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Add missing info on hypernetwork/embedding model log
Mentioned here: https://github.com/AUTOMATIC1111/stable-diffusion-webui/discussions/1528#discussioncomment-3991513 Also group the saving into one
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@ -361,6 +361,7 @@ def train_hypernetwork(hypernetwork_name, learn_rate, batch_size, data_root, log
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images_dir = None
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hypernetwork = shared.loaded_hypernetwork
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checkpoint = sd_models.select_checkpoint()
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ititial_step = hypernetwork.step or 0
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if ititial_step > steps:
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@ -449,9 +450,9 @@ def train_hypernetwork(hypernetwork_name, learn_rate, batch_size, data_root, log
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if hypernetwork_dir is not None and steps_done % save_hypernetwork_every == 0:
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# Before saving, change name to match current checkpoint.
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hypernetwork.name = f'{hypernetwork_name}-{steps_done}'
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last_saved_file = os.path.join(hypernetwork_dir, f'{hypernetwork.name}.pt')
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hypernetwork.save(last_saved_file)
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hypernetwork_name_every = f'{hypernetwork_name}-{steps_done}'
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last_saved_file = os.path.join(hypernetwork_dir, f'{hypernetwork_name_every}.pt')
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save_hypernetwork(hypernetwork, checkpoint, hypernetwork_name, last_saved_file)
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textual_inversion.write_loss(log_directory, "hypernetwork_loss.csv", hypernetwork.step, len(ds), {
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"loss": f"{previous_mean_loss:.7f}",
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@ -512,13 +513,23 @@ Last saved image: {html.escape(last_saved_image)}<br/>
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"""
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report_statistics(loss_dict)
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checkpoint = sd_models.select_checkpoint()
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hypernetwork.sd_checkpoint = checkpoint.hash
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hypernetwork.sd_checkpoint_name = checkpoint.model_name
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# Before saving for the last time, change name back to the base name (as opposed to the save_hypernetwork_every step-suffixed naming convention).
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hypernetwork.name = hypernetwork_name
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filename = os.path.join(shared.cmd_opts.hypernetwork_dir, f'{hypernetwork.name}.pt')
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hypernetwork.save(filename)
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filename = os.path.join(shared.cmd_opts.hypernetwork_dir, f'{hypernetwork_name}.pt')
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save_hypernetwork(hypernetwork, checkpoint, hypernetwork_name, filename)
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return hypernetwork, filename
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def save_hypernetwork(hypernetwork, checkpoint, hypernetwork_name, filename):
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old_hypernetwork_name = hypernetwork.name
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old_sd_checkpoint = hypernetwork.sd_checkpoint if hasattr(hypernetwork, "sd_checkpoint") else None
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old_sd_checkpoint_name = hypernetwork.sd_checkpoint_name if hasattr(hypernetwork, "sd_checkpoint_name") else None
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try:
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hypernetwork.sd_checkpoint = checkpoint.hash
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hypernetwork.sd_checkpoint_name = checkpoint.model_name
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hypernetwork.name = hypernetwork_name
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hypernetwork.save(filename)
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except:
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hypernetwork.sd_checkpoint = old_sd_checkpoint
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hypernetwork.sd_checkpoint_name = old_sd_checkpoint_name
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hypernetwork.name = old_hypernetwork_name
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raise
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@ -119,7 +119,7 @@ class EmbeddingDatabase:
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vec = emb.detach().to(devices.device, dtype=torch.float32)
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embedding = Embedding(vec, name)
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embedding.step = data.get('step', None)
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embedding.sd_checkpoint = data.get('hash', None)
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embedding.sd_checkpoint = data.get('sd_checkpoint', None)
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embedding.sd_checkpoint_name = data.get('sd_checkpoint_name', None)
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self.register_embedding(embedding, shared.sd_model)
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@ -259,6 +259,7 @@ def train_embedding(embedding_name, learn_rate, batch_size, data_root, log_direc
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hijack = sd_hijack.model_hijack
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embedding = hijack.embedding_db.word_embeddings[embedding_name]
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checkpoint = sd_models.select_checkpoint()
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ititial_step = embedding.step or 0
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if ititial_step > steps:
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@ -314,9 +315,9 @@ def train_embedding(embedding_name, learn_rate, batch_size, data_root, log_direc
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if embedding_dir is not None and steps_done % save_embedding_every == 0:
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# Before saving, change name to match current checkpoint.
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embedding.name = f'{embedding_name}-{steps_done}'
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last_saved_file = os.path.join(embedding_dir, f'{embedding.name}.pt')
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embedding.save(last_saved_file)
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embedding_name_every = f'{embedding_name}-{steps_done}'
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last_saved_file = os.path.join(embedding_dir, f'{embedding_name_every}.pt')
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save_embedding(embedding, checkpoint, embedding_name_every, last_saved_file, remove_cached_checksum=True)
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embedding_yet_to_be_embedded = True
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write_loss(log_directory, "textual_inversion_loss.csv", embedding.step, len(ds), {
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@ -397,14 +398,26 @@ Last saved image: {html.escape(last_saved_image)}<br/>
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</p>
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"""
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checkpoint = sd_models.select_checkpoint()
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embedding.sd_checkpoint = checkpoint.hash
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embedding.sd_checkpoint_name = checkpoint.model_name
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embedding.cached_checksum = None
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# Before saving for the last time, change name back to base name (as opposed to the save_embedding_every step-suffixed naming convention).
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embedding.name = embedding_name
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filename = os.path.join(shared.cmd_opts.embeddings_dir, f'{embedding.name}.pt')
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embedding.save(filename)
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filename = os.path.join(shared.cmd_opts.embeddings_dir, f'{embedding_name}.pt')
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save_embedding(embedding, checkpoint, embedding_name, filename, remove_cached_checksum=True)
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return embedding, filename
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def save_embedding(embedding, checkpoint, embedding_name, filename, remove_cached_checksum=True):
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old_embedding_name = embedding.name
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old_sd_checkpoint = embedding.sd_checkpoint if hasattr(embedding, "sd_checkpoint") else None
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old_sd_checkpoint_name = embedding.sd_checkpoint_name if hasattr(embedding, "sd_checkpoint_name") else None
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old_cached_checksum = embedding.cached_checksum if hasattr(embedding, "cached_checksum") else None
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try:
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embedding.sd_checkpoint = checkpoint.hash
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embedding.sd_checkpoint_name = checkpoint.model_name
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if remove_cached_checksum:
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embedding.cached_checksum = None
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embedding.name = embedding_name
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embedding.save(filename)
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except:
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embedding.sd_checkpoint = old_sd_checkpoint
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embedding.sd_checkpoint_name = old_sd_checkpoint_name
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embedding.name = old_embedding_name
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embedding.cached_checksum = old_cached_checksum
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raise
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