is about the train code. while training a ipadapter model over my finetuned stable diffusion 1. IP-Adapter SD15 Plus makes it closer to the reference image, and IP-Adapter SD15 Light makes it closer to your prompt or LoRA. base_model_path, torch_dtype=torch. from ip_adapter. py", line 718, in process. Sizes of tensors must match except in dimension 1 a norm way is resize the short size to 512, then center crop. path. 5 model, i am observing training loss not converging properly, i have not altered the default learning rates or the optimizers they are same as in repo. json. tencent-ailab / IP-Adapter Public. For the non square images, it will miss the information outside the center. Jan 20, 2024 · We also did some data augmentation, the most important thing is to crop images with different face proportions so that the model can generate images with various face proportions, such as full-body or half-body photos. Feb 12, 2024 · tencent-ailab / IP-Adapter Public. xiaohu2015 mentioned this issue on Dec 26, 2023. Dec 11, 2023 · You signed in with another tab or window. 3. Results aren't that good so I want to retrain the network but this time with unet unfreezed. This is under consideration but has not been implemented yet ( it seems the training code of SDXL turbo is not released) Sep 30, 2023 · We are building Refiners, an open source, PyTorch-based framework made to easily train and run adapters on top of foundational models. Dec 21, 2023 · import gradio as gr import os import cv2 import numpy as np import torch from PIL import Image from insightface. 2 participants. process(p, *script_args) Dec 23, 2023 · Prestartup times for custom nodes: 0. ) tencent-ailab / IP-Adapter Public. Aug 30, 2023 · tencent-ailab / IP-Adapter Public. [IP-Adapter adopts a decoupled cross-attention mechanism for text features and image features. 4 participants. I am new and trying to understand the flow and how the repo works. Sep 11, 2023 · Here's the json file, there have been some updates to the custom nodes since that image, so this will differ slightly. attention_processor_faceid import LoRAAttnProcessor, LoRAIPAttnProcessor The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. ip-adapter-face. load_state_dict(state_dict["ip_adapter"]) to ip_layers. [2023/11/22] IP-Adapter is available in Diffusers thanks to Diffusers Team. Just wanted to let you know that IP-Adapter is now fully supported in Refiners! (congrats on the great work, by the way!!) E. 6-0. bfloat16. original SD1. 19 # load ip-adapter Dec 20, 2023 · Saved searches Use saved searches to filter your results more quickly Dec 22, 2023 · Hello, thanks for your work looks amazing. Before training, we first crop out the face, the code we use is as follows: app. ip_adapter_faceid import IPAdapterFaceID # Function to list models in the 'models' folder def list_models(): return [f for f in os. CLIP-ViT-H-14-laion2B-s32B-b79K" ip_ckpt Aug 24, 2023 · I am trying to run ImgtoImg pipeline using IP Adapter Plus following the example in the original notebook: pipe = StableDiffusionImg2ImgPipeline. we present IP-Adapter, an effective and lightweight adapter to achieve image prompt capability for the pre-trained text-to-image diffusion models. Jan 29, 2024 · Why is using ip-adapter+controlnet over adding more attention layers a better choice? I am not sure which is better, maybe should do some experiments 👍 1 Bilal143260 reacted with thumbs up emoji tencent-ailab / IP-Adapter Public. from diffusers import StableDiffusionPipeline, StableDiffusionImg2ImgPipeline Oct 15, 2023 · Many thanks for this great work and repository, I experimented with the adapter a bit and the results look great! I want to continue training the IP Adapter with my own dataset (Plus, XL), the training code doesn't have any resume or loa The image prompt adapter is designed to enable a pretrained text-to-image diffusion model to generate images with image prompt. An IP-Adapter with only 22M parameters can achieve comparable or even better performance to a fine-tuned image prompt model. 0(current in master branch) replace nn. #135 (comment) IP-Adapter-FaceID-Plus-V2. png (view on web) —Reply to this email directly, view it on GitHub, or unsubscribe. 4-0. Dec 23, 2023 · You signed in with another tab or window. isdir(os Jan 2, 2024 · It would simplify visualizing face token maps for all models you release. Total VRAM 6140 MB, total RAM 16108 MB. Device: cuda:0 NVIDIA GeForce RTX 4050 Laptop GPU : cudaMallocAsync. I have got model. about FaceID-Plus. bin with parameters "ip_adapter,xxx". 5 version. 2. bin ignores the pose from ControlNet OpenPose, do I understand correctly that ControlNet does not work with the model? The text was updated successfully, but these errors were encountered: Dec 13, 2023 · xiaohu2015 commented on Dec 13, 2023. an equivalent to the "IP-Adapter with fine-grained features" demo would look like this: Apr 16, 2024 · cross_attention_kwargs ['ip_adapter_masks'] are not expected by AttnProcessor2_0 and will be ignored. No one assigned. bin model. bin random_states_0. Notifications Fork 258; Star 4k. Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community. Open. Jan 2, 2024 · tencent-ailab / IP-Adapter Public. current is sd 1. For the IP-Adapter plus, we use a query May 3, 2024 · No branches or pull requests. ip_adapter_faceid_ Dec 12, 2023 · And I found that training a ip-adapter-face with ID embedding from face recognition models is very helpful. 2 Prior Jan 19, 2024 · To achieve the desired functionality, I suggest modifying the code as follows: accelerator. 27. I occur a problem that the background is blurred , I would like it to be clear, as if captured by a camera, but I find it is not useful by changing prompt，can I achieve it by adjust parameter？. IP-Adapter should be universal, not limited to human faces, for example, it can be used for clothing. #335 cthulhu-tww opened this issue Apr 15, 2024 · 15 comments Nov 3, 2023 · The key is that your controlnet_model_guess. io/ I was working on a similar solution to reuse your IP-Adapter coupled with the features of a face recognition model, if I'm not mistaken, their approach is similar and they're having great results but unfortunately they have not released the code yet Sep 13, 2023 · You can use LoRA and IP-adapter at the same time with diffusers 0. pretrained_model_name_or_path parameter in your script. Notifications Fork 254; Star 4k. Assignees. py". No branches or pull requests. I have a question regarding the new faceid model about the LoRA. safetensors model_1. 1 and 0. Jan 29, 2024 · Why is using ip-adapter+controlnet over adding more attention layers a better choice? I am not sure which is better, maybe should do some experiments 👍 1 Bilal143260 reacted with thumbs up emoji getting the issue of AttributeError: module 'torch. I would aim for a resolution of 512x512. safetensors, I don't understan how do i load it in IPAdapterFaceID? and how can i replicate the Dec 19, 2023 · xiaohu2015 commented on Dec 20, 2023. IP Adapter for non square images. GitHub account to open an issue and contact its maintainers and the community. How much data is required to train ip-adapter-faceid-portrait_sdxl. Linear with LoRACompatibleLinear , so LoRA will not need attention processor. com / tencent-ailab / IP-Adapter. functional' has no attribute 'scaled_dot_product_attention' I have the latest torch, controlnet 1. 20. 1024 tensor for ViT-H), hence it only capture semantic information of the reference image, but can't reconstruct the original image, hence it learns to generate the image conditioned on the semantic information. infer with "ip_adapter-full-face_demo. - Pull requests · tencent-ailab/IP Oct 18, 2023 · Saved searches Use saved searches to filter your results more quickly Aug 31, 2023 · edited. Code; Issues 206; Sign up for a free GitHub account to open an issue and contact its tencent-ailab / IP-Adapter Public. But after I trained and converted the resulting model. safetensors file and file size is 1. - tencent-ailab/IP-Adapter Aug 22, 2023 · # Clone the repository!g it clone https: // github. I have trained Ip_Adapter with sdxl in-painting model on a very niche dataset. 2024-01-03. 52. bin, I found that sd ["ip_adapter"]. Afterwards, you can load it using the args. The model performs well when training with ~10000 samples, but generates images with 'pink filter' when training with ~100000 samples. import torch. train with "tutorial_train_faceid. train () The text was updated successfully, but these errors were encountered: Nov 6, 2023 · Facing issue related to image_encoder_path while trying to load ip-adapter in the provided colab notebook from the repo #132 Open AB00k opened this issue Nov 6, 2023 · 2 comments Dec 5, 2023 · Saved searches Use saved searches to filter your results more quickly Dec 12, 2023 · The other confuse thing is about the train code. 1. Hu Ye edited this page on Sep 27, 2023 · 2 revisions. prompt=positive_prompt, negative_prompt=negative_prompt, faceid_embeds=faceid_embeds, face_image=face_image, Hello, Can you please provide some samples using this new module? I tried the below code sample from HF: from diffusers import StableDiffusionPipeline, DDIMScheduler, AutoencoderKL from PIL import Image from ip_adapter. @codinker hi, during training we use the same image as the promt image and real-value image, as discussed in #19. - tencent-ailab/IP-Adapter Jan 19, 2024 · So what you mean is I train the stable diffusion using IP-adapter (on viton dataset) and then during inference I use open pose control net and add cloth image condition in it (maybe a clothing mask from dino etc) + IP adapter. seeing if anyone els Sep 8, 2023 · tencent-ailab / IP-Adapter Public. Projects. As you can see the RED hoody become gray on the result :D. save_state ( save_path, safe_serialization=False) This change will allow you to save the model. Notifications Fork 248; Star 3. oy wn ch td of nt dv tg gx ao
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