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Wav2Lip-master/hq_wav2lip_train.py create mode 100644 Wav2Lip-master/inference.py create mode 100644 Wav2Lip-master/models/__init__.py create mode 100644 Wav2Lip-master/models/conv.py create mode 100644 Wav2Lip-master/models/syncnet.py create mode 100644 Wav2Lip-master/models/wav2lip.py create mode 100644 Wav2Lip-master/preprocess.py create mode 100644 Wav2Lip-master/requirements.txt create mode 100644 Wav2Lip-master/results/README.md create mode 100644 Wav2Lip-master/temp/README.md create mode 100644 Wav2Lip-master/wav2lip_train.py create mode 100644 "Wav2Lip-master/\345\221\275\344\273\244\344\275\277\347\224\250.txt" create mode 100644 "Wav2Lip-master/\351\205\215\347\275\256\346\226\207\344\273\266.md" diff --git a/Wav2Lip-master/.gitignore b/Wav2Lip-master/.gitignore new file mode 100644 index 00000000..56f02807 --- /dev/null +++ b/Wav2Lip-master/.gitignore @@ -0,0 +1,16 @@ +*.pkl +*.jpg +*.mp4 +*.pth +*.pyc +__pycache__ +*.h5 +*.avi +*.wav +filelists/*.txt +evaluation/test_filelists/lr*.txt +*.pyc +*.mkv +*.gif +*.webm +*.mp3 diff --git a/Wav2Lip-master/README.md b/Wav2Lip-master/README.md new file mode 100644 index 00000000..f4f004fa --- /dev/null +++ b/Wav2Lip-master/README.md @@ -0,0 +1,133 @@ +# **Wav2Lip**: *Accurately Lip-syncing Videos In The Wild* +### Wav2Lip is hosted for free at [sync.](https://sync.so/) +Are you looking to integrate this into a product? We have a turn-key hosted API with new and improved lip-syncing models here: https://sync.so/ +For any other commercial / enterprise requests, please contact us at pavan@sync.so and prady@sync.so +To reach out to the authors directly you can reach us at prajwal@sync.so, rudrabha@sync.so. +This code is part of the paper: _A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild_ published at ACM Multimedia 2020. +[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/a-lip-sync-expert-is-all-you-need-for-speech/lip-sync-on-lrs2)](https://paperswithcode.com/sota/lip-sync-on-lrs2?p=a-lip-sync-expert-is-all-you-need-for-speech) +[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/a-lip-sync-expert-is-all-you-need-for-speech/lip-sync-on-lrs3)](https://paperswithcode.com/sota/lip-sync-on-lrs3?p=a-lip-sync-expert-is-all-you-need-for-speech) +[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/a-lip-sync-expert-is-all-you-need-for-speech/lip-sync-on-lrw)](https://paperswithcode.com/sota/lip-sync-on-lrw?p=a-lip-sync-expert-is-all-you-need-for-speech) +|📑 Original Paper|📰 Project Page|🌀 Demo|⚡ Live Testing|📔 Colab Notebook +|:-:|:-:|:-:|:-:|:-:| +[Paper](http://arxiv.org/abs/2008.10010) | [Project Page](http://cvit.iiit.ac.in/research/projects/cvit-projects/a-lip-sync-expert-is-all-you-need-for-speech-to-lip-generation-in-the-wild/) | [Demo Video](https://youtu.be/0fXaDCZNOJc) | [Interactive Demo](https://synclabs.so/) | [Colab Notebook](https://colab.research.google.com/drive/1tZpDWXz49W6wDcTprANRGLo2D_EbD5J8?usp=sharing) /[Updated Collab Notebook](https://colab.research.google.com/drive/1IjFW1cLevs6Ouyu4Yht4mnR4yeuMqO7Y#scrollTo=MH1m608OymLH) + +![Logo](https://drive.google.com/uc?export=view&id=1Wn0hPmpo4GRbCIJR8Tf20Akzdi1qjjG9) +---------- +**Highlights** +---------- + - Weights of the visual quality disc has been updated in readme! + - Lip-sync videos to any target speech with high accuracy :100:. Try our [interactive demo](https://synclabs.so/). + - :sparkles: Works for any identity, voice, and language. Also works for CGI faces and synthetic voices. + - Complete training code, inference code, and pretrained models are available :boom: + - Or, quick-start with the Google Colab Notebook: [Link](https://colab.research.google.com/drive/1tZpDWXz49W6wDcTprANRGLo2D_EbD5J8?usp=sharing). Checkpoints and samples are available in a Google Drive [folder](https://drive.google.com/drive/folders/1I-0dNLfFOSFwrfqjNa-SXuwaURHE5K4k?usp=sharing) as well. There is also a [tutorial video](https://www.youtube.com/watch?v=Ic0TBhfuOrA) on this, courtesy of [What Make Art](https://www.youtube.com/channel/UCmGXH-jy0o2CuhqtpxbaQgA). Also, thanks to [Eyal Gruss](https://eyalgruss.com), there is a more accessible [Google Colab notebook](https://j.mp/wav2lip) with more useful features. A tutorial collab notebook is present at this [link](https://colab.research.google.com/drive/1IjFW1cLevs6Ouyu4Yht4mnR4yeuMqO7Y#scrollTo=MH1m608OymLH). + - :fire: :fire: Several new, reliable evaluation benchmarks and metrics [[`evaluation/` folder of this repo]](https://github.com/Rudrabha/Wav2Lip/tree/master/evaluation) released. Instructions to calculate the metrics reported in the paper are also present. +-------- +**Disclaimer** +-------- +All results from this open-source code or our [demo website](https://bhaasha.iiit.ac.in/lipsync) should only be used for research/academic/personal purposes only. As the models are trained on the LRS2 dataset, any form of commercial use is strictly prohibited. For commercial requests please contact us directly! +Prerequisites +------------- +- `Python 3.6` +- ffmpeg: `sudo apt-get install ffmpeg` +- Install necessary packages using `pip install -r requirements.txt`. Alternatively, instructions for using a docker image is provided [here](https://gist.github.com/xenogenesi/e62d3d13dadbc164124c830e9c453668). Have a look at [this comment](https://github.com/Rudrabha/Wav2Lip/issues/131#issuecomment-725478562) and comment on [the gist](https://gist.github.com/xenogenesi/e62d3d13dadbc164124c830e9c453668) if you encounter any issues. +- Face detection [pre-trained model](https://www.adrianbulat.com/downloads/python-fan/s3fd-619a316812.pth) should be downloaded to `face_detection/detection/sfd/s3fd.pth`. Alternative [link](https://iiitaphyd-my.sharepoint.com/:u:/g/personal/prajwal_k_research_iiit_ac_in/EZsy6qWuivtDnANIG73iHjIBjMSoojcIV0NULXV-yiuiIg?e=qTasa8) if the above does not work. +Getting the weights +---------- +| Model | Description | Link to the model | +| :-------------: | :---------------: | :---------------: | +| Wav2Lip | Highly accurate lip-sync | [Link](https://iiitaphyd-my.sharepoint.com/:u:/g/personal/radrabha_m_research_iiit_ac_in/Eb3LEzbfuKlJiR600lQWRxgBIY27JZg80f7V9jtMfbNDaQ?e=TBFBVW) | +| Wav2Lip + GAN | Slightly inferior lip-sync, but better visual quality | [Link](https://iiitaphyd-my.sharepoint.com/:u:/g/personal/radrabha_m_research_iiit_ac_in/EdjI7bZlgApMqsVoEUUXpLsBxqXbn5z8VTmoxp55YNDcIA?e=n9ljGW) | +| Expert Discriminator | Weights of the expert discriminator | [Link](https://iiitaphyd-my.sharepoint.com/:u:/g/personal/radrabha_m_research_iiit_ac_in/EQRvmiZg-HRAjvI6zqN9eTEBP74KefynCwPWVmF57l-AYA?e=ZRPHKP) | +| Visual Quality Discriminator | Weights of the visual disc trained in a GAN setup | [Link](https://iiitaphyd-my.sharepoint.com/:u:/g/personal/radrabha_m_research_iiit_ac_in/EQVqH88dTm1HjlK11eNba5gBbn15WMS0B0EZbDBttqrqkg?e=ic0ljo) | +Lip-syncing videos using the pre-trained models (Inference) +------- +You can lip-sync any video to any audio: +```bash +python inference.py --checkpoint_path --face --audio +``` +The result is saved (by default) in `results/result_voice.mp4`. You can specify it as an argument, similar to several other available options. The audio source can be any file supported by `FFMPEG` containing audio data: `*.wav`, `*.mp3` or even a video file, from which the code will automatically extract the audio. +##### Tips for better results: +- Experiment with the `--pads` argument to adjust the detected face bounding box. Often leads to improved results. You might need to increase the bottom padding to include the chin region. E.g. `--pads 0 20 0 0`. +- If you see the mouth position dislocated or some weird artifacts such as two mouths, then it can be because of over-smoothing the face detections. Use the `--nosmooth` argument and give it another try. +- Experiment with the `--resize_factor` argument, to get a lower-resolution video. Why? The models are trained on faces that were at a lower resolution. You might get better, visually pleasing results for 720p videos than for 1080p videos (in many cases, the latter works well too). +- The Wav2Lip model without GAN usually needs more experimenting with the above two to get the most ideal results, and sometimes, can give you a better result as well. +Preparing LRS2 for training +---------- +Our models are trained on LRS2. See [here](#training-on-datasets-other-than-lrs2) for a few suggestions regarding training on other datasets. +##### LRS2 dataset folder structure +``` +data_root (mvlrs_v1) +├── main, pretrain (we use only main folder in this work) +| ├── list of folders +| │ ├── five-digit numbered video IDs ending with (.mp4) +``` +Place the LRS2 filelists (train, val, test) `.txt` files in the `filelists/` folder. +##### Preprocess the dataset for fast training +```bash +python preprocess.py --data_root data_root/main --preprocessed_root lrs2_preprocessed/ +``` +Additional options like `batch_size` and the number of GPUs to use in parallel to use can also be set. +##### Preprocessed LRS2 folder structure +``` +preprocessed_root (lrs2_preprocessed) +├── list of folders +| ├── Folders with five-digit numbered video IDs +| │ ├── *.jpg +| │ ├── audio.wav +``` +Train! +---------- +There are two major steps: (i) Train the expert lip-sync discriminator, (ii) Train the Wav2Lip model(s). +##### Training the expert discriminator +You can download [the pre-trained weights](#getting-the-weights) if you want to skip this step. To train it: +```bash +python color_syncnet_train.py --data_root lrs2_preprocessed/ --checkpoint_dir +``` +##### Training the Wav2Lip models +You can either train the model without the additional visual quality discriminator (< 1 day of training) or use the discriminator (~2 days). For the former, run: +```bash +python wav2lip_train.py --data_root lrs2_preprocessed/ --checkpoint_dir --syncnet_checkpoint_path +``` +To train with the visual quality discriminator, you should run `hq_wav2lip_train.py` instead. The arguments for both files are similar. In both cases, you can resume training as well. Look at `python wav2lip_train.py --help` for more details. You can also set additional less commonly-used hyper-parameters at the bottom of the `hparams.py` file. +Training on datasets other than LRS2 +------------------------------------ +Training on other datasets might require modifications to the code. Please read the following before you raise an issue: +- You might not get good results by training/fine-tuning on a few minutes of a single speaker. This is a separate research problem, to which we do not have a solution yet. Thus, we would most likely not be able to resolve your issue. +- You must train the expert discriminator for your own dataset before training Wav2Lip. +- If it is your own dataset downloaded from the web, in most cases, needs to be sync-corrected. +- Be mindful of the FPS of the videos of your dataset. Changes to FPS would need significant code changes. +- The expert discriminator's eval loss should go down to ~0.25 and the Wav2Lip eval sync loss should go down to ~0.2 to get good results. +When raising an issue on this topic, please let us know that you are aware of all these points. +We have an HD model trained on a dataset allowing commercial usage. The size of the generated face will be 192 x 288 in our new model. +Evaluation +---------- +Please check the `evaluation/` folder for the instructions. +License and Citation +---------- +This repository can only be used for personal/research/non-commercial purposes. However, for commercial requests, please contact us directly at rudrabha@synclabs.so or prajwal@synclabs.so. We have a turn-key hosted API with new and improved lip-syncing models here: https://synclabs.so/ +The size of the generated face will be 192 x 288 in our new models. Please cite the following paper if you use this repository: +``` +@inproceedings{10.1145/3394171.3413532, +author = {Prajwal, K R and Mukhopadhyay, Rudrabha and Namboodiri, Vinay P. and Jawahar, C.V.}, +title = {A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild}, +year = {2020}, +isbn = {9781450379885}, +publisher = {Association for Computing Machinery}, +address = {New York, NY, USA}, +url = {https://doi.org/10.1145/3394171.3413532}, +doi = {10.1145/3394171.3413532}, +booktitle = {Proceedings of the 28th ACM International Conference on Multimedia}, +pages = {484–492}, +numpages = {9}, +keywords = {lip sync, talking face generation, video generation}, +location = {Seattle, WA, USA}, +series = {MM '20} +} +``` +Acknowledgments +---------- +Parts of the code structure are inspired by this [TTS repository](https://github.com/r9y9/deepvoice3_pytorch). We thank the author for this wonderful code. The code for Face Detection has been taken from the [face_alignment](https://github.com/1adrianb/face-alignment) repository. We thank the authors for releasing their code and models. We thank [zabique](https://github.com/zabique) for the tutorial collab notebook. +## Acknowledgements + - [Awesome Readme Templates](https://awesomeopensource.com/project/elangosundar/awesome-README-templates) + - [Awesome README](https://github.com/matiassingers/awesome-readme) + - [How to write a Good readme](https://bulldogjob.com/news/449-how-to-write-a-good-readme-for-your-github-project) diff --git "a/Wav2Lip-master/Wav2lip\346\250\241\345\236\213\345\256\236\347\216\260\346\225\260\345\255\227\344\272\272\345\224\207\350\257\255\345\220\214\346\255\245\345\256\236\351\252\214\346\212\245\345\221\212.docx" "b/Wav2Lip-master/Wav2lip\346\250\241\345\236\213\345\256\236\347\216\260\346\225\260\345\255\227\344\272\272\345\224\207\350\257\255\345\220\214\346\255\245\345\256\236\351\252\214\346\212\245\345\221\212.docx" new file mode 100644 index 0000000000000000000000000000000000000000..c018a9cd98a351fe17ec2d39b9cc6683bb0f702d GIT binary patch literal 25461 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za`0!R-hXYc-wFKxz0j`&ena3(A|NlGuBK-df z|M4<_e-`rj>i~X5{%w!;KV^Tv9N>9wpL6T~sN2Ao_P>q(i(>y={v5LYN3IC=B7fxn zMy~&Fh5m&S{~dl6x)_WV{2MI(tHA%gQGU7o-{F@;UH2be>v?9MJGfuM-!=(kap3S@_R1p39$iHUG%HH2#+VqvQEp|9lMiM^CN#xBed^!sq(u)W$#h zT5vV~4~FA&`E$1WANlCN+UyVM{kQo4(t2TFfZAWS{{>q6=XL%Zwf4tq?LUQoz-!9# Vu)q2aV7Lw@1O_;3N(R4v{Xh7>?=k=Y literal 0 HcmV?d00001 diff --git a/Wav2Lip-master/audio.py b/Wav2Lip-master/audio.py new file mode 100644 index 00000000..32b20c44 --- /dev/null +++ b/Wav2Lip-master/audio.py @@ -0,0 +1,136 @@ +import librosa +import librosa.filters +import numpy as np +# import tensorflow as tf +from scipy import signal +from scipy.io import wavfile +from hparams import hparams as hp + +def load_wav(path, sr): + return librosa.core.load(path, sr=sr)[0] + +def save_wav(wav, path, sr): + wav *= 32767 / max(0.01, np.max(np.abs(wav))) + #proposed by @dsmiller + wavfile.write(path, sr, wav.astype(np.int16)) + +def save_wavenet_wav(wav, path, sr): + librosa.output.write_wav(path, wav, sr=sr) + +def preemphasis(wav, k, preemphasize=True): + if preemphasize: + return signal.lfilter([1, -k], [1], wav) + return wav + +def inv_preemphasis(wav, k, inv_preemphasize=True): + if inv_preemphasize: + return signal.lfilter([1], [1, -k], wav) + return wav + +def get_hop_size(): + hop_size = hp.hop_size + if hop_size is None: + assert hp.frame_shift_ms is not None + hop_size = int(hp.frame_shift_ms / 1000 * hp.sample_rate) + return hop_size + +def linearspectrogram(wav): + D = _stft(preemphasis(wav, hp.preemphasis, hp.preemphasize)) + S = _amp_to_db(np.abs(D)) - hp.ref_level_db + + if hp.signal_normalization: + return _normalize(S) + return S + +def melspectrogram(wav): + D = _stft(preemphasis(wav, hp.preemphasis, hp.preemphasize)) + S = _amp_to_db(_linear_to_mel(np.abs(D))) - hp.ref_level_db + + if hp.signal_normalization: + return _normalize(S) + return S + +def _lws_processor(): + import lws + return lws.lws(hp.n_fft, get_hop_size(), fftsize=hp.win_size, mode="speech") + +def _stft(y): + if hp.use_lws: + return _lws_processor(hp).stft(y).T + else: + return librosa.stft(y=y, n_fft=hp.n_fft, hop_length=get_hop_size(), win_length=hp.win_size) + +########################################################## +#Those are only correct when using lws!!! (This was messing with Wavenet quality for a long time!) +def num_frames(length, fsize, fshift): + """Compute number of time frames of spectrogram + """ + pad = (fsize - fshift) + if length % fshift == 0: + M = (length + pad * 2 - fsize) // fshift + 1 + else: + M = (length + pad * 2 - fsize) // fshift + 2 + return M + + +def pad_lr(x, fsize, fshift): + """Compute left and right padding + """ + M = num_frames(len(x), fsize, fshift) + pad = (fsize - fshift) + T = len(x) + 2 * pad + r = (M - 1) * fshift + fsize - T + return pad, pad + r +########################################################## +#Librosa correct padding +def librosa_pad_lr(x, fsize, fshift): + return 0, (x.shape[0] // fshift + 1) * fshift - x.shape[0] + +# Conversions +_mel_basis = None + +def _linear_to_mel(spectogram): + global _mel_basis + if _mel_basis is None: + _mel_basis = _build_mel_basis() + return np.dot(_mel_basis, spectogram) + +def _build_mel_basis(): + assert hp.fmax <= hp.sample_rate // 2 + return librosa.filters.mel(hp.sample_rate, hp.n_fft, n_mels=hp.num_mels, + fmin=hp.fmin, fmax=hp.fmax) + +def _amp_to_db(x): + min_level = np.exp(hp.min_level_db / 20 * np.log(10)) + return 20 * np.log10(np.maximum(min_level, x)) + +def _db_to_amp(x): + return np.power(10.0, (x) * 0.05) + +def _normalize(S): + if hp.allow_clipping_in_normalization: + if hp.symmetric_mels: + return np.clip((2 * hp.max_abs_value) * ((S - hp.min_level_db) / (-hp.min_level_db)) - hp.max_abs_value, + -hp.max_abs_value, hp.max_abs_value) + else: + return np.clip(hp.max_abs_value * ((S - hp.min_level_db) / (-hp.min_level_db)), 0, hp.max_abs_value) + + assert S.max() <= 0 and S.min() - hp.min_level_db >= 0 + if hp.symmetric_mels: + return (2 * hp.max_abs_value) * ((S - hp.min_level_db) / (-hp.min_level_db)) - hp.max_abs_value + else: + return hp.max_abs_value * ((S - hp.min_level_db) / (-hp.min_level_db)) + +def _denormalize(D): + if hp.allow_clipping_in_normalization: + if hp.symmetric_mels: + return (((np.clip(D, -hp.max_abs_value, + hp.max_abs_value) + hp.max_abs_value) * -hp.min_level_db / (2 * hp.max_abs_value)) + + hp.min_level_db) + else: + return ((np.clip(D, 0, hp.max_abs_value) * -hp.min_level_db / hp.max_abs_value) + hp.min_level_db) + + if hp.symmetric_mels: + return (((D + hp.max_abs_value) * -hp.min_level_db / (2 * hp.max_abs_value)) + hp.min_level_db) + else: + return ((D * -hp.min_level_db / hp.max_abs_value) + hp.min_level_db) diff --git a/Wav2Lip-master/checkpoints/README.md b/Wav2Lip-master/checkpoints/README.md new file mode 100644 index 00000000..8580a0de --- /dev/null +++ b/Wav2Lip-master/checkpoints/README.md @@ -0,0 +1,2 @@ +Place all your checkpoints (.pth files) here. +sk-ue9Q9QZARKiuuMNZBkggmA.f4RZqAPEZPtnUBpColqyj_KZat84vqlj \ No newline at end of file diff --git a/Wav2Lip-master/color_syncnet_train.py b/Wav2Lip-master/color_syncnet_train.py new file mode 100644 index 00000000..afa00544 --- /dev/null +++ b/Wav2Lip-master/color_syncnet_train.py @@ -0,0 +1,279 @@ +from os.path import dirname, join, basename, isfile +from tqdm import tqdm + +from models import SyncNet_color as SyncNet +import audio + +import torch +from torch import nn +from torch import optim +import torch.backends.cudnn as cudnn +from torch.utils import data as data_utils +import numpy as np + +from glob import glob + +import os, random, cv2, argparse +from hparams import hparams, get_image_list + +parser = argparse.ArgumentParser(description='Code to train the expert lip-sync discriminator') + +parser.add_argument("--data_root", help="Root folder of the preprocessed LRS2 dataset", required=True) + +parser.add_argument('--checkpoint_dir', help='Save checkpoints to this directory', required=True, type=str) +parser.add_argument('--checkpoint_path', help='Resumed from this checkpoint', default=None, type=str) + +args = parser.parse_args() + + +global_step = 0 +global_epoch = 0 +use_cuda = torch.cuda.is_available() +print('use_cuda: {}'.format(use_cuda)) + +syncnet_T = 5 +syncnet_mel_step_size = 16 + +class Dataset(object): + def __init__(self, split): + self.all_videos = get_image_list(args.data_root, split) + + def get_frame_id(self, frame): + return int(basename(frame).split('.')[0]) + + def get_window(self, start_frame): + start_id = self.get_frame_id(start_frame) + vidname = dirname(start_frame) + + window_fnames = [] + for frame_id in range(start_id, start_id + syncnet_T): + frame = join(vidname, '{}.jpg'.format(frame_id)) + if not isfile(frame): + return None + window_fnames.append(frame) + return window_fnames + + def crop_audio_window(self, spec, start_frame): + # num_frames = (T x hop_size * fps) / sample_rate + start_frame_num = self.get_frame_id(start_frame) + start_idx = int(80. * (start_frame_num / float(hparams.fps))) + + end_idx = start_idx + syncnet_mel_step_size + + return spec[start_idx : end_idx, :] + + + def __len__(self): + return len(self.all_videos) + + def __getitem__(self, idx): + while 1: + idx = random.randint(0, len(self.all_videos) - 1) + vidname = self.all_videos[idx] + + img_names = list(glob(join(vidname, '*.jpg'))) + if len(img_names) <= 3 * syncnet_T: + continue + img_name = random.choice(img_names) + wrong_img_name = random.choice(img_names) + while wrong_img_name == img_name: + wrong_img_name = random.choice(img_names) + + if random.choice([True, False]): + y = torch.ones(1).float() + chosen = img_name + else: + y = torch.zeros(1).float() + chosen = wrong_img_name + + window_fnames = self.get_window(chosen) + if window_fnames is None: + continue + + window = [] + all_read = True + for fname in window_fnames: + img = cv2.imread(fname) + if img is None: + all_read = False + break + try: + img = cv2.resize(img, (hparams.img_size, hparams.img_size)) + except Exception as e: + all_read = False + break + + window.append(img) + + if not all_read: continue + + try: + wavpath = join(vidname, "audio.wav") + wav = audio.load_wav(wavpath, hparams.sample_rate) + + orig_mel = audio.melspectrogram(wav).T + except Exception as e: + continue + + mel = self.crop_audio_window(orig_mel.copy(), img_name) + + if (mel.shape[0] != syncnet_mel_step_size): + continue + + # H x W x 3 * T + x = np.concatenate(window, axis=2) / 255. + x = x.transpose(2, 0, 1) + x = x[:, x.shape[1]//2:] + + x = torch.FloatTensor(x) + mel = torch.FloatTensor(mel.T).unsqueeze(0) + + return x, mel, y + +logloss = nn.BCELoss() +def cosine_loss(a, v, y): + d = nn.functional.cosine_similarity(a, v) + loss = logloss(d.unsqueeze(1), y) + + return loss + +def train(device, model, train_data_loader, test_data_loader, optimizer, + checkpoint_dir=None, checkpoint_interval=None, nepochs=None): + + global global_step, global_epoch + resumed_step = global_step + + while global_epoch < nepochs: + running_loss = 0. + prog_bar = tqdm(enumerate(train_data_loader)) + for step, (x, mel, y) in prog_bar: + model.train() + optimizer.zero_grad() + + # Transform data to CUDA device + x = x.to(device) + + mel = mel.to(device) + + a, v = model(mel, x) + y = y.to(device) + + loss = cosine_loss(a, v, y) + loss.backward() + optimizer.step() + + global_step += 1 + cur_session_steps = global_step - resumed_step + running_loss += loss.item() + + if global_step == 1 or global_step % checkpoint_interval == 0: + save_checkpoint( + model, optimizer, global_step, checkpoint_dir, global_epoch) + + if global_step % hparams.syncnet_eval_interval == 0: + with torch.no_grad(): + eval_model(test_data_loader, global_step, device, model, checkpoint_dir) + + prog_bar.set_description('Loss: {}'.format(running_loss / (step + 1))) + + global_epoch += 1 + +def eval_model(test_data_loader, global_step, device, model, checkpoint_dir): + eval_steps = 1400 + print('Evaluating for {} steps'.format(eval_steps)) + losses = [] + while 1: + for step, (x, mel, y) in enumerate(test_data_loader): + + model.eval() + + # Transform data to CUDA device + x = x.to(device) + + mel = mel.to(device) + + a, v = model(mel, x) + y = y.to(device) + + loss = cosine_loss(a, v, y) + losses.append(loss.item()) + + if step > eval_steps: break + + averaged_loss = sum(losses) / len(losses) + print(averaged_loss) + + return + +def save_checkpoint(model, optimizer, step, checkpoint_dir, epoch): + + checkpoint_path = join( + checkpoint_dir, "checkpoint_step{:09d}.pth".format(global_step)) + optimizer_state = optimizer.state_dict() if hparams.save_optimizer_state else None + torch.save({ + "state_dict": model.state_dict(), + "optimizer": optimizer_state, + "global_step": step, + "global_epoch": epoch, + }, checkpoint_path) + print("Saved checkpoint:", checkpoint_path) + +def _load(checkpoint_path): + if use_cuda: + checkpoint = torch.load(checkpoint_path) + else: + checkpoint = torch.load(checkpoint_path, + map_location=lambda storage, loc: storage) + return checkpoint + +def load_checkpoint(path, model, optimizer, reset_optimizer=False): + global global_step + global global_epoch + + print("Load checkpoint from: {}".format(path)) + checkpoint = _load(path) + model.load_state_dict(checkpoint["state_dict"]) + if not reset_optimizer: + optimizer_state = checkpoint["optimizer"] + if optimizer_state is not None: + print("Load optimizer state from {}".format(path)) + optimizer.load_state_dict(checkpoint["optimizer"]) + global_step = checkpoint["global_step"] + global_epoch = checkpoint["global_epoch"] + + return model + +if __name__ == "__main__": + checkpoint_dir = args.checkpoint_dir + checkpoint_path = args.checkpoint_path + + if not os.path.exists(checkpoint_dir): os.mkdir(checkpoint_dir) + + # Dataset and Dataloader setup + train_dataset = Dataset('train') + test_dataset = Dataset('val') + + train_data_loader = data_utils.DataLoader( + train_dataset, batch_size=hparams.syncnet_batch_size, shuffle=True, + num_workers=hparams.num_workers) + + test_data_loader = data_utils.DataLoader( + test_dataset, batch_size=hparams.syncnet_batch_size, + num_workers=8) + + device = torch.device("cuda" if use_cuda else "cpu") + + # Model + model = SyncNet().to(device) + print('total trainable params {}'.format(sum(p.numel() for p in model.parameters() if p.requires_grad))) + + optimizer = optim.Adam([p for p in model.parameters() if p.requires_grad], + lr=hparams.syncnet_lr) + + if checkpoint_path is not None: + load_checkpoint(checkpoint_path, model, optimizer, reset_optimizer=False) + + train(device, model, train_data_loader, test_data_loader, optimizer, + checkpoint_dir=checkpoint_dir, + checkpoint_interval=hparams.syncnet_checkpoint_interval, + nepochs=hparams.nepochs) diff --git a/Wav2Lip-master/evaluation/README.md b/Wav2Lip-master/evaluation/README.md new file mode 100644 index 00000000..affebbc0 --- /dev/null +++ b/Wav2Lip-master/evaluation/README.md @@ -0,0 +1,63 @@ +# Novel Evaluation Framework, new filelists, and using the LSE-D and LSE-C metric. + +Our paper also proposes a novel evaluation framework (Section 4). To evaluate on LRS2, LRS3, and LRW, the filelists are present in the `test_filelists` folder. Please use `gen_videos_from_filelist.py` script to generate the videos. After that, you can calculate the LSE-D and LSE-C scores using the instructions below. Please see [this thread](https://github.com/Rudrabha/Wav2Lip/issues/22#issuecomment-712825380) on how to calculate the FID scores. + +The videos of the ReSyncED benchmark for real-world evaluation will be released soon. + +### Steps to set-up the evaluation repository for LSE-D and LSE-C metric: +We use the pre-trained syncnet model available in this [repository](https://github.com/joonson/syncnet_python). + +* Clone the SyncNet repository. +``` +git clone https://github.com/joonson/syncnet_python.git +``` +* Follow the procedure given in the above linked [repository](https://github.com/joonson/syncnet_python) to download the pretrained models and set up the dependencies. + * **Note: Please install a separate virtual environment for the evaluation scripts. The versions used by Wav2Lip and the publicly released code of SyncNet is different and can cause version mis-match issues. To avoid this, we suggest the users to install a separate virtual environment for the evaluation scripts** +``` +cd syncnet_python +pip install -r requirements.txt +sh download_model.sh +``` +* The above step should ensure that all the dependencies required by the repository is installed and the pre-trained models are downloaded. + +### Running the evaluation scripts: +* Copy our evaluation scripts given in this folder to the cloned repository. +``` + cd Wav2Lip/evaluation/scores_LSE/ + cp *.py syncnet_python/ + cp *.sh syncnet_python/ +``` +**Note: We will release the test filelists for LRW, LRS2 and LRS3 shortly once we receive permission from the dataset creators. We will also release the Real World Dataset we have collected shortly.** + +* Our evaluation technique does not require ground-truth of any sorts. Given lip-synced videos we can directly calculate the scores from only the generated videos. Please store the generated videos (from our test sets or your own generated videos) in the following folder structure. +``` +video data root (Folder containing all videos) +├── All .mp4 files +``` +* Change the folder back to the cloned repository. +``` +cd syncnet_python +``` +* To run evaluation on the LRW, LRS2 and LRS3 test files, please run the following command: +``` +python calculate_scores_LRS.py --data_root /path/to/video/data/root --tmp_dir tmp_dir/ +``` + +* To run evaluation on the ReSynced dataset or your own generated videos, please run the following command: +``` +sh calculate_scores_real_videos.sh /path/to/video/data/root +``` +* The generated scores will be present in the all_scores.txt generated in the ```syncnet_python/``` folder + +# Evaluation of image quality using FID metric. +We use the [pytorch-fid](https://github.com/mseitzer/pytorch-fid) repository for calculating the FID metrics. We dump all the frames in both ground-truth and generated videos and calculate the FID score. + + +# Opening issues related to evaluation scripts +* Please open the issues with the "Evaluation" label if you face any issues in the evaluation scripts. + +# Acknowledgements +Our evaluation pipeline in based on two existing repositories. LSE metrics are based on the [syncnet_python](https://github.com/joonson/syncnet_python) repository and the FID score is based on [pytorch-fid](https://github.com/mseitzer/pytorch-fid) repository. We thank the authors of both the repositories for releasing their wonderful code. + + + diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/README.md b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/README.md new file mode 100644 index 00000000..7112998b --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/README.md @@ -0,0 +1,16 @@ +BEGAN fork from + +https://github.com/carpedm20/BEGAN-tensorflow + +with batched FID evaluation + +Needs fid.py from TTUR root directory. Please copy it here. + +Precalculated real world / training data statistics can be downloaded +from here. Be sure to use the batched versions. + +http://bioinf.jku.at/research/ttur/ttur.html + +see sh/run.sh for options + +Fixed random seeds are removed. diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/config.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/config.py new file mode 100644 index 00000000..4760775b --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/config.py @@ -0,0 +1,80 @@ +#-*- coding: utf-8 -*- +import argparse + +def str2bool(v): + return v.lower() in ('true', '1') + +arg_lists = [] +parser = argparse.ArgumentParser() + +def add_argument_group(name): + arg = parser.add_argument_group(name) + arg_lists.append(arg) + return arg + +# Network +net_arg = add_argument_group('Network') +net_arg.add_argument('--input_scale_size', type=int, default=64, + help='input image will be resized with the given value as width and height') +net_arg.add_argument('--conv_hidden_num', type=int, default=128, + choices=[64, 128],help='n in the paper') +net_arg.add_argument('--z_num', type=int, default=64, choices=[64, 128]) + +# Data +data_arg = add_argument_group('Data') +data_arg.add_argument('--dataset', type=str, default='CelebA') +data_arg.add_argument('--split', type=str, default='train') +data_arg.add_argument('--batch_size', type=int, default=16) +data_arg.add_argument('--grayscale', type=str2bool, default=False) +data_arg.add_argument('--num_worker', type=int, default=4) + +# Training / test parameters +train_arg = add_argument_group('Training') +train_arg.add_argument('--is_train', type=str2bool, default=True) +train_arg.add_argument('--optimizer', type=str, default='adam') +train_arg.add_argument('--max_step', type=int, default=500000) +train_arg.add_argument('--lr_update_step', type=int, default=100000, choices=[100000, 75000]) +train_arg.add_argument('--d_lr', type=float, default=0.00008) +train_arg.add_argument('--g_lr', type=float, default=0.00008) +train_arg.add_argument('--beta1', type=float, default=0.5) +train_arg.add_argument('--beta2', type=float, default=0.999) +train_arg.add_argument('--gamma', type=float, default=0.5) +train_arg.add_argument('--lambda_k', type=float, default=0.001) +train_arg.add_argument('--use_gpu', type=str2bool, default=True) + +train_arg.add_argument('--update_k', type=str2bool, default=True) +train_arg.add_argument('--k_constant', type=float, default=0.06) + +# FID +fid_arg = add_argument_group('FID') +fid_arg.add_argument('--train_stats_file', type=str, default='train_stats.npz') +fid_arg.add_argument('--eval_num_samples', type=int, default=10000) +fid_arg.add_argument('--eval_batch_size', type=int, default=100) +fid_arg.add_argument('--eval_step', type=int, default=1000) + + +# Misc +misc_arg = add_argument_group('Misc') +misc_arg.add_argument('--load_checkpoint', type=str2bool, default=False) +misc_arg.add_argument('--checkpoint_name', type=str, default='') +misc_arg.add_argument('--start_step', type=int, default=0) +misc_arg.add_argument('--log_step', type=int, default=500) +misc_arg.add_argument('--save_step', type=int, default=5000) +misc_arg.add_argument('--num_log_samples', type=int, default=3) +misc_arg.add_argument('--log_level', type=str, default='INFO', choices=['INFO', 'DEBUG', 'WARN']) +misc_arg.add_argument('--log_dir', type=str, default='logs') +misc_arg.add_argument('--data_dir', type=str, default='data') +misc_arg.add_argument('--test_data_path', type=str, default=None, + help='directory with images which will be used in test sample generation') +misc_arg.add_argument('--sample_per_image', type=int, default=64, + help='# of sample per image during test sample generation') +misc_arg.add_argument('--random_seed', type=int, default=123) + +def get_config(): + config, unparsed = parser.parse_known_args() + if config.use_gpu: + data_format = 'NCHW' + else: + data_format = 'NHWC' + setattr(config, 'data_format', data_format) + return config, unparsed diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data/README.md b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data/README.md new file mode 100644 index 00000000..89c8a992 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data/README.md @@ -0,0 +1 @@ +Data folder, e.g. celebA_cropped or lsun_cropped directories are located here if not specified otherwise. diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data_loader.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data_loader.py new file mode 100644 index 00000000..9f3f59d7 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/data_loader.py @@ -0,0 +1,61 @@ +import os +from PIL import Image +from glob import glob +import tensorflow as tf + +def get_loader(root, batch_size, scale_size, data_format, split=None, is_grayscale=False, seed=None): + dataset_name = os.path.basename(root) + if dataset_name in ['CelebA'] and split: + root = os.path.join(root, 'splits', split) + + if dataset_name == "lsun_cropped": + #print("scan files... ") + paths = [] + for i in range(304): + print("\rscan directories %d" % (i + 1), end="", flush=True) + paths += glob(os.path.join(root, str(i), "*.jpg")) + print() + print("%d files found" % len(paths)) + else: + print("scan files... ", end="", flush=True) + paths = glob(os.path.join(root, "*.jpg")) + print(" %d files found" % len(paths)) + + tf_decode = tf.image.decode_jpeg + + with Image.open(paths[0]) as img: + w, h = img.size + shape = [h, w, 3] + + filename_queue = tf.train.string_input_producer(list(paths), shuffle=True, seed=seed) + reader = tf.WholeFileReader() + filename, data = reader.read(filename_queue) + image = tf_decode(data, channels=3) + + if is_grayscale: + image = tf.image.rgb_to_grayscale(image) + image.set_shape(shape) + + min_after_dequeue = 5000 + capacity = min_after_dequeue + 3 * batch_size + + queue = tf.train.shuffle_batch( + [image], batch_size=batch_size, + num_threads=4, capacity=capacity, + min_after_dequeue=min_after_dequeue, name='synthetic_inputs') + + if dataset_name in ['CelebA']: + queue = tf.image.crop_to_bounding_box(queue, 50, 25, 128, 128) + queue = tf.image.resize_nearest_neighbor(queue, [scale_size, scale_size]) + else: + pass + #queue = tf.image.resize_nearest_neighbor(queue, [scale_size, scale_size]) + + if data_format == 'NCHW': + queue = tf.transpose(queue, [0, 3, 1, 2]) + elif data_format == 'NHWC': + pass + else: + raise Exception("[!] Unkown data_format: {}".format(data_format)) + + return tf.to_float(queue) diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/logs/README.md b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/logs/README.md new file mode 100644 index 00000000..74d1068c --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/logs/README.md @@ -0,0 +1 @@ +Tensorboard logfiles, samples, checkpoints will stored in autmatically generated subdirectories here. diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/main_fid.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/main_fid.py new file mode 100644 index 00000000..aec66131 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/main_fid.py @@ -0,0 +1,43 @@ +import numpy as np +import tensorflow as tf + +from trainer_fid_batched import Trainer +from config import get_config +from data_loader import get_loader +from utils import prepare_dirs_and_logger, save_config + +def main(config): + prepare_dirs_and_logger(config) + + #rng = np.random.RandomState(config.random_seed) + #tf.set_random_seed(config.random_seed) + + if config.is_train: + data_path = config.data_path + batch_size = config.batch_size + do_shuffle = True + else: + setattr(config, 'batch_size', 64) + if config.test_data_path is None: + data_path = config.data_path + else: + data_path = config.test_data_path + batch_size = config.sample_per_image + do_shuffle = False + + data_loader = get_loader( + data_path, config.batch_size, config.input_scale_size, + config.data_format, config.split) + trainer = Trainer(config, data_loader) + + if config.is_train: + save_config(config) + trainer.train() + else: + if not config.load_path: + raise Exception("[!] You should specify `load_path` to load a pretrained model") + trainer.test() + +if __name__ == "__main__": + config, unparsed = get_config() + main(config) diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/models.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/models.py new file mode 100644 index 00000000..6d9c42dc --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/models.py @@ -0,0 +1,91 @@ +import numpy as np +import tensorflow as tf +slim = tf.contrib.slim + +def GeneratorCNN(z, hidden_num, output_num, repeat_num, data_format, reuse): + with tf.variable_scope("G", reuse=reuse) as vs: + num_output = int(np.prod([8, 8, hidden_num])) + x = slim.fully_connected(z, num_output, activation_fn=None) + x = reshape(x, 8, 8, hidden_num, data_format) + + for idx in range(repeat_num): + x = slim.conv2d(x, hidden_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + x = slim.conv2d(x, hidden_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + if idx < repeat_num - 1: + x = upscale(x, 2, data_format) + + out = slim.conv2d(x, 3, 3, 1, activation_fn=None, data_format=data_format) + + variables = tf.contrib.framework.get_variables(vs) + return out, variables + +def DiscriminatorCNN(x, input_channel, z_num, repeat_num, hidden_num, data_format): + with tf.variable_scope("D") as vs: + # Encoder + x = slim.conv2d(x, hidden_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + + prev_channel_num = hidden_num + for idx in range(repeat_num): + channel_num = hidden_num * (idx + 1) + x = slim.conv2d(x, channel_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + x = slim.conv2d(x, channel_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + if idx < repeat_num - 1: + x = slim.conv2d(x, channel_num, 3, 2, activation_fn=tf.nn.elu, data_format=data_format) + #x = tf.contrib.layers.max_pool2d(x, [2, 2], [2, 2], padding='VALID') + + x = tf.reshape(x, [-1, np.prod([8, 8, channel_num])]) + z = x = slim.fully_connected(x, z_num, activation_fn=None) + + # Decoder + num_output = int(np.prod([8, 8, hidden_num])) + x = slim.fully_connected(x, num_output, activation_fn=None) + x = reshape(x, 8, 8, hidden_num, data_format) + + for idx in range(repeat_num): + x = slim.conv2d(x, hidden_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + x = slim.conv2d(x, hidden_num, 3, 1, activation_fn=tf.nn.elu, data_format=data_format) + if idx < repeat_num - 1: + x = upscale(x, 2, data_format) + + out = slim.conv2d(x, input_channel, 3, 1, activation_fn=None, data_format=data_format) + + variables = tf.contrib.framework.get_variables(vs) + return out, z, variables + +def int_shape(tensor): + shape = tensor.get_shape().as_list() + return [num if num is not None else -1 for num in shape] + +def get_conv_shape(tensor, data_format): + shape = int_shape(tensor) + # always return [N, H, W, C] + if data_format == 'NCHW': + return [shape[0], shape[2], shape[3], shape[1]] + elif data_format == 'NHWC': + return shape + +def nchw_to_nhwc(x): + return tf.transpose(x, [0, 2, 3, 1]) + +def nhwc_to_nchw(x): + return tf.transpose(x, [0, 3, 1, 2]) + +def reshape(x, h, w, c, data_format): + if data_format == 'NCHW': + x = tf.reshape(x, [-1, c, h, w]) + else: + x = tf.reshape(x, [-1, h, w, c]) + return x + +def resize_nearest_neighbor(x, new_size, data_format): + if data_format == 'NCHW': + x = nchw_to_nhwc(x) + x = tf.image.resize_nearest_neighbor(x, new_size) + x = nhwc_to_nchw(x) + else: + x = tf.image.resize_nearest_neighbor(x, new_size) + return x + +def upscale(x, scale, data_format): + _, h, w, _ = get_conv_shape(x, data_format) + return resize_nearest_neighbor(x, (h*scale, w*scale), data_format) diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/sh/run.sh b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/sh/run.sh new file mode 100644 index 00000000..9b8b2352 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/sh/run.sh @@ -0,0 +1,35 @@ +lr_d=0.00006 +lr_g=0.00004 +update_k=True +k_constant=0.08 +dataset=celebA_cropped +#dataset=lsun_cropped +train_stats_file="stats/fid_stats_celeba.npz" +eval_num_samples=50000 +eval_batch_size=200 +eval_step=1000 +lambda_k=0.001 +gamma=0.5 +python3 main_fid.py \ +--dataset $dataset \ +--train_stats_file $train_stats_file \ +--eval_num_samples $eval_num_samples \ +--eval_batch_size $eval_batch_size \ +--eval_step $eval_step \ +--input_height 64 \ +--output_height 64 \ +--is_crop False \ +--is_train True \ +--batch_size 16 \ +--log_dir "logs" \ +--d_lr $lr_d \ +--g_lr $lr_g \ +--lr_update_step 100000 \ +--lambda_k $lambda_k \ +--update_k $update_k \ +--k_constant $k_constant \ +--gamma $gamma \ +--max_step 500000 \ +--load_checkpoint False \ +--checkpoint_name "" \ +--start_step 0 diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/stats/README.md b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/stats/README.md new file mode 100644 index 00000000..6765f6d4 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/stats/README.md @@ -0,0 +1 @@ +Folder for precalculated FID statistics diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/trainer_fid_batched.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/trainer_fid_batched.py new file mode 100644 index 00000000..aba6d66c --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/trainer_fid_batched.py @@ -0,0 +1,499 @@ +from __future__ import print_function + +import os +#import StringIO +import scipy.misc +import numpy as np +from glob import glob +from tqdm import trange +from itertools import chain +from collections import deque + +from scipy.linalg import sqrtm +from numpy.linalg import norm + +from models import * +from utils import save_image +ry: + import fid +except ImportError: + print("fid.py not found. Please download fid.py from the TTUR github repository.") + raise SystemExit() + + +def next(loader): + return loader.next()[0].data.numpy() + +def to_nhwc(image, data_format): + if data_format == 'NCHW': + new_image = nchw_to_nhwc(image) + else: + new_image = image + return new_image + +def to_nchw_numpy(image): + if image.shape[3] in [1, 3]: + new_image = image.transpose([0, 3, 1, 2]) + else: + new_image = image + return new_image + +def norm_img(image, data_format=None): + image = image/127.5 - 1. + if data_format: + image = to_nhwc(image, data_format) + return image + +def denorm_img(norm, data_format): + return tf.clip_by_value(to_nhwc((norm + 1)*127.5, data_format), 0, 255) + +def slerp(val, low, high): + """Code from https://github.com/soumith/dcgan.torch/issues/14""" + omega = np.arccos(np.clip(np.dot(low/np.linalg.norm(low), high/np.linalg.norm(high)), -1, 1)) + so = np.sin(omega) + if so == 0: + return (1.0-val) * low + val * high # L'Hopital's rule/LERP + return np.sin((1.0-val)*omega) / so * low + np.sin(val*omega) / so * high + +class Trainer(object): + def __init__(self, config, data_loader): + + self.config = config + self.data_loader = data_loader + self.dataset = config.dataset + + self.train_stats_file = config.train_stats_file + + self.beta1 = config.beta1 + self.beta2 = config.beta2 + self.optimizer = config.optimizer + self.batch_size = config.batch_size + + self.step = tf.Variable(0, name='step', trainable=False) + + self.g_lr = tf.Variable(config.g_lr, name='g_lr') + self.d_lr = tf.Variable(config.d_lr, name='d_lr') + + self.g_lr_update = tf.assign(self.g_lr, self.g_lr * 0.5, name='g_lr_update') + self.d_lr_update = tf.assign(self.d_lr, self.d_lr * 0.5, name='d_lr_update') + + self.gamma = config.gamma + self.lambda_k = config.lambda_k + + self.z_num = config.z_num + self.conv_hidden_num = config.conv_hidden_num + self.input_scale_size = config.input_scale_size + + self.model_dir = config.model_dir + + self.load_checkpoint = config.load_checkpoint + self.checkpoint_name = config.checkpoint_name + + self.use_gpu = config.use_gpu + self.data_format = config.data_format + + _, height, width, self.channel = \ + get_conv_shape(self.data_loader, self.data_format) + self.repeat_num = int(np.log2(height)) - 2 + + self.start_step = config.start_step + self.log_step = config.log_step + self.max_step = config.max_step + self.save_step = config.save_step + self.lr_update_step = config.lr_update_step + + # TTS stuff + + self.update_k = config.update_k + self.k_constant = config.k_constant + + #self.global_norm_thres = 100.0 + #self.clip_value_min = -0.1 + #self.clip_value_max = 0.1 + + self.eval_num_samples = config.eval_num_samples + self.eval_batch_size = config.eval_batch_size + self.eval_step = config.eval_step + + self.output_height = config.input_scale_size + self.output_width = self.output_height + + self.is_train = config.is_train + self.build_model() + + self.saver = tf.train.Saver() + self.summary_writer = tf.summary.FileWriter(self.model_dir) + + sv = tf.train.Supervisor(logdir=self.model_dir, + is_chief=True, + saver=self.saver, + summary_op=None, + summary_writer=self.summary_writer, + save_model_secs=3600, + global_step=self.step, + ready_for_local_init_op=None) + + gpu_options = tf.GPUOptions(allow_growth=True) + sess_config = tf.ConfigProto(allow_soft_placement=True, + gpu_options=gpu_options) + + self.sess = sv.prepare_or_wait_for_session(config=sess_config) + + # dirty way to bypass graph finilization error + g = tf.get_default_graph() + g._finalized = False + + if not self.is_train: + self.build_test_model() + + def train(self): + + print("load train stats..", end="") + # load precalculated training set statistics + f = np.load(self.train_stats_file) + mu_trn, sigma_trn = f['mu'][:], f['sigma'][:] + f.close() + print("ok") + + z_fixed = np.random.uniform(-1, 1, size=(self.batch_size, self.z_num)) + + x_fixed = self.get_image_from_loader() + save_image(x_fixed, '{}/x_fixed.png'.format(self.model_dir)) + + prev_measure = 1 + measure_history = deque([0]*self.lr_update_step, self.lr_update_step) + + # load inference model + fid.create_inception_graph("inception-2015-12-05/classify_image_graph_def.pb") + + #query_tensor = fid.get_Fid_query_tensor(self.sess) + + if self.load_checkpoint: + if self.load(self.model_dir): + print(" [*] Load SUCCESS") + else: + print(" [!] Load failed...") + + # Precallocate prediction array for kl/fid inception score + #print("preallocate %.3f GB for prediction array.." % (self.eval_num_samples * 2048 / (1024**3)), end=" ", flush=True) + inception_activations = np.ones([self.eval_num_samples, 2048]) + #print("ok") + + for step in trange(self.start_step, self.max_step): + + # Optimize + self.sess.run([self.d_optim, self.g_optim]) + + # Feed dict + fetch_dict = {"measure": self.measure} + + if self.update_k: + fetch_dict.update({"k_update": self.k_update}) + + if step % self.log_step == 0: + fetch_dict.update({ + "summary": self.summary_op, + "g_loss": self.g_loss, + "d_loss": self.d_loss, + "k_t": self.k_t, + }) + + # Get summaries + result = self.sess.run(fetch_dict) + + measure = result['measure'] + measure_history.append(measure) + + if step % self.log_step == 0: + self.summary_writer.add_summary(result['summary'], step) + self.summary_writer.flush() + + g_loss = result['g_loss'] + d_loss = result['d_loss'] + k_t = result['k_t'] + + print("[{}/{}] Loss_D: {:.6f} Loss_G: {:.6f} measure: {:.4f}, k_t: {:.4f}". \ + format(step, self.max_step, d_loss, g_loss, measure, k_t)) + + if step % (self.log_step * 10) == 0: + x_fake = self.generate(z_fixed, self.model_dir, idx=step) + self.autoencode(x_fixed, self.model_dir, idx=step, x_fake=x_fake) + + if step % self.lr_update_step == self.lr_update_step - 1: + self.sess.run([self.g_lr_update, self.d_lr_update]) + + # FID + if step % self.eval_step == 0: + + eval_batches_num = self.eval_num_samples // self.eval_batch_size + + for eval_batch in range(eval_batches_num): + + print("\rFID batch %d/%d" % (eval_batch + 1, eval_batches_num), end="", flush=True) + + sample_z_eval = np.random.uniform(-1, 1, size=(self.eval_batch_size, self.z_num)) + samples_eval = self.generate(sample_z_eval, self.model_dir, save=False) + + activations_batch = fid.get_activations(samples_eval, + self.sess, + batch_size=self.eval_batch_size, + verbose=False) + + frm = eval_batch * self.eval_batch_size + to = frm + self.eval_batch_size + inception_activations[frm:to,:] = activations_batch + + print() + + # calculate FID + print("FID:", end=" ", flush=True) + try: + mu_eval = np.mean(inception_activations, axis=0) + sigma_eval = np.cov(inception_activations, rowvar=False) + FID = fid.calculate_frechet_distance(mu_eval, sigma_eval, mu_trn, sigma_trn) + except Exception as e: + print(e) + FID = 500 + print(FID) + + self.sess.run(tf.assign(self.fid, FID)) + summary_str = self.sess.run(self.fid_sum) + self.summary_writer.add_summary(summary_str, step) + + #print("eval finished") + + + def build_model(self): + + self.x = self.data_loader + x = norm_img(self.x) + + self.z = tf.random_uniform( + (tf.shape(x)[0], self.z_num), minval=-1.0, maxval=1.0) + + if self.update_k: + self.k_t = tf.Variable(0.0, trainable=False, name='k_t') + else: + self.k_t = tf.constant(self.k_constant, name="k_t") + + G, self.G_var = GeneratorCNN( + self.z, self.conv_hidden_num, self.channel, + self.repeat_num, self.data_format, reuse=False) + + d_out, self.D_z, self.D_var = DiscriminatorCNN( + tf.concat([G, x], 0), self.channel, self.z_num, self.repeat_num, + self.conv_hidden_num, self.data_format) + AE_G, AE_x = tf.split(d_out, 2, 0) + + self.G = denorm_img(G, self.data_format) + self.AE_G, self.AE_x = denorm_img(AE_G, self.data_format), denorm_img(AE_x, self.data_format) + + if self.optimizer == 'adam': + optimizer = tf.train.AdamOptimizer + else: + raise Exception("[!] Caution! Paper didn't use {} opimizer other than Adam".format(config.optimizer)) + + g_optimizer, d_optimizer = optimizer(self.g_lr), optimizer(self.d_lr) + + self.d_loss_real = tf.reduce_mean(tf.abs(AE_x - x)) + self.d_loss_fake = tf.reduce_mean(tf.abs(AE_G - G)) + + self.d_loss = self.d_loss_real - self.k_t * self.d_loss_fake + self.g_loss = tf.reduce_mean(tf.abs(AE_G - G)) + + self.d_optim = d_optimizer.minimize(self.d_loss, var_list=self.D_var) + self.g_optim = g_optimizer.minimize(self.g_loss, global_step=self.step, var_list=self.G_var) + + #grads, vrbls = zip(*d_optimizer.compute_gradients(self.d_loss, self.D_var)) + #grads, _ = tf.clip_by_global_norm(grads, self.global_norm_thres) + #grads = [ + # tf.clip_by_value(grad, self.clip_value_min, self.clip_value_max) + # for grad in grads] + #grads = [tf.div(grad, tf.reduce_max(grad)) for grad in grads] + #self.d_optim = d_optimizer.apply_gradients(zip(grads, vrbls)) + + #grads, vrbls = zip(*g_optimizer.compute_gradients(self.g_loss, self.G_var)) + #grads, _ = tf.clip_by_global_norm(grads, self.global_norm_thres) + #grads = [ + # tf.clip_by_value(grad, self.clip_value_min, self.clip_value_max) + # for grad in grads] + #grads = [tf.div(grad, tf.reduce_max(grad)) for grad in grads] + #self.g_optim = g_optimizer.apply_gradients(zip(grads, vrbls), global_step=self.step) + + + self.balance = self.gamma * self.d_loss_real - self.g_loss + self.measure = self.d_loss_real + tf.abs(self.balance) + + # k update + + if self.update_k: + self.k_update = tf.assign(self.k_t, + tf.clip_by_value(self.k_t + self.lambda_k * self.balance, 0, 1)) + + self.summary_op = tf.summary.merge([ + tf.summary.image("G", self.G), + tf.summary.image("AE_G", self.AE_G), + tf.summary.image("AE_x", self.AE_x), + + tf.summary.scalar("loss/d_loss", self.d_loss), + tf.summary.scalar("loss/d_loss_real", self.d_loss_real), + tf.summary.scalar("loss/d_loss_fake", self.d_loss_fake), + tf.summary.scalar("loss/g_loss", self.g_loss), + tf.summary.scalar("misc/measure", self.measure), + tf.summary.scalar("misc/k_t", self.k_t), + tf.summary.scalar("misc/d_lr", self.d_lr), + tf.summary.scalar("misc/g_lr", self.g_lr), + tf.summary.scalar("misc/balance", self.balance), + ]) + + # TTS stuff + + self.image_enc_data = tf.placeholder(tf.uint8,[self.output_height, self.output_width, 3]) + self.encode_jpeg = tf.image.encode_jpeg(self.image_enc_data) + + self.fid = tf.Variable(0.0, trainable=False) + self.fid_sum = tf.summary.scalar("FID", self.fid) + + + def build_test_model(self): + with tf.variable_scope("test") as vs: + # Extra ops for interpolation + z_optimizer = tf.train.AdamOptimizer(0.0001) + + self.z_r = tf.get_variable("z_r", [self.batch_size, self.z_num], tf.float32) + self.z_r_update = tf.assign(self.z_r, self.z) + + G_z_r, _ = GeneratorCNN( + self.z_r, self.conv_hidden_num, self.channel, self.repeat_num, self.data_format, reuse=True) + + with tf.variable_scope("test") as vs: + self.z_r_loss = tf.reduce_mean(tf.abs(self.x - G_z_r)) + self.z_r_optim = z_optimizer.minimize(self.z_r_loss, var_list=[self.z_r]) + + test_variables = tf.contrib.framework.get_variables(vs) + self.sess.run(tf.variables_initializer(test_variables)) + + def generate(self, inputs, root_path=None, path=None, idx=None, save=True): + x = self.sess.run(self.G, {self.z: inputs}) + if path is None and save: + path = os.path.join(root_path, '{}_G.png'.format(idx)) + save_image(x, path) + print("[*] Samples saved: {}".format(path)) + return x + + def autoencode(self, inputs, path, idx=None, x_fake=None): + items = { + 'real': inputs, + 'fake': x_fake, + } + for key, img in items.items(): + if img is None: + continue + if img.shape[3] in [1, 3]: + img = img.transpose([0, 3, 1, 2]) + + x_path = os.path.join(path, '{}_D_{}.png'.format(idx, key)) + x = self.sess.run(self.AE_x, {self.x: img}) + save_image(x, x_path) + print("[*] Samples saved: {}".format(x_path)) + + def encode(self, inputs): + if inputs.shape[3] in [1, 3]: + inputs = inputs.transpose([0, 3, 1, 2]) + return self.sess.run(self.D_z, {self.x: inputs}) + + def decode(self, z): + return self.sess.run(self.AE_x, {self.D_z: z}) + + def interpolate_G(self, real_batch, step=0, root_path='.', train_epoch=0): + batch_size = len(real_batch) + half_batch_size = int(batch_size/2) + + self.sess.run(self.z_r_update) + tf_real_batch = to_nchw_numpy(real_batch) + for i in trange(train_epoch): + z_r_loss, _ = self.sess.run([self.z_r_loss, self.z_r_optim], {self.x: tf_real_batch}) + z = self.sess.run(self.z_r) + + z1, z2 = z[:half_batch_size], z[half_batch_size:] + real1_batch, real2_batch = real_batch[:half_batch_size], real_batch[half_batch_size:] + + generated = [] + for idx, ratio in enumerate(np.linspace(0, 1, 10)): + z = np.stack([slerp(ratio, r1, r2) for r1, r2 in zip(z1, z2)]) + z_decode = self.generate(z, save=False) + generated.append(z_decode) + + generated = np.stack(generated).transpose([1, 0, 2, 3, 4]) + for idx, img in enumerate(generated): + save_image(img, os.path.join(root_path, 'test{}_interp_G_{}.png'.format(step, idx)), nrow=10) + + all_img_num = np.prod(generated.shape[:2]) + batch_generated = np.reshape(generated, [all_img_num] + list(generated.shape[2:])) + save_image(batch_generated, os.path.join(root_path, 'test{}_interp_G.png'.format(step)), nrow=10) + + def interpolate_D(self, real1_batch, real2_batch, step=0, root_path="."): + real1_encode = self.encode(real1_batch) + real2_encode = self.encode(real2_batch) + + decodes = [] + for idx, ratio in enumerate(np.linspace(0, 1, 10)): + z = np.stack([slerp(ratio, r1, r2) for r1, r2 in zip(real1_encode, real2_encode)]) + z_decode = self.decode(z) + decodes.append(z_decode) + + decodes = np.stack(decodes).transpose([1, 0, 2, 3, 4]) + for idx, img in enumerate(decodes): + img = np.concatenate([[real1_batch[idx]], img, [real2_batch[idx]]], 0) + save_image(img, os.path.join(root_path, 'test{}_interp_D_{}.png'.format(step, idx)), nrow=10 + 2) + + def test(self): + root_path = "./"#self.model_dir + + all_G_z = None + for step in range(3): + real1_batch = self.get_image_from_loader() + real2_batch = self.get_image_from_loader() + + save_image(real1_batch, os.path.join(root_path, 'test{}_real1.png'.format(step))) + save_image(real2_batch, os.path.join(root_path, 'test{}_real2.png'.format(step))) + + self.autoencode( + real1_batch, self.model_dir, idx=os.path.join(root_path, "test{}_real1".format(step))) + self.autoencode( + real2_batch, self.model_dir, idx=os.path.join(root_path, "test{}_real2".format(step))) + + self.interpolate_G(real1_batch, step, root_path) + #self.interpolate_D(real1_batch, real2_batch, step, root_path) + + z_fixed = np.random.uniform(-1, 1, size=(self.batch_size, self.z_num)) + G_z = self.generate(z_fixed, path=os.path.join(root_path, "test{}_G_z.png".format(step))) + + if all_G_z is None: + all_G_z = G_z + else: + all_G_z = np.concatenate([all_G_z, G_z]) + save_image(all_G_z, '{}/G_z{}.png'.format(root_path, step)) + + save_image(all_G_z, '{}/all_G_z.png'.format(root_path), nrow=16) + + def get_image_from_loader(self): + x = self.data_loader.eval(session=self.sess) + if self.data_format == 'NCHW': + x = x.transpose([0, 2, 3, 1]) + return x + + # Load checkpoint + def load(self, checkpoint_dir): + print(" [*] Reading checkpoints from %s..." % checkpoint_dir) + #checkpoint_dir = os.path.join(checkpoint_dir, self.model_dir) + + ckpt = tf.train.get_checkpoint_state(checkpoint_dir) + if ckpt and ckpt.model_checkpoint_path: + ckpt_name = os.path.basename(ckpt.model_checkpoint_path) + self.saver.restore(self.sess, os.path.join(checkpoint_dir, ckpt_name)) + print(" [*] Success to read {}".format(ckpt_name)) + return True + else: + print(" [*] Failed to find a checkpoint") + return False diff --git a/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/utils.py b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/utils.py new file mode 100644 index 00000000..49235123 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/BEGAN_FID_batched/utils.py @@ -0,0 +1,83 @@ +from __future__ import print_function + +import os +import math +import json +import logging +import numpy as np +from PIL import Image +from datetime import datetime + +def prepare_dirs_and_logger(config): + formatter = logging.Formatter("%(asctime)s:%(levelname)s::%(message)s") + logger = logging.getLogger() + + for hdlr in logger.handlers: + logger.removeHandler(hdlr) + + handler = logging.StreamHandler() + handler.setFormatter(formatter) + + logger.addHandler(handler) + + if config.load_checkpoint: + #if config.load_path.startswith(config.log_dir): + # config.model_dir = config.load_path + #else: + # if config.load_path.startswith(config.dataset): + # config.model_name = config.load_path + # else: + config.model_name = config.checkpoint_name + else: + config.model_name = "%s_%.6f_%.6f_%s" % (get_time(), config.d_lr, config.g_lr, config.update_k) + + if not hasattr(config, 'model_dir'): + config.model_dir = os.path.join(config.log_dir, config.model_name) + + config.data_path = os.path.join(config.data_dir, config.dataset) + + for path in [config.log_dir, config.data_dir, config.model_dir]: + if not os.path.exists(path): + os.makedirs(path) + +def get_time(): + return datetime.now().strftime("%m%d_%H%M%S") + +def save_config(config): + param_path = os.path.join(config.model_dir, "params.json") + + print("[*] MODEL dir: %s" % config.model_dir) + print("[*] PARAM path: %s" % param_path) + + with open(param_path, 'w') as fp: + json.dump(config.__dict__, fp, indent=4, sort_keys=True) + +def rank(array): + return len(array.shape) + +def make_grid(tensor, nrow=8, padding=2, + normalize=False, scale_each=False): + """Code based on https://github.com/pytorch/vision/blob/master/torchvision/utils.py""" + nmaps = tensor.shape[0] + xmaps = min(nrow, nmaps) + ymaps = int(math.ceil(float(nmaps) / xmaps)) + height, width = int(tensor.shape[1] + padding), int(tensor.shape[2] + padding) + grid = np.zeros([height * ymaps + 1 + padding // 2, width * xmaps + 1 + padding // 2, 3], dtype=np.uint8) + k = 0 + for y in range(ymaps): + for x in range(xmaps): + if k >= nmaps: + break + h, h_width = y * height + 1 + padding // 2, height - padding + w, w_width = x * width + 1 + padding // 2, width - padding + + grid[h:h+h_width, w:w+w_width] = tensor[k] + k = k + 1 + return grid + +def save_image(tensor, filename, nrow=8, padding=2, + normalize=False, scale_each=False): + ndarr = make_grid(tensor, nrow=nrow, padding=padding, + normalize=normalize, scale_each=scale_each) + im = Image.fromarray(ndarr) + im.save(filename) diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/README.md b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/README.md new file mode 100644 index 00000000..b917a285 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/README.md @@ -0,0 +1,22 @@ +# DCGAN for CelebA evaluated with FID (batched version) + +DCGAN fork from https://github.com/carpedm20/DCGAN-tensorflow + +Precalculated real world / trainng data statistics can be downloaded from: +http://bioinf.jku.at/research/ttur/ttur.html + +## Usage +- Copy the file fid.py from TTUR root into the DCGAN_FID_batched directory +- Modify the dataset variable in run.sh +- Modify the data_path variable in run.sh +- Download the precalculated statistics (see above) and save them into the "stats" folder. +- Modify the incept_path in file run.sh +- Run the command: bash run.sh +- Checkpoint, sample and Tensorboard log directories will be automatically created in logs. + +## FID evaluation: parameters fid_n_samples and fid_sample_batchsize +The evaluation of the FID needs the comparison between precalculated statistics of real world data vs statistics of generated data. +The calculation of the latter is a tradeoff between number of samples (the more the better) and available hardware. Two parameters +in run.sh are concerned with this calculation: fid_n_samples and fid_sample_batchsize. The first parameter specifies the number of +generated samples on which the statistics are calculated. Since this number should be high, it is very likely that it is not possible +to generate this amount of samples at once. Thus the generation process is batched with batches of size fid_sample_batchsize. diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/logs/README.md b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/logs/README.md new file mode 100644 index 00000000..7328fd0f --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/logs/README.md @@ -0,0 +1 @@ +Tensorboard logfiles, samples, checkpoints will be stored in automatically generated subdirectories here. diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/main.py b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/main.py new file mode 100644 index 00000000..fd9b0427 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/main.py @@ -0,0 +1,159 @@ +import os +#os.environ['CUDA_VISIBLE_DEVICES'] = "1" +import numpy as np + +from model import DCGAN +from utils import pp, visualize, to_json + +import tensorflow as tf +import fid + +flags = tf.app.flags +flags.DEFINE_integer("epoch", 25, "Epoch to train [25]") + +flags.DEFINE_float("learning_rate_d", 0.0002, "Discriminator learning rate of for adam [0.002]") +flags.DEFINE_float("learning_rate_g", 0.0002, "Generator learning rate of for adam [0.0002]") +flags.DEFINE_float("lr_decay_rate_d", 1.0, "Discriminator learning rate decay [1.0]") +flags.DEFINE_float("lr_decay_rate_g", 1.0, "Generator learning rate decay [1.0]") + +flags.DEFINE_float("beta1", 0.5, "Momentum term of adam [0.5]") +flags.DEFINE_integer("train_size", np.inf, "The size of train images [np.inf]") +flags.DEFINE_integer("batch_size", 64, "The size of batch images [64]") +flags.DEFINE_integer("input_height", 108, "The size of image to use (will be center cropped). [108]") +flags.DEFINE_integer("input_width", None, "The size of image to use (will be center cropped). If None, same value as input_height [None]") +flags.DEFINE_integer("output_height", 64, "The size of the output images to produce [64]") +flags.DEFINE_integer("output_width", None, "The size of the output images to produce. If None, same value as output_height [None]") +flags.DEFINE_integer("c_dim", 3, "Dimension of image color. [3]") +flags.DEFINE_string("dataset", "celebA", "The name of dataset [celebA, mnist, lsun]") +flags.DEFINE_string("input_fname_pattern", "*.jpg", "Glob pattern of filename of input images [*]") +flags.DEFINE_string("checkpoint_dir", "checkpoint", "Directory name to save the checkpoints [checkpoint]") +flags.DEFINE_string("checkpoint_name", None, "Directory name to load a checkpoint from [None]") +flags.DEFINE_boolean("load_checkpoint", False, "Load checkpoint [False]") +flags.DEFINE_integer("counter_start", 0, "counter to start with [0]") +flags.DEFINE_string("sample_dir", "samples", "Directory name to save the image samples [samples]") +flags.DEFINE_string("log_dir", "logs", "Directory name for summary logs [logs]") +flags.DEFINE_boolean("is_train", False, "True for training, False for testing [False]") +flags.DEFINE_boolean("is_crop", False, "True for training, False for testing [False]") +flags.DEFINE_boolean("visualize", False, "True for visualizing, False for nothing [False]") + +# added parameters for batched fid +flags.DEFINE_string("stats_path", None, "Path to pretrained statistics") +flags.DEFINE_string("data_path", None, "Path to input data") +flags.DEFINE_string("incept_path", None, "Path to inception net.") +flags.DEFINE_integer("fid_n_samples", 10000, "Total number of samples generated to calculate the FID statistics. Will be adjusted if not a multiple of fid_sample_batchsize [10000]") +flags.DEFINE_integer("fid_sample_batchsize", 5000, "Batchsize of batches that constitute all generated samples to calculate the FID statistics [5000]") +flags.DEFINE_integer("fid_batch_size", 100, "Batchsize used for FID calculation [500]") +flags.DEFINE_boolean("fid_verbose", True, "Report current state of FID calculation [True]") +flags.DEFINE_integer("fid_eval_steps", 1000, "Evaluate FID after this number of minibatches") + + +FLAGS = flags.FLAGS + +def main(_): + + pp.pprint(flags.FLAGS.__flags) + + # Create directories if necessary + if not os.path.exists(FLAGS.log_dir): + print("*** create log dir %s" % FLAGS.log_dir) + os.makedirs(FLAGS.log_dir) + if not os.path.exists(FLAGS.sample_dir): + print("*** create sample dir %s" % FLAGS.sample_dir) + os.makedirs(FLAGS.sample_dir) + if not os.path.exists(FLAGS.checkpoint_dir): + print("*** create checkpoint dir %s" % FLAGS.checkpoint_dir) + os.makedirs(FLAGS.checkpoint_dir) + + # Write flags to log dir + flags_file = open("%s/flags.txt" % FLAGS.log_dir, "w") + for k, v in flags.FLAGS.__flags.items(): + line = '{}, {}'.format(k, v) + print(line, file=flags_file) + flags_file.close() + + if FLAGS.input_width is None: + FLAGS.input_width = FLAGS.input_height + if FLAGS.output_width is None: + FLAGS.output_width = FLAGS.output_height + + if not os.path.exists(FLAGS.checkpoint_dir): + os.makedirs(FLAGS.checkpoint_dir) + if not os.path.exists(FLAGS.sample_dir): + os.makedirs(FLAGS.sample_dir) + + run_config = tf.ConfigProto() + run_config.gpu_options.allow_growth=True + + # load model + fid.create_inception_graph(FLAGS.incept_path) + + with tf.Session(config=run_config) as sess: + # get querry tensor + if FLAGS.dataset == 'mnist': + dcgan = DCGAN( + sess, + input_width=FLAGS.input_width, + input_height=FLAGS.input_height, + output_width=FLAGS.output_width, + output_height=FLAGS.output_height, + batch_size=FLAGS.batch_size, + batch_size_m=FLAGS.batch_size_m, + y_dim=10, + c_dim=1, + dataset_name=FLAGS.dataset, + input_fname_pattern=FLAGS.input_fname_pattern, + is_crop=FLAGS.is_crop, + checkpoint_dir=FLAGS.checkpoint_dir, + sample_dir=FLAGS.sample_dir, + log_dir=FLAGS.log_dir, + stats_path=FLAGS.stats_path, + data_path=FLAGS.data_path, + fid_n_samples=FLAGS.fid_n_samples, + fid_sample_batchsize=FLAGS.fid_sample_batchsize, + fid_batch_size=FLAGS.fid_batch_size, + fid_verbose=FLAGS.fid_verbose, + beta1=FLAGS.beta1) + else: + dcgan = DCGAN( + sess, + input_width=FLAGS.input_width, + input_height=FLAGS.input_height, + output_width=FLAGS.output_width, + output_height=FLAGS.output_height, + batch_size=FLAGS.batch_size, + c_dim=FLAGS.c_dim, + dataset_name=FLAGS.dataset, + input_fname_pattern=FLAGS.input_fname_pattern, + is_crop=FLAGS.is_crop, + load_checkpoint=FLAGS.load_checkpoint, + counter_start=FLAGS.counter_start, + checkpoint_dir=FLAGS.checkpoint_dir, + sample_dir=FLAGS.sample_dir, + log_dir=FLAGS.log_dir, + stats_path=FLAGS.stats_path, + data_path=FLAGS.data_path, + fid_n_samples=FLAGS.fid_n_samples, + fid_sample_batchsize=FLAGS.fid_sample_batchsize, + fid_batch_size=FLAGS.fid_batch_size, + fid_verbose=FLAGS.fid_verbose, + beta1=FLAGS.beta1) + + if FLAGS.is_train: + dcgan.train(FLAGS) + else: + if not dcgan.load(FLAGS.checkpoint_dir): + raise Exception("[!] Train a model first, then run test mode") + + + # to_json("./web/js/layers.js", [dcgan.h0_w, dcgan.h0_b, dcgan.g_bn0], + # [dcgan.h1_w, dcgan.h1_b, dcgan.g_bn1], + # [dcgan.h2_w, dcgan.h2_b, dcgan.g_bn2], + # [dcgan.h3_w, dcgan.h3_b, dcgan.g_bn3], + # [dcgan.h4_w, dcgan.h4_b, None]) + + # Below is codes for visualization + #OPTION = 4 + #visualize(sess, dcgan, FLAGS, OPTION) + +if __name__ == '__main__': + tf.app.run() diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/model.py b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/model.py new file mode 100644 index 00000000..b4aeccf1 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/model.py @@ -0,0 +1,523 @@ +import os +import time +import math +from glob import glob +import tensorflow as tf +import numpy as np +from random import sample + +from ops import * +from utils import * + +# import fid +import fid + +def conv_out_size_same(size, stride): + return int(math.ceil(float(size) / float(stride))) + +class DCGAN(object): + def __init__(self, sess, input_height=108, input_width=108, is_crop=True, + batch_size=64, sample_num = 64, + output_height=64, output_width=64, + y_dim=None, z_dim=100, gf_dim=64, df_dim=64, + gfc_dim=1024, dfc_dim=1024, c_dim=3, + dataset_name='default', + input_fname_pattern='*.jpg', + load_checkpoint=False, counter_start=0, + checkpoint_dir=None, + sample_dir=None, + log_dir=None, + stats_path=None, + data_path=None, + fid_n_samples=10000, + fid_sample_batchsize=5000, + fid_batch_size=500, + fid_verbose=False, + beta1=0.5): + """ + + Args: + sess: TensorFlow session + batch_size: The size of batch. Should be specified before training. + y_dim: (optional) Dimension of dim for y. [None] + z_dim: (optional) Dimension of dim for Z. [100] + gf_dim: (optional) Dimension of gen filters in first conv layer. [64] + df_dim: (optional) Dimension of discrim filters in first conv layer. [64] + gfc_dim: (optional) Dimension of gen units for for fully connected layer. [1024] + dfc_dim: (optional) Dimension of discrim units for fully connected layer. [1024] + c_dim: (optional) Dimension of image color. For grayscale input, set to 1. [3] + """ + + self.sess = sess + self.is_crop = is_crop + self.is_grayscale = (c_dim == 1) + + self.batch_size = batch_size + self.sample_num = sample_num + + self.input_height = input_height + self.input_width = input_width + self.output_height = output_height + self.output_width = output_width + + self.y_dim = y_dim + self.z_dim = z_dim + + self.gf_dim = gf_dim + self.df_dim = df_dim + + self.gfc_dim = gfc_dim + self.dfc_dim = dfc_dim + + self.c_dim = c_dim + + # Batch normalization : deals with poor initialization helps gradient flow + self.d_bn1 = batch_norm(name='d_bn1') + self.d_bn2 = batch_norm(name='d_bn2') + self.d_bn3 = batch_norm(name='d_bn3') + + self.g_bn0 = batch_norm(name='g_bn0') + self.g_bn1 = batch_norm(name='g_bn1') + self.g_bn2 = batch_norm(name='g_bn2') + self.g_bn3 = batch_norm(name='g_bn3') + + self.dataset_name = dataset_name + self.input_fname_pattern = input_fname_pattern + self.load_checkpoint = load_checkpoint + self.checkpoint_dir = checkpoint_dir + self.counter_start = counter_start + self.log_dir = log_dir + self.stats_path = stats_path + self.data_path = data_path + self.fid_n_samples=fid_n_samples + self.fid_sample_batchsize=fid_sample_batchsize + self.fid_batch_size = fid_batch_size + self.fid_verbose = fid_verbose + + self.beta1 = beta1 + + print("build model.. ", end="", flush=True) + self.build_model() + print("ok") + + # Model + def build_model(self): + + # Learning rate + self.learning_rate_d = tf.Variable(0.0, trainable=False) + self.learning_rate_g = tf.Variable(0.0, trainable=False) + + # Placeholders + + if self.is_crop: + image_dims = [self.output_height, self.output_width, self.c_dim] + else: + image_dims = [self.input_height, self.input_width, self.c_dim] + + self.inputs = tf.placeholder( + tf.float32, [self.batch_size] + image_dims, name='real_images') + self.sample_inputs = tf.placeholder( + tf.float32, [self.sample_num] + image_dims, name='sample_inputs') + + self.z = tf.placeholder( + tf.float32, [None, self.z_dim], name='z') + self.z_sum = tf.summary.histogram("z", self.z) + + self.z_fid = tf.placeholder( + tf.float32, [None, self.z_dim], name='z_fid') + + self.fid = tf.Variable(0.0, trainable=False) + + # Inputs + inputs = self.inputs + sample_inputs = self.sample_inputs + + # Discriminator and generator + if self.y_dim: + print() + print("Conditional GAN for MNIST not supported.") + raise SystemExit() + + else: + self.G = self.generator(self.z, batch_size=self.batch_size) + self.D_real, self.D_logits_real = self.discriminator(inputs) + + self.sampler_fid = self.sampler_func(self.z_fid, self.fid_sample_batchsize) + self.sampler = self.sampler_func(self.z, self.batch_size) + self.D_fake, self.D_logits_fake = self.discriminator(self.G, reuse=True) + + # Summaries + self.d_real_sum = tf.summary.histogram("d_real", self.D_real) + self.d_fake_sum = tf.summary.histogram("d_fake", self.D_fake) + self.G_sum = tf.summary.image("G", self.G) + + def sigmoid_cross_entropy_with_logits(x, y): + try: + return tf.nn.sigmoid_cross_entropy_with_logits(logits=x, labels=y) + except: + return tf.nn.sigmoid_cross_entropy_with_logits(logits=x, targets=y) + + # Discriminator Loss Real + self.d_loss_real = tf.reduce_mean( + sigmoid_cross_entropy_with_logits(self.D_logits_real, tf.ones_like(self.D_real))) + # Discriminator Loss Fake + self.d_loss_fake = tf.reduce_mean( + sigmoid_cross_entropy_with_logits(self.D_logits_fake, tf.zeros_like(self.D_fake))) + # Generator Loss + self.g_loss = tf.reduce_mean( + sigmoid_cross_entropy_with_logits(self.D_logits_fake, tf.ones_like(self.D_fake))) + + self.d_loss_real_sum = tf.summary.scalar("d_loss_real", self.d_loss_real) + self.d_loss_fake_sum = tf.summary.scalar("d_loss_fake", self.d_loss_fake) + + # Discriminator Loss Combined + self.d_loss = self.d_loss_real + self.d_loss_fake + + self.g_loss_sum = tf.summary.scalar("g_loss", self.g_loss) + self.d_loss_sum = tf.summary.scalar("d_loss", self.d_loss) + + self.lrate_sum_d = tf.summary.scalar('learning rate d', self.learning_rate_d) + self.lrate_sum_g = tf.summary.scalar('learning rate g', self.learning_rate_g) + + self.fid_sum = tf.summary.scalar("FID", self.fid) + + # Variables + t_vars = tf.trainable_variables() + + self.d_vars = [var for var in t_vars if 'd_' in var.name] + self.g_vars = [var for var in t_vars if 'g_' in var.name] + + # Train optimizers + opt_d = tf.train.AdamOptimizer(self.learning_rate_d, beta1=self.beta1) + opt_g = tf.train.AdamOptimizer(self.learning_rate_g, beta1=self.beta1) + + # Discriminator + grads_and_vars = opt_d.compute_gradients(self.d_loss, var_list=self.d_vars) + grads = [] + self.d_optim = opt_d.apply_gradients(grads_and_vars) + + # Gradient summaries discriminator + sum_grad_d = [] + for i, (grad, vars_) in enumerate(grads_and_vars): + grad_l2 = tf.sqrt(tf.reduce_sum(tf.square(grad))) + sum_grad_d.append(tf.summary.scalar("grad_l2_d_%d_%s" % (i, vars_.name), grad_l2)) + + # Generator + grads_and_vars = opt_g.compute_gradients(self.g_loss, var_list=self.g_vars) + self.g_optim = opt_g.apply_gradients(grads_and_vars) + + # Gradient summaries generator + sum_grad_g = [] + for i, (grad, vars_) in enumerate(grads_and_vars): + grad_l2 = tf.sqrt(tf.reduce_sum(tf.square(grad))) + sum_grad_g.append(tf.summary.scalar("grad_l2_g_%d_%s" % (i, vars_.name), grad_l2)) + + # Init: + tf.global_variables_initializer().run() + + # Summaries + self.g_sum = tf.summary.merge([self.z_sum, self.d_fake_sum, + self.G_sum, self.d_loss_fake_sum, self.g_loss_sum, self.lrate_sum_g] + sum_grad_g) + self.d_sum = tf.summary.merge( + [self.z_sum, self.d_real_sum, self.d_loss_real_sum, self.d_loss_sum, self.lrate_sum_d] + sum_grad_d) + self.writer = tf.summary.FileWriter(self.log_dir, self.sess.graph) + + + # Checkpoint saver + self.saver = tf.train.Saver() + + # check if fid_sample_batchsize is a multiple of fid_n_samples + if not (self.fid_n_samples % self.fid_sample_batchsize == 0): + new_bs = self.fid_n_samples // self.fid_sample_batchsize + n_old = self.fid_n_samples + self.fid_n_samples = new_bs * self.fid_sample_batchsize + print("""!WARNING: fid_sample_batchsize is not a multiple of fid_n_samples. + Number of generated sample will be adjusted form %d to %d """ % (n_old, self.fid_n_samples)) + + # Train model + def train(self, config): + """Train DCGAN""" + + print("load train stats.. ", end="", flush=True) + # load precalculated training set statistics + f = np.load(self.stats_path) + mu_real, sigma_real = f['mu'][:], f['sigma'][:] + f.close() + print("ok") + + if config.dataset == 'mnist': + print("scan files", end=" ", flush=True) + data_X, data_y = self.load_mnist() + else: + if (config.dataset == "celebA") or (config.dataset == "cifar10"): + print("scan files", end=" ", flush=True) + data = glob(os.path.join(self.data_path, self.input_fname_pattern)) + else: + if config.dataset == "lsun": + print("scan files") + data = [] + for i in range(304): + print("\r%d" % i, end="", flush=True) + data += glob(os.path.join(self.data_path, str(i), self.input_fname_pattern)) + else: + print("Please specify dataset in run.sh [mnist, celebA, lsun, cifar10]") + raise SystemExit() + + print() + print("%d images found" % len(data)) + + # Z sample + #sample_z = np.random.normal(0, 1.0, size=(self.sample_num , self.z_dim)) + sample_z = np.random.uniform(-1.0, 1.0, size=(self.sample_num , self.z_dim)) + + # Input samples + sample_files = data[0:self.sample_num] + sample = [ + get_image(sample_file, + input_height=self.input_height, + input_width=self.input_width, + resize_height=self.output_height, + resize_width=self.output_width, + is_crop=self.is_crop, + is_grayscale=self.is_grayscale) for sample_file in sample_files] + if (self.is_grayscale): + sample_inputs = np.array(sample).astype(np.float32)[:, :, :, None] + else: + sample_inputs = np.array(sample).astype(np.float32) + + if self.load_checkpoint: + if self.load(self.checkpoint_dir): + print(" [*] Load SUCCESS") + else: + print(" [!] Load failed...") + + # Batch preparing + batch_nums = min(len(data), config.train_size) // config.batch_size + data_idx = list(range(len(data))) + + counter = self.counter_start + + start_time = time.time() + + # Loop over epochs + for epoch in range(config.epoch): + + # Assign learning rates for d and g + lrate = config.learning_rate_d # * (config.lr_decay_rate_d ** epoch) + self.sess.run(tf.assign(self.learning_rate_d, lrate)) + lrate = config.learning_rate_g # * (config.lr_decay_rate_g ** epoch) + self.sess.run(tf.assign(self.learning_rate_g, lrate)) + + # Shuffle the data indices + np.random.shuffle(data_idx) + + # Loop over batches + for batch_idx in range(batch_nums): + + # Prepare batch + idx = data_idx[batch_idx * config.batch_size:(batch_idx + 1) * config.batch_size] + batch = [ + get_image(data[i], + input_height=self.input_height, + input_width=self.input_width, + resize_height=self.output_height, + resize_width=self.output_width, + is_crop=self.is_crop, + is_grayscale=self.is_grayscale) for i in idx] + if (self.is_grayscale): + batch_images = np.array(batch).astype(np.float32)[:, :, :, None] + else: + batch_images = np.array(batch).astype(np.float32) + + #batch_z = np.random.normal(0, 1.0, size=(config.batch_size , self.z_dim)).astype(np.float32) + batch_z = np.random.uniform(-1.0, 1.0, size=(config.batch_size , self.z_dim)).astype(np.float32) + + # Update D network + _, summary_str = self.sess.run([self.d_optim, self.d_sum], + feed_dict={self.inputs: batch_images, + self.z: batch_z}) + if np.mod(counter, 20) == 0: + self.writer.add_summary(summary_str, counter) + + # Update G network + _, summary_str = self.sess.run([self.g_optim, self.g_sum], + feed_dict={self.z: batch_z}) + if np.mod(counter, 20) == 0: + self.writer.add_summary(summary_str, counter) + + errD_fake = self.d_loss_fake.eval({ self.z: batch_z }) + errD_real = self.d_loss_real.eval({ self.inputs: batch_images }) + errG = self.g_loss.eval({self.z: batch_z}) + + # Print + if np.mod(counter, 100) == 0: + print("Epoch: [%2d] [%4d/%4d] time: %4.4f, d_loss: %.8f, g_loss: %.8f" \ + % (epoch, batch_idx, batch_nums, time.time() - start_time, errD_fake+errD_real, errG)) + + # Save generated samples and FID + if np.mod(counter, config.fid_eval_steps) == 0: + + # Save + try: + samples, d_loss, g_loss = self.sess.run( + [self.sampler, self.d_loss, self.g_loss], + feed_dict={self.z: sample_z, + self.inputs: sample_inputs}) + save_images(samples, [8, 8], '{}/train_{:02d}_{:04d}.png'.format(config.sample_dir, epoch, batch_idx)) + print("[Sample] d_loss: %.8f, g_loss: %.8f" % (d_loss, g_loss)) + except Exception as e: + print(e) + print("sample image error!") + + # FID + print("samples for incept", end="", flush=True) + + samples = np.zeros((self.fid_n_samples, self.output_height, self.output_width, 3)) + n_batches = self.fid_n_samples // self.fid_sample_batchsize + lo = 0 + for btch in range(n_batches): + print("\rsamples for incept %d/%d" % (btch + 1, n_batches), end=" ", flush=True) + #sample_z_fid = np.random.normal(0, 1.0, size=(self.fid_sample_batchsize, self.z_dim)) + sample_z_fid = np.random.uniform(-1.0, 1.0, size=(self.fid_sample_batchsize, self.z_dim)) + samples[lo:(lo+self.fid_sample_batchsize)] = self.sess.run( self.sampler_fid, + feed_dict={self.z_fid: sample_z_fid}) + lo += self.fid_sample_batchsize + + samples = (samples + 1.) * 127.5 + print("ok") + + mu_gen, sigma_gen = fid.calculate_activation_statistics( samples, + self.sess, + batch_size=self.fid_batch_size, + verbose=self.fid_verbose) + + print("calculate FID:", end=" ", flush=True) + try: + FID = fid.calculate_frechet_distance(mu_gen, sigma_gen, mu_real, sigma_real) + except Exception as e: + print(e) + FID=500 + + print(FID) + + # Update event log with FID + self.sess.run(tf.assign(self.fid, FID)) + summary_str = self.sess.run(self.fid_sum) + self.writer.add_summary(summary_str, counter) + + # Save checkpoint + if (counter != 0) and (np.mod(counter, 2000) == 0): + self.save(config.checkpoint_dir, counter) + + counter += 1 + + # Discriminator + def discriminator(self, image, y=None, reuse=False): + with tf.variable_scope("discriminator") as scope: + if reuse: + scope.reuse_variables() + h0 = lrelu(conv2d(image, self.df_dim, name='d_h0_conv')) + h1 = lrelu(self.d_bn1(conv2d(h0, self.df_dim*2, name='d_h1_conv'))) + h2 = lrelu(self.d_bn2(conv2d(h1, self.df_dim*4, name='d_h2_conv'))) + h3 = lrelu(self.d_bn3(conv2d(h2, self.df_dim*8, name='d_h3_conv'))) + h4 = linear(tf.reshape(h3, [self.batch_size, -1]), 1, 'd_h3_lin') + return tf.nn.sigmoid(h4), h4 + + + # Generator + def generator(self, z, y=None, batch_size=None): + with tf.variable_scope("generator") as scope: + + if not self.y_dim: + s_h, s_w = self.output_height, self.output_width + s_h2, s_w2 = conv_out_size_same(s_h, 2), conv_out_size_same(s_w, 2) + s_h4, s_w4 = conv_out_size_same(s_h2, 2), conv_out_size_same(s_w2, 2) + s_h8, s_w8 = conv_out_size_same(s_h4, 2), conv_out_size_same(s_w4, 2) + s_h16, s_w16 = conv_out_size_same(s_h8, 2), conv_out_size_same(s_w8, 2) + + # Project `z` and reshape + self.z_, self.h0_w, self.h0_b = linear( + z, self.gf_dim*8*s_h16*s_w16, 'g_h0_lin', with_w=True) + self.h0 = tf.reshape( + self.z_, [-1, s_h16, s_w16, self.gf_dim * 8]) + h0 = tf.nn.relu(self.g_bn0(self.h0)) + + # Deconv + self.h1, self.h1_w, self.h1_b = deconv2d( + h0, [batch_size, s_h8, s_w8, self.gf_dim*4], name='g_h1', with_w=True) + h1 = tf.nn.relu(self.g_bn1(self.h1)) + h2, self.h2_w, self.h2_b = deconv2d( + h1, [batch_size, s_h4, s_w4, self.gf_dim*2], name='g_h2', with_w=True) + h2 = tf.nn.relu(self.g_bn2(h2)) + h3, self.h3_w, self.h3_b = deconv2d( + h2, [batch_size, s_h2, s_w2, self.gf_dim*1], name='g_h3', with_w=True) + h3 = tf.nn.relu(self.g_bn3(h3)) + h4, self.h4_w, self.h4_b = deconv2d( + h3, [batch_size, s_h, s_w, self.c_dim], name='g_h4', with_w=True) + + return tf.nn.tanh(h4) + + + # Sampler + def sampler_func(self, z, batch_size, y=None): + with tf.variable_scope("generator") as scope: + scope.reuse_variables() + + if not self.y_dim: + s_h, s_w = self.output_height, self.output_width + s_h2, s_w2 = conv_out_size_same(s_h, 2), conv_out_size_same(s_w, 2) + s_h4, s_w4 = conv_out_size_same(s_h2, 2), conv_out_size_same(s_w2, 2) + s_h8, s_w8 = conv_out_size_same(s_h4, 2), conv_out_size_same(s_w4, 2) + s_h16, s_w16 = conv_out_size_same(s_h8, 2), conv_out_size_same(s_w8, 2) + + # Project `z` and reshape + h0 = tf.reshape( + linear(z, self.gf_dim*8*s_h16*s_w16, 'g_h0_lin'), + [-1, s_h16, s_w16, self.gf_dim * 8]) + h0 = tf.nn.relu(self.g_bn0(h0, train=False)) + + # Deconv + h1 = deconv2d(h0, [batch_size, s_h8, s_w8, self.gf_dim*4], name='g_h1') + h1 = tf.nn.relu(self.g_bn1(h1, train=False)) + h2 = deconv2d(h1, [batch_size, s_h4, s_w4, self.gf_dim*2], name='g_h2') + h2 = tf.nn.relu(self.g_bn2(h2, train=False)) + h3 = deconv2d(h2, [batch_size, s_h2, s_w2, self.gf_dim*1], name='g_h3') + h3 = tf.nn.relu(self.g_bn3(h3, train=False)) + h4 = deconv2d(h3, [batch_size, s_h, s_w, self.c_dim], name='g_h4') + + return tf.nn.tanh(h4) + + + @property + def model_dir(self): + return "{}_{}_{}_{}".format( + self.dataset_name, self.batch_size, + self.output_height, self.output_width) + + # Save checkpoint + def save(self, checkpoint_dir, step): + model_name = "DCGAN.model" + checkpoint_dir = os.path.join(checkpoint_dir, self.model_dir) + + if not os.path.exists(checkpoint_dir): + os.makedirs(checkpoint_dir) + + self.saver.save(self.sess, + os.path.join(checkpoint_dir, model_name), + global_step=step) + + # Load checkpoint + def load(self, checkpoint_dir): + print(" [*] Reading checkpoints...") + checkpoint_dir = os.path.join(checkpoint_dir, self.model_dir) + + ckpt = tf.train.get_checkpoint_state(checkpoint_dir) + if ckpt and ckpt.model_checkpoint_path: + ckpt_name = os.path.basename(ckpt.model_checkpoint_path) + self.saver.restore(self.sess, os.path.join(checkpoint_dir, ckpt_name)) + print(" [*] Success to read {}".format(ckpt_name)) + return True + else: + print(" [*] Failed to find a checkpoint") + return False + diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/ops.py b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/ops.py new file mode 100644 index 00000000..26342040 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/ops.py @@ -0,0 +1,124 @@ +import math +import numpy as np +import tensorflow as tf + +from tensorflow.python.framework import ops + +from utils import * + +try: + image_summary = tf.image_summary + scalar_summary = tf.scalar_summary + histogram_summary = tf.histogram_summary + merge_summary = tf.merge_summary + SummaryWriter = tf.train.SummaryWriter +except: + image_summary = tf.summary.image + scalar_summary = tf.summary.scalar + histogram_summary = tf.summary.histogram + merge_summary = tf.summary.merge + SummaryWriter = tf.summary.FileWriter + +if "concat_v2" in dir(tf): + def concat(tensors, axis, *args, **kwargs): + return tf.concat_v2(tensors, axis, *args, **kwargs) +else: + def concat(tensors, axis, *args, **kwargs): + return tf.concat(tensors, axis, *args, **kwargs) + +class batch_norm(object): + def __init__(self, scale=True, epsilon=1e-5, momentum = 0.9, name="batch_norm"): + with tf.variable_scope(name): + self.epsilon = epsilon + self.momentum = momentum + self.name = name + self.scale = scale + + def __call__(self, x, train=True): + return tf.contrib.layers.batch_norm(x, + decay=self.momentum, + updates_collections=None, + epsilon=self.epsilon, + scale=self.scale, + is_training=train, + scope=self.name) + +def conv_cond_concat(x, y): + """Concatenate conditioning vector on feature map axis.""" + x_shapes = x.get_shape() + y_shapes = y.get_shape() + return concat([ + x, y*tf.ones([x_shapes[0], x_shapes[1], x_shapes[2], y_shapes[3]])], 3) + +def conv2d(input_, output_dim, + k_h=5, k_w=5, d_h=2, d_w=2, stddev=0.02, + name="conv2d"): + # ELU init stddev + #n = k_h * k_w * (input_.get_shape().as_list()[-1] + output_dim) / 2.0 + #n = k_h * k_w * tf.sqrt(tf.cast(input_.get_shape().as_list()[-1] * output_dim, tf.float32)) + n = k_h * k_w * input_.get_shape().as_list()[-1] + #stddev = tf.sqrt(1.55052/n) + with tf.variable_scope(name): + w = tf.get_variable('w', [k_h, k_w, input_.get_shape()[-1], output_dim], + initializer=tf.truncated_normal_initializer(stddev=stddev)) + conv = tf.nn.conv2d(input_, w, strides=[1, d_h, d_w, 1], padding='SAME') + + biases = tf.get_variable('biases', [output_dim], initializer=tf.constant_initializer(0.0)) + conv = tf.reshape(tf.nn.bias_add(conv, biases), conv.get_shape()) + + return conv + +def deconv2d(input_, output_shape, + k_h=5, k_w=5, d_h=2, d_w=2, stddev=0.02, + name="deconv2d", with_w=False): + # ELU init stddev + #n = k_h * k_w * (input_.get_shape().as_list()[-1] + output_shape[-1]) / 2.0 + #n = k_h * k_w * tf.sqrt(tf.cast(input_.get_shape().as_list()[-1] * output_shape[-1], tf.float32)) + n = k_h * k_w *input_.get_shape().as_list()[-1] + #stddev = tf.sqrt(1.55052/n) + with tf.variable_scope(name): + # filter : [height, width, output_channels, in_channels] + w = tf.get_variable('w', [k_h, k_w, output_shape[-1], input_.get_shape()[-1]], + initializer=tf.random_normal_initializer(stddev=stddev)) + + try: + deconv = tf.nn.conv2d_transpose(input_, w, output_shape=output_shape, + strides=[1, d_h, d_w, 1]) + + # Support for verisons of TensorFlow before 0.7.0 + except AttributeError: + deconv = tf.nn.deconv2d(input_, w, output_shape=output_shape, + strides=[1, d_h, d_w, 1]) + + biases = tf.get_variable('biases', [output_shape[-1]], initializer=tf.constant_initializer(0.0)) + deconv = tf.reshape(tf.nn.bias_add(deconv, biases), deconv.get_shape()) + + if with_w: + return deconv, w, biases + else: + return deconv + +def lrelu(x, leak=0.2, name="lrelu"): + return tf.maximum(x, leak*x) + +def elu(x, name="elu"): + return(tf.nn.elu(x)) + +# Scaled ELU +def selu(x, name="selu"): + alpha = 1.6732632423543772848170429916717 + scale = 1.0507009873554804934193349852946 + return scale*tf.where(x>=0.0, x, alpha*tf.nn.elu(x)) + +def linear(input_, output_size, scope=None, stddev=0.02, bias_start=0.0, with_w=False): + shape = input_.get_shape().as_list() + + with tf.variable_scope(scope or "Linear"): + matrix = tf.get_variable("Matrix", [shape[1], output_size], tf.float32, + tf.random_normal_initializer(stddev=stddev)) + bias = tf.get_variable("bias", [output_size], + initializer=tf.constant_initializer(bias_start)) + if with_w: + return tf.matmul(input_, matrix) + bias, matrix, bias + else: + return tf.matmul(input_, matrix) + bias diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/run.sh b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/run.sh new file mode 100644 index 00000000..70cfe47e --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/run.sh @@ -0,0 +1,78 @@ +#!/bin/bash + +# celebA, lsun, imagenet, cifar10.. +dataset="cifar10" + +lr_d=$1 +lr_g=$2 + +counter_start=0 +load_checkpoint=false +if ! $load_checkpoint; then + dwt=`date "+%m%d_%H%M%S"` + run_id=${dwt}_${lr_d}_${lr_g} +else + run_id="MMdd_hhmmss_lrd_lrg" +fi + +incept_path="inception-2015-12-05/classify_image_graph_def.pb" + +case $dataset in + celebA) + data_path="data/celebA_cropped" + stats_path="stats/fid_stats_celeba.npz" + input_height=64 + output_height=64 + input_fname_pattern="*.jpg" + epochs=81 + ;; + lsun) + data_path="data/lsun_cropped" + stats_path="stats/fid_stats_lsun.npz" + input_height=64 + output_height=64 + input_fname_pattern="*.jpg" + epochs=9 + ;; + imagenet) + data_path="data/imagenet" + stats_path="stats/fid_stats_imagenet.npz" + input_height=64 + output_height=64 + input_fname_pattern="*.jpg" + epochs=5 + ;; + cifar10) + data_path="data/cifar10_train" + stats_path="stats/fid_stats_cifar10.npz" + input_fname_pattern="*.png" + input_height=32 + output_height=32 + epochs=500 + ;; +esac + +python3 main.py \ +--dataset=$dataset \ +--input_height=$input_height \ +--output_height=$output_height \ +--input_fname_pattern=$input_fname_pattern \ +--is_crop False \ +--is_train=True \ +--batch_size=64 \ +--checkpoint_dir="logs/${run_id}/checkpoints" \ +--log_dir="logs/${run_id}/logs" \ +--sample_dir="logs/${run_id}/samples" \ +--fid_n_samples 50000 \ +--fid_sample_batchsize 1000 \ +--fid_batch_size 100 \ +--fid_eval_steps 5000 \ +--learning_rate_d $lr_d \ +--learning_rate_g $lr_g \ +--beta1 0.5 \ +--epoch $epochs \ +--load_checkpoint $load_checkpoint \ +--counter_start $counter_start \ +--incept_path $incept_path \ +--data_path $data_path \ +--stats_path $stats_path \ diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/stats/README.md b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/stats/README.md new file mode 100644 index 00000000..6765f6d4 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/stats/README.md @@ -0,0 +1 @@ +Folder for precalculated FID statistics diff --git a/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/utils.py b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/utils.py new file mode 100644 index 00000000..152b530b --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/DCGAN_FID_batched/utils.py @@ -0,0 +1,241 @@ +""" +Some codes from https://github.com/Newmu/dcgan_code +""" +from __future__ import division +import math +import json +import random +import pprint +import scipy.misc +import numpy as np +from time import gmtime, strftime +from six.moves import xrange + +pp = pprint.PrettyPrinter() + +get_stddev = lambda x, k_h, k_w: 1/math.sqrt(k_w*k_h*x.get_shape()[-1]) + +def get_image(image_path, input_height, input_width, + resize_height=64, resize_width=64, + is_crop=True, is_grayscale=False): + image = imread(image_path, is_grayscale) + return transform(image, input_height, input_width, + resize_height, resize_width, is_crop) + +def save_images(images, size, image_path): + return imsave(inverse_transform(images), size, image_path) + +def imread(path, is_grayscale = False): + if (is_grayscale): + return scipy.misc.imread(path, flatten = True).astype(np.float) + else: + return scipy.misc.imread(path).astype(np.float) + +def merge_images(images, size): + return inverse_transform(images) + +def merge(images, size): + h, w = images.shape[1], images.shape[2] + img = np.zeros((h * size[0], w * size[1], 3)) + for idx, image in enumerate(images): + i = idx % size[1] + j = idx // size[1] + img[j*h:j*h+h, i*w:i*w+w, :] = image + return img + +def imsave(images, size, path): + return scipy.misc.imsave(path, merge(images, size)) + +def center_crop(x, crop_h, crop_w, + resize_h=64, resize_w=64): + if crop_w is None: + crop_w = crop_h + h, w = x.shape[:2] + j = int(round((h - crop_h)/2.)) + i = int(round((w - crop_w)/2.)) + return scipy.misc.imresize( + x[j:j+crop_h, i:i+crop_w], [resize_h, resize_w]) + +def transform(image, input_height, input_width, + resize_height=64, resize_width=64, is_crop=True): + if is_crop: + cropped_image = center_crop( + image, input_height, input_width, + resize_height, resize_width) + else: + if (input_height != resize_height) or (input_width != resize_width): + cropped_image = scipy.misc.imresize(image, [resize_height, resize_width]) + else: + cropped_image = image + return np.array(cropped_image) / 127.5 - 1. + +def inverse_transform(images): + return (images+1.)/2. + +def to_json(output_path, *layers): + with open(output_path, "w") as layer_f: + lines = "" + for w, b, bn in layers: + layer_idx = w.name.split('/')[0].split('h')[1] + + B = b.eval() + + if "lin/" in w.name: + W = w.eval() + depth = W.shape[1] + else: + W = np.rollaxis(w.eval(), 2, 0) + depth = W.shape[0] + + biases = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(B)]} + if bn != None: + gamma = bn.gamma.eval() + beta = bn.beta.eval() + + gamma = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(gamma)]} + beta = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(beta)]} + else: + gamma = {"sy": 1, "sx": 1, "depth": 0, "w": []} + beta = {"sy": 1, "sx": 1, "depth": 0, "w": []} + + if "lin/" in w.name: + fs = [] + for w in W.T: + fs.append({"sy": 1, "sx": 1, "depth": W.shape[0], "w": ['%.2f' % elem for elem in list(w)]}) + + lines += """ + var layer_%s = { + "layer_type": "fc", + "sy": 1, "sx": 1, + "out_sx": 1, "out_sy": 1, + "stride": 1, "pad": 0, + "out_depth": %s, "in_depth": %s, + "biases": %s, + "gamma": %s, + "beta": %s, + "filters": %s + };""" % (layer_idx.split('_')[0], W.shape[1], W.shape[0], biases, gamma, beta, fs) + else: + fs = [] + for w_ in W: + fs.append({"sy": 5, "sx": 5, "depth": W.shape[3], "w": ['%.2f' % elem for elem in list(w_.flatten())]}) + + lines += """ + var layer_%s = { + "layer_type": "deconv", + "sy": 5, "sx": 5, + "out_sx": %s, "out_sy": %s, + "stride": 2, "pad": 1, + "out_depth": %s, "in_depth": %s, + "biases": %s, + "gamma": %s, + "beta": %s, + "filters": %s + };""" % (layer_idx, 2**(int(layer_idx)+2), 2**(int(layer_idx)+2), + W.shape[0], W.shape[3], biases, gamma, beta, fs) + layer_f.write(" ".join(lines.replace("'","").split())) + +def make_gif(images, fname, duration=2, true_image=False): + import moviepy.editor as mpy + + def make_frame(t): + try: + x = images[int(len(images)/duration*t)] + except: + x = images[-1] + + if true_image: + return x.astype(np.uint8) + else: + return ((x+1)/2*255).astype(np.uint8) + + clip = mpy.VideoClip(make_frame, duration=duration) + clip.write_gif(fname, fps = len(images) / duration) + +def visualize(sess, dcgan, config, option): + image_frame_dim = int(math.ceil(config.batch_size**.5)) + if option == 0: + z_sample = np.random.uniform(-0.5, 0.5, size=(config.batch_size, dcgan.z_dim)) + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_%s.png' % (config.sample_dir, strftime("%Y-%m-%d %H:%M:%S", gmtime()))) + elif option == 1: + values = np.arange(0, 1, 1./config.batch_size) + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_arange_%s.png' % (config.sample_dir, idx)) + elif option == 2: + values = np.arange(0, 1, 1./config.batch_size) + for idx in [random.randint(0, 99) for _ in xrange(100)]: + print(" [*] %d" % idx) + z = np.random.uniform(-0.2, 0.2, size=(dcgan.z_dim)) + z_sample = np.tile(z, (config.batch_size, 1)) + #z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + try: + make_gif(samples, '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + except: + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_%s.png' % (config.sample_dir, strftime("%Y-%m-%d %H:%M:%S", gmtime()))) + elif option == 3: + values = np.arange(0, 1, 1./config.batch_size) + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + make_gif(samples, '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + elif option == 4: + image_set = [] + values = np.arange(0, 1, 1./config.batch_size) + + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + image_set.append(sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot})) + else: + image_set.append(sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample})) + + make_gif(image_set[-1], '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + + new_image_set = [merge(np.array([images[idx] for images in image_set]), [10, 10]) \ + for idx in range(64) + range(63, -1, -1)] + make_gif(new_image_set, '%s/test_gif_merged.gif' % config.sample_dir, duration=8) diff --git a/Wav2Lip-master/evaluation/TTUR-master/FID_vs_Inception_Score/README.md b/Wav2Lip-master/evaluation/TTUR-master/FID_vs_Inception_Score/README.md new file mode 100644 index 00000000..31759b20 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FID_vs_Inception_Score/README.md @@ -0,0 +1,87 @@ +# Comparison of FID and Inception Score + +This experiments should highlight a crucial difference between the FID and the Inception Score (IS). +The purpose of a generative model is to learn a real world distribution. Thus a good performance measure +should, roughly speaking, somehow capture how far off the model distribution is. The experiments show, +that in this sense the FID is a more useful measure. + +## Methodology +While the idea of the IS is to capture 1) how real the structures in the generated images are and +2) how much variability the generated samples have, there is no connection of the score to the +real world distribution. Clearly the assumptions of the IS are met best on the dataset it is trained +on, namely the ImageNet data set. It is however questionable, if the assumptions carry over to another image +datasets. As an example consider the celebA dataset. It consists of about 200k face images of celebrities. +While assumption 1) still holds it is not so clear why there should be a high variability across samples. + +But the main point is: an evaluation method should indicate how well the real world +distribution has been learned. This implies: disturbed images should lead to a +lower score or a higher distance respectively. Thus for the experiments we produce +disturbed images of the celebA dataset with increasing disturbance levels +to evaluate the FID and IS on them. +The IS is transformed to an distance as described in the TTUR paper. This is done to +make comparison between the two methods easier. We refer to the transformed +IS as the IND - the inception distance. + +## Experiments +1. Gaussian noise: We constructed a matrix N with Gaussian noise scaled to [0, 255]. The +noisy image is computed as (1 − α)X + αN for α ∈ {0, 0.25, 0.5, 0.75}. The larger α is, +the larger is the noise added to the image, the larger is the disturbance of the image. + +|FID|IND| +|-|-| +| || + +2. Gaussian blur: The image is convolved with a Gaussian kernel with standard deviation +α ∈ {0, 1, 2, 4}. The larger α is, the larger is the disturbance of the image, that is, +the more the image is smoothed. + +|FID | IND| +|-|-| +| || + + +3. Black rectangles: To an image five black rectangles are are added at randomly chosen +locations. The rectangles cover parts of the image.The size of the rectangles is +α imagesize with α ∈ {0, 0.25, 0.5, 0.75}. The larger α is, the larger is the disturbance +of the image, that is, the more of the image is covered by black rectangles. + +|FID|IND| +|-|-| +|| | + + +4. Swirl: Parts of the image are transformed as a spiral, that is, as a swirl (whirlpool +effect). Consider the coordinate (x, y) in the noisy (swirled) image for which we want to +find the color. Toward this end we need the reverse mapping for the swirl transformation +which gives the location which is mapped to (x, y). The disturbance level is given by the +amount of swirl α ∈ {0, 1, 2, 4}. The larger α is, the larger is the disturbance of the +image via the amount of swirl. + +|FID|IND| +|-|-| +| | | + + +5. Salt and pepper noise: Some pixels of the image are set to black or white, where black is +chosen with 50% probability (same for white). Pixels are randomly chosen for being flipped +to white or black, where the ratio of pixel flipped to white or black is given by the noise +level α ∈ {0, 0.1, 0.2, 0.3}. The larger α is, the larger is the noise added to the image via +flipping pixels to white or black, the larger is the disturbance level. + +|FID|IND| +|-|-| +| | | + + +6. ImageNet contamination: From each of the 1,000 ImageNet classes, 5 images are randomly +chosen, which gives 5,000 ImageNet images. The images are ensured to be RGB and to +have a minimal size of 256x256. A percentage of α ∈ {0, 0.25, 0.5, 0.75} of the CelebA +images has been replaced by ImageNet images. α = 0 means all images are from CelebA, +α = 0.25 means that 75% of the images are from CelebA and 25% from ImageNet etc. +The larger α is, the larger is the disturbance of the CelebA dataset by contaminating it by +ImageNet images. The larger the disturbance level is, the more the dataset deviates from the +reference real world dataset. + +|FID|IND| +|-|-| +| | | diff --git a/Wav2Lip-master/evaluation/TTUR-master/FID_vs_Inception_Score/figures/blur_FID.pdf b/Wav2Lip-master/evaluation/TTUR-master/FID_vs_Inception_Score/figures/blur_FID.pdf new file mode 100644 index 0000000000000000000000000000000000000000..8e0a6259ae1f1fea799c2b4a3bd7d21f34a63f91 GIT binary patch literal 45958 zcmd42byQtR(>IDk4(<}}#88mNPXg+Z2%7SM*gf9arMV`^dRXbt9mXu~Sy z?JlF?Zt89c=KTHPnTpwSOLKQH&+k`NQ+IbuS4S`x^cBRa>gr^!Vd)Om2d0vg2Bx?4 zb_cV{IRMj&|4~c)QOki1!K~6wj_zQNhoSyU4ulQ(@aF>5E!~_vT+IQhp;W4aS(Pj; zY)!?Tyn#8O?KrvFSa`u4oLns2&;ccY0WBTf-N1a%)*x0HS0@i=@PCo`{mv?(0cMr7 z^t3g%RF?q=1Ku=UOwOG&2*Sct~MUs z!eg;tQg?nKIE#6PdDB*7!Ft%hK|b;7(YL0EddT1?q^*ftC}IR5I5*j9Ky@7dY$ zn8COW4|ehiUGMpK8E+eY;8zg}@I zb1`?NRL~j4eA$pJSUQfd#E$JDRpahy!kRViVC}OTX72B9 zZL78>Om)h1;@)Q+*&T{aHpJgjP^_XQSAAu~j{7EJm;1>F#ZQPC6NH81WBIx@uGd2b 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\u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mrandom\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtensorflow\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mscipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstats\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mst\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'tensorflow'" + ] + } + ], + "source": [ + "import fidutils as vis\n", + "\n", + "fiy=0.83\n", + "\n", + "# transform INC to IND\n", + "class fd:\n", + " def __init__(self):\n", + " self.ul=0\n", + " def __call__(self,x):\n", + " return ul-x\n", + " def set_upper_limit(ul):\n", + " self.ul=ul" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "gn_001: {'alpha': 0.0}\n" + ] + }, + { + "data": { + "image/png": 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mRCpcf5EY+hbV0ljmVGZ6bNs7kk62PSNHDFdXX0bp9Yq4uLb9+vcvvq7WzUNy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\nMAyNx3DlgkI8fPcqeF3OC10tjQ84ZtTioJRyKqUOKKV+e6H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BrHHJahpjUZF4z3XyrTtdC9unqEkkLL7Fp1tTDknf/qT+Tho0VEV1UaTUvzON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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Er = vis.Experiment_reader()\n", + "pth = \"out/gn\"\n", + "Er.set_path(pth)\n", + "Er.read_all_expriemts()\n", + "ank=1.0/8\n", + "ul = Er.get_data(\"Inc\")['gn_001'][0].max()\n", + "def fd(x):\n", + " return ul-x\n", + "Er.print_param_description(0)\n", + "ank=1.0/8\n", + "# plot IND\n", + "Er.annotated_plot2(0,'Inc', zoom=0.8, pad=0, max_hight=3, xybox=None, fd=fd,\n", + " figposx=[ank,3*ank,5*ank,7*ank], \n", + " figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,16],\n", + " ylabel=\"IND\", add_points=True)\n", + "# plot FID\n", + "Er.annotated_plot2(0,'Fid', zoom=0.8, pad=0, max_hight=300, xybox=None,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,500], ylabel=\"FID\", add_points=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sp_001: {'alpha': 0.0}\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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A4DB+8BmtaCxaG7ZFK4Fh0dLYu8GSZ/aB7XabafZqp3N4KhufJi6dMFLR+Hzg\n6ekAgEdH/9Fumzt5ZIV9rYganRyklHce5XxGDXWFYRiGqYRanyFdUqhWUrllMgDVrJyYRCsJh1kV\nTzuQUxJpddOujZrp121Uzr08IwPTrgDnpNwHYaxSILwR/bIW0Vbmqbk/rLWKNrNSnWUczFaJYVoN\nNG6oVhD1U5Q2JAK0ak3yqOxcl7FC9BtOcqFXekEfPU9EVxzgL1XXFBZQobjGacpp6/GS5iHMqnh6\nFZ9oaEJNGqvPZO/ZBwAoNvYohtTHIaOPTrq3qTHY57U8rVVm2Mg4t4ombtlJTsMORvauVb7ZXK39\n/TtV/O7316rMU2FEG1jOaachzz7DqcjZWxOH6e4bWdoVeO+iybNJQ6UFJiZTVrUpz9ZNVHz6jn2k\nDbdpUVaezRsahe20ZhT2U8a1KU+IyOADS57NtNPbEUWeVgFAANhsyDbD2qUsSgb1nEmj1P0Nec6f\nofbMdjuoH6YD3HKYm/J86NnpEX0GgGmjVQz/x5/9w2hVz96zb7vdktmyrXFa3b9T6wy7qUljtcf6\nP5fSvtYWrRs3he4Q9TGKPJu3iAycoPFpFnmMlKdVZh4AtuiCfJZcAaBeXZVBnpQYWbrc69KWDGN8\nlpFnlD3AzaKTVSXWDmmGYRgmDqn9mkOJmh0Ljc1+LJISyS4fLqXzhbo2SZeONJPfesO1AIDXF/0F\nALDyR8rSraPrHjVrXN9u259zmPoQUBqFuRmQtZGNJWCHIeqwntnNkuEed+T+1CWG9lI3WX3eo29j\nbXIEkK1dGvFsiW5696DWHEJG1nQAkXZYAPD71X3N/a0tvIZ2I41Q31KtFbRq1tRuOzdLZSUv/q9a\nmf26nWzkXpeSza/79tht7ZpSxrdfr9jMzYDsUGPr/81Q1ii23zIb/7RSWoTfR2Og741XA6B9us1N\nZKzvURoZzO9Oe9Y+tjQRp5HlG0L0ldmJyPO351HJ5crkufug2j+4Z0fSuFZs2GQfN2+s6nEdqzxN\nzdb04QT1q5ry7HfT7wAA8z9VoaxzJj1ln4smT4+T3v3ukePVZyfTZ956QfknHnhqKkyGT5gFAOjW\nPlK7NFfKHTPpt71RV0+4+vzedtvX3yk5XtBDydWUZx2dXV2/XpLdlpdPv8XKxueevSo0tlUTIzQ2\nijxdhn/MGp8ho0pCYoI6/9AzU6wn2Ofc1j7aFcjTkoMpT7PuWFVhzYFhGIaJgCcHhmEYJoJab1Y6\nmKMc0SHDAWSFiJo7t4WDpLK1aq7MH9f/9nK77Yw2Ksuy21mq5O6KVVQuulkT5Qzsf8/tdtvGzaS2\nr1qrMkrz8wvtNp9Wua2y2yWdsgudAAAgAElEQVR+UgutXgWM/vkNZ65bh8566pLDMjND9c8yPzkd\nZDZy6TneLYxMbSMb1TKdCDMl2Rk9DK8gX5ncftpM2Z/NGimTT9jcmczI0G3YQJnbLFUdAOZMUE7I\n1i1Vv7duo5qK9VOVc33Y9b+z2/bspVDCbbuUuamkhAIAftyk5N2+uTKR+IPUf6tXLRpl2G3m/sZO\nHTq7yyjpPOJBVaLbUu8dRj1pp1bhnWbaqRFKa2XRCzO81hFdns9MVdnBXdqS89IyA5ry3LSNxpNl\norjnluvstmaN0gBEl2fPM9S7XnYR7Wl9tyHb1k1VoWNTnqs3qjHboYVyfkeTp2kGMR2eljzrGGbb\nRumqfwunq+/d4yJHajR53j18vH1sWeTKhAZXIE/7I+FIs2qHtmT6MuVpyefqy2iPamt8frd6NQCg\ncWqafW6rHovDB/S32442PsvLc9f+3fa5Zg11GPIxyHPBZ2p3uwXTntbvW/n4vGvYOJTnWOQZDdYc\nGIZhmAhqveZgJYx5jZAvt9vag5lWt07DAfv7m34LADivN5XQteblJk1ViJvTSDJr0lBtYNKrKzmZ\nLuxFK9PL9yvHYd4R2nAoL1+VEreSn3yG5rBpq3Jm/+t72nzGb4QSWqF3zRo3sJs6tFOrjzoutcwq\nCdD7OJxWeXBayZgJYVInovmN+k1mLSMTK8GpRydaheVYmycZyURmUqG18dCCGWPttqREpeG8//nn\nAICmDchZnVpXheNOmzPPbps7hfYEPpCnwhCLi8gJePklqqxxQb4qXR4wVrp796vrftm0w24Lhk15\nqr5mdSWH5N03qlV2n2ETAQDvTHnOPif0KitsaGKmQ0/qVV+fkVTfZ+5kSkgyGfGQWn1+s+R7u836\nbjb/uiHqZwbe8wcA9J0D9ENdpPcHbpZGDnxLnm1bUXjrGW3pfDR5WtrJg7erkuXHI8/69SjJdNpb\nqkT3BzOVE/SO4WMj3uudaeQgfU+HtwJAWDt4zXpRFY1Py9naszOFKtuamDE+O7TKsI+vuER976Y8\n++mV9sN9lQb56V9pP/Are2cBAG694Uq7bfqbVNto0lOPAigrz6ED7gAAXHqh+i1s+oDCkC1Zt2hk\nbjZklqhXVgpzfFp4dbyqKc93pqqxao7PRTPp92NppMHw0eVZGaw5MAzDMBHw5MAwDMNEUOvNSt5E\npVKm1KU9aT25St0r9ZGZpWNrMtFcebkyAyUnGlnLPr1PtOUuluQAattKOZkaJBt5CYbkEtorh2wo\nQGp2qFzJbo/h8Pz2e+UY/e8KcnoX+UlFdXqU2u4P0f18pcq044QydyV5yIwWTlDP8hlmI7N8tcur\n1gDOYtMhFj0u3+1R1yYmUta3q1A51U0HerN06luXs5TZop/hFFukzQYD+6qKKZ99/l/7XOOGyvn3\n7nQyxSQZe2g3b6Liy8Mh4x3Ll0AX9AWs26Ti/L/+z7/stqaNaQ9jh04dD4bpfgGdm/KnWSqe3so6\nBQDp1nuMG2q5MPen1hsPz5/2pN1m1jIyqUyerZpn2G3nnU37Fd97h9qbOsFjZLhqM+LD/e7SnaT3\nt+SZnGDG0VMfoslz7gzqO3Di8pwy8iEAwO1PqExyYZSEl/owEDYyuKPIM2QUKQuFy37fFqMHPQgA\nWLWeNj/PbKnKb28xnNCmPK3xacrTGp9LftZlvI8iz/dnUm0ivzb1RBuf/Z+cod7PyL0ZObAfAOCD\nz5bYbb4gVQyIVgJ86qiBAACHrgH14fQx9jlrfN4x+AVEwzK9LZhO9asqkmdlsObAMAzDRFDrNYek\nBPUKqfUo7NMp1MYqHg/Nfdf9lsLY2rVVoalFOZSha4XC5uWq0Fiz6mlHnXmaSItlhIyMa+jD/MPk\nkPbo7NekJHUff4hqPx3J262fSW0N69PNvXqlf/gg7ai6eZsKpevSXtXlCQXpsyHt7A6ANAdjkW/3\nJcFYvYZC0VcSXrdacibVofd3COVcd7loNdSjGznkmzRWoamLXqSqm2Gd7VlcqIID9uRS6OXwB/qq\nfhllY8JGhrD1GiWGw88KT/Z61bsEw1SraMrr89Xz//K13VY3yQxQUP0uKqBQ430HVFBAqyaq+uUd\nQ0nreXemeo8QSBswS3NZfXF7jKz2ClZmVZXn96spI//P85Wj25dPWfh3DVWZwn1uuVF91qh62qyZ\nGhOmPG97jJzlC6crLeG+4bMi+rdAb8pjyrOoWI27Vk0oiMCU56Zf1Qq3fWsaAyOnvKE/o+RpVs0N\na2f3sciz7yDV//tHlu2zJc/fXHie3faP/36P8vzwI2XIDx+snM6mPO98UmUef33rTQDKjk9r1X/j\nNV3pHao4PhdOV7Wf5k55zD63+hd177Ah430H9tnH1krflOf1V6j9zkdMVhv2LDK0bEue82c8QX0y\nht97+ndYlfFZGaw5MAzDMBHw5MAwDMNEUOvNSunpytHcqEEqNep46VbNKe67R2eKMS7JVw63YIDM\nDKW6tHLOPqXuJbpIbU9OUc7u0hCZknwlpFKG/PpaP9lykpKUmchjZSkaknZ51bOS65BufV4WqZSN\nG6pci48++o/dtmadcpxddK6K7/Y66PlSFwALVOBk9vl8EW3mRkMmKbokeEoyFR2Djh9v2JA2Hsls\nQbL1lygzSShEAQD3Dlf72950xSUAgHaNaT/eO2+7WPU3bJjB/NTHcFD3LUjy8XqVWcNlFTszHK6D\n71eZxF8upgztDkacfz2daW6anXZmq/NntFfBBm9PJjOAXSitAlXcdMxbOCvYv7oyeW7OpjyC6aMf\nto9bNFcBDncOmmK3lRYpk8Tn/6eCGHYdoo2AEhJVpr8pz/lTBtLjtDzL72sOAItmaKel0X2nW42j\nBC+NJ1Oed/9eZV+HjO/MLtn9grqfWxjnqijPB5962W7zGcEkJpY8TVNS2xbKWX7+2d3stmnP0Pvf\ncp/Kr3hnJu0DbpmOoo3P0Y8pp3dF47PfSGXqee3ZB+y28uOzzwjaaMfiZcNJfe2V50ecN+W5M/tA\nmXN3DZtmH8+b8ri6vgJ59h06EwDw1uTH7TZLtvcMmRL1M9FgzYFhGIaJgCcHhmEYJoLab1aqr0wG\n9Yw8B71dANrpYnUA0CSNooEO5+hIASNdPxRUpqHmTZSZyggugdAFrsxI9iI//Z9b73qVYuz3GtI7\nL/l11E7YQyp6kybKbNSuLaXzdzTU9gt6qTyMtT/9aret26SOd+YoU1iXDsazdMy+M0S2AXPPZqvg\nl2kOMU1AJik6uqpOglHoS2vDTdKpOFlqMkWv3PmIird+a9IAu23O848AAH74UZlOtuynUhFjBil1\n3NxRwmeYkJy6QGBiEn2nVhy5tQeGNLa9S01VY2DzTlLFL72I9kLo2FbFue/asd9uy96rjg/mKzm0\nakrPunew2oXs7ekUDWIWybN21XpgFJkO5kwiM4ZJZfK8+arL7LZhE16zj+dOUbKb+8JDxvPVT7VB\nqhrHnY1dw4Su6380ec6fTGYVK7rFoUuF9BlJ7/LrsLsBAE0aN7TbzL1Mosnz3C7K3Ll0LeUfWCyY\nOVg9K0xr0WjyfH0CmdasPJTyWPLsc9M1dtsPK1Vk0nerf7Lb3pr8hHGs7usrpXtaZrD7b1Umya0H\nNtrnhFC7A1YkTwtzfPYZ9SIAYOGUwRHXjdXyvKgXlfz4YvH/7OMZz6nP/Lp3u91mydMq1WGOT5fO\nCapInhZmob9oJsWjUaOagxBinhDigBBirdE2TQixQQjxsxDiL0KI1MruwTAMw5x8alpzmA/gZQAL\njbbFAJ6SUgaFEFMAPAVgZJTPRsWjU0Gb6tU4QAXBMluS5lDPSzNvQBf6CoFWcw69D3Pv3iqz8qu/\n/2Cfy81VeRO5h+n6kiKaleskqJWP14grtubpgHY+uo09p906h8Jl7O3bsjFpDhnNlPZy/XXn2m1v\nLvwrAGDpKl26OoPOWfpCUSHFUTuNktxuvf9tcn2Sgd9wxpu4dD3q+qmUN7Jpl1r9X3YBrcYffGq2\nfbxwqnJ8mdvUCp1x3K6d+g56tqeV7iUXKcdhYRENP7+RHevVGaBuI83XkmdIF31zOs2d89T3cqlR\nSDGtHq1003UOSc8etHvYrDc/BAD0v+P3AICm6XRu/gy1kistIQehwyh5bO3U9+7sYXabxxv9p2TJ\nc+GnX9ptZ3dUsmiUlhb1Mx6901fY+Hn2e1qt7CeNVBrK3I+/sM892f82ACcmz4WzaaVtydMs+RxN\nnktWrrLbunYsu5/yvBmU8yL1nuG+0ujytJylpjyDFWi20eRprYoH3vkHu+3iLNpDOqR/g6Y8F05T\nf2LmffK3iGeMf+ktAMCrL5A2aMrTot+ol+xjy8E9b+qgiOuiyfOpR++1jzu1VxaEJx6kLQGKtcXh\n6RdeKXN/gMbnfcMoB2TOpEft43lae0kyNJto+0ofjRrVHKSUSwDklmv7h5TSsoH8AKBFTfaJYRiG\niSTeHNL9AXxV0UkhxICKzjEMwzDVR9w4pIUQz0D5fN+r6Bop5RwhxBtmW0qKMn+0bEEKR1oD5axt\n1ohMTQjSPOjQ5qSQMTd6E+sCAJo3Uypoq5ZUqG/bDrX5+Bmd6X4Bv+EA0nkLDqPwneVkKylRuREN\nPOTc2693rysppFwFcxeow7nKYd6pYxO7rVWmer+Va5TDL6sLmaHSkrXD3HCamTvjWTH4zT10v1J/\n9EJxibofaYbJ4+Keai+F+kaJkvemjKJ3lZa5gFTfviNUuYfXJytTQUMjIOCA3uOiWQu6XyhoqO16\nzwph1qPX6rDl4B8y4k373NCHlFnFb5gtvB4yARYVqrImzZuRO+vyi85Rfdcia9OKzCZ1tZnQlOHQ\nSWQJnfG0Kv/RwMitCURxWAJAnyfVjmfjh5La/8233wEoK89FU2mvA2H/LEmei2arGv75pWrM/Pbc\nnva59HTVjxORZ7Krrn0uT+8GeDR5Tn+OHOYN9U51l+hx01+X+zCfNfOZvnabuZPbzGf6AaiaPBON\n34nFJVk9AADnZ51NjSGS3b0jXir/EZsS/TsdOGq63XbP9VcAALqfTblRpjxnj1dr1IQEKkfz6mT1\n/ebrsjqmGcgan98uo0Kbl5xPJtq+ulihyWUXlt3b4fnhtCvdkSPq78eMp/vYbdb+MQAw7AU1VufP\nGBJx32MhLiYHIUQ/ANcBuEIej1udYRiGqVZiPjkIIa4GMALAJVLK4qNdX57cIuVcXrZ6nd3Wsola\npXZoR6v/PCOMzVq0OA0HXXGucoVIh1pJ9erdwz73v+Xq3ucbtbdSaaGF3MNqJs8rogzqIiuEVWdM\nlhjlt39eo4K1WmQYKz0PFdLbtlcVBExJpNVs926qLPGS71cAAA4W0EqhTrJ6D2OxBH+AHLahgF4B\nHqFQzxKjryaFPrVi27KNdrJKS1XO9KZN6B2KjbBYazp3OEkTe2OCypS1dvlq245WYRu3qnt3MJQX\no64bCnU2cLGPBO6zQlj1imzqWMr+HDFWOWuvu4IyZMMuGkoHjqiCa4keylLOaK0yvNfrEOGCEpKH\nN0G9h7nl9oThtEp7cuJ8AMDM8ffZbX6jryZvz54AAOg3mHY+W62zY0153m3sKmetj+a+QMXWfIUq\ngEAKJYe//7DSPnfFeSo44UTk6TfKb+/YqTTlBum0Sh83m3btGzv0ZgCVy3PEY3fa56aNUYXvTHmO\nmkwGAluzqII8bx2oNNY+iylgpCBPjeuKxmc05kxUGu3A0arE9sN332KfO9r4HDJmDoCy2sGYESpc\nVRptFpY8Kxqf1vtPfZqc1Bt2Ku3svN5nAgAuPoc+a43PEZNIhub4fF73JSmZtL0Xnr4rol9Ho6ZD\nWd8H8D2AjkKIbCHE/VDRS3UBLBZC/CiEeL0m+8QwDMNEUqOag5TyzijNc2uyDwzDMMzREbXNxC+E\nKOOW+NvbKg544jRSOH53maqFfsv1F9tt/lJSU51OvTdAAumKPu1ICjvUvzv3k0PspTf+BAC45joy\nNXXvQs7pnN3KwWrmTRzMU/fJydVF6Urpftk7VdG07j062G1NW5AJzBFSKmeKh+KUD/qVyvzp3/4N\nAOjQkrKrL7tIxZgXlRTYbaXFZDJz6AzvpGRSebXVC79/8KWosc/nnEW17LufmaHaenay24IB0rkd\nOu7f7SZTVkDXv3/gKVUw7IWnyAz01TfKJHB2DzI1ZbQiE1t+rnoPMy69oFjdL79Qf08BchAeOqgy\ndTMyaf+B+oYDXISVWS3RRQ7EgqD67p+fOh8AcN/tlHE7/yMVMGfKZezQu+3jcTMXqXd6htY6VkL6\ns1PeL/M5y/TQ+0zKwVi69mcAwLyplM5TVXlKof49mEfvfzR5Pjlarb/GPEmmharI87NvyHQ1dtQd\n9E5ans9N/Yvd9uyIfgCA5auUCbZpGgVgnNlJBUL4/GS6C/jIaGFleI+d8YHd9vxIJdvy8pz8tDJX\njpo0w2576PYbABzf+KxMnkuWL7fbZk2kInuVjc+Zr6m/Ff3voPF0tPE5borKuTHf05LnhGkLUJ5p\nzynz2/HIc/TkRWXuJYSAlDLSFob4C2VlGIZh4oCYO6RPlF9+VqGdCUbJ5O5dVJiY1wjP8yST5mDt\njGZm2Qb1SsLyUVu7mwFAWIeobt20y25rmUZaQn6ecngm1Wlstx3JUbP6P79Rqw8naJa//HIVppbW\ngFZXQR850BKsTjioz/WTVF/bNlchrXt2UC6hP0tfb/jwXEZlGI9HLwzM3d8qKO/92N1qheg29vjN\naKWyTd3G7nguJ63MrPLf1goNAEK6btXb01S2Zmo90oKkDqncv/eQ3ZZWl4ZiSbEK1/R66TuwVmTn\ndlWrQ4fxsmedpTSnusn0fYcC9P5uy1EuqM9JXtXXvrep8tMLPqL0mo5t1Spx4gjSDMxV1ES9CoNZ\nMrmC8smP3qWyXl9Z9KHd9sJwlY3cogm9XzR53j2EdqebO1llHFsVy49FniMHXqsOjOjQonwlv7fe\nU5nW53eljOLvflaarelwHf0kZR9b8pz6zK12W5L+rr7+RpVNv+kK0tqDfnX9M5Pet9vGDyXZWjvi\nvfAUaSfBYPTxmb1D7aJ4Ydfudtt/f/4RAPDOjLF2W/8RdLzoRXV812BqmzdFaW39R6qaSK9NJi3O\nkucdN1xht3XuQL/taOPTkmdl4/Oltygb25SnRTR5RsOSp1nszQGS15jpSs5ej/GZCuRZGaw5MAzD\nMBHUes2h4LBaQd90w9V227k9VYKQ102ztzQ2H7GSwkqNDUVcxUoUTqFFYoTSNWqo7LeH9uXYbXt3\nk03Xo58TcNJntm9WWkapXlFkZpKWkK6TfYIl9Hyn8U2EE3V4oZ/uJ6B8F4100t+GXAo13btb2UBb\nNqfVJBJoWeF0qlWDQ9BaIOSPHipYUqRCJntl0cqsfRsVRvuHR6huzF/m0KYhDq1lmFVfLRk7rHoy\nhg04pa7SQAqOUDjukdxIrSTkoM/8/gpVKTNQotoaNSItISW5jn4ner6hxNjhhUGjUq3Qmlw9nVR1\n1TmUdNTzbFVnKa0B+SjgpmW3w6G0hKHPv2u3TRoRLdaC5DnkPkoAs+TpNrQFKajvNz2otASvl55f\nWKi+4xOR57jXKPTRkmfP9updTXkOG6BCVUc9QuGdpk+iMnkO6qtqVRUV0tg+khsZNp2YQAPekqep\nqYSNe5tEG58fv6ZCme8dOtZu+/RNSsKzNIZPXn/BbrPG5zszntQPpGdXVZ7jXy9rvweAHu2UlhBt\nfFYkz7FDVfvISZ9E3O/xPuq7+ONC8u9Y8pz8Omli056hMNgZz6rQYY+xoVdF8qwM1hwYhmGYCHhy\nYBiGYSLgyYFhGIaJoNb7HM7tpfZfaNCMisoVFqh0+lIjPCNo+BzsXcUMG3lY6uJ5YRUV5DSKnl11\nubLP7txBO7M1TafohaY6smnffrJR1qurQgWu+Z2K2mjZnHwUdXW+gcuIlnJ5zK8iqM9THoZT7zbX\nUO/AVlBA0UprflK7rLVoSLkJnkRjJzD9Kh63Eb7giRrajLmfquiVlydQIbjSElXaY9EMip65eQBF\ndyycMRpA+Z2ndLE3qX0Phjy7nqU2cz+YQzuJpaZQdMZzLypb7vjBlFtQR9uoz+6uokHSGpANODFB\n3duMljJLo1hhOk4Hyduhbcx1E1RbSQntb7Fzhypf0qAu5ZK4jJ38rK0IXh5H5R4SXHRvE0uepj29\np45e+cPQZ+22d2ZGHpvy7DdcFWdbOEWV1DDl+eW/vwdQNk5+/BCSXX0d2fT8kHvsNkueq7ZsUQ1b\nqM/nZKnvp7rlaeJEpDzN3wNclY9Pk3dnqhIl788cTz0UkTb2WwY+FdEWTZ7RxuestynS6KUxKpot\nWj6LJc8Rl99mn4s2PsfMIv/PxOH0XVlMHaFyUo4ciXwPS55Th5MfK9r4rIo8K4M1B4ZhGCaCWp8h\nvfZvqoL3oQIqXOfR5bmFEdrrl0ahOPtextyoV7oNklSmcomxP2v2YRWldDiXVkDp9WgV3kBHEPmM\nOPLDOvM0sY6OWgiR5pKY4NSPpNk8MYkyJu09n40MyAStTRQVqX6+8/kS+1xdj1pFX/9byuBOSaUV\nh7WKc7npGQV5KprkusdeKbMCsuLpC0qpMJhLV/QTxlAJSkNL0P+aq2OrGl+yVz3TbyRhHipSGlZR\n4WHqbx3SnJJ1BJER0IEineHu8WqNIUzfp8ft0I+kZ3i8pHVZ5dNDQYrQcuvVr8+n+rlkBe19nOhS\n323PbpRxnJhE7/v4OBWlNHs0rcRLilV/npr5YdQV5aznqGR3dcvzkbEqMmfUw7STmCnPp6ar/s58\n5kG7begktdvZ5Kd02W1DniMnz414/h/HU4b7Y8+qEtiznqXtVSx5Pva8+uyNl59nnzuaPP1+vQe6\noSlXJE+L2WMfs4+fGKeqJFT0t2z2M49EvM+Qia8CAN4apzSH+8dQdJN1XUXyrMr4HPUC7Swwc7TS\nNJ6c8JbdZsoz2vh84nlV3G/GCFWq+1jGZ2XyHGVkTVvvyhnSDMMwTJXhyYFhGIaJoNY7pOslq5ry\nIWMXtqAughU2ykV44ER5zEJclinHp1Png0ZCVVqyElO9RCqOFzDMREGdmORJpGfU0w63RN1WnEf9\nS/Zo56ubxO9OJDPV4SPKDBQMGw5B7ehL1MlSV11m7HoVUNclJlN9fbjIJOVJVKaIsLHhQ3Jy5I5a\nAFBH724VNnYNC+ld46RRIsIVZV3hNEqYWKpyQJtLQsbOXnW1We3ZaVRSYupTVI8+pM19Lg89o442\ntnh0m6+Y+pfgqmN1gPpiOPiLipWabanqAPDquIfV/XRRwq66uKDqgHqGx9jpyyxl8uJzypxkmgUT\nEgxnv8GiWcpZX1hMu/5VhzwfGTvTPjf7WWWyCoUp8SxkmIlmj1Gmoycn0u55spw8H38usjjyq8+T\nKcyU56yxykwTksZOim7V1z+OUaamaPIcPm2+3fSysXeDy6PMH1WRp2XymTPxiQrPAcDLz1LfrXIf\npjwtE9Tr44bq62nXNEueQ55/xW4zx+cgbR56cexAu23MJDIZAcC0EXR9givyz6zHS20PjZylPvMM\n7axnj08dOPD5v2j/itEP36XPRR+fxyLPymDNgWEYhomg1jukmRNDO6Ri3Y1TBpZn9cLyPLmwQ5ph\nGIY5JnhyYBiGYSKo6T2k5wkhDggh1hptDYQQi4UQm/W/9WuyTwzDMEwkNepzEEJcDKAQwEIp5Vm6\nbSqAXCnlZCHEKAD1pZQjK7pHYmLivtLS0sYVnWeODa/XC5/Pd/QLmSrB8qxeWJ4nl4SEhP0lJSVN\nop2rcYe0ECIDwBfG5LARwKVSyr1CiKYAvpVSdjzafbKysuSKFStOal8ZhmFONYQQK6WUWUe7Lh58\nDo2llHv18T4AFWoFQogBQogVQogVOTk5FV3GMAzDnCDxMDnY6BjVClUZKeUcKWWWlDIrPT29BnvG\nMAxzehEPk8N+bU6C/vdAjPvDMAxz2hMPk8PnAKzC5H0BfBbDvjAMwzCo+VDW9wF8D6CjECJbCHE/\ngMkArhJCbAZwpf5/hmEYJobUaOE9KeWdFZy6oib7wTAMw1ROPJiVGIZhmDiDJweGYRgmAp4cGIZh\nmAh4cmAYhmEi4MmBYRiGiYAnB4ZhGCYCnhwYhmGqgVmzZsW6C9UKTw4MwzAnSHZ2NsaNG4fdu3fH\nuivVBk8ODMMwJ8irr76KvLw8vPrqq7HuSrVRoxnSDMMwpwLjx4/Hl19+iYSEBACwNYaPPvoI//vf\n/wAApaWluOaaazBmzJiY9fNE4MmBYRjmKJQGQsgvCeBISQB5JQF0/c0dWPjhn7F16dIy123ZsgVb\ntmwBAGRlZWHQoEGx6G61cMyTgxCiFWhDnv1Syp3V2yWGYZjqJxgKI0//cbf+yOeXBHCkOEDt9rG/\nTJsvGI64X/iqp+DJfRb+fZsjzmVlZWHx4sVITU2tiVc7KVRpchBCOAE8DeBhlNupTQixD8CrACZL\nKUPV3kOGYU4Ks2bNwhNPPBHrbhwT4bBEQWnQ+CNf9o94frk/8kdKqK3QFzzu57qdAvUS3WX+S63T\nHN7eCzBv5F3Iyd5uX9uhQ4daPzEAVZgchBACwBcArgLwJwCLAWQDEACaA/gtgHEAzgdw7UnrKcMw\n1YYVXXPbbbehefPmNfpsKSWK/SG1eq9gpW4dl2/LLw3geLe9FwL0hz3RjRT7j7zxBz/RE9GeWseN\nRLcT6k9hWbKzs7EgWAqXy4XMzExs27YN+fn5KCoqOvUnBwB3A7gcwNVSym+inJ8nhLgKwBdCiLuk\nlIuqtYcMw1Q7ZnTNxIkTj+se5e3wecXGcUkAecX+CDOONRkEw8f5Fx5AstdlrN6N1Xy5P/LmNSmJ\nbtT1uuBwRP6BPxFefvllhEIhDBkyBBMmTMDo0aOxYMECvPLKK5g0aVK1PqumqcrkcCeA+RVMDAAA\nKeViIcR8qImEJweGiapMR3cAABvuSURBVDMqi675dsl/EAxJFJeWIOvCy3FT/8HHbYevKgluR5k/\n4inmSr3cH3r6I+9BSoILLmf8ROCnpKRg8eLF6NatGwBg2rRpuOeee/DVV1/FuGcnjpBH0dGEELsB\nPC6l/PNRrvs9gD9KKWtER83KypIrVqyoiUcxTK3nyJEjuPyKK7F61coKr/E0aYfGt0+AIyG5Sve0\n7PAp1h9084+4Yb4pv8JPSXQjwe2srldjjhEhxEopZdbRrquK5pAGYG8Vrtunr2UYJg44UFCK5dsO\nY9m2Q1i2/TAOXjwcnj3Ro2uSW3TAhY/PRsO0BtFNNnqFb7bV8US3wzOnBlWZHDwAqhKFFALgPt6O\nCCGeAPAAAAlgDYD7pJSlx3s/hjndyD5cjGXbcu3/fj1YVOZ8Qp0UXD38j/hu5kAc3L3dbu/QoQOW\nLl1a6x2oTPVS1TyHx4UQR9Memh5vJ4QQzQEMAtBZSlkihPgIwB0A5h/vPRnmVEZKiV8PFpWZDHYf\nKSlzTR2PEz1b10evjAbondkA3Vum4uD+veg17dSMrmGql6pMDjsBXFjF+51IQpwLQKIQIgCgDoA9\nJ3AvhjmlCIUlNuzLtyeC5dtzcbDQX+aalAQXemc20P+l4cxmKXCXc96eytE1TPVy1MlBSplxsjsh\npdwthJgONbmUAPiHlPIf5a8TQgwAMAAAWrVqdbK7xTAxwx8MY+2evDKTQUFp2SSuhslenNOmAXpr\nzaBj47pHDdU8laNrmOrlqNFKNdIJIeoD+ATA7QCOQCXbfSylfLeiz3C0EnMqUeIPYfWuw/ZksGrn\nYZQGyoaKtqifiN6ZDXCO1gwy0uqwQ5g5ZqotWknXUqoyx1lr6UoA26SUOfqZf4bKuK5wcmCY2kx+\naQArd9Bk8HP2EQRCZRdq7Rolo1eGmgx6ZTZA89TEGPWWOR2pis9hO1QEUVWQVbxneXYCOFcIUQfK\nrHQFAFYLmFOGQ4U+LN+ei6V6Mli/Nx9mkrAQwJnNUmzNICujARome2PXYea0pyp/yK8/yvk6AAYC\nuAxA4Hg6IaVcKoT4GMAqAEEAqwHMOZ57MUw8sOdISZnJYMuBwjLn3U6B7s3roXdmGs7JbIAereuj\nXuJxR4IzTLVTFYf036K1CyGSATwG4AkAKQBeAzDleDsipXwOwHPH+3mGiRVSSmw/VIxl2w5hqXYe\n78otG1aa4HagR6v6djTR2S3rI9HDWcJM/HI8+znUBzAEamLwAHgDwHQp5b5q7hvDxCXhsMSmAwVY\nto00g5wCX5lr6npdyMqoj96Zaeid2QBdmteDxxU/NYEY5mhUeXIQQjQCMAzKhBQC8DKA2VLKQyep\nbwwTFwRCYfyyJ1+VodiWi+XbDyOvpKwFNS3JY+QYNMAZTVLgrOYKoAxTk1QlWqkFgJEA+gMoAjAZ\nwMtSyvyT3DeGiQmlgRB+2nVERRJtz8XKHYdR7C9bQaZZvQQ72ax3ZgO0TU/isFLmlKIqmsMWqJpJ\n3wJ4HWqCuLCiH4KU8svq6hzD1ASFvqAOKz2E5dsO48ddR+APlc0xaNMwqYxm0KJ+nRj1lmFqhqoW\n3gNUNNKlUDvAVYQEwF42Jq45XOTH8u25tmbwy558hIy4UiGAM5rUtZPNemXWR6O6CTHsMcPUPFWZ\nHDJPei8Ypoocz77H+/NLVRSRdh5v3F9Q5rzTIdC9ZaqeDBogq3UD1KvDYaXM6U1VQll31ERHGOZo\nVGXfYyklduWWYKl2Hi/bnosdh4rLXONxOXC2PRmk4exWqUjyHk/uJsOculTFIZ2DqmdIQ0rZ6IR6\nxDAVEG3f43BYYktOYRnNYF9+2W1Akr0u9GxNOQZdW9SD18XWT4apjKosl17BMUwODFNdVLTv8buL\nPsDHf/sG+aVB5BcVw53RE6kX3Gl/rn4dt72HwTmZaejUtG5c7TvMMLWBuKjKejxwVdZTnyNHjuCq\nq65CZd+zp0k7nPXANFzQubWtGbRLTz5q6WqGOV2pzj2kGSYmpKamYvHixbjk8ivw8+pVEefbdOqK\nT7/4CmdlNuUcA4apZljXZuKakCsRKTePg6t+WQd0hw4dsPK7f6NLm2Y8MTDMSYAnByZuKfIF0X/B\nCmzbewiOYAlcLhfat28Pl8tl73vMMMzJgScHJi4JhMJ4+L1V+GnXEWDd16jrdWDIkCFYs2YNhgwZ\nglAohFdeeSXW3WSYUxaeHJi4IxyWGPHxz1iyKQcNkjy444KO+L9vvsG0adPg9Xoxbdo0LF68GCkp\nKbHuKsOcsrBDmok7Jn+9AX9ZvRt1PE683a8XurW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FY9HZYC9aKRCHltbeGY48c3ZsdNts81k7k4NU1fi0STAJL5WNz9sfmgYAuHfU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\nBEFlwmgEQRAElXkXzpNMPT8BlEQAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Er = vis.Experiment_reader()\n", + "pth = \"out/sp\"\n", + "Er.set_path(pth)\n", + "Er.read_all_expriemts()\n", + "ank=1.0/8\n", + "ul = Er.get_data(\"Inc\")['sp_001'][0].max()\n", + "def fd(x):\n", + " return ul-x\n", + "Er.print_param_description(0)\n", + "ank=1.0/8\n", + "Er.annotated_plot2(0,'Inc', zoom=0.8, pad=0, max_hight=3, xybox=None, fd=fd,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,16],\n", + " ylabel=\"IND\", add_points=True)\n", + "Er.annotated_plot2(0,'Fid', zoom=0.8, pad=0, max_hight=300, xybox=None,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,650], ylabel=\"FID\", add_points=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "blur_001: {'alpha': 0.0}\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(imgs) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::mi-0.1*r = -0.960127735138\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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fttJELWvj+23K7sirlBzKbZAWBEEQKpCZLzmYer68kIelmq1eCilW/COnV8Wn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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(imgs) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::mi-0.1*r = -28.3580941916\n" + ] + }, + { + "data": { + "image/png": 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S16voM5Yt9do+9N53AQD+392/AAA898JL3j67kub5dA51u4jpVE6vznmRJuty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\n/UqX3y1Huf6GoO8H0JLLRwDcAuBtAM6GVrnFypxrYNTvWXZ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Er = vis.Experiment_reader()\n", + "pth = \"out/blur\"\n", + "Er.set_path(pth)\n", + "Er.read_all_expriemts()\n", + "ank=1.0/8\n", + "ul = Er.get_data(\"Inc\")['blur_001'][0].max()\n", + "def fd(x):\n", + " return ul-x\n", + "Er.print_param_description(0)\n", + "ank=1.0/8\n", + "Er.annotated_plot2(0,'Inc', zoom=0.8, pad=0, max_hight=3, xybox=None, fd=fd,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,16],\n", + " ylabel=\"IND\", add_points=True) #n_datapoints=4)\n", + "Er.annotated_plot2(0,'Fid', zoom=0.8, pad=0, max_hight=300, xybox=None,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,500], ylabel=\"FID\", add_points=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rect_001: {'alpha': 0.0}\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(imgs) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::mi-0.1*r = -0.884866857529\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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cs2dPt4/9Y50OAQ4XTpeRurKTn7rq9pQZMoG6Z38tAODAQR1yq5womzQGwlqf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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(imgs) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::len(data) = 4\n", + "# DEBUG:::mi-0.1*r = -22.0744677039\n" + ] + }, + { + "data": { + "image/png": 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dQZnz1WveAGDClCAtscgX59uy047EK0v96te5c2yRv+eXrQBgb4svsFdWYd8j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\nUfoYNRrKIdnR2MFXF69k+dv1AHzytEl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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Er = vis.Experiment_reader()\n", + "pth = \"out/rect\"\n", + "Er.set_path(pth)\n", + "Er.read_all_expriemts()\n", + "ank=1.0/8\n", + "ul = Er.get_data(\"Inc\")['rect_001'][0].max()\n", + "def fd(x):\n", + " return ul-x\n", + "Er.print_param_description(0)\n", + "ank=1.0/8\n", + "Er.annotated_plot2(0,'Inc', zoom=0.8, pad=0, max_hight=3, xybox=None, fd=fd,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,16],\n", + " ylabel=\"IND\", add_points=True)\n", + "Er.annotated_plot2(0,'Fid', zoom=0.8, pad=0, max_hight=300, xybox=None,\n", + " figposx=[ank,3*ank,5*ank,7*ank], figposy=[fiy,fiy,fiy,fiy], xlim=[-0.5,3.5], ylim=[0,400], ylabel=\"FID\", add_points=True)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fid.py b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fid.py new file mode 100644 index 00000000..1e39a19c --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fid.py @@ -0,0 +1,240 @@ +#!/usr/bin/env python3 +''' Calculates the Frechet Inception Distance (FID) to evalulate GANs. +The FID metric calculates the distance between two distributions of images. +Typically, we have summary statistics (mean & covariance matrix) of one +of these distributions, while the 2nd distribution is given by a GAN. +When run as a stand-alone program, it compares the distribution of +images that are stored as PNG/JPEG at a specified location with a +distribution given by summary statistics (in pickle format). +The FID is calculated by assuming that X_1 and X_2 are the activations of +the pool_3 layer of the inception net for generated samples and real world +samples respectivly. +See --help to see further details. +''' + +from __future__ import absolute_import, division, print_function +import numpy as np +import os +import gzip, pickle +import tensorflow as tf +from scipy.misc import imread +from scipy import linalg +import pathlib +import urllib + + +class InvalidFIDException(Exception): + pass + + +def create_inception_graph(pth): + """Creates a graph from saved GraphDef file.""" + # Creates graph from saved graph_def.pb. + with tf.gfile.FastGFile( pth, 'rb') as f: + graph_def = tf.GraphDef() + graph_def.ParseFromString( f.read()) + _ = tf.import_graph_def( graph_def, name='FID_Inception_Net') +#------------------------------------------------------------------------------- + + +# code for handling inception net derived from +# https://github.com/openai/improved-gan/blob/master/inception_score/model.py +def _get_inception_layer(sess): + """Prepares inception net for batched usage and returns pool_3 layer. """ + layername = 'FID_Inception_Net/pool_3:0' + pool3 = sess.graph.get_tensor_by_name(layername) + ops = pool3.graph.get_operations() + for op_idx, op in enumerate(ops): + for o in op.outputs: + shape = o.get_shape() + if shape._dims is not None: + shape = [s.value for s in shape] + new_shape = [] + for j, s in enumerate(shape): + if s == 1 and j == 0: + new_shape.append(None) + else: + new_shape.append(s) + o._shape = tf.TensorShape(new_shape) + return pool3 +#------------------------------------------------------------------------------- + + +def get_activations(images, sess, batch_size=50, verbose=False): + """Calculates the activations of the pool_3 layer for all images. + Params: + -- images : Numpy array of dimension (n_images, hi, wi, 3). The values + must lie between 0 and 256. + -- sess : current session + -- batch_size : the images numpy array is split into batches with batch size + batch_size. A reasonable batch size depends on the disposable hardware. + -- verbose : If set to True and parameter out_step is given, the number of calculated + batches is reported. + Returns: + -- A numpy array of dimension (num images, 2048) that contains the + activations of the given tensor when feeding inception with the query tensor. + """ + inception_layer = _get_inception_layer(sess) + d0 = images.shape[0] + if batch_size > d0: + print("warning: batch size is bigger than the data size. setting batch size to data size") + batch_size = d0 + n_batches = d0//batch_size + n_used_imgs = n_batches*batch_size + pred_arr = np.empty((n_used_imgs,2048)) + for i in range(n_batches): + if verbose: + print("\rPropagating batch %d/%d" % (i+1, n_batches), end="", flush=True) + start = i*batch_size + end = start + batch_size + batch = images[start:end] + pred = sess.run(inception_layer, {'FID_Inception_Net/ExpandDims:0': batch}) + pred_arr[start:end] = pred.reshape(batch_size,-1) + if verbose: + print(" done") + return pred_arr +#------------------------------------------------------------------------------- + + +def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6): + """Numpy implementation of the Frechet Distance. + The Frechet distance between two multivariate Gaussians X_1 ~ N(mu_1, C_1) + and X_2 ~ N(mu_2, C_2) is + d^2 = ||mu_1 - mu_2||^2 + Tr(C_1 + C_2 - 2*sqrt(C_1*C_2)). + + Stable version by Dougal J. Sutherland. + Params: + -- mu1 : Numpy array containing the activations of the pool_3 layer of the + inception net ( like returned by the function 'get_predictions') + for generated samples. + -- mu2 : The sample mean over activations of the pool_3 layer, precalcualted + on an representive data set. + -- sigma1: The covariance matrix over activations of the pool_3 layer for + generated samples. + -- sigma2: The covariance matrix over activations of the pool_3 layer, + precalcualted on an representive data set. + Returns: + -- : The Frechet Distance. + """ + + mu1 = np.atleast_1d(mu1) + mu2 = np.atleast_1d(mu2) + + sigma1 = np.atleast_2d(sigma1) + sigma2 = np.atleast_2d(sigma2) + + assert mu1.shape == mu2.shape, "Training and test mean vectors have different lengths" + assert sigma1.shape == sigma2.shape, "Training and test covariances have different dimensions" + + diff = mu1 - mu2 + + # product might be almost singular + covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False) + if not np.isfinite(covmean).all(): + msg = "fid calculation produces singular product; adding %s to diagonal of cov estimates" % eps + warnings.warn(msg) + offset = np.eye(sigma1.shape[0]) * eps + covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset)) + + # numerical error might give slight imaginary component + if np.iscomplexobj(covmean): + if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3): + m = np.max(np.abs(covmean.imag)) + raise ValueError("Imaginary component {}".format(m)) + covmean = covmean.real + + tr_covmean = np.trace(covmean) + + return diff.dot(diff) + np.trace(sigma1) + np.trace(sigma2) - 2 * tr_covmean +#------------------------------------------------------------------------------- + + +def calculate_activation_statistics(images, sess, batch_size=50, verbose=False): + """Calculation of the statistics used by the FID. + Params: + -- images : Numpy array of dimension (n_images, hi, wi, 3). The values + must lie between 0 and 255. + -- sess : current session + -- batch_size : the images numpy array is split into batches with batch size + batch_size. A reasonable batch size depends on the available hardware. + -- verbose : If set to True and parameter out_step is given, the number of calculated + batches is reported. + Returns: + -- mu : The mean over samples of the activations of the pool_3 layer of + the incption model. + -- sigma : The covariance matrix of the activations of the pool_3 layer of + the incption model. + """ + act = get_activations(images, sess, batch_size, verbose) + mu = np.mean(act, axis=0) + sigma = np.cov(act, rowvar=False) + return mu, sigma +#------------------------------------------------------------------------------- + + +#------------------------------------------------------------------------------- +# The following functions aren't needed for calculating the FID +# they're just here to make this module work as a stand-alone script +# for calculating FID scores +#------------------------------------------------------------------------------- +def check_or_download_inception(inception_path): + ''' Checks if the path to the inception file is valid, or downloads + the file if it is not present. ''' + INCEPTION_URL = 'http://download.tensorflow.org/models/image/imagenet/inception-2015-12-05.tgz' + if inception_path is None: + inception_path = '/tmp' + inception_path = pathlib.Path(inception_path) + model_file = inception_path / 'classify_image_graph_def.pb' + if not model_file.exists(): + print("Downloading Inception model") + from urllib import request + import tarfile + fn, _ = request.urlretrieve(INCEPTION_URL) + with tarfile.open(fn, mode='r') as f: + f.extract('classify_image_graph_def.pb', str(model_file.parent)) + return str(model_file) + + +def _handle_path(path, sess): + if path.endswith('.npz'): + f = np.load(path) + m, s = f['mu'][:], f['sigma'][:] + f.close() + else: + path = pathlib.Path(path) + files = list(path.glob('*.jpg')) + list(path.glob('*.png')) + x = np.array([imread(str(fn)).astype(np.float32) for fn in files]) + m, s = calculate_activation_statistics(x, sess) + return m, s + + +def calculate_fid_given_paths(paths, inception_path): + ''' Calculates the FID of two paths. ''' + inception_path = check_or_download_inception(inception_path) + + for p in paths: + if not os.path.exists(p): + raise RuntimeError("Invalid path: %s" % p) + + create_inception_graph(str(inception_path)) + with tf.Session() as sess: + sess.run(tf.global_variables_initializer()) + m1, s1 = _handle_path(paths[0], sess) + m2, s2 = _handle_path(paths[1], sess) + fid_value = calculate_frechet_distance(m1, s1, m2, s2) + return fid_value + + +if __name__ == "__main__": + from argparse import ArgumentParser, ArgumentDefaultsHelpFormatter + parser = ArgumentParser(formatter_class=ArgumentDefaultsHelpFormatter) + parser.add_argument("path", type=str, nargs=2, + help='Path to the generated images or to .npz statistic files') + parser.add_argument("-i", "--inception", type=str, default=None, + help='Path to Inception model (will be downloaded if not provided)') + parser.add_argument("--gpu", default="", type=str, + help='GPU to use (leave blank for CPU only)') + args = parser.parse_args() + os.environ['CUDA_VISIBLE_DEVICES'] = args.gpu + fid_value = calculate_fid_given_paths(args.path, args.inception) + print("FID: ", fid_value) diff --git a/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fidutils.py b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fidutils.py new file mode 100644 index 00000000..f5e4b254 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/fidutils.py @@ -0,0 +1,708 @@ +import os +import sys +import math +import random +import tensorflow as tf +import numpy as np +import scipy.stats as st +from scipy.misc import toimage +import scipy as sp +from skimage import data +from skimage.transform import swirl +from skimage.filters import gaussian +import matplotlib.pyplot as plt +from matplotlib.patches import Circle +from matplotlib.offsetbox import (TextArea, DrawingArea, OffsetImage,AnnotationBbox) +from matplotlib.cbook import get_sample_data +import matplotlib.gridspec as gridspec +import shutil + + +# +# derived from https://github.com/openai/improved-gan/blob/master/inception_score/model.py +# + +# calculate inception score +def get_inception_score(images, softmax, sess, splits=10, verbose=False): + inps = images + bs = 50 + preds = [] + n_batches = int(math.ceil(float(inps.shape[0]) / float(bs))) + for i in range(n_batches): + #sys.stdout.write(".") + #sys.stdout.flush() + if verbose: + print("\rPropagating batch %d/%d" % (i+1, n_batches), end="", flush=True) + inp = inps[(i * bs):min((i + 1) * bs, inps.shape[0])] + pred = sess.run(softmax, {'FID_Inception_Net/ExpandDims:0': inp}) + preds.append(pred) + preds = np.concatenate(preds, 0) + scores = [] + for i in range(splits): + part = preds[(i * preds.shape[0] // splits):((i + 1) * preds.shape[0] // splits), :] + kl = part * (np.log(part) - np.log(np.expand_dims(np.mean(part, 0), 0))) + kl = np.mean(np.sum(kl, 1)) + scores.append(np.exp(kl)) + if verbose: + print(" done") + return np.mean(scores), np.std(scores) +#------------------------------------------------------------------------------- + +# get softmax output +def get_softmax(sess, pool3): + w = sess.graph.get_operation_by_name("FID_Inception_Net/softmax/logits/MatMul").inputs[1] + logits = tf.matmul(tf.squeeze(pool3), w) + softmax = tf.nn.softmax(logits) + return softmax +#=============================================================================== + + +# +# simple data container with image transformations +# +class DataContainer: + def __init__(self,data, labels=None, epoch_shuffle=True): # todo: labels + self._data = data + self._labels = labels + self._d0 = 0 + self._d1 = 0 + self._cur_samp = 0 + self._mean = None + self._std = None + self._min = None + self._max = None + self.__init_and_check() + self._epoch_shuffle = epoch_shuffle + self._transf_data = None + self._reshuffle_idx = None + #--------------------------------------------------------------------------- + + # TODO: check parameters + def __init_and_check(self): + [self._d0, self._d1] = self._data.shape + self._cur_samp = 0 + if not self._labels is None: + ls = self._labels.shape + if ls[0] != self._d0: + raise RuntimeError("Data and labels must have the same number of samples!") + #--------------------------------------------------------------------------- + + def get_next_batch(self,batch_size): + ret_D = None + ret_L = None + tmp_smp = self._cur_samp + batch_size + if tmp_smp <= self._d0: + ret_D = self._data[self._cur_samp:tmp_smp,:] + if not self._labels is None: + ret_L = self._labels[self._cur_samp:tmp_smp,:] + if tmp_smp < self._d0: + self._cur_samp = tmp_smp + else: + self._cur_samp = 0 + else: + if self._epoch_shuffle: + self.reshuffle() + self._cur_samp = batch_size + ret_D = self._data[0:self._cur_samp,:] + if not self._labels is None: + ret_L = self._labels[0:self._cur_samp,:] + return [ret_D, ret_L] + #--------------------------------------------------------------------------- + + + def reset_counter(self): + self._cur_samp = 0; + #--------------------------------------------------------------------------- + + def get_data(self): + return self._data + #--------------------------------------------------------------------------- + + def get_transformed_data(self): + return self._transf_data + #--------------------------------------------------------------------------- + + def get_labels(self): + return self._labels + #--------------------------------------------------------------------------- + + def reshuffle(self): + idx = np.array(range(self._d0)) + np.random.shuffle(idx) + self._data = self._data[idx,:] + if not self._labels is None: + self._labels = self._labels[idx,:] + #--------------------------------------------------------------------------- + + def apply_gaussian_blur(self,sigma, m, n): + self._transf_data = np.zeros_like(self._data) + for i in range(self._d0): + tmp = gaussian( self._data[i].reshape(m,n,3), sigma) + self._transf_data[i,:] = tmp.reshape(n*m*3,) + #--------------------------------------------------------------------------- + + def apply_gauss_noise(self, alpha, mi=-1, ma=1): + rnd = np.random.randn(self._d0, self._d1) + rnd = (rnd - rnd.min()) / (rnd.max() - rnd.min()) + rnd = rnd*(ma - mi) + mi + if alpha > 1e-6: + self._transf_data = (1-alpha)*self._data + alpha*rnd + else: + self._transf_data = self._data.copy() + #---------------------------------------------------------------------------- + + def apply_rect(self, hi, wi, chan, share, positioning="random", val=0.0): + self._transf_data = np.zeros_like(self._data) + for i in range(self._d0): + img = self._data[i,:].reshape(hi,whi,chan) + self._transf_data[i,:] = drop_rect(img, hi, wi, chan, share=share, positioning=positioning, val=val).flatten() + #---------------------------------------------------------------------------- + + def apply_mult_rect(self, n_rect, hi, wi, chan, share, val=0.0): + self._transf_data = np.zeros_like(self._data) + for i in range(self._d0): + img = self._data[i,:].reshape(hi,wi,chan) + self._transf_data[i,:] = drop_rect(img, hi, wi, chan, share=share, positioning="random", val=val).flatten() + for j in range(1,n_rect): + img = self._transf_data[i,:].reshape(hi,wi,chan) + self._transf_data[i,:] = drop_rect(img, hi, wi, chan, share=share, positioning="random", val=val).flatten() + #--------------------------------------------------------------------------- + + + def apply_local_swirl(self, hi, wi, chan, n_swirls, radius, strength, positioning="random", directions="random"): + self._transf_data = np.zeros_like(self._data) + for i in range(self._d0): + img_in = self._data[i,:].reshape(hi,wi,chan) + img = lokal_swirl(img_in, hi, wi, chan, n_swirls, radius, strength, positioning=positioning, directions=directions) + self._transf_data[i,:] = img.flatten() + #---------------------------------------------------------------------------- + + + def salt_and_pepper(self, h=64, w=64, c=3, p=0.5, mi=-1, ma=1.0): + self._transf_data = self._data.copy() + ns, d0, d1, d2 = self._transf_data.reshape(-1,h,w,c).shape + coords = np.random.rand(ns,d0,d1) < p + n_co = coords.sum() + if n_co > 0: + vals = (np.random.rand(n_co) < 0.5).astype(np.float32) + vals[vals < 0.5] = mi; vals[vals > 0.5] = ma + for i in range(c): + self._transf_data.reshape(-1,h,w,c)[coords,i] = vals +#------------------------------------------------------------------------------ + +# helper functions for data container +def drop_rect(img_in, hi, wi, chan, share=0.5, positioning="random", val=0.0): + img = img_in.copy() + if positioning != "random": + raise NotImplementedError("TODO!") + rhi = np.int(hi*share) + rwi = np.int(wi*share) + xpos = random.randint(0, hi-rhi) + ypos = random.randint(0, wi-rwi) + xdim = xpos + rhi + ydim = ypos + rwi + if chan == 1: + img = img.reshape(hi,wi) + img[xpos:xdim,ypos:ydim] = np.ones((rhi, rwi))*val + else: + img = img.reshape(hi,wi, chan) + img[xpos:xdim,ypos:ydim,:] = np.ones((rhi, rwi, chan))*val + return img +#------------------------------------------------------------------------------- + +def lokal_swirl(img_in, hi, wi, chan, n_swirls, radius, strength, positioning="random", directions="random", corr_size=3): + img = img_in.copy() + if not positioning in ["random", "center"]: + raise NotImplementedError("TODO!") + size = corr_size + for i in range(n_swirls): + sign = None + if directions == "random": + sign = np.sign(np.random.rand(1) - 0.5)[0] + elif directions == "left": + sign = -1 + else: + sign = 1 + xpos, ypos = None, None + if positioning == "random": + xpos = random.randint(0, hi - radius) + ypos = random.randint(0, wi - radius) + elif positioning == "center": + xpos = hi // 2 + ypos = wi // 2 + center = (xpos,ypos) + img = swirl(img, rotation=0, strength=sign*strength, radius=radius, center=center) + img[0:size] = img_in[0:size] + img[-(size+1):] = img_in[-(size+1):] + img[:,0:size] = img_in[:,0:size] + img[:,-(size+1):] = img_in[:,-(size+1):] + return img +#============================EOF DataContainer================================== + + +# +# simple class to track results +# +class ResultWriter: + def __init__(self, pth, out_dir_name, out_name="res", zfill=0, out_imgs=True): + self._pth = pth + self._out_imgs = out_imgs + self._out_dir_name = out_dir_name + self._out_name = out_name + self._zfill = zfill + self._enumerator = 0 + self._check_input() + self._current_path = None + self._res_dat = {} + self._res_writer_idx = 0 + self._res_writer_rep = 0 + self._fig = None + #--------------------------------------------------------------------------- + + def _check_input(self): + self._check(self._pth) + #--------------------------------------------------------------------------- + + def _check(self, pth): + if not os.path.exists(pth): + raise RESULT_WRITER_EXCEPTION("No such path found: " + pth) + #--------------------------------------------------------------------------- + + def reset_pth(self, pth): + self._pth = pth + self._check_pth() + #--------------------------------------------------------------------------- + + + def write_result(self, dir_name, res_dic, res_mat, force=False): + newpth = os.path.join(self._pth, dir_name) + if not force: + if not os.path.exists(newpth): + os.mkdir(newpth) + else: + raise RESULT_WRITER_EXCEPTION("Path already exists: " + newpth) + else: + if os.path.exists(newpth): + shutil.rmtree(newpth) + os.mkdir(newpth) + + # write results + np.save(newpth + self._out_name+'_data.npy', res_mat) + np.save(newpth + self._out_name+'_descriptor.npy', res_dic) + #--------------------------------------------------------------------------- + + + def write_result_enumerate(self, res_dic, res_mat, force=False): + newpth = os.path.join(self._pth,self._out_dir_name + "_" + str(self._enumerator).zfill(self._zfill)+'/') + self._current_path = newpth + if not force: + if not os.path.exists(newpth): + os.mkdir(newpth) + else: + raise RESULT_WRITER_EXCEPTION("Path already exists: " + newpth) + else: + if os.path.exists(newpth): + shutil.rmtree(newpth) + os.mkdir(newpth) + + # write results + np.save(newpth + self._out_name+'_data.npy', res_mat) + np.save(newpth + self._out_name+'_descriptor.npy', res_dic) + self._enumerator += 1 + #--------------------------------------------------------------------------- + + + def read_result(seld, dir_name): + newpth = os.path.join(self._pth,dir_name) + self._check(newpth) + ret = [] + ret.append(np.load(newpth + self._out_name+'_descriptor.npy')) + ret.append(np.load(newpth + self._out_name+'_data.npy')) + return ret + #--------------------------------------------------------------------------- + + def get_current_path(self): + print(self._current_path) + return self._current_path + self._out_name + #-------------------------------------------------------------------------- + + def add_iter_tracker(self, name, n_saves, n_repeats): + self._res_dat[name] = np.zeros((n_repeats, n_saves)) + #-------------------------------------------------------------------------- + + def get_iter_tracker_names(self): + return self._res_dat.keys() + #-------------------------------------------------------------------------- + + def add_append_tracker(self, name): + self._res_dat[name] = [] + #-------------------------------------------------------------------------- + + def add_rep_append_tracker(self,name, n_repats): + self._res_dat[name] = [[]]*n_repats + #-------------------------------------------------------------------------- + + def reset_saved_vars(self): + self._res_dat = {} + #-------------------------------------------------------------------------- + + def inc_idx(self): + self._res_writer_idx += 1 + #-------------------------------------------------------------------------- + + def inc_rep(self): + self._res_writer_rep += 1 + #-------------------------------------------------------------------------- + + def reset_idx(self): + self._res_writer_idx = 0 + #-------------------------------------------------------------------------- + + def reset_rep(self): + self._res_writer_rep = 0 + #------------------------------------------------------------------------- + + def save_to_iter_tracker(self, name, val, warn=False): + dim = self._res_dat[name].shape + if self._res_writer_rep < dim[0]: + if self._res_writer_idx < dim[1]: + self._res_dat[name][self._res_writer_rep, self._res_writer_idx] = val + elif warn: + print("# Warning! Number of repeats or number of saved iterations exceeds the initial set values.") + else: + RESULT_WRITER_EXCEPTION("Number of repeats or number of saved iterations exceeds the initial set values.") + #-------------------------------------------------------------------------- + + def save_to_rep_append(self, name, rep, val, warn=False): + n_reps = len(self._res_dat[name]) + if n_reps > rep: + self._res_dat[name][rep].append(val) + elif warn: + print("# Warning! Number of repeats exceeds the initial set values.") + else: + RESULT_WRITER_EXCEPTION("Number of repeats exceeds the initial set values.") + #--------------------------------------------------------------------------- + + + def save_to_img_iter_tracker(self, name, val, warn=False): + pass + #-------------------------------------------------------------------------- + + + def save_to_append_tracker(self, name, val): + self._res_dat[name].append(val) + #--------------------------------------------------------------------------- + + def reset(self): + self.reset_idx() + self.reset_rep() + self._res_dat = {} + #--------------------------------------------------------------------------- + + def plot(self,samples, h,w, it, sqrt_n_imgs=3): + if self._fig == None: + self._fig = plt.figure(figsize=(sqrt_n_imgs, sqrt_n_imgs)) + gs = gridspec.GridSpec(sqrt_n_imgs, sqrt_n_imgs) + gs.update(wspace=0.05, hspace=0.05) + n_feat = h*w + for i, sample in enumerate(samples): + ax = plt.subplot(gs[i]) + plt.axis('off') + ax.set_xticklabels([]) + ax.set_yticklabels([]) + ax.set_aspect('equal') + plt.imshow(sample[0:n_feat].reshape(h,w), cmap='Greys_r') + plt.savefig(self._pth + 'imgs/{}.png'.format(str(it).zfill(6)), bbox_inches='tight') + #--------------------------------------------------------------------------- + + + def new_enumerated_path(self, force=False): + self._enumerator += 1 + #newpth = self._pth + self._out_name + "_" + str(self._enumerator).zfill(self._zfill) + '/' + newpth = os.path.join(self._pth,self._out_dir_name + "_" + str(self._enumerator).zfill(self._zfill)+'/') + self._current_path = newpth + if not force: + if not os.path.exists(newpth): + os.mkdir(newpth) + else: + raise RESULT_WRITER_EXCEPTION("Path already exists: " + newpth) + else: + if os.path.exists(newpth): + shutil.rmtree(newpth) + os.mkdir(newpth) + #if self._out_name: + os.mkdir(newpth + "imgs") + #--------------------------------------------------------------------------- + + def plot_enumerate(self,samples, h,w, it, sqrt_n_imgs=3): + fig = plt.figure(figsize=(sqrt_n_imgs, sqrt_n_imgs)) + gs = gridspec.GridSpec(sqrt_n_imgs, sqrt_n_imgs) + gs.update(wspace=0.05, hspace=0.05) + n_feat = h * w + for i, sample in enumerate(samples): + ax = plt.subplot(gs[i]) + plt.axis('off') + ax.set_xticklabels([]) + ax.set_yticklabels([]) + ax.set_aspect('equal') + plt.imshow(sample[0:n_feat].reshape(h, w), cmap='Greys_r') + plt.savefig(self._current_path + 'imgs/{}.png'.format(str(it).zfill(6)), bbox_inches='tight') + # ---------------------------------------------------------------------- + + + def plot_enumerate_RGB(self, sample, h, w, it): + img = sample.reshape(h,w,3) + fig = plt.figure(figsize=(1, 1), frameon=False) + gs = gridspec.GridSpec(1, 1) + gs.update(wspace=0.05, hspace=0.05) + ax = plt.subplot(gs[0]) + plt.axis('off') + ax = plt.Axes(fig, [0., 0., 1., 1.]) + ax.set_axis_off() + ax.set_xticklabels([]) + ax.set_yticklabels([]) + ax.set_aspect('equal') + fig.add_axes(ax) + plt.imshow(toimage(sample.reshape(h, w, 3))) + plt.savefig(self._current_path + 'imgs/{}.png'.format(str(it).zfill(6))) #, bbox_inches='tight') + #--------------------------------------------------------------------------- + + + def plot_batch_enumerate_RGB(self, samples, h, w, it): + img = sample.reshape(h,w,3) + fig = plt.figure(figsize=(1, 1), frameon=False) + gs = gridspec.GridSpec(1, 1) + gs.update(wspace=0.05, hspace=0.05) + ax = plt.subplot(gs[0]) + plt.axis('off') + ax = plt.Axes(fig, [0., 0., 1., 1.]) + ax.set_axis_off() + ax.set_xticklabels([]) + ax.set_yticklabels([]) + ax.set_aspect('equal') + fig.add_axes(ax) + plt.imshow(toimage(sample.reshape(h, w, 3))) + plt.savefig(self._current_path + 'imgs/{}.png'.format(str(it).zfill(6))) #, bbox_inches='tight') + #--------------------------------------------------------------------------- + + + def write_result_enumerate_internal(self, res_dic): + # write results + np.save(self._current_path + self._out_name + '_data.npy', self._res_dat) + np.save(self._current_path + self._out_name + '_descriptor.npy', res_dic) + #self._enumerator += 1 + # --------------------------------------------------------------------------- + +class RESULT_WRITER_EXCEPTION(Exception): + pass +#===============EOF RESULT_WRITER====================================# + +# +# visualizing experiments +# +class Vis(): + def __init__(self): + self._curr_path = None + self._curr_desc = None + self._curr_data = None + self._curr_folder = None + self._val_keys = None + self._sum_data = None + self._sum_filtered = None + self._plot = plt.plot() + self._sum_grads = {} + #-------------------------------------------------------------------------- + + def set_path(self, pth): + if pth[-1] != "/": + pth += "/" + if not os.path.exists(pth): + raise VIS_EXCEPTION("path " + pth + " doesn't exist.") + self._curr_path = pth + #-------------------------------------------------------------------------- + + def read_data(self): + if self._curr_path == None: + raise VIS_EXCEPTION("Path is not set. Use method set_path(path).") + d = os.listdir(self._curr_path) + for i in d: + if "_data.npy" in i: + self._curr_data = np.load(self._curr_path + i) + elif "_descriptor.npy" in i: + self._curr_desc = np.load(self._curr_path + i) + self._curr_folder = self._curr_path.split('/')[-2] + self._curr_data = self._curr_data.take(0) + self._val_keys = self._curr_desc[0].keys() + #--------------------------------------------------------------------------- + + def get_data_keys(self): + ret = None + if self._curr_data != None: + ret = self._curr_data.keys() + return ret + #--------------------------------------------------------------------------- + + def get_descriptor(self): + return self._curr_desc + #--------------------------------------------------------------------------- + + def get_description(self): + return self._curr_desc[0] + #--------------------------------------------------------------------------- + + def get_data_description(self): + return self._curr_data.keys() + #--------------------------------------------------------------------------- + + def get_data(self,key): + return self._curr_data[key] + #--------------------------------------------------------------------------- + + + def annotated_plot(self, key, zoom=0.2, rep=0, pad=0, xybox=(0,50),max_hight=None, + fd=None, figposx=None, figposy=None, xlim=None, ylim=None,ylabel=None, n_datapoints=None, add_points=False): + pth = self._curr_path + "imgs/" + if not os.path.exists(pth): + raise VIS_EXCEPTION("No image directory found in path " + pth) + imgs = os.listdir(pth) + imgs.sort() + data = self._curr_data[key][rep] + l = len(data) + if len(imgs) != l: + raise VIS_EXCEPTION("Number of images must match the number of data points") + x = None + if n_datapoints is None: + x = range(len(data)) + else: + if n_datapoints < len(data): + data = data[:n_datapoints] + x = range(n_datapoints) + if not fd is None: + data = fd(data) + #fig, ax = plt.subplots() + _, ax = plt.subplots() + ax.plot(x, data, linewidth=2.0) + if add_points: + ax.plot(x,data, "k*", mew=0.5, ms=10) + if figposy is None: + figposy = data + if figposx is None: + figposx = x + i = 0 + for pos in zip(figposx, figposy): + imgpth = pth + imgs[i]; + i += 1 + fn = get_sample_data(imgpth, asfileobj=False) + arr_img = plt.imread(fn, format='png') + im = OffsetImage(arr_img, zoom=zoom) + im.image.axes = ax + ab = AnnotationBbox(im, pos, + xybox=xybox, + xycoords='axes fraction', + boxcoords="offset points", + #pad=pad, + arrowprops=dict(arrowstyle="<-")) + ax.add_artist(ab) + + mi = np.min(data) + ma = np.max(data) + r = ma-mi + if not xlim is None: + ax.set_xlim(xlim[0], xlim[1]) + if not ylim is None: + ax.set_ylim(ylim[0], ylim[1]) + if ylabel is None: + plt.ylabel(key, fontsize=15) + else: + plt.ylabel(ylabel, fontsize=15) + labs = range(len(data)) + labs = list(map(lambda x: str(x),labs)) + ax.set_xticklabels(labs) + plt.xlabel("disturbance level", fontsize=15) + plt.xticks(x) + plt.show() + #--------------------------------------------------------------------------- + +class VIS_EXCEPTION(Exception): + pass +#==============================EOF VIS========================================== + + +# +# class to read data written by result writer class +# +class Experiment_reader: + def __init__(self): + self._visualizer = [] + self._curr_path = None + #--------------------------------------------------------------------------- + + def set_path(self, pth): + if pth[-1] != "/": + pth += "/" + if not os.path.exists(pth): + raise VIS_EXCEPTION("path " + pth + " doesn't exist.") + self._curr_path = pth + #--------------------------------------------------------------------------- + + def read_all_expriments(self, verbouse=False): + if self._curr_path == None: + raise VIS_EXCEPTION("No path is set. Set path with method set_path.") + dir = os.listdir(self._curr_path) + self._visualizer = [] + for d in dir: + p = self._curr_path + d + if verbouse: + print("# reading: " + p) + v = Vis() + v.set_path(p) + v.read_data() + self._visualizer.append(v) + #--------------------------------------------------------------------------- + + def print_param_description(self,idx=None): + if self._visualizer == []: + raise VIS_EXCEPTION("No data present. Use method read_all_experiments(path) to load experiments.") + if idx == None: + for v in self._visualizer: + print(v.get_curr_folder_name() + ": " + str(v.get_description())) + else: + print(self._visualizer[idx].get_curr_folder_name() + ": " + str(self._visualizer[idx].get_description())) + # -------------------------------------------------------------------------- + + def get_data_description(self): + keys = {} + for v in self._visualizer: + keys.append(v.get_data_description()) + keys[v.get_curr_folder_name()] = v.get_data_description() + return keys + #--------------------------------------------------------------------------- + + def print_data_description(self, idx=None): + if idx == None: + for v in self._visualizer: + print( v.get_curr_folder_name() + ": " + str(v.get_data_description())) + else: + print(self._visualizer[idx].get_curr_folder_name() + ": " + str(self._visualizer[idx].get_data_description())) + #--------------------------------------------------------------------------- + + + def get_data(self, key, v_idx=None): + ret = {} + if v_idx == None: + v_idx = range(len(self._visualizer)) + for idx in v_idx: + ret[self._visualizer[idx].get_curr_folder_name()] = self._visualizer[idx].get_data(key) + return ret + #--------------------------------------------------------------------------- + + + def annotated_plot(self, vis_idx, key, zoom=0.2, rep=0, pad=0, xybox=(0.,50.), + max_hight=None, fd=None, figposx=None, figposy=None, xlim=None, ylim=None, + ylabel=None, n_datapoints=None, add_points=False): + self._visualizer[vis_idx].annotated_plot(key,zoom,rep=rep,pad=pad,xybox=xybox, + max_hight=max_hight, fd=fd, figposx=figposx, figposy=figposy, + xlim=xlim, ylim=ylim, ylabel=ylabel, n_datapoints=n_datapoints, add_points=add_points) + #--------------------------------------------------------------------------- + +#===============================EOF Experiment_reader=========================== diff --git a/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/main.py b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/main.py new file mode 100644 index 00000000..7e264521 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/main.py @@ -0,0 +1,231 @@ +import matplotlib +matplotlib.use('Agg') +import os +import tensorflow as tf +import fid +import numpy as np +import math +import utils +import fidutils +from glob import glob +import argparse + +# +# parse params +# +parser = argparse.ArgumentParser() +parser.add_argument('--path_IncNet', type=str, help='Path to inception net.') +parser.add_argument('--dataset', type=str, default='CelebA', help='Possible options: CelebA, Cifar10, Other. (default: CelebA)') +parser.add_argument('--path_data', type=str, help='Path to images') +parser.add_argument('--path_out', type=str, help="Path to output directory") +parser.add_argument('--path_stats', type=str, help='Path to precalculated statistics') +hp_str = '''Possible nois types: sp (salt and pepper), + rect (black rectangles), + swirl, + blur, + gn (gaussian noise) + mixed (mixture with ImageNet images) +To make multiple experiments, pass noise types seperated by colons (e.g. sp:rect:swirl). +(default: sp) +''' +parser.add_argument('--noise_type', type=str, default='sp', help=hp_str) +parser.add_argument('--img_file_ext',type=str, default='*.png', help='Extension of image files. If no specific extenison i ') +parser.add_argument('--n_imgs', type=int, default=50000, help='Number of images used to calc the distances. (default: 50000)') +parser.add_argument('--gpu', type=str, default='', help='GPU to use (leave blank for CPU only)') +parser.add_argument('--verbose', type=str, default='', help='Report status of program in console. \"Y\" for yes. (default: status is not reported)') +parser.add_argument('--sub_paths', type=str, default='', help='Create sub directories per distortion type. \"Y\" for yes. (default: sub directories are not created)') +parser.add_argument('--img_dims', type=int, default=None, nargs=3, metavar=('HIGHT', 'WIDTH', 'CHANNELS'), + help='dimensions of images in the order "H W C" for hight, width and channels. Only needed for dataset "Other" (no default value)') +args = parser.parse_args() +#------------------------------------------------------------------------------- + + +# +# check parameters +# +PATH_INC = args.path_IncNet +if not PATH_INC.endswith("classify_image_graph_def.pb"): + PATH_INC = os.join(PATH_INC,"classify_image_graph_def.pb") +if not os.path.exists(PATH_INC): + raise RuntimeError("Invalid path: %s" % PATH_INC) + +PATH_DATA = args.path_data +#print("# DEBUG:::PATH_DATA = " + str(PATH_DATA)) +if not os.path.exists(PATH_DATA): + raise RuntimeError("Invalid path: %s" % PATH_DATA) +PATH_DATA = os.path.join(PATH_DATA,'*') +data = glob(PATH_DATA) +#data = glob(os.path.join(PATH_DATA, '*.jp') + +PATH_OUT = args.path_out +if not os.path.exists(PATH_OUT): + raise RuntimeError("Invalid path: %s" % PATH_OUT) + +_H_, _W_, _C_ = None, None, None +PATH_STATS = args.path_stats +#print("# DEBUG:::args.dataset = " + str(args.dataset)) +if args.dataset == "CelebA": + _H_ = 64; _W_ = 64; _C_ = 3 + if not PATH_STATS.endswith("fid_stats_celeba.npz"): + PATH_STATS = os.path.join(PATH_STATS,"fid_stats_celeba.npz") +elif args.dataset == "Cifar10": + _H_ = 32; _W_ = 32; _C_ = 3 + if not PATH_STATS.endswith("fid_stats_cifar10_train.npz"): + PATH_STATS = os.path.join(PATH_STATS,"fid_stats_cifar10_train.npz") +elif args.dataset == "Other": + _H_ = args.img_dims[0]; _W_ = args.img_dims[1]; _C_ = args.img_dims[2] + if not PATH_STATS.endswith(".npz"): + raise RuntimeError("Invalid path: pleas state the full path, including the file name .npz") +if not os.path.exists(PATH_STATS): + raise RuntimeError("Invalid path: %s" % PATH_STATS) + +args.noise_type = args.noise_type.split(':') +for t in args.noise_type: + if not t in ["sp", "rect", "swirl", "blur", "gn", "mixed"]: + raise RuntimeError("Invalid noise type: %s" % args.nois_type) + +verbose=False +if args.verbose == 'Y': + verbose = True + +if args.verbose and args.gpu != "": + print("# Setting CUDA_VISIBLE_DEVICES to: " + str(args.gpu)) +os.environ['CUDA_VISIBLE_DEVICES'] = args.gpu +pth_out = args.path_out #pth_gan = "/publicwork/ramsauer/experiments2/celebA_sanity_collaps_FIDandINC" +n_repeats = 1 +#------------------------------------------------------------------------------- + + +# +# read data +# +if verbose: + print("# Reading %d images..." % args.n_imgs ,end="", flush=True) +# read stats +f = np.load(PATH_STATS) +mu_real, sigma_real = f['mu'][:], f['sigma'][:] +f.close() +# read imgs +N_FEATURES = _H_*_W_*_C_ +N_LOAD_IMGS = args.n_imgs # 50000 +X = fidutils.DataContainer(np.zeros((N_LOAD_IMGS, N_FEATURES)), epoch_shuffle=False) + +for i in range(N_LOAD_IMGS): + img = utils.get_image(data[i], + input_height=_H_, + input_width=_W_, + resize_height=_H_, + resize_width=_W_, + is_crop=False, + is_grayscale=False) + X._data[i,:] = img.flatten() + +assert X._data.max() <= 1. +assert X._data.min() >= -1. + +if verbose: + print("done") + print("# image values in range [%.2f, %.2f]" % (X._data.min(), X._data.max())) +#------------------------------------------------------------------------------- + + +# +# load inference model +# +fid.create_inception_graph(PATH_INC) +batch_size = 100 +softmax = None +#------------------------------------------------------------------------------- + +# +# run +# +init = tf.global_variables_initializer() +sess = tf.Session() +with sess.as_default(): + sess.run(init) + query_tensor = fid._get_inception_layer(sess) + + if softmax is None: + softmax = fidutils.get_softmax(sess, query_tensor) + + for noise_type in args.noise_type: + if args.verbose: + print("# Noise type: " + noise_type) + alphas = None + if noise_type in ["gn", "rect", "mixed"] : + alphas = [0.0, 0.25, 0.5, 0.75] + elif noise_type in ["blur", "swirl"]: + alphas = [0.0, 1.0, 2.0, 4.0] + elif noise_type == "sp": + alphas = [0.0, 0.1, 0.2, 0.3] + + # prepare result writer + tmp_PATH_OUT = PATH_OUT + if args.sub_paths: + tmp_PATH_OUT = PATH_OUT + "/" + noise_type + os.mkdir(tmp_PATH_OUT) + res_writer = fidutils.ResultWriter(tmp_PATH_OUT, out_dir_name=noise_type, out_name=noise_type, zfill=3) + res_writer.new_enumerated_path(force=True) + n_repeats=1 + save_interval = len(alphas) + res_writer.add_iter_tracker('Fid', save_interval, n_repeats) + res_writer.add_iter_tracker('Inc', save_interval, n_repeats) + res_desc = [] + n_rect = 5 + + for i,a in enumerate(alphas): + if args.verbose: + print("# Alpha = %s" % a) + res_desc.append({'alpha':a}) + if noise_type == "gn": + X.apply_gauss_noise(alpha=a, mi=-1, ma=1) + elif noise_type == "rect": + X.apply_mult_rect(n_rect, _H_, _W_, _C_, share=a, val=X._data.min()) + elif noise_type == "blur": + X.apply_gaussian_blur(a, _H_, _W_) + elif noise_type == "swirl": + if args.dataset == "CelebA": # bigger radius to make the effect more visible + X.apply_local_swirl(_H_, _W_, _C_, n_swirls=1, radius=70, strength=a, positioning="center", directions="random") + else: + X.apply_local_swirl(_H_, _W_, _C_, n_swirls=1, radius=25, strength=a, positioning="center", directions="random") + elif noise_type == "sp": + X.salt_and_pepper( _H_, _W_, _C_, p=a, mi=-1, ma=1) + + + if args.verbose: + print("# -- Range of transformed images: [%.2f, %.2f]" % ( X._transf_data.min(), X._transf_data.max()) ) + X._transf_data = (X._transf_data + 1.) * 127.5 + if args.verbose: + print("# -- Range of upscaled images: [ %.2f, %.2f]" % ( X._transf_data.min(), X._transf_data.max()) ) + res_writer.plot_enumerate_RGB(X._transf_data[0], _H_, _W_, i) + + # calc FID + if args.verbose: + print("# -- Calculating frechet distance...", flush=True) + mu_gen, sigma_gen = fid.calculate_activation_statistics( X._transf_data.reshape( -1, _H_, _W_, _C_), + sess, + batch_size=batch_size) + act = fid.get_activations( X._transf_data.reshape( -1, _H_, _W_, _C_), + sess, + batch_size=batch_size, + verbose=False) + fid_value = fid.calculate_frechet_distance(mu_gen, sigma_gen, mu_real, sigma_real) + res_writer.save_to_iter_tracker('Fid', fid_value) + if args.verbose: + print("# -- FID = %.5f" % fid_value) + + # calc Inception score + inc = None + if args.verbose: + print("# -- Calculating inception score...", flush=True) + inc,_ = fidutils.get_inception_score( X._transf_data.reshape( -1, _H_, _W_, _C_), + softmax, + sess, + splits=10, + verbose=False) + if args.verbose: + print("# -- INC = %.5f" % inc) + res_writer.save_to_iter_tracker('Inc', inc); + res_writer.inc_idx() + res_writer.write_result_enumerate_internal(res_desc) diff --git a/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/run.sh b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/run.sh new file mode 100644 index 00000000..0ea06cf6 --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/run.sh @@ -0,0 +1,14 @@ +#!/bin/bash +python3 main.py \ +--path_IncNet "path/to/inception/net.pb" \ +--dataset "CelebA" # Kind of dataset (one of the following: "CelebA", "Cifar10" or "Other") +--path_data "path/to/data" \ +--path_out "./out" \ # Path to output directory +--path_stats "./stats/" \ # path to image statistics +--img_file_ext "*" \ # file extension in te form e.g. "*.jpg", "*.png" or only "*" \ +--noise_type "sp:rect:swirl:blur:gn" \ +--n_imgs 50000 \ +--gpu "0" \ # set CUDA_VISIBLE_DEVICES +--verbose "Y" \ +--sub_paths "Y" \ +--img_dims 64 64 3 # need only to be specified for dataset "Other" diff --git a/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/utils.py b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/utils.py new file mode 100644 index 00000000..152b530b --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/FIDvsINC/utils.py @@ -0,0 +1,241 @@ +""" +Some codes from https://github.com/Newmu/dcgan_code +""" +from __future__ import division +import math +import json +import random +import pprint +import scipy.misc +import numpy as np +from time import gmtime, strftime +from six.moves import xrange + +pp = pprint.PrettyPrinter() + +get_stddev = lambda x, k_h, k_w: 1/math.sqrt(k_w*k_h*x.get_shape()[-1]) + +def get_image(image_path, input_height, input_width, + resize_height=64, resize_width=64, + is_crop=True, is_grayscale=False): + image = imread(image_path, is_grayscale) + return transform(image, input_height, input_width, + resize_height, resize_width, is_crop) + +def save_images(images, size, image_path): + return imsave(inverse_transform(images), size, image_path) + +def imread(path, is_grayscale = False): + if (is_grayscale): + return scipy.misc.imread(path, flatten = True).astype(np.float) + else: + return scipy.misc.imread(path).astype(np.float) + +def merge_images(images, size): + return inverse_transform(images) + +def merge(images, size): + h, w = images.shape[1], images.shape[2] + img = np.zeros((h * size[0], w * size[1], 3)) + for idx, image in enumerate(images): + i = idx % size[1] + j = idx // size[1] + img[j*h:j*h+h, i*w:i*w+w, :] = image + return img + +def imsave(images, size, path): + return scipy.misc.imsave(path, merge(images, size)) + +def center_crop(x, crop_h, crop_w, + resize_h=64, resize_w=64): + if crop_w is None: + crop_w = crop_h + h, w = x.shape[:2] + j = int(round((h - crop_h)/2.)) + i = int(round((w - crop_w)/2.)) + return scipy.misc.imresize( + x[j:j+crop_h, i:i+crop_w], [resize_h, resize_w]) + +def transform(image, input_height, input_width, + resize_height=64, resize_width=64, is_crop=True): + if is_crop: + cropped_image = center_crop( + image, input_height, input_width, + resize_height, resize_width) + else: + if (input_height != resize_height) or (input_width != resize_width): + cropped_image = scipy.misc.imresize(image, [resize_height, resize_width]) + else: + cropped_image = image + return np.array(cropped_image) / 127.5 - 1. + +def inverse_transform(images): + return (images+1.)/2. + +def to_json(output_path, *layers): + with open(output_path, "w") as layer_f: + lines = "" + for w, b, bn in layers: + layer_idx = w.name.split('/')[0].split('h')[1] + + B = b.eval() + + if "lin/" in w.name: + W = w.eval() + depth = W.shape[1] + else: + W = np.rollaxis(w.eval(), 2, 0) + depth = W.shape[0] + + biases = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(B)]} + if bn != None: + gamma = bn.gamma.eval() + beta = bn.beta.eval() + + gamma = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(gamma)]} + beta = {"sy": 1, "sx": 1, "depth": depth, "w": ['%.2f' % elem for elem in list(beta)]} + else: + gamma = {"sy": 1, "sx": 1, "depth": 0, "w": []} + beta = {"sy": 1, "sx": 1, "depth": 0, "w": []} + + if "lin/" in w.name: + fs = [] + for w in W.T: + fs.append({"sy": 1, "sx": 1, "depth": W.shape[0], "w": ['%.2f' % elem for elem in list(w)]}) + + lines += """ + var layer_%s = { + "layer_type": "fc", + "sy": 1, "sx": 1, + "out_sx": 1, "out_sy": 1, + "stride": 1, "pad": 0, + "out_depth": %s, "in_depth": %s, + "biases": %s, + "gamma": %s, + "beta": %s, + "filters": %s + };""" % (layer_idx.split('_')[0], W.shape[1], W.shape[0], biases, gamma, beta, fs) + else: + fs = [] + for w_ in W: + fs.append({"sy": 5, "sx": 5, "depth": W.shape[3], "w": ['%.2f' % elem for elem in list(w_.flatten())]}) + + lines += """ + var layer_%s = { + "layer_type": "deconv", + "sy": 5, "sx": 5, + "out_sx": %s, "out_sy": %s, + "stride": 2, "pad": 1, + "out_depth": %s, "in_depth": %s, + "biases": %s, + "gamma": %s, + "beta": %s, + "filters": %s + };""" % (layer_idx, 2**(int(layer_idx)+2), 2**(int(layer_idx)+2), + W.shape[0], W.shape[3], biases, gamma, beta, fs) + layer_f.write(" ".join(lines.replace("'","").split())) + +def make_gif(images, fname, duration=2, true_image=False): + import moviepy.editor as mpy + + def make_frame(t): + try: + x = images[int(len(images)/duration*t)] + except: + x = images[-1] + + if true_image: + return x.astype(np.uint8) + else: + return ((x+1)/2*255).astype(np.uint8) + + clip = mpy.VideoClip(make_frame, duration=duration) + clip.write_gif(fname, fps = len(images) / duration) + +def visualize(sess, dcgan, config, option): + image_frame_dim = int(math.ceil(config.batch_size**.5)) + if option == 0: + z_sample = np.random.uniform(-0.5, 0.5, size=(config.batch_size, dcgan.z_dim)) + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_%s.png' % (config.sample_dir, strftime("%Y-%m-%d %H:%M:%S", gmtime()))) + elif option == 1: + values = np.arange(0, 1, 1./config.batch_size) + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_arange_%s.png' % (config.sample_dir, idx)) + elif option == 2: + values = np.arange(0, 1, 1./config.batch_size) + for idx in [random.randint(0, 99) for _ in xrange(100)]: + print(" [*] %d" % idx) + z = np.random.uniform(-0.2, 0.2, size=(dcgan.z_dim)) + z_sample = np.tile(z, (config.batch_size, 1)) + #z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + try: + make_gif(samples, '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + except: + save_images(samples, [image_frame_dim, image_frame_dim], '%s/test_%s.png' % (config.sample_dir, strftime("%Y-%m-%d %H:%M:%S", gmtime()))) + elif option == 3: + values = np.arange(0, 1, 1./config.batch_size) + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): + z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot}) + else: + samples = sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample}) + + make_gif(samples, '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + elif option == 4: + image_set = [] + values = np.arange(0, 1, 1./config.batch_size) + + for idx in xrange(100): + print(" [*] %d" % idx) + z_sample = np.zeros([config.batch_size, dcgan.z_dim]) + for kdx, z in enumerate(z_sample): z[idx] = values[kdx] + + if config.dataset == "mnist": + y = np.random.choice(10, config.batch_size) + y_one_hot = np.zeros((config.batch_size, 10)) + y_one_hot[np.arange(config.batch_size), y] = 1 + image_set.append(sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample, dcgan.y: y_one_hot})) + else: + image_set.append(sess.run(dcgan.sampler, feed_dict={dcgan.z: z_sample})) + + make_gif(image_set[-1], '%s/test_gif_%s.gif' % (config.sample_dir, idx)) + + new_image_set = [merge(np.array([images[idx] for images in image_set]), [10, 10]) \ + for idx in range(64) + range(63, -1, -1)] + make_gif(new_image_set, '%s/test_gif_merged.gif' % config.sample_dir, duration=8) diff --git a/Wav2Lip-master/evaluation/TTUR-master/LICENSE b/Wav2Lip-master/evaluation/TTUR-master/LICENSE new file mode 100644 index 00000000..8dada3ed --- /dev/null +++ b/Wav2Lip-master/evaluation/TTUR-master/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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