From 4dc426509918e90bf4557ecfd1f84031362360c0 Mon Sep 17 00:00:00 2001
From: AUTOMATIC <16777216c@gmail.com>
Date: Sat, 15 Oct 2022 00:21:48 +0300
Subject: rename firstpass w/h to discard old user settings
---
modules/ui.py | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
(limited to 'modules')
diff --git a/modules/ui.py b/modules/ui.py
index a1d18be9..c5d295ea 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -567,8 +567,8 @@ def create_ui(wrap_gradio_gpu_call):
enable_hr = gr.Checkbox(label='Highres. fix', value=False)
with gr.Row(visible=False) as hr_options:
- firstphase_width = gr.Slider(minimum=0, maximum=1024, step=64, label="First pass width", value=0)
- firstphase_height = gr.Slider(minimum=0, maximum=1024, step=64, label="First pass height", value=0)
+ firstphase_width = gr.Slider(minimum=0, maximum=1024, step=64, label="Firstpass width", value=0)
+ firstphase_height = gr.Slider(minimum=0, maximum=1024, step=64, label="Firstpass height", value=0)
denoising_strength = gr.Slider(minimum=0.0, maximum=1.0, step=0.01, label='Denoising strength', value=0.7)
with gr.Row(equal_height=True):
--
cgit v1.2.1
From 4bbe5d62e042e78cfe1dc83492c2398a39a2455c Mon Sep 17 00:00:00 2001
From: AUTOMATIC <16777216c@gmail.com>
Date: Sat, 15 Oct 2022 00:25:09 +0300
Subject: reformat lines in images_history.py
---
modules/images_history.py | 182 +++++++++++++++++++++++++---------------------
1 file changed, 98 insertions(+), 84 deletions(-)
(limited to 'modules')
diff --git a/modules/images_history.py b/modules/images_history.py
index 723f5301..f5ef44fe 100644
--- a/modules/images_history.py
+++ b/modules/images_history.py
@@ -1,5 +1,7 @@
import os
import shutil
+
+
def traverse_all_files(output_dir, image_list, curr_dir=None):
curr_path = output_dir if curr_dir is None else os.path.join(output_dir, curr_dir)
try:
@@ -16,10 +18,10 @@ def traverse_all_files(output_dir, image_list, curr_dir=None):
elif os.path.isfile(file_path) and file[-10:].rfind(".") > 0:
image_list.append(file)
else:
- image_list = traverse_all_files(output_dir, image_list, file)
+ image_list = traverse_all_files(output_dir, image_list, file)
return image_list
-
+
def get_recent_images(dir_name, page_index, step, image_index, tabname):
page_index = int(page_index)
f_list = os.listdir(dir_name)
@@ -27,36 +29,48 @@ def get_recent_images(dir_name, page_index, step, image_index, tabname):
image_list = traverse_all_files(dir_name, image_list)
image_list = sorted(image_list, key=lambda file: -os.path.getctime(os.path.join(dir_name, file)))
num = 48 if tabname != "extras" else 12
- max_page_index = len(image_list) // num + 1
+ max_page_index = len(image_list) // num + 1
page_index = max_page_index if page_index == -1 else page_index + step
- page_index = 1 if page_index < 1 else page_index
+ page_index = 1 if page_index < 1 else page_index
page_index = max_page_index if page_index > max_page_index else page_index
idx_frm = (page_index - 1) * num
image_list = image_list[idx_frm:idx_frm + num]
image_index = int(image_index)
- if image_index < 0 or image_index > len(image_list) - 1:
- current_file = None
+ if image_index < 0 or image_index > len(image_list) - 1:
+ current_file = None
hidden = None
else:
- current_file = image_list[int(image_index)]
+ current_file = image_list[int(image_index)]
hidden = os.path.join(dir_name, current_file)
return [os.path.join(dir_name, file) for file in image_list], page_index, image_list, current_file, hidden, ""
+
def first_page_click(dir_name, page_index, image_index, tabname):
return get_recent_images(dir_name, 1, 0, image_index, tabname)
+
+
def end_page_click(dir_name, page_index, image_index, tabname):
return get_recent_images(dir_name, -1, 0, image_index, tabname)
+
+
def prev_page_click(dir_name, page_index, image_index, tabname):
return get_recent_images(dir_name, page_index, -1, image_index, tabname)
-def next_page_click(dir_name, page_index, image_index, tabname):
+
+
+def next_page_click(dir_name, page_index, image_index, tabname):
return get_recent_images(dir_name, page_index, 1, image_index, tabname)
-def page_index_change(dir_name, page_index, image_index, tabname):
+
+
+def page_index_change(dir_name, page_index, image_index, tabname):
return get_recent_images(dir_name, page_index, 0, image_index, tabname)
+
def show_image_info(num, image_path, filenames):
- #print(f"select image {num}")
+ # print(f"select image {num}")
file = filenames[int(num)]
return file, num, os.path.join(image_path, file)
+
+
def delete_image(delete_num, tabname, dir_name, name, page_index, filenames, image_index):
if name == "":
return filenames, delete_num
@@ -66,14 +80,14 @@ def delete_image(delete_num, tabname, dir_name, name, page_index, filenames, ima
i = 0
new_file_list = []
for name in filenames:
- if i >= index and i < index + delete_num:
+ if i >= index and i < index + delete_num:
path = os.path.join(dir_name, name)
- if os.path.exists(path):
+ if os.path.exists(path):
print(f"Delete file {path}")
os.remove(path)
- txt_file = os.path.splitext(path)[0] + ".txt"
+ txt_file = os.path.splitext(path)[0] + ".txt"
if os.path.exists(txt_file):
- os.remove(txt_file)
+ os.remove(txt_file)
else:
print(f"Not exists file {path}")
else:
@@ -81,81 +95,81 @@ def delete_image(delete_num, tabname, dir_name, name, page_index, filenames, ima
i += 1
return new_file_list, 1
+
def show_images_history(gr, opts, tabname, run_pnginfo, switch_dict):
- if tabname == "txt2img":
- dir_name = opts.outdir_txt2img_samples
- elif tabname == "img2img":
- dir_name = opts.outdir_img2img_samples
- elif tabname == "extras":
- dir_name = opts.outdir_extras_samples
- d = dir_name.split("/")
- dir_name = d[0]
- for p in d[1:]:
- dir_name = os.path.join(dir_name, p)
- with gr.Row():
- renew_page = gr.Button('Renew Page', elem_id=tabname + "_images_history_renew_page")
- first_page = gr.Button('First Page')
- prev_page = gr.Button('Prev Page')
- page_index = gr.Number(value=1, label="Page Index")
- next_page = gr.Button('Next Page')
- end_page = gr.Button('End Page')
- with gr.Row(elem_id=tabname + "_images_history"):
- with gr.Row():
- with gr.Column(scale=2):
- history_gallery = gr.Gallery(show_label=False, elem_id=tabname + "_images_history_gallery").style(grid=6)
- with gr.Row():
- delete_num = gr.Number(value=1, interactive=True, label="number of images to delete consecutively next")
- delete = gr.Button('Delete', elem_id=tabname + "_images_history_del_button")
- with gr.Column():
- with gr.Row():
- pnginfo_send_to_txt2img = gr.Button('Send to txt2img')
- pnginfo_send_to_img2img = gr.Button('Send to img2img')
- with gr.Row():
- with gr.Column():
- img_file_info = gr.Textbox(label="Generate Info", interactive=False)
- img_file_name = gr.Textbox(label="File Name", interactive=False)
- with gr.Row():
- # hiden items
-
- img_path = gr.Textbox(dir_name.rstrip("/") , visible=False)
- tabname_box = gr.Textbox(tabname, visible=False)
- image_index = gr.Textbox(value=-1, visible=False)
- set_index = gr.Button('set_index', elem_id=tabname + "_images_history_set_index", visible=False)
- filenames = gr.State()
- hidden = gr.Image(type="pil", visible=False)
- info1 = gr.Textbox(visible=False)
- info2 = gr.Textbox(visible=False)
-
-
- # turn pages
- gallery_inputs = [img_path, page_index, image_index, tabname_box]
- gallery_outputs = [history_gallery, page_index, filenames, img_file_name, hidden, img_file_name]
-
- first_page.click(first_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- next_page.click(next_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- prev_page.click(prev_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- end_page.click(end_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- page_index.submit(page_index_change, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- renew_page.click(page_index_change, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
- #page_index.change(page_index_change, inputs=[tabname_box, img_path, page_index], outputs=[history_gallery, page_index])
-
- #other funcitons
- set_index.click(show_image_info, _js="images_history_get_current_img", inputs=[tabname_box, img_path, filenames], outputs=[img_file_name, image_index, hidden])
- img_file_name.change(fn=None, _js="images_history_enable_del_buttons", inputs=None, outputs=None)
- delete.click(delete_image,_js="images_history_delete", inputs=[delete_num, tabname_box, img_path, img_file_name, page_index, filenames, image_index], outputs=[filenames, delete_num])
- hidden.change(fn=run_pnginfo, inputs=[hidden], outputs=[info1, img_file_info, info2])
-
- #pnginfo.click(fn=run_pnginfo, inputs=[hidden], outputs=[info1, img_file_info, info2])
- switch_dict["fn"](pnginfo_send_to_txt2img, switch_dict["t2i"], img_file_info, 'switch_to_txt2img')
- switch_dict["fn"](pnginfo_send_to_img2img, switch_dict["i2i"], img_file_info, 'switch_to_img2img_img2img')
-
-
+ if tabname == "txt2img":
+ dir_name = opts.outdir_txt2img_samples
+ elif tabname == "img2img":
+ dir_name = opts.outdir_img2img_samples
+ elif tabname == "extras":
+ dir_name = opts.outdir_extras_samples
+ d = dir_name.split("/")
+ dir_name = d[0]
+ for p in d[1:]:
+ dir_name = os.path.join(dir_name, p)
+ with gr.Row():
+ renew_page = gr.Button('Renew Page', elem_id=tabname + "_images_history_renew_page")
+ first_page = gr.Button('First Page')
+ prev_page = gr.Button('Prev Page')
+ page_index = gr.Number(value=1, label="Page Index")
+ next_page = gr.Button('Next Page')
+ end_page = gr.Button('End Page')
+ with gr.Row(elem_id=tabname + "_images_history"):
+ with gr.Row():
+ with gr.Column(scale=2):
+ history_gallery = gr.Gallery(show_label=False, elem_id=tabname + "_images_history_gallery").style(grid=6)
+ with gr.Row():
+ delete_num = gr.Number(value=1, interactive=True, label="number of images to delete consecutively next")
+ delete = gr.Button('Delete', elem_id=tabname + "_images_history_del_button")
+ with gr.Column():
+ with gr.Row():
+ pnginfo_send_to_txt2img = gr.Button('Send to txt2img')
+ pnginfo_send_to_img2img = gr.Button('Send to img2img')
+ with gr.Row():
+ with gr.Column():
+ img_file_info = gr.Textbox(label="Generate Info", interactive=False)
+ img_file_name = gr.Textbox(label="File Name", interactive=False)
+ with gr.Row():
+ # hiden items
+
+ img_path = gr.Textbox(dir_name.rstrip("/"), visible=False)
+ tabname_box = gr.Textbox(tabname, visible=False)
+ image_index = gr.Textbox(value=-1, visible=False)
+ set_index = gr.Button('set_index', elem_id=tabname + "_images_history_set_index", visible=False)
+ filenames = gr.State()
+ hidden = gr.Image(type="pil", visible=False)
+ info1 = gr.Textbox(visible=False)
+ info2 = gr.Textbox(visible=False)
+
+ # turn pages
+ gallery_inputs = [img_path, page_index, image_index, tabname_box]
+ gallery_outputs = [history_gallery, page_index, filenames, img_file_name, hidden, img_file_name]
+
+ first_page.click(first_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ next_page.click(next_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ prev_page.click(prev_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ end_page.click(end_page_click, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ page_index.submit(page_index_change, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ renew_page.click(page_index_change, _js="images_history_turnpage", inputs=gallery_inputs, outputs=gallery_outputs)
+ # page_index.change(page_index_change, inputs=[tabname_box, img_path, page_index], outputs=[history_gallery, page_index])
+
+ # other funcitons
+ set_index.click(show_image_info, _js="images_history_get_current_img", inputs=[tabname_box, img_path, filenames], outputs=[img_file_name, image_index, hidden])
+ img_file_name.change(fn=None, _js="images_history_enable_del_buttons", inputs=None, outputs=None)
+ delete.click(delete_image, _js="images_history_delete", inputs=[delete_num, tabname_box, img_path, img_file_name, page_index, filenames, image_index], outputs=[filenames, delete_num])
+ hidden.change(fn=run_pnginfo, inputs=[hidden], outputs=[info1, img_file_info, info2])
+
+ # pnginfo.click(fn=run_pnginfo, inputs=[hidden], outputs=[info1, img_file_info, info2])
+ switch_dict["fn"](pnginfo_send_to_txt2img, switch_dict["t2i"], img_file_info, 'switch_to_txt2img')
+ switch_dict["fn"](pnginfo_send_to_img2img, switch_dict["i2i"], img_file_info, 'switch_to_img2img_img2img')
+
+
def create_history_tabs(gr, opts, run_pnginfo, switch_dict):
with gr.Blocks(analytics_enabled=False) as images_history:
with gr.Tabs() as tabs:
with gr.Tab("txt2img history"):
- with gr.Blocks(analytics_enabled=False) as images_history_txt2img:
- show_images_history(gr, opts, "txt2img", run_pnginfo, switch_dict)
+ with gr.Blocks(analytics_enabled=False) as images_history_txt2img:
+ show_images_history(gr, opts, "txt2img", run_pnginfo, switch_dict)
with gr.Tab("img2img history"):
with gr.Blocks(analytics_enabled=False) as images_history_img2img:
show_images_history(gr, opts, "img2img", run_pnginfo, switch_dict)
--
cgit v1.2.1
From acedbe67d2b8a3af99ca3b9a2f809e7a2db285d1 Mon Sep 17 00:00:00 2001
From: AUTOMATIC <16777216c@gmail.com>
Date: Sat, 15 Oct 2022 00:43:15 +0300
Subject: bring history tab back, make it behave; it's still slow but won't
fuck anything up until you use it
---
modules/ui.py | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
(limited to 'modules')
diff --git a/modules/ui.py b/modules/ui.py
index c5d295ea..1bc919c7 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -1090,7 +1090,7 @@ def create_ui(wrap_gradio_gpu_call):
"i2i":img2img_paste_fields
}
- #images_history = img_his.create_history_tabs(gr, opts, wrap_gradio_call(modules.extras.run_pnginfo), images_history_switch_dict)
+ images_history = img_his.create_history_tabs(gr, opts, wrap_gradio_call(modules.extras.run_pnginfo), images_history_switch_dict)
with gr.Blocks() as modelmerger_interface:
with gr.Row().style(equal_height=False):
@@ -1487,7 +1487,7 @@ Requested path was: {f}
(img2img_interface, "img2img", "img2img"),
(extras_interface, "Extras", "extras"),
(pnginfo_interface, "PNG Info", "pnginfo"),
- #(images_history, "History", "images_history"),
+ (images_history, "History", "images_history"),
(modelmerger_interface, "Checkpoint Merger", "modelmerger"),
(train_interface, "Train", "ti"),
(settings_interface, "Settings", "settings"),
--
cgit v1.2.1
From c7a86f7fe9c0b8967a87e8d709f507d2f44400d8 Mon Sep 17 00:00:00 2001
From: AUTOMATIC <16777216c@gmail.com>
Date: Sat, 15 Oct 2022 09:24:59 +0300
Subject: add option to use batch size for training
---
modules/hypernetworks/hypernetwork.py | 33 +++++++++++++++++++-------
modules/textual_inversion/dataset.py | 31 ++++++++++++++----------
modules/textual_inversion/textual_inversion.py | 17 +++++++------
modules/ui.py | 3 +++
4 files changed, 54 insertions(+), 30 deletions(-)
(limited to 'modules')
diff --git a/modules/hypernetworks/hypernetwork.py b/modules/hypernetworks/hypernetwork.py
index 59c7ac6e..a2b3bc0a 100644
--- a/modules/hypernetworks/hypernetwork.py
+++ b/modules/hypernetworks/hypernetwork.py
@@ -182,7 +182,21 @@ def attention_CrossAttention_forward(self, x, context=None, mask=None):
return self.to_out(out)
-def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory, steps, create_image_every, save_hypernetwork_every, template_file, preview_from_txt2img, preview_prompt, preview_negative_prompt, preview_steps, preview_sampler_index, preview_cfg_scale, preview_seed, preview_width, preview_height):
+def stack_conds(conds):
+ if len(conds) == 1:
+ return torch.stack(conds)
+
+ # same as in reconstruct_multicond_batch
+ token_count = max([x.shape[0] for x in conds])
+ for i in range(len(conds)):
+ if conds[i].shape[0] != token_count:
+ last_vector = conds[i][-1:]
+ last_vector_repeated = last_vector.repeat([token_count - conds[i].shape[0], 1])
+ conds[i] = torch.vstack([conds[i], last_vector_repeated])
+
+ return torch.stack(conds)
+
+def train_hypernetwork(hypernetwork_name, learn_rate, batch_size, data_root, log_directory, steps, create_image_every, save_hypernetwork_every, template_file, preview_from_txt2img, preview_prompt, preview_negative_prompt, preview_steps, preview_sampler_index, preview_cfg_scale, preview_seed, preview_width, preview_height):
assert hypernetwork_name, 'hypernetwork not selected'
path = shared.hypernetworks.get(hypernetwork_name, None)
@@ -211,7 +225,7 @@ def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory,
shared.state.textinfo = f"Preparing dataset from {html.escape(data_root)}..."
with torch.autocast("cuda"):
- ds = modules.textual_inversion.dataset.PersonalizedBase(data_root=data_root, width=512, height=512, repeats=shared.opts.training_image_repeats_per_epoch, placeholder_token=hypernetwork_name, model=shared.sd_model, device=devices.device, template_file=template_file, include_cond=True)
+ ds = modules.textual_inversion.dataset.PersonalizedBase(data_root=data_root, width=512, height=512, repeats=shared.opts.training_image_repeats_per_epoch, placeholder_token=hypernetwork_name, model=shared.sd_model, device=devices.device, template_file=template_file, include_cond=True, batch_size=batch_size)
if unload:
shared.sd_model.cond_stage_model.to(devices.cpu)
@@ -235,7 +249,7 @@ def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory,
optimizer = torch.optim.AdamW(weights, lr=scheduler.learn_rate)
pbar = tqdm.tqdm(enumerate(ds), total=steps - ititial_step)
- for i, entry in pbar:
+ for i, entries in pbar:
hypernetwork.step = i + ititial_step
scheduler.apply(optimizer, hypernetwork.step)
@@ -246,11 +260,12 @@ def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory,
break
with torch.autocast("cuda"):
- cond = entry.cond.to(devices.device)
- x = entry.latent.to(devices.device)
- loss = shared.sd_model(x.unsqueeze(0), cond)[0]
+ c = stack_conds([entry.cond for entry in entries]).to(devices.device)
+# c = torch.vstack([entry.cond for entry in entries]).to(devices.device)
+ x = torch.stack([entry.latent for entry in entries]).to(devices.device)
+ loss = shared.sd_model(x, c)[0]
del x
- del cond
+ del c
losses[hypernetwork.step % losses.shape[0]] = loss.item()
@@ -292,7 +307,7 @@ def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory,
p.width = preview_width
p.height = preview_height
else:
- p.prompt = entry.cond_text
+ p.prompt = entries[0].cond_text
p.steps = 20
preview_text = p.prompt
@@ -315,7 +330,7 @@ def train_hypernetwork(hypernetwork_name, learn_rate, data_root, log_directory,
Loss: {losses.mean():.7f}
Step: {hypernetwork.step}
-Last prompt: {html.escape(entry.cond_text)}
+Last prompt: {html.escape(entries[0].cond_text)}
Last saved embedding: {html.escape(last_saved_file)}
Last saved image: {html.escape(last_saved_image)}
diff --git a/modules/textual_inversion/dataset.py b/modules/textual_inversion/dataset.py
index 67e90afe..bd99c0cb 100644
--- a/modules/textual_inversion/dataset.py
+++ b/modules/textual_inversion/dataset.py
@@ -24,11 +24,12 @@ class DatasetEntry:
class PersonalizedBase(Dataset):
- def __init__(self, data_root, width, height, repeats, flip_p=0.5, placeholder_token="*", model=None, device=None, template_file=None, include_cond=False):
- re_word = re.compile(shared.opts.dataset_filename_word_regex) if len(shared.opts.dataset_filename_word_regex)>0 else None
+ def __init__(self, data_root, width, height, repeats, flip_p=0.5, placeholder_token="*", model=None, device=None, template_file=None, include_cond=False, batch_size=1):
+ re_word = re.compile(shared.opts.dataset_filename_word_regex) if len(shared.opts.dataset_filename_word_regex) > 0 else None
self.placeholder_token = placeholder_token
+ self.batch_size = batch_size
self.width = width
self.height = height
self.flip = transforms.RandomHorizontalFlip(p=flip_p)
@@ -78,13 +79,13 @@ class PersonalizedBase(Dataset):
if include_cond:
entry.cond_text = self.create_text(filename_text)
- entry.cond = cond_model([entry.cond_text]).to(devices.cpu)
+ entry.cond = cond_model([entry.cond_text]).to(devices.cpu).squeeze(0)
self.dataset.append(entry)
- self.length = len(self.dataset) * repeats
+ self.length = len(self.dataset) * repeats // batch_size
- self.initial_indexes = np.arange(self.length) % len(self.dataset)
+ self.initial_indexes = np.arange(len(self.dataset))
self.indexes = None
self.shuffle()
@@ -101,13 +102,19 @@ class PersonalizedBase(Dataset):
return self.length
def __getitem__(self, i):
- if i % len(self.dataset) == 0:
- self.shuffle()
+ res = []
- index = self.indexes[i % len(self.indexes)]
- entry = self.dataset[index]
+ for j in range(self.batch_size):
+ position = i * self.batch_size + j
+ if position % len(self.indexes) == 0:
+ self.shuffle()
- if entry.cond is None:
- entry.cond_text = self.create_text(entry.filename_text)
+ index = self.indexes[position % len(self.indexes)]
+ entry = self.dataset[index]
- return entry
+ if entry.cond is None:
+ entry.cond_text = self.create_text(entry.filename_text)
+
+ res.append(entry)
+
+ return res
diff --git a/modules/textual_inversion/textual_inversion.py b/modules/textual_inversion/textual_inversion.py
index da0d77a0..e754747e 100644
--- a/modules/textual_inversion/textual_inversion.py
+++ b/modules/textual_inversion/textual_inversion.py
@@ -199,7 +199,7 @@ def write_loss(log_directory, filename, step, epoch_len, values):
})
-def train_embedding(embedding_name, learn_rate, data_root, log_directory, training_width, training_height, steps, create_image_every, save_embedding_every, template_file, save_image_with_stored_embedding, preview_from_txt2img, preview_prompt, preview_negative_prompt, preview_steps, preview_sampler_index, preview_cfg_scale, preview_seed, preview_width, preview_height):
+def train_embedding(embedding_name, learn_rate, batch_size, data_root, log_directory, training_width, training_height, steps, create_image_every, save_embedding_every, template_file, save_image_with_stored_embedding, preview_from_txt2img, preview_prompt, preview_negative_prompt, preview_steps, preview_sampler_index, preview_cfg_scale, preview_seed, preview_width, preview_height):
assert embedding_name, 'embedding not selected'
shared.state.textinfo = "Initializing textual inversion training..."
@@ -231,7 +231,7 @@ def train_embedding(embedding_name, learn_rate, data_root, log_directory, traini
shared.state.textinfo = f"Preparing dataset from {html.escape(data_root)}..."
with torch.autocast("cuda"):
- ds = modules.textual_inversion.dataset.PersonalizedBase(data_root=data_root, width=training_width, height=training_height, repeats=shared.opts.training_image_repeats_per_epoch, placeholder_token=embedding_name, model=shared.sd_model, device=devices.device, template_file=template_file)
+ ds = modules.textual_inversion.dataset.PersonalizedBase(data_root=data_root, width=training_width, height=training_height, repeats=shared.opts.training_image_repeats_per_epoch, placeholder_token=embedding_name, model=shared.sd_model, device=devices.device, template_file=template_file, batch_size=batch_size)
hijack = sd_hijack.model_hijack
@@ -251,7 +251,7 @@ def train_embedding(embedding_name, learn_rate, data_root, log_directory, traini
optimizer = torch.optim.AdamW([embedding.vec], lr=scheduler.learn_rate)
pbar = tqdm.tqdm(enumerate(ds), total=steps-ititial_step)
- for i, entry in pbar:
+ for i, entries in pbar:
embedding.step = i + ititial_step
scheduler.apply(optimizer, embedding.step)
@@ -262,10 +262,9 @@ def train_embedding(embedding_name, learn_rate, data_root, log_directory, traini
break
with torch.autocast("cuda"):
- c = cond_model([entry.cond_text])
-
- x = entry.latent.to(devices.device)
- loss = shared.sd_model(x.unsqueeze(0), c)[0]
+ c = cond_model([entry.cond_text for entry in entries])
+ x = torch.stack([entry.latent for entry in entries]).to(devices.device)
+ loss = shared.sd_model(x, c)[0]
del x
losses[embedding.step % losses.shape[0]] = loss.item()
@@ -307,7 +306,7 @@ def train_embedding(embedding_name, learn_rate, data_root, log_directory, traini
p.width = preview_width
p.height = preview_height
else:
- p.prompt = entry.cond_text
+ p.prompt = entries[0].cond_text
p.steps = 20
p.width = training_width
p.height = training_height
@@ -348,7 +347,7 @@ def train_embedding(embedding_name, learn_rate, data_root, log_directory, traini
Loss: {losses.mean():.7f}
Step: {embedding.step}
-Last prompt: {html.escape(entry.cond_text)}
+Last prompt: {html.escape(entries[0].cond_text)}
Last saved embedding: {html.escape(last_saved_file)}
Last saved image: {html.escape(last_saved_image)}
diff --git a/modules/ui.py b/modules/ui.py
index 1bc919c7..45550ea8 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -1166,6 +1166,7 @@ def create_ui(wrap_gradio_gpu_call):
train_embedding_name = gr.Dropdown(label='Embedding', choices=sorted(sd_hijack.model_hijack.embedding_db.word_embeddings.keys()))
train_hypernetwork_name = gr.Dropdown(label='Hypernetwork', choices=[x for x in shared.hypernetworks.keys()])
learn_rate = gr.Textbox(label='Learning rate', placeholder="Learning rate", value="0.005")
+ batch_size = gr.Number(label='Batch size', value=1, precision=0)
dataset_directory = gr.Textbox(label='Dataset directory', placeholder="Path to directory with input images")
log_directory = gr.Textbox(label='Log directory', placeholder="Path to directory where to write outputs", value="textual_inversion")
template_file = gr.Textbox(label='Prompt template file', value=os.path.join(script_path, "textual_inversion_templates", "style_filewords.txt"))
@@ -1244,6 +1245,7 @@ def create_ui(wrap_gradio_gpu_call):
inputs=[
train_embedding_name,
learn_rate,
+ batch_size,
dataset_directory,
log_directory,
training_width,
@@ -1268,6 +1270,7 @@ def create_ui(wrap_gradio_gpu_call):
inputs=[
train_hypernetwork_name,
learn_rate,
+ batch_size,
dataset_directory,
log_directory,
steps,
--
cgit v1.2.1
From db27b987a97fc8b7894a9dd34bd7641536f9c424 Mon Sep 17 00:00:00 2001
From: aoirusann
Date: Sat, 15 Oct 2022 11:48:13 +0800
Subject: Add hint for `ctrl/alt enter` And duplicate implementations are
removed
---
modules/ui.py | 10 ++++++++--
1 file changed, 8 insertions(+), 2 deletions(-)
(limited to 'modules')
diff --git a/modules/ui.py b/modules/ui.py
index 45550ea8..baf4c397 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -433,7 +433,10 @@ def create_toprow(is_img2img):
with gr.Row():
with gr.Column(scale=80):
with gr.Row():
- prompt = gr.Textbox(label="Prompt", elem_id=f"{id_part}_prompt", show_label=False, placeholder="Prompt", lines=2)
+ prompt = gr.Textbox(label="Prompt", elem_id=f"{id_part}_prompt", show_label=False, lines=2,
+ placeholder="Prompt (press Ctrl+Enter or Alt+Enter to generate)"
+ )
+
with gr.Column(scale=1, elem_id="roll_col"):
roll = gr.Button(value=art_symbol, elem_id="roll", visible=len(shared.artist_db.artists) > 0)
paste = gr.Button(value=paste_symbol, elem_id="paste")
@@ -446,7 +449,10 @@ def create_toprow(is_img2img):
with gr.Row():
with gr.Column(scale=8):
with gr.Row():
- negative_prompt = gr.Textbox(label="Negative prompt", elem_id="negative_prompt", show_label=False, placeholder="Negative prompt", lines=2)
+ negative_prompt = gr.Textbox(label="Negative prompt", elem_id=f"{id_part}_neg_prompt", show_label=False, lines=2,
+ placeholder="Negative prompt (press Ctrl+Enter or Alt+Enter to generate)"
+ )
+
with gr.Column(scale=1, elem_id="roll_col"):
sh = gr.Button(elem_id="sh", visible=True)
--
cgit v1.2.1
From cd28465bf87d911965790513c37e6881e4231523 Mon Sep 17 00:00:00 2001
From: ddPn08
Date: Sat, 15 Oct 2022 10:56:02 +0900
Subject: do not force relative paths in image history
---
modules/images_history.py | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
(limited to 'modules')
diff --git a/modules/images_history.py b/modules/images_history.py
index f5ef44fe..09c749fe 100644
--- a/modules/images_history.py
+++ b/modules/images_history.py
@@ -104,7 +104,7 @@ def show_images_history(gr, opts, tabname, run_pnginfo, switch_dict):
elif tabname == "extras":
dir_name = opts.outdir_extras_samples
d = dir_name.split("/")
- dir_name = d[0]
+ dir_name = "/" if dir_name.startswith("/") else d[0]
for p in d[1:]:
dir_name = os.path.join(dir_name, p)
with gr.Row():
--
cgit v1.2.1
From 0da6c1809996f0f696d4047faf4b9c9939e26daa Mon Sep 17 00:00:00 2001
From: ddPn08
Date: Sat, 15 Oct 2022 11:22:05 +0900
Subject: use "outdir_samples" if specified
---
modules/images_history.py | 4 +++-
1 file changed, 3 insertions(+), 1 deletion(-)
(limited to 'modules')
diff --git a/modules/images_history.py b/modules/images_history.py
index 09c749fe..9260df8a 100644
--- a/modules/images_history.py
+++ b/modules/images_history.py
@@ -97,7 +97,9 @@ def delete_image(delete_num, tabname, dir_name, name, page_index, filenames, ima
def show_images_history(gr, opts, tabname, run_pnginfo, switch_dict):
- if tabname == "txt2img":
+ if opts.outdir_samples != "":
+ dir_name = opts.outdir_samples
+ elif tabname == "txt2img":
dir_name = opts.outdir_txt2img_samples
elif tabname == "img2img":
dir_name = opts.outdir_img2img_samples
--
cgit v1.2.1
From a13af34b902bebc5df9509228380206a01f1245b Mon Sep 17 00:00:00 2001
From: githublsx
Date: Thu, 13 Oct 2022 20:05:07 -0700
Subject: Set to -1 when seed input is none
---
modules/processing.py | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
(limited to 'modules')
diff --git a/modules/processing.py b/modules/processing.py
index a75b9f84..7e2a416d 100644
--- a/modules/processing.py
+++ b/modules/processing.py
@@ -140,7 +140,7 @@ class Processed:
self.sampler_noise_scheduler_override = p.sampler_noise_scheduler_override
self.prompt = self.prompt if type(self.prompt) != list else self.prompt[0]
self.negative_prompt = self.negative_prompt if type(self.negative_prompt) != list else self.negative_prompt[0]
- self.seed = int(self.seed if type(self.seed) != list else self.seed[0])
+ self.seed = int(self.seed if type(self.seed) != list else self.seed[0]) if self.seed is not None else -1
self.subseed = int(self.subseed if type(self.subseed) != list else self.subseed[0]) if self.subseed is not None else -1
self.all_prompts = all_prompts or [self.prompt]
--
cgit v1.2.1