From 777f4815b654f8420f3d4886475bb15ecc36560e Mon Sep 17 00:00:00 2001
From: Alphonsce <varlamov.al@phystech.edu>
Date: Tue, 23 Apr 2024 00:25:22 +0300
Subject: [PATCH] final readme version

---
 .gitignore |  3 +-
 README.md  | 84 +++++++++++++++++++++++++++++++++++++++++++++++++-----
 2 files changed, 79 insertions(+), 8 deletions(-)

diff --git a/.gitignore b/.gitignore
index 04f6049..e916521 100644
--- a/.gitignore
+++ b/.gitignore
@@ -35,4 +35,5 @@ finetune_ldm_decoder
 *_images
 
 
-fid_eval_*
\ No newline at end of file
+fid_eval_*
+val_mock
\ No newline at end of file
diff --git a/README.md b/README.md
index 57090e9..0672c20 100644
--- a/README.md
+++ b/README.md
@@ -158,7 +158,13 @@ wget https://huggingface.co/stabilityai/stable-diffusion-2-1-base/resolve/main/v
 wget https://raw.githubusercontent.com/Stability-AI/stablediffusion/main/configs/stable-diffusion/v2-inference.yaml
 ```
 
-You can download our pre-trained for message `111010110101000001010111010011010100010000100111` VAE decoder from [here](https://huggingface.co/Alphonsce/St_Sig_vae_decoder/resolve/main/ldm_decoder_checkpoint_000.pth?download=true).
+**You can download our pre-trained VAE Decoder for message `111010110101000001010111010011010100010000100111`:**
+
+```bash
+mkdir -p finetune_ldm_decoder
+cd finetune_ldm_decoder
+wget -O ldm_decoder_checkpoint_000.pth https://huggingface.co/Alphonsce/St_Sig_vae_decoder/resolve/main/ldm_decoder_checkpoint_000.pth?download=true
+```
 
 ### Fine-tune VAE decoder to given ID:
 
@@ -181,7 +187,6 @@ VAL_DIR=generated_images/imgs_w
   --batch_size 4 \
   --steps 100 \
   --num_val_imgs 200 \
-  --num_keys 1 \
   --not_rand_key \
   --key_str 111010110101000001010111010011010100010000100111
 ```
@@ -246,20 +251,85 @@ accelerate launch -m metr.run_metr_fid \
   --msg_scaler 100 \
   --use_stable_sig
 ```
+---
+# Reproducing experiments from paper:
 
-## Reproducing experiments from paper:
+## Diffusion and VAE attack on METR:
 
-### Diffusion and VAE attack on METR:
+### Diffusion attack:
+```bash
+bash scripts/metr_generative_att/diff_att_metr.sh
+```
+### VAE attack:
+```bash
+bash scripts/metr_generative_att/vae_2018_att_metr.sh
+```
 
-#### Diffusion attack:
+## All attacks on METR:
+### Detection:
+```bash 
+bash scripts/metr_all_att/detect_metr_default_vae.sh
+```
+### Image Quality:
 ```bash
-bash ./scripts/.sh
+# FID gt
+bash scripts/metr_all_att/fid_gt_all_att_metr.sh
+# FID gen
+bash scripts/metr_all_att/fid_gen_all_att_metr.sh
 ```
-#### VAE attack:
+
+## METR Image quality dispersion because of different message:
 ```bash
+# FID gt:
+bash scripts/fid_message_dispersion/gt.sh
+# FID gen:
+bash scripts/fid_message_dispersion/gen.sh
+```
 
+## All attacks on METR++:
+### METR with fine-tuned VAE decoder:
+```bash 
+bash scripts/metr_pp_all_att/detect_metr_changed_vae.sh
 ```
 
+### Stable-Signature part of METR++:
+```bash
+# Generate images:
+bash scripts/metr_pp_all_att/stable_sig_attacks/generate.sh
+# Evaluate:
+bash scripts/metr_pp_all_att/stable_sig_attacks/eval.sh
+```
+
+### Image quality:
+```bash
+# FID gt:
+scripts/metr_all_att/fid_gt_all_att_metr.sh
+# FID gen:
+scripts/metr_all_att/fid_gen_all_att_metr.sh
+```
+
+## Stable-Signature tuned on images sampled from different distributions:
+
+To run this, one need to have folder called `generated_images`, that was created using script provided in [section](#metr-detection-metrics-to-wandb).
+
+Create mock val directory named `val_mock` with 1 image to run following scripts without error:
+```bash
+mkdir val_mock
+cp fid_outputs/coco/ground_truth/000000000139.jpg val_mock
+```
+
+Run all fine-tunings, generations and evaluations:
+
+```bash
+# N-N
+bash scripts/stable_sig_different_distr/N-N.sh
+# N-METR
+bash scripts/stable_sig_different_distr/N-METR.sh
+# METR-N
+bash scripts/stable_sig_different_distr/METR-N.sh
+# METR-METR
+bash scripts/stable_sig_different_distr/METR-METR.sh
+```
 ---
 # References: