From 59a2b9e5afc27d2fda72069ca0635070535d18fe Mon Sep 17 00:00:00 2001 From: Greendayle Date: Wed, 5 Oct 2022 20:50:10 +0200 Subject: deepdanbooru interrogator --- modules/deepbooru.py | 60 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) create mode 100644 modules/deepbooru.py (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py new file mode 100644 index 00000000..958b1c3d --- /dev/null +++ b/modules/deepbooru.py @@ -0,0 +1,60 @@ +import os.path +from concurrent.futures import ProcessPoolExecutor + +import numpy as np +import deepdanbooru as dd +import tensorflow as tf + + +def _load_tf_and_return_tags(pil_image, threshold): + this_folder = os.path.dirname(__file__) + model_path = os.path.join(this_folder, '..', 'models', 'deepbooru', 'deepdanbooru-v3-20211112-sgd-e28') + if not os.path.exists(model_path): + return "Download https://github.com/KichangKim/DeepDanbooru/releases/download/v3-20211112-sgd-e28/deepdanbooru-v3-20211112-sgd-e28.zip unpack and put into models/deepbooru" + + tags = dd.project.load_tags_from_project(model_path) + model = dd.project.load_model_from_project( + model_path, compile_model=True + ) + + width = model.input_shape[2] + height = model.input_shape[1] + image = np.array(pil_image) + image = tf.image.resize( + image, + size=(height, width), + method=tf.image.ResizeMethod.AREA, + preserve_aspect_ratio=True, + ) + image = image.numpy() # EagerTensor to np.array + image = dd.image.transform_and_pad_image(image, width, height) + image = image / 255.0 + image_shape = image.shape + image = image.reshape((1, image_shape[0], image_shape[1], image_shape[2])) + + y = model.predict(image)[0] + + result_dict = {} + + for i, tag in enumerate(tags): + result_dict[tag] = y[i] + + + + result_tags_out = [] + result_tags_print = [] + for tag in tags: + if result_dict[tag] >= threshold: + result_tags_out.append(tag) + result_tags_print.append(f'{result_dict[tag]} {tag}') + + print('\n'.join(sorted(result_tags_print, reverse=True))) + + return ', '.join(result_tags_out) + + +def get_deepbooru_tags(pil_image, threshold=0.5): + with ProcessPoolExecutor() as executor: + f = executor.submit(_load_tf_and_return_tags, pil_image, threshold) + ret = f.result() # will rethrow any exceptions + return ret \ No newline at end of file -- cgit v1.2.3 From 1506fab29ad54beb9f52236912abc432209c8089 Mon Sep 17 00:00:00 2001 From: Greendayle Date: Wed, 5 Oct 2022 21:15:08 +0200 Subject: removing problematic tag --- modules/deepbooru.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index 958b1c3d..841cb9c5 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -38,13 +38,12 @@ def _load_tf_and_return_tags(pil_image, threshold): for i, tag in enumerate(tags): result_dict[tag] = y[i] - - - result_tags_out = [] result_tags_print = [] for tag in tags: if result_dict[tag] >= threshold: + if tag.startswith("rating:"): + continue result_tags_out.append(tag) result_tags_print.append(f'{result_dict[tag]} {tag}') -- cgit v1.2.3 From 17a99baf0c929e5df4dfc4b2a96aa3890a141112 Mon Sep 17 00:00:00 2001 From: Greendayle Date: Wed, 5 Oct 2022 22:05:24 +0200 Subject: better model search --- modules/deepbooru.py | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index 841cb9c5..a64fd9cd 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -9,8 +9,15 @@ import tensorflow as tf def _load_tf_and_return_tags(pil_image, threshold): this_folder = os.path.dirname(__file__) model_path = os.path.join(this_folder, '..', 'models', 'deepbooru', 'deepdanbooru-v3-20211112-sgd-e28') - if not os.path.exists(model_path): - return "Download https://github.com/KichangKim/DeepDanbooru/releases/download/v3-20211112-sgd-e28/deepdanbooru-v3-20211112-sgd-e28.zip unpack and put into models/deepbooru" + + model_good = False + for path_candidate in [model_path, os.path.dirname(model_path)]: + if os.path.exists(os.path.join(path_candidate, 'project.json')): + model_path = path_candidate + model_good = True + if not model_good: + return ("Download https://github.com/KichangKim/DeepDanbooru/releases/download/v3-20211112-sgd-e28/" + "deepdanbooru-v3-20211112-sgd-e28.zip unpack and put into models/deepbooru") tags = dd.project.load_tags_from_project(model_path) model = dd.project.load_model_from_project( -- cgit v1.2.3 From 4320f386d9641c7c234589c4cb0c0c6cbeb156ad Mon Sep 17 00:00:00 2001 From: Greendayle Date: Wed, 5 Oct 2022 22:39:32 +0200 Subject: removing underscores and colons --- modules/deepbooru.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index a64fd9cd..fb5018a6 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -56,7 +56,7 @@ def _load_tf_and_return_tags(pil_image, threshold): print('\n'.join(sorted(result_tags_print, reverse=True))) - return ', '.join(result_tags_out) + return ', '.join(result_tags_out).replace('_', ' ').replace(':', ' ') def get_deepbooru_tags(pil_image, threshold=0.5): -- cgit v1.2.3 From 54fa613c8391e3973cca9d94cdf539061932508b Mon Sep 17 00:00:00 2001 From: Greendayle Date: Fri, 7 Oct 2022 20:37:43 +0200 Subject: loading tf only in interrogation process --- modules/deepbooru.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index fb5018a6..79dc59bd 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -1,12 +1,13 @@ import os.path from concurrent.futures import ProcessPoolExecutor -import numpy as np -import deepdanbooru as dd -import tensorflow as tf def _load_tf_and_return_tags(pil_image, threshold): + import deepdanbooru as dd + import tensorflow as tf + import numpy as np + this_folder = os.path.dirname(__file__) model_path = os.path.join(this_folder, '..', 'models', 'deepbooru', 'deepdanbooru-v3-20211112-sgd-e28') -- cgit v1.2.3 From fa2ea648db81f5723bb5d722f2fe0ebd7dfc319a Mon Sep 17 00:00:00 2001 From: Greendayle Date: Fri, 7 Oct 2022 20:46:38 +0200 Subject: even more powerfull fix --- modules/deepbooru.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index 79dc59bd..60094336 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -60,8 +60,13 @@ def _load_tf_and_return_tags(pil_image, threshold): return ', '.join(result_tags_out).replace('_', ' ').replace(':', ' ') +def subprocess_init_no_cuda(): + import os + os.environ["CUDA_VISIBLE_DEVICES"] = "-1" + + def get_deepbooru_tags(pil_image, threshold=0.5): - with ProcessPoolExecutor() as executor: - f = executor.submit(_load_tf_and_return_tags, pil_image, threshold) + with ProcessPoolExecutor(initializer=subprocess_init_no_cuda) as executor: + f = executor.submit(_load_tf_and_return_tags, pil_image, threshold, ) ret = f.result() # will rethrow any exceptions return ret \ No newline at end of file -- cgit v1.2.3 From 5f12e7efd92ad802742f96788b4be3249ad02829 Mon Sep 17 00:00:00 2001 From: Greendayle Date: Fri, 7 Oct 2022 20:58:30 +0200 Subject: linux test --- modules/deepbooru.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index 60094336..781b2249 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -1,6 +1,6 @@ import os.path from concurrent.futures import ProcessPoolExecutor - +from multiprocessing import get_context def _load_tf_and_return_tags(pil_image, threshold): @@ -66,7 +66,8 @@ def subprocess_init_no_cuda(): def get_deepbooru_tags(pil_image, threshold=0.5): - with ProcessPoolExecutor(initializer=subprocess_init_no_cuda) as executor: + context = get_context('spawn') + with ProcessPoolExecutor(initializer=subprocess_init_no_cuda, mp_context=context) as executor: f = executor.submit(_load_tf_and_return_tags, pil_image, threshold, ) ret = f.result() # will rethrow any exceptions return ret \ No newline at end of file -- cgit v1.2.3 From 01f8cb44474e454903c11718e6a4f33dbde34bb8 Mon Sep 17 00:00:00 2001 From: Greendayle Date: Sat, 8 Oct 2022 18:02:56 +0200 Subject: made deepdanbooru optional, added to readme, automatic download of deepbooru model --- modules/deepbooru.py | 20 ++++++++++---------- 1 file changed, 10 insertions(+), 10 deletions(-) (limited to 'modules/deepbooru.py') diff --git a/modules/deepbooru.py b/modules/deepbooru.py index 781b2249..7e3c0618 100644 --- a/modules/deepbooru.py +++ b/modules/deepbooru.py @@ -9,16 +9,16 @@ def _load_tf_and_return_tags(pil_image, threshold): import numpy as np this_folder = os.path.dirname(__file__) - model_path = os.path.join(this_folder, '..', 'models', 'deepbooru', 'deepdanbooru-v3-20211112-sgd-e28') - - model_good = False - for path_candidate in [model_path, os.path.dirname(model_path)]: - if os.path.exists(os.path.join(path_candidate, 'project.json')): - model_path = path_candidate - model_good = True - if not model_good: - return ("Download https://github.com/KichangKim/DeepDanbooru/releases/download/v3-20211112-sgd-e28/" - "deepdanbooru-v3-20211112-sgd-e28.zip unpack and put into models/deepbooru") + model_path = os.path.abspath(os.path.join(this_folder, '..', 'models', 'deepbooru')) + if not os.path.exists(os.path.join(model_path, 'project.json')): + # there is no point importing these every time + import zipfile + from basicsr.utils.download_util import load_file_from_url + load_file_from_url(r"https://github.com/KichangKim/DeepDanbooru/releases/download/v3-20211112-sgd-e28/deepdanbooru-v3-20211112-sgd-e28.zip", + model_path) + with zipfile.ZipFile(os.path.join(model_path, "deepdanbooru-v3-20211112-sgd-e28.zip"), "r") as zip_ref: + zip_ref.extractall(model_path) + os.remove(os.path.join(model_path, "deepdanbooru-v3-20211112-sgd-e28.zip")) tags = dd.project.load_tags_from_project(model_path) model = dd.project.load_model_from_project( -- cgit v1.2.3