From 7540259c37e4e4e8fe5f485264737f79ab8eebc8 Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Tue, 19 Mar 2024 20:38:59 +0800 Subject: [PATCH 1/3] dev(narugo): add model metadata reader and writer --- .github/workflows/doc.yml | 1 + .github/workflows/test.yml | 1 + imgutils/sd/__init__.py | 1 + imgutils/sd/model.py | 40 ++ requirements-model.txt | 2 + test/sd/test_model.py | 694 ++++++++++++++++++++++ test/testfile/surtr_arknights.safetensors | Bin 0 -> 3490880 bytes 7 files changed, 739 insertions(+) create mode 100644 imgutils/sd/model.py create mode 100644 requirements-model.txt create mode 100644 test/sd/test_model.py create mode 100644 test/testfile/surtr_arknights.safetensors diff --git a/.github/workflows/doc.yml b/.github/workflows/doc.yml index 9f850a45066..c039b6b341b 100644 --- a/.github/workflows/doc.yml +++ b/.github/workflows/doc.yml @@ -44,6 +44,7 @@ jobs: sudo apt-get install -y make wget curl cloc graphviz pandoc dot -V python -m pip install -r requirements.txt + python -m pip install -r requirements-model.txt python -m pip install -r requirements-doc.txt - name: Prepare dataset uses: nick-fields/retry@v2 diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index ff8e546d22a..4910b3b23d1 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -86,6 +86,7 @@ jobs: python -m pip install --upgrade pip pip install --upgrade flake8 setuptools wheel twine pip install -r requirements.txt + pip install -r requirements-model.txt pip install -r requirements-test.txt - name: Test the basic environment shell: bash diff --git a/imgutils/sd/__init__.py b/imgutils/sd/__init__.py index 442972c92ef..cf72c70b100 100644 --- a/imgutils/sd/__init__.py +++ b/imgutils/sd/__init__.py @@ -3,3 +3,4 @@ Utilities for dealing with data from `AUTOMATIC1111/stable-diffusion-webui `_. """ from .metadata import parse_sdmeta_from_text, get_sdmeta_from_image, SDMetaData +from .model import read_metadata, save_with_metadata diff --git a/imgutils/sd/model.py b/imgutils/sd/model.py new file mode 100644 index 00000000000..7cddac5d88c --- /dev/null +++ b/imgutils/sd/model.py @@ -0,0 +1,40 @@ +from typing import Dict + +try: + import torch +except (ImportError, ModuleNotFoundError): # pragma: no cover + torch = None + +try: + import safetensors.torch +except (ImportError, ModuleNotFoundError): # pragma: no cover + safetensors = None + + +def _check_env(): + if not safetensors: + raise EnvironmentError( + 'Safetensors not installed. Please use "pip install dghs-imgutils[model]".') # pragma: no cover + if not torch: + raise EnvironmentError( + 'Torch not installed. Please use "pip install dghs-imgutils[model]".') # pragma: no cover + + +def read_metadata(model_file: str) -> Dict[str, str]: + _check_env() + with safetensors.safe_open(model_file, 'pt') as f: + return f.metadata() + + +def save_with_metadata(src_model_file: str, dst_model_file: str, metadata: Dict[str, str], clear: bool = False): + _check_env() + with safetensors.safe_open(src_model_file, framework='pt') as f: + if clear: + new_metadata = {**(metadata or {})} + else: + new_metadata = {**f.metadata(), **(metadata or {})} + safetensors.torch.save_file( + tensors={key: f.get_tensor(key) for key in f.keys()}, + filename=dst_model_file, + metadata=new_metadata, + ) diff --git a/requirements-model.txt b/requirements-model.txt new file mode 100644 index 00000000000..e7b420b5ed8 --- /dev/null +++ b/requirements-model.txt @@ -0,0 +1,2 @@ +torch +safetensors \ No newline at end of file diff --git a/test/sd/test_model.py b/test/sd/test_model.py new file mode 100644 index 00000000000..ac9833ca4f6 --- /dev/null +++ b/test/sd/test_model.py @@ -0,0 +1,694 @@ +from unittest import skipUnless + +import pytest +from hbutils.testing import isolated_directory + +from imgutils.sd import read_metadata, save_with_metadata +from test.testings import get_testfile + +try: + import torch + import safetensors +except (ImportError, ModuleNotFoundError): + _model_installed = False +else: + _model_installed = True + + +@pytest.mark.unittest +class TestSdModel: + @skipUnless(_model_installed, 'dghs-imgutils[model] required.') + def test_read_metadata(self): + metadata = read_metadata(get_testfile('surtr_arknights.safetensors')) + assert metadata == { + 'modelspec.architecture': 'stable-diffusion-v1/lora', + 'modelspec.date': '2024-03-13T11:54:28', + 'modelspec.encoder_layer': '2', + 'modelspec.implementation': 'diffusers', + 'modelspec.prediction_type': 'epsilon', + 'modelspec.resolution': '512x768', + 'modelspec.sai_model_spec': '1.0.0', + 'modelspec.title': 'surtr_arknights', + 'ss_adaptive_noise_scale': 'None', + 'ss_base_model_version': 'sd_v1', + 'ss_batch_size_per_device': '8', + 'ss_bucket_info': '{"buckets": {"0": {"resolution": [320, 960], "count": 1}, ' + '"1": {"resolution": [384, 896], "count": 13}, "2": ' + '{"resolution": [384, 960], "count": 8}, "3": ' + '{"resolution": [448, 832], "count": 80}, "4": ' + '{"resolution": [512, 704], "count": 302}, "5": ' + '{"resolution": [512, 768], "count": 207}, "6": ' + '{"resolution": [576, 576], "count": 225}, "7": ' + '{"resolution": [576, 640], "count": 171}, "8": ' + '{"resolution": [640, 576], "count": 267}, "9": ' + '{"resolution": [704, 512], "count": 55}, "10": ' + '{"resolution": [768, 512], "count": 17}, "11": ' + '{"resolution": [832, 448], "count": 9}, "12": ' + '{"resolution": [896, 384], "count": 3}}, ' + '"mean_img_ar_error": 0.03480725602247486}', + 'ss_bucket_no_upscale': 'False', + 'ss_cache_latents': 'True', + 'ss_caption_dropout_every_n_epochs': '0', + 'ss_caption_dropout_rate': '0.05', + 'ss_caption_tag_dropout_rate': '0.0', + 'ss_clip_skip': '2', + 'ss_color_aug': 'False', + 'ss_dataset_dirs': '{"1_1girl": {"n_repeats": 1, "img_count": 1358}}', + 'ss_debiased_estimation': 'False', + 'ss_enable_bucket': 'True', + 'ss_epoch': '24', + 'ss_face_crop_aug_range': 'None', + 'ss_flip_aug': 'False', + 'ss_full_fp16': 'False', + 'ss_gradient_accumulation_steps': '1', + 'ss_gradient_checkpointing': 'True', + 'ss_ip_noise_gamma': 'None', + 'ss_keep_tokens': '1', + 'ss_learning_rate': '0.0002', + 'ss_lowram': 'False', + 'ss_lr_scheduler': 'constant', + 'ss_lr_warmup_steps': '0', + 'ss_max_bucket_reso': '960', + 'ss_max_grad_norm': '1.0', + 'ss_max_token_length': '150', + 'ss_max_train_steps': '4224', + 'ss_min_bucket_reso': '320', + 'ss_min_snr_gamma': '0', + 'ss_mixed_precision': 'fp16', + 'ss_multires_noise_discount': '0.3', + 'ss_multires_noise_iterations': '6', + 'ss_network_alpha': '2', + 'ss_network_args': '{"preset": "attn-mlp", "algo": "lora", "dropout": 0}', + 'ss_network_dim': '4', + 'ss_network_dropout': '0', + 'ss_network_module': 'lycoris.kohya', + 'ss_new_sd_model_hash': 'a7529df02340e5b4c3870c894c1ae84f22ea7b37fd0633e5bacfad9618228032', + 'ss_noise_offset': 'None', + 'ss_num_batches_per_epoch': '176', + 'ss_num_epochs': '24', + 'ss_num_reg_images': '0', + 'ss_num_train_images': '1358', + 'ss_optimizer': 'bitsandbytes.optim.adamw.AdamW8bit(weight_decay=0.1,betas=(0.9, ' + '0.99))', + 'ss_output_name': 'surtr_arknights', + 'ss_prior_loss_weight': '1.0', + 'ss_random_crop': 'False', + 'ss_reg_dataset_dirs': '{}', + 'ss_resolution': '(512, 768)', + 'ss_scale_weight_norms': 'None', + 'ss_sd_model_hash': 'e6e8e1fc', + 'ss_sd_model_name': 'nai.ckpt', + 'ss_sd_scripts_commit_hash': '2d7389185c021bc527b414563c245c5489d6328a', + 'ss_seed': '23', + 'ss_session_id': '1696480111', + 'ss_shuffle_caption': 'True', + 'ss_steps': '4224', + 'ss_tag_frequency': '{"1_1girl": {"surtr (arknights)": 1358, "solo": 1355, ' + '"1girl": 1357, "purple eyes": 1339, "red hair": 1358, ' + '"black dress": 683, "bare shoulders": 1076, "looking at ' + 'viewer": 1268, "horns": 671, "very long hair": 562, ' + '"white background": 375, "off shoulder": 421, "black ' + 'thighhighs": 185, "popsicle": 38, "holding food": 42, ' + '"standing": 86, "short dress": 23, "bangs": 1276, ' + '"character name": 37, "simple background": 399, "medium ' + 'breasts": 543, "hair between eyes": 943, "thighs": 92, ' + '"zettai ryouiki": 20, "long sleeves": 272, "feet out of ' + 'frame": 46, "cleavage": 703, "smile": 333, "chest ' + 'strap": 501, "black jacket": 228, "hair intakes": 300, ' + '"armband": 191, "upper body": 786, "black belt": 138, ' + '"grey background": 83, "detached collar": 382, "long ' + 'hair": 795, "portrait": 235, "gradient background": 57, ' + '"demon horns": 681, "open jacket": 102, "parted lips": ' + '257, "hand up": 112, "v-shaped eyebrows": 51, "black ' + 'background": 63, "slit pupils": 235, "red background": ' + '15, "demon girl": 356, "gradient": 53, "jacket": 141, ' + '"belt": 98, "id card": 78, "closed mouth": 350, "open ' + 'clothes": 38, "ice cream": 33, "dress": 14, "sleeveless ' + 'dress": 164, "sitting": 161, "sleeveless": 66, "cowboy ' + 'shot": 116, "infection monitor \\\\(arknights\\\\)": 40, ' + '"holding sword": 84, "pouch": 19, "ahoge": 3, "arm up": ' + '129, "red skirt": 105, "black shirt": 217, "official ' + 'alternate costume": 343, "short sleeves": 171, "black ' + 'gloves": 124, "miniskirt": 56, "cross necklace": 138, ' + '"black choker": 269, "crown": 19, "thigh strap": 127, ' + '"chain": 68, "hand on hip": 14, "sword": 145, "lying": ' + '8, "leaning forward": 9, "black footwear": 94, "watson ' + 'cross": 1, "full body": 52, "shorts": 5, "large ' + 'breasts": 281, "boots": 2, "midriff": 115, "torn ' + 'clothes": 8, "navel": 170, "handcuffs": 2, "garter ' + 'straps": 7, "looking back": 58, "from behind": 36, "back ' + 'focus": 1, "breasts": 109, "detached sleeves": 126, ' + '"back": 12, "braid": 4, "knee up": 22, "high heels": 64, ' + '"looking to the side": 27, "backless dress": 14, "white ' + 'footwear": 1, "alternate costume": 96, "signature": 11, ' + '"dated": 8, "on table": 1, "shadow": 2, "choker": 41, ' + '"artist name": 18, "from side": 79, "backless outfit": ' + '3, "pantyhose": 12, "armpits": 120, "black panties": 18, ' + '"arms up": 63, "torn dress": 4, "highleg": 1, "blush": ' + '128, "fire": 43, "holding weapon": 51, "ice cream cone": ' + '13, ":o": 3, "open mouth": 45, "toenail polish": 4, ' + '"toes": 5, "black nails": 32, "black socks": 25, ' + '"barefoot": 15, "foot focus": 1, "shoes removed": 3, ' + '"single glove": 46, "planted": 1, "soles": 2, "hand in ' + 'own hair": 19, "collar": 67, "kneehighs": 21, "one side ' + 'up": 16, "jewelry": 9, "foreshortening": 1, "ponytail": ' + '142, "collarbone": 123, "black collar": 14, "animal ' + 'skull": 2, "holding skull": 2, "white dress": 17, "pink ' + 'hair": 1, "gauntlets": 1, "nail polish": 64, "necklace": ' + '79, "skull": 1, "holding": 82, "hair over one eye": 8, ' + '"pink nails": 2, "spiked collar": 11, "glasses": 2, ' + '"skateboard": 14, "eyewear removed": 2, "holding ' + 'eyewear": 2, "midriff peek": 10, "shoes": 20, "pencil ' + 'skirt": 19, "t-shirt": 1, "sunglasses": 21, "red nails": ' + '34, "fingerless gloves": 33, "thighhighs": 18, "wings": ' + '2, "blue sky": 67, "day": 76, "outdoors": 92, "star ' + '\\\\(symbol\\\\)": 99, "hair rings": 98, "water": 53, ' + '"star hair ornament": 86, "cloud": 28, "bikini": 73, ' + '"swimsuit cover-up": 45, "partially submerged": 3, "blue ' + 'background": 6, "side-tie bikini bottom": 38, ":q": 7, ' + '"stomach": 106, "criss-cross halter": 105, "black ' + 'bikini": 78, "gloves": 26, "spikes": 7, "weapon": 36, ' + '":t": 3, "pout": 3, "ass": 7, "earrings": 34, ' + '"underboob": 12, "holding hair": 6, "orange background": ' + '7, "own hands together": 1, "torn thighhighs": 4, "head ' + 'tilt": 25, "molten rock": 57, "cross": 41, "crop top": ' + '77, "holding can": 4, "crossed legs": 24, "graffiti": ' + '10, "black ribbon": 9, "spray can": 5, "soda can": 2, ' + '"hammer": 1, "zipper": 11, "one eye closed": 18, ' + '"holding cup": 24, "indoors": 37, "strapless dress": 11, ' + '"checkered floor": 4, "side slit": 1, "bare legs": 14, ' + '"bare arms": 51, "cocktail dress": 3, "legs": 8, "purple ' + 'dress": 3, "ear piercing": 7, "bridal gauntlets": 8, ' + '"panties": 1, "wading": 7, "seagull": 3, "ocean": 11, ' + '"bird": 3, "swimsuit": 3, "cross earrings": 3, "crossed ' + 'arms": 7, "embers": 4, "nude": 5, "bandaid on hand": 2, ' + '"red jacket": 4, "stairs": 1, "bandaid on arm": 2, ' + '"ring": 28, "socks": 2, "bandaid on knee": 1, ' + '"asymmetrical legwear": 1, "single thighhigh": 2, "white ' + 'shirt": 15, "loafers": 1, "serafuku": 4, "bandaged leg": ' + '1, "bandaid on face": 5, "injury": 1, "plaid bow": 2, ' + '"pleated skirt": 3, "black skirt": 5, "blue bowtie": 1, ' + '"hair bow": 3, "alternate hairstyle": 9, "blood": 5, ' + '"black sailor collar": 1, "aqua bow": 1, "bandages": 4, ' + '"blue bow": 2, "sailor collar": 8, "bowtie": 1, "bandaid ' + 'on cheek": 2, "from below": 6, "mouth hold": 65, ' + '"spoon": 1, "table": 7, "highleg panties": 2, "hand on ' + 'own cheek": 4, "blurry": 3, "buckle": 3, "mini crown": ' + '7, "hand on own face": 6, "off-shoulder dress": 3, ' + '"shirt lift": 2, "grey panties": 1, "skirt pull": 1, ' + '"paint splatter": 3, "lifted by self": 3, "cup": 6, ' + '"hammock": 13, "bracelet": 31, "holding spoon": 7, "bead ' + 'bracelet": 1, "umbrella": 1, "on back": 28, "frilled ' + 'bikini": 1, "black necktie": 3, "necktie between ' + 'breasts": 1, "food": 12, "between breasts": 1, "plant": ' + '5, "on stomach": 3, "red shorts": 2, "short shorts": 3, ' + '"bag": 7, "skirt": 4, "disposable cup": 2, "hand in ' + 'pocket": 3, "coat": 1, "casual": 4, "bubble tea": 1, ' + '"floating hair": 9, "curtains": 3, "white panties": 1, ' + '"window": 7, "off-shoulder sweater": 2, "grey sweater": ' + '2, "sleeves past wrists": 2, "hair over shoulder": 2, ' + '"black sweater": 2, "zipper pull tab": 5, "cat": 1, ' + '"food in mouth": 12, "black one-piece swimsuit": 2, ' + '"pool": 1, "profile": 24, "blue hair": 1, "2girls": 1, ' + '"poolside": 1, "solo focus": 4, "phone screen": 1, ' + '"cherry": 30, "hair ornament": 14, "petals": 19, "burnt ' + 'clothes": 23, "weibo username": 14, "blurry background": ' + '4, ":3": 7, "sidelocks": 7, "cropped torso": 7, ' + '"lollipop": 4, "sideboob": 23, "chain-link fence": 3, ' + '"feet": 11, "no shoes": 5, "sweat": 6, "kneeling": 3, ' + '"fang": 3, "front-tie top": 3, "food on body": 1, ' + '"front-tie bikini top": 8, "hands up": 11, "stool": 3, ' + '"drinking glass": 7, "red footwear": 1, "white gloves": ' + '4, "sign": 1, "sky": 18, "orange sky": 2, "sunset": 5, ' + '"evening": 1, "butterfly": 2, "butterfly on hand": 1, ' + '"holding shoes": 2, "sandals": 6, "flower": 11, "sun ' + 'hat": 4, "straw hat": 3, "yokozuwari": 1, "headwear ' + 'removed": 1, "ribbon": 2, "see-through": 10, "holding ' + 'flower": 2, "halterneck": 12, "red dress": 4, "handbag": ' + '2, "cropped jacket": 2, "single hair bun": 3, "red ' + 'shirt": 2, "covered navel": 7, "holding bottle": 2, ' + '"soda bottle": 1, "coca-cola": 2, "vending machine": 2, ' + '"tying hair": 6, "hair tie in mouth": 6, "playing ' + 'instrument": 3, "violin": 3, "holding instrument": 5, ' + '"pink flower": 3, "knees up": 14, "arm behind head": 10, ' + '"tongue out": 11, "cigarette": 2, "groin": 8, "blood on ' + 'face": 12, "arms behind head": 6, "red necktie": 2, ' + '"collared shirt": 5, "grey shirt": 1, "red rose": 5, ' + '"vest": 2, "rose": 5, "red flower": 3, "armlet": 3, ' + '"wet": 10, "close-up": 6, "arm strap": 10, "stage": 2, ' + '"electric guitar": 2, "concert": 1, "stage lights": 2, ' + '"music": 1, "glowstick": 1, "guitar": 1, "from above": ' + '7, "looking up": 6, "red panties": 1, "eating": 1, ' + '"bra": 3, "underwear only": 4, "champagne flute": 4, ' + '"bare back": 9, "small breasts": 1, "black serafuku": 5, ' + '"red neckerchief": 5, "crop top overhang": 3, ' + '"toenails": 1, "chromatic aberration": 6, "yellow ' + 'background": 4, "hand on own head": 1, "arm support": 3, ' + '"dutch angle": 6, "lipstick tube": 1, "lipstick": 2, ' + '"red lips": 5, "purple nails": 2, "lips": 8, "enmaided": ' + '3, "white apron": 2, "frills": 2, "black pants": 2, ' + '"sneakers": 1, "hip vent": 1, "cleavage cutout": 1, ' + '"white bow": 1, "nose blush": 3, "shallow water": 1, ' + '"petals on liquid": 1, "white bikini": 9, "sideways ' + 'glance": 9, "copyright name": 2, "hand on another\'s ' + 'face": 1, "red choker": 4, "babydoll": 1, "untied ' + 'panties": 1, "side-tie panties": 1, "white pantyhose": ' + '1, "pointy ears": 2, "hand on own stomach": 1, "areola ' + 'slip": 2, "underbust": 3, "pantyshot": 1, "white pants": ' + '2, "blue eyes": 12, "shirt": 2, "grin": 8, "red eyes": ' + '12, "playboy bunny": 8, "black bowtie": 3, "rabbit ' + 'ears": 6, "black leotard": 6, "strapless leotard": 4, ' + '"fake animal ears": 6, "thigh gap": 5, "black ' + 'pantyhose": 10, "brown pantyhose": 2, "fishnet ' + 'pantyhose": 2, "leotard": 2, "chain necklace": 4, ' + '"beach": 12, "on couch": 4, "couch": 8, "halter dress": ' + '4, "pelvic curtain": 2, "breasts apart": 3, "plunging ' + 'neckline": 1, "pocky": 3, ";\\\\)": 2, "tarot": 1, ' + '"yellow flower": 2, "bubble": 2, "underwater": 1, "water ' + 'drop": 1, "hands in hair": 3, "eyewear on head": 17, ' + '"red-tinted eyewear": 3, "palm tree": 8, ' + '"skindentation": 4, "cameltoe": 2, "sunlight": 6, ' + '"string bikini": 1, "orange nails": 1, "hand on own ' + 'chest": 8, "strapless": 5, "white choker": 6, "elbow ' + 'gloves": 13, "piercing": 1, "head out of frame": 3, ' + '"covered nipples": 4, "looking away": 5, "sundae": 1, ' + '"wall clock": 1, "parfait": 1, "fruit": 1, "o-ring": 2, ' + '"black bow": 1, "no panties": 1, "bow": 2, "wine glass": ' + '9, "chest sarashi": 2, "bandeau": 1, "fishnet gloves": ' + '1, "fishnets": 1, "argyle background": 5, "light ' + 'particles": 1, "holding fruit": 8, "apple": 6, "ass ' + 'visible through thighs": 3, "shoe soles": 1, "paw ' + 'print": 1, "bed sheet": 2, "licking": 3, "innertube": 7, ' + '"off-shoulder shirt": 3, "ball": 1, "bikini under ' + 'clothes": 3, "lily pad": 1, "wristband": 1, "two-tone ' + 'background": 2, "giant": 1, "indian style": 1, "black ' + 'bra": 4, "electric fan": 1, "head rest": 2, "purple ' + 'background": 2, "heart": 1, "sunbeam": 5, "light rays": ' + '1, "outstretched arms": 1, "crow": 1, "arms under ' + 'breasts": 1, "breast hold": 2, "pink eyes": 2, "potted ' + 'plant": 4, "handheld game console": 2, "nintendo ' + 'switch": 2, "boots removed": 1, "blinds": 1, "single ' + 'shoe": 1, "dress lift": 1, "sweatdrop": 2, "one eye ' + 'covered": 2, "rock": 3, "hat": 1, "closed eyes": 6, "red ' + 'theme": 1, "wrist cuffs": 3, "bar \\\\(place\\\\)": 3, ' + '"bottle": 2, "alcohol": 2, "red bowtie": 3, "pink bow": ' + '1, "spaghetti strap": 1, "black shorts": 3, "hair in ' + 'mouth": 1, "zoom layer": 2, "crazy straw": 1, "beach ' + 'umbrella": 4, "lens flare": 5, "beach chair": 2, "o-ring ' + 'bikini": 5, "tropical drink": 1, "hand on eyewear": 2, ' + '"chair": 1, "adjusting eyewear": 5, "glint": 1, "sand": ' + '1, "belt buckle": 2, "ground vehicle": 1, "car": 1, ' + '"building": 2, "city": 1, "mountain": 1, "fangs": 3, ' + '"teeth": 4, ":d": 3, "chewing gum": 13, "bubble ' + 'blowing": 12, "black rose": 3, "twintails": 2, "holding ' + 'phone": 5, "red ribbon": 6, "hairclip": 3, "neck ' + 'ribbon": 3, "layered dress": 1, "hair flower": 3, "chess ' + 'piece": 2, "red bow": 2, "king \\\\(chess\\\\)": 1, ' + '"white rose": 1, "phone": 1, "rubber duck": 4, "saliva": ' + '3, "snot": 1, "belt pouch": 4, "grey dress": 2, "wine": ' + '7, "string of fate": 2, "dress pull": 2, "disembodied ' + 'limb": 1, "clenched teeth": 2, "dress tug": 1, ' + '"smartphone": 3, "neckerchief": 1, "cherry blossoms": 3, ' + '"maid headdress": 3, "wine bottle": 1, "maid": 2, "legs ' + 'up": 1, "brown thighhighs": 2, "partially fingerless ' + 'gloves": 1, "tied shirt": 2, "see-through shirt": 1, ' + '"standing on one leg": 1, "horns through headwear": 2, ' + '"red bikini": 2, "hand on headwear": 1, "heterochromia": ' + '1, "beachball": 1, "sun": 1, "brown headwear": 1, ' + '"fence": 1, "frown": 1, "bandaged arm": 1, ":<": 1, ' + '"sleeveless shirt": 1, "short hair": 1, "medium hair": ' + '1, "purple thighhighs": 1, "tongue": 2, "hand on own ' + 'thigh": 1, "white thighhighs": 1, "shading eyes": 2, ' + '"foot out of frame": 1, "rainbow": 1, "glowing eyes": 2, ' + '"garter belt": 2, "lingerie": 2, "star \\\\(sky\\\\)": ' + '3, "starry sky": 3, "night": 2, "night sky": 1, "moon": ' + '3, "black vest": 2, "weibo logo": 1, "border": 1, ' + '"tinted eyewear": 3, ":p": 9, "one knee": 1, "white ' + 'shorts": 1, "mug": 3, "pajamas": 1, "strap slip": 2, ' + '"tiger": 1, "tattoo": 4, "spade \\\\(shape\\\\)": 3, ' + '"yellow eyes": 2, "soaking feet": 1, "looking over ' + 'eyewear": 3, "torn shirt": 1, "upside-down": 1, "holding ' + 'baseball bat": 1, "baseball bat": 1, "stretching": 3, ' + '"wavy mouth": 1, "tears": 1, "highleg leotard": 2, ' + '"purple hair": 2, "puffy sleeves": 1, "no pants": 1, ' + '"halo": 1, "rhodes island logo": 1, "bokeh": 2, "center ' + 'opening": 1}}', + 'ss_text_encoder_lr': '0.0006', + 'ss_total_batch_size': '8', + 'ss_training_comment': 'nebulae', + 'ss_training_finished_at': '1710330868.748919', + 'ss_training_started_at': '1710328450.662775', + 'ss_unet_lr': '0.0006', + 'ss_v2': 'False', + 'ss_zero_terminal_snr': 'False', + 'sshs_legacy_hash': '147fd55d', + 'sshs_model_hash': '06adff80a2d8188d3d96c7629d360bd074034ed60da6dfb0752bd31845a21ac8' + } + + @skipUnless(_model_installed, 'dghs-imgutils[model] required.') + def test_save_metadata_clear(self): + with isolated_directory({'surtr_arknights.safetensors': get_testfile('surtr_arknights.safetensors')}): + save_with_metadata( + src_model_file='surtr_arknights.safetensors', + dst_model_file='new.safetensors', + metadata={'f': '123 surtr'}, + clear=True + ) + assert read_metadata('new.safetensors') == {'f': '123 surtr'} + + @skipUnless(_model_installed, 'dghs-imgutils[model] required.') + def test_save_metadata_non_clear(self): + with isolated_directory({'surtr_arknights.safetensors': get_testfile('surtr_arknights.safetensors')}): + save_with_metadata( + src_model_file='surtr_arknights.safetensors', + dst_model_file='new.safetensors', + metadata={ + 'f': '123 surtr', + 'sshs_model_hash': 'bullshit' + }, + ) + assert read_metadata('new.safetensors') == { + 'f': '123 surtr', + 'modelspec.architecture': 'stable-diffusion-v1/lora', + 'modelspec.date': '2024-03-13T11:54:28', + 'modelspec.encoder_layer': '2', + 'modelspec.implementation': 'diffusers', + 'modelspec.prediction_type': 'epsilon', + 'modelspec.resolution': '512x768', + 'modelspec.sai_model_spec': '1.0.0', + 'modelspec.title': 'surtr_arknights', + 'ss_adaptive_noise_scale': 'None', + 'ss_base_model_version': 'sd_v1', + 'ss_batch_size_per_device': '8', + 'ss_bucket_info': '{"buckets": {"0": {"resolution": [320, 960], "count": 1}, ' + '"1": {"resolution": [384, 896], "count": 13}, "2": ' + '{"resolution": [384, 960], "count": 8}, "3": ' + '{"resolution": [448, 832], "count": 80}, "4": ' + '{"resolution": [512, 704], "count": 302}, "5": ' + '{"resolution": [512, 768], "count": 207}, "6": ' + '{"resolution": [576, 576], "count": 225}, "7": ' + '{"resolution": [576, 640], "count": 171}, "8": ' + '{"resolution": [640, 576], "count": 267}, "9": ' + '{"resolution": [704, 512], "count": 55}, "10": ' + '{"resolution": [768, 512], "count": 17}, "11": ' + '{"resolution": [832, 448], "count": 9}, "12": ' + '{"resolution": [896, 384], "count": 3}}, ' + '"mean_img_ar_error": 0.03480725602247486}', + 'ss_bucket_no_upscale': 'False', + 'ss_cache_latents': 'True', + 'ss_caption_dropout_every_n_epochs': '0', + 'ss_caption_dropout_rate': '0.05', + 'ss_caption_tag_dropout_rate': '0.0', + 'ss_clip_skip': '2', + 'ss_color_aug': 'False', + 'ss_dataset_dirs': '{"1_1girl": {"n_repeats": 1, "img_count": 1358}}', + 'ss_debiased_estimation': 'False', + 'ss_enable_bucket': 'True', + 'ss_epoch': '24', + 'ss_face_crop_aug_range': 'None', + 'ss_flip_aug': 'False', + 'ss_full_fp16': 'False', + 'ss_gradient_accumulation_steps': '1', + 'ss_gradient_checkpointing': 'True', + 'ss_ip_noise_gamma': 'None', + 'ss_keep_tokens': '1', + 'ss_learning_rate': '0.0002', + 'ss_lowram': 'False', + 'ss_lr_scheduler': 'constant', + 'ss_lr_warmup_steps': '0', + 'ss_max_bucket_reso': '960', + 'ss_max_grad_norm': '1.0', + 'ss_max_token_length': '150', + 'ss_max_train_steps': '4224', + 'ss_min_bucket_reso': '320', + 'ss_min_snr_gamma': '0', + 'ss_mixed_precision': 'fp16', + 'ss_multires_noise_discount': '0.3', + 'ss_multires_noise_iterations': '6', + 'ss_network_alpha': '2', + 'ss_network_args': '{"preset": "attn-mlp", "algo": "lora", "dropout": 0}', + 'ss_network_dim': '4', + 'ss_network_dropout': '0', + 'ss_network_module': 'lycoris.kohya', + 'ss_new_sd_model_hash': 'a7529df02340e5b4c3870c894c1ae84f22ea7b37fd0633e5bacfad9618228032', + 'ss_noise_offset': 'None', + 'ss_num_batches_per_epoch': '176', + 'ss_num_epochs': '24', + 'ss_num_reg_images': '0', + 'ss_num_train_images': '1358', + 'ss_optimizer': 'bitsandbytes.optim.adamw.AdamW8bit(weight_decay=0.1,betas=(0.9, ' + '0.99))', + 'ss_output_name': 'surtr_arknights', + 'ss_prior_loss_weight': '1.0', + 'ss_random_crop': 'False', + 'ss_reg_dataset_dirs': '{}', + 'ss_resolution': '(512, 768)', + 'ss_scale_weight_norms': 'None', + 'ss_sd_model_hash': 'e6e8e1fc', + 'ss_sd_model_name': 'nai.ckpt', + 'ss_sd_scripts_commit_hash': '2d7389185c021bc527b414563c245c5489d6328a', + 'ss_seed': '23', + 'ss_session_id': '1696480111', + 'ss_shuffle_caption': 'True', + 'ss_steps': '4224', + 'ss_tag_frequency': '{"1_1girl": {"surtr (arknights)": 1358, "solo": 1355, ' + '"1girl": 1357, "purple eyes": 1339, "red hair": 1358, ' + '"black dress": 683, "bare shoulders": 1076, "looking at ' + 'viewer": 1268, "horns": 671, "very long hair": 562, ' + '"white background": 375, "off shoulder": 421, "black ' + 'thighhighs": 185, "popsicle": 38, "holding food": 42, ' + '"standing": 86, "short dress": 23, "bangs": 1276, ' + '"character name": 37, "simple background": 399, "medium ' + 'breasts": 543, "hair between eyes": 943, "thighs": 92, ' + '"zettai ryouiki": 20, "long sleeves": 272, "feet out of ' + 'frame": 46, "cleavage": 703, "smile": 333, "chest ' + 'strap": 501, "black jacket": 228, "hair intakes": 300, ' + '"armband": 191, "upper body": 786, "black belt": 138, ' + '"grey background": 83, "detached collar": 382, "long ' + 'hair": 795, "portrait": 235, "gradient background": 57, ' + '"demon horns": 681, "open jacket": 102, "parted lips": ' + '257, "hand up": 112, "v-shaped eyebrows": 51, "black ' + 'background": 63, "slit pupils": 235, "red background": ' + '15, "demon girl": 356, "gradient": 53, "jacket": 141, ' + '"belt": 98, "id card": 78, "closed mouth": 350, "open ' + 'clothes": 38, "ice cream": 33, "dress": 14, "sleeveless ' + 'dress": 164, "sitting": 161, "sleeveless": 66, "cowboy ' + 'shot": 116, "infection monitor \\\\(arknights\\\\)": 40, ' + '"holding sword": 84, "pouch": 19, "ahoge": 3, "arm up": ' + '129, "red skirt": 105, "black shirt": 217, "official ' + 'alternate costume": 343, "short sleeves": 171, "black ' + 'gloves": 124, "miniskirt": 56, "cross necklace": 138, ' + '"black choker": 269, "crown": 19, "thigh strap": 127, ' + '"chain": 68, "hand on hip": 14, "sword": 145, "lying": ' + '8, "leaning forward": 9, "black footwear": 94, "watson ' + 'cross": 1, "full body": 52, "shorts": 5, "large ' + 'breasts": 281, "boots": 2, "midriff": 115, "torn ' + 'clothes": 8, "navel": 170, "handcuffs": 2, "garter ' + 'straps": 7, "looking back": 58, "from behind": 36, "back ' + 'focus": 1, "breasts": 109, "detached sleeves": 126, ' + '"back": 12, "braid": 4, "knee up": 22, "high heels": 64, ' + '"looking to the side": 27, "backless dress": 14, "white ' + 'footwear": 1, "alternate costume": 96, "signature": 11, ' + '"dated": 8, "on table": 1, "shadow": 2, "choker": 41, ' + '"artist name": 18, "from side": 79, "backless outfit": ' + '3, "pantyhose": 12, "armpits": 120, "black panties": 18, ' + '"arms up": 63, "torn dress": 4, "highleg": 1, "blush": ' + '128, "fire": 43, "holding weapon": 51, "ice cream cone": ' + '13, ":o": 3, "open mouth": 45, "toenail polish": 4, ' + '"toes": 5, "black nails": 32, "black socks": 25, ' + '"barefoot": 15, "foot focus": 1, "shoes removed": 3, ' + '"single glove": 46, "planted": 1, "soles": 2, "hand in ' + 'own hair": 19, "collar": 67, "kneehighs": 21, "one side ' + 'up": 16, "jewelry": 9, "foreshortening": 1, "ponytail": ' + '142, "collarbone": 123, "black collar": 14, "animal ' + 'skull": 2, "holding skull": 2, "white dress": 17, "pink ' + 'hair": 1, "gauntlets": 1, "nail polish": 64, "necklace": ' + '79, "skull": 1, "holding": 82, "hair over one eye": 8, ' + '"pink nails": 2, "spiked collar": 11, "glasses": 2, ' + '"skateboard": 14, "eyewear removed": 2, "holding ' + 'eyewear": 2, "midriff peek": 10, "shoes": 20, "pencil ' + 'skirt": 19, "t-shirt": 1, "sunglasses": 21, "red nails": ' + '34, "fingerless gloves": 33, "thighhighs": 18, "wings": ' + '2, "blue sky": 67, "day": 76, "outdoors": 92, "star ' + '\\\\(symbol\\\\)": 99, "hair rings": 98, "water": 53, ' + '"star hair ornament": 86, "cloud": 28, "bikini": 73, ' + '"swimsuit cover-up": 45, "partially submerged": 3, "blue ' + 'background": 6, "side-tie bikini bottom": 38, ":q": 7, ' + '"stomach": 106, "criss-cross halter": 105, "black ' + 'bikini": 78, "gloves": 26, "spikes": 7, "weapon": 36, ' + '":t": 3, "pout": 3, "ass": 7, "earrings": 34, ' + '"underboob": 12, "holding hair": 6, "orange background": ' + '7, "own hands together": 1, "torn thighhighs": 4, "head ' + 'tilt": 25, "molten rock": 57, "cross": 41, "crop top": ' + '77, "holding can": 4, "crossed legs": 24, "graffiti": ' + '10, "black ribbon": 9, "spray can": 5, "soda can": 2, ' + '"hammer": 1, "zipper": 11, "one eye closed": 18, ' + '"holding cup": 24, "indoors": 37, "strapless dress": 11, ' + '"checkered floor": 4, "side slit": 1, "bare legs": 14, ' + '"bare arms": 51, "cocktail dress": 3, "legs": 8, "purple ' + 'dress": 3, "ear piercing": 7, "bridal gauntlets": 8, ' + '"panties": 1, "wading": 7, "seagull": 3, "ocean": 11, ' + '"bird": 3, "swimsuit": 3, "cross earrings": 3, "crossed ' + 'arms": 7, "embers": 4, "nude": 5, "bandaid on hand": 2, ' + '"red jacket": 4, "stairs": 1, "bandaid on arm": 2, ' + '"ring": 28, "socks": 2, "bandaid on knee": 1, ' + '"asymmetrical legwear": 1, "single thighhigh": 2, "white ' + 'shirt": 15, "loafers": 1, "serafuku": 4, "bandaged leg": ' + '1, "bandaid on face": 5, "injury": 1, "plaid bow": 2, ' + '"pleated skirt": 3, "black skirt": 5, "blue bowtie": 1, ' + '"hair bow": 3, "alternate hairstyle": 9, "blood": 5, ' + '"black sailor collar": 1, "aqua bow": 1, "bandages": 4, ' + '"blue bow": 2, "sailor collar": 8, "bowtie": 1, "bandaid ' + 'on cheek": 2, "from below": 6, "mouth hold": 65, ' + '"spoon": 1, "table": 7, "highleg panties": 2, "hand on ' + 'own cheek": 4, "blurry": 3, "buckle": 3, "mini crown": ' + '7, "hand on own face": 6, "off-shoulder dress": 3, ' + '"shirt lift": 2, "grey panties": 1, "skirt pull": 1, ' + '"paint splatter": 3, "lifted by self": 3, "cup": 6, ' + '"hammock": 13, "bracelet": 31, "holding spoon": 7, "bead ' + 'bracelet": 1, "umbrella": 1, "on back": 28, "frilled ' + 'bikini": 1, "black necktie": 3, "necktie between ' + 'breasts": 1, "food": 12, "between breasts": 1, "plant": ' + '5, "on stomach": 3, "red shorts": 2, "short shorts": 3, ' + '"bag": 7, "skirt": 4, "disposable cup": 2, "hand in ' + 'pocket": 3, "coat": 1, "casual": 4, "bubble tea": 1, ' + '"floating hair": 9, "curtains": 3, "white panties": 1, ' + '"window": 7, "off-shoulder sweater": 2, "grey sweater": ' + '2, "sleeves past wrists": 2, "hair over shoulder": 2, ' + '"black sweater": 2, "zipper pull tab": 5, "cat": 1, ' + '"food in mouth": 12, "black one-piece swimsuit": 2, ' + '"pool": 1, "profile": 24, "blue hair": 1, "2girls": 1, ' + '"poolside": 1, "solo focus": 4, "phone screen": 1, ' + '"cherry": 30, "hair ornament": 14, "petals": 19, "burnt ' + 'clothes": 23, "weibo username": 14, "blurry background": ' + '4, ":3": 7, "sidelocks": 7, "cropped torso": 7, ' + '"lollipop": 4, "sideboob": 23, "chain-link fence": 3, ' + '"feet": 11, "no shoes": 5, "sweat": 6, "kneeling": 3, ' + '"fang": 3, "front-tie top": 3, "food on body": 1, ' + '"front-tie bikini top": 8, "hands up": 11, "stool": 3, ' + '"drinking glass": 7, "red footwear": 1, "white gloves": ' + '4, "sign": 1, "sky": 18, "orange sky": 2, "sunset": 5, ' + '"evening": 1, "butterfly": 2, "butterfly on hand": 1, ' + '"holding shoes": 2, "sandals": 6, "flower": 11, "sun ' + 'hat": 4, "straw hat": 3, "yokozuwari": 1, "headwear ' + 'removed": 1, "ribbon": 2, "see-through": 10, "holding ' + 'flower": 2, "halterneck": 12, "red dress": 4, "handbag": ' + '2, "cropped jacket": 2, "single hair bun": 3, "red ' + 'shirt": 2, "covered navel": 7, "holding bottle": 2, ' + '"soda bottle": 1, "coca-cola": 2, "vending machine": 2, ' + '"tying hair": 6, "hair tie in mouth": 6, "playing ' + 'instrument": 3, "violin": 3, "holding instrument": 5, ' + '"pink flower": 3, "knees up": 14, "arm behind head": 10, ' + '"tongue out": 11, "cigarette": 2, "groin": 8, "blood on ' + 'face": 12, "arms behind head": 6, "red necktie": 2, ' + '"collared shirt": 5, "grey shirt": 1, "red rose": 5, ' + '"vest": 2, "rose": 5, "red flower": 3, "armlet": 3, ' + '"wet": 10, "close-up": 6, "arm strap": 10, "stage": 2, ' + '"electric guitar": 2, "concert": 1, "stage lights": 2, ' + '"music": 1, "glowstick": 1, "guitar": 1, "from above": ' + '7, "looking up": 6, "red panties": 1, "eating": 1, ' + '"bra": 3, "underwear only": 4, "champagne flute": 4, ' + '"bare back": 9, "small breasts": 1, "black serafuku": 5, ' + '"red neckerchief": 5, "crop top overhang": 3, ' + '"toenails": 1, "chromatic aberration": 6, "yellow ' + 'background": 4, "hand on own head": 1, "arm support": 3, ' + '"dutch angle": 6, "lipstick tube": 1, "lipstick": 2, ' + '"red lips": 5, "purple nails": 2, "lips": 8, "enmaided": ' + '3, "white apron": 2, "frills": 2, "black pants": 2, ' + '"sneakers": 1, "hip vent": 1, "cleavage cutout": 1, ' + '"white bow": 1, "nose blush": 3, "shallow water": 1, ' + '"petals on liquid": 1, "white bikini": 9, "sideways ' + 'glance": 9, "copyright name": 2, "hand on another\'s ' + 'face": 1, "red choker": 4, "babydoll": 1, "untied ' + 'panties": 1, "side-tie panties": 1, "white pantyhose": ' + '1, "pointy ears": 2, "hand on own stomach": 1, "areola ' + 'slip": 2, "underbust": 3, "pantyshot": 1, "white pants": ' + '2, "blue eyes": 12, "shirt": 2, "grin": 8, "red eyes": ' + '12, "playboy bunny": 8, "black bowtie": 3, "rabbit ' + 'ears": 6, "black leotard": 6, "strapless leotard": 4, ' + '"fake animal ears": 6, "thigh gap": 5, "black ' + 'pantyhose": 10, "brown pantyhose": 2, "fishnet ' + 'pantyhose": 2, "leotard": 2, "chain necklace": 4, ' + '"beach": 12, "on couch": 4, "couch": 8, "halter dress": ' + '4, "pelvic curtain": 2, "breasts apart": 3, "plunging ' + 'neckline": 1, "pocky": 3, ";\\\\)": 2, "tarot": 1, ' + '"yellow flower": 2, "bubble": 2, "underwater": 1, "water ' + 'drop": 1, "hands in hair": 3, "eyewear on head": 17, ' + '"red-tinted eyewear": 3, "palm tree": 8, ' + '"skindentation": 4, "cameltoe": 2, "sunlight": 6, ' + '"string bikini": 1, "orange nails": 1, "hand on own ' + 'chest": 8, "strapless": 5, "white choker": 6, "elbow ' + 'gloves": 13, "piercing": 1, "head out of frame": 3, ' + '"covered nipples": 4, "looking away": 5, "sundae": 1, ' + '"wall clock": 1, "parfait": 1, "fruit": 1, "o-ring": 2, ' + '"black bow": 1, "no panties": 1, "bow": 2, "wine glass": ' + '9, "chest sarashi": 2, "bandeau": 1, "fishnet gloves": ' + '1, "fishnets": 1, "argyle background": 5, "light ' + 'particles": 1, "holding fruit": 8, "apple": 6, "ass ' + 'visible through thighs": 3, "shoe soles": 1, "paw ' + 'print": 1, "bed sheet": 2, "licking": 3, "innertube": 7, ' + '"off-shoulder shirt": 3, "ball": 1, "bikini under ' + 'clothes": 3, "lily pad": 1, "wristband": 1, "two-tone ' + 'background": 2, "giant": 1, "indian style": 1, "black ' + 'bra": 4, "electric fan": 1, "head rest": 2, "purple ' + 'background": 2, "heart": 1, "sunbeam": 5, "light rays": ' + '1, "outstretched arms": 1, "crow": 1, "arms under ' + 'breasts": 1, "breast hold": 2, "pink eyes": 2, "potted ' + 'plant": 4, "handheld game console": 2, "nintendo ' + 'switch": 2, "boots removed": 1, "blinds": 1, "single ' + 'shoe": 1, "dress lift": 1, "sweatdrop": 2, "one eye ' + 'covered": 2, "rock": 3, "hat": 1, "closed eyes": 6, "red ' + 'theme": 1, "wrist cuffs": 3, "bar \\\\(place\\\\)": 3, ' + '"bottle": 2, "alcohol": 2, "red bowtie": 3, "pink bow": ' + '1, "spaghetti strap": 1, "black shorts": 3, "hair in ' + 'mouth": 1, "zoom layer": 2, "crazy straw": 1, "beach ' + 'umbrella": 4, "lens flare": 5, "beach chair": 2, "o-ring ' + 'bikini": 5, "tropical drink": 1, "hand on eyewear": 2, ' + '"chair": 1, "adjusting eyewear": 5, "glint": 1, "sand": ' + '1, "belt buckle": 2, "ground vehicle": 1, "car": 1, ' + '"building": 2, "city": 1, "mountain": 1, "fangs": 3, ' + '"teeth": 4, ":d": 3, "chewing gum": 13, "bubble ' + 'blowing": 12, "black rose": 3, "twintails": 2, "holding ' + 'phone": 5, "red ribbon": 6, "hairclip": 3, "neck ' + 'ribbon": 3, "layered dress": 1, "hair flower": 3, "chess ' + 'piece": 2, "red bow": 2, "king \\\\(chess\\\\)": 1, ' + '"white rose": 1, "phone": 1, "rubber duck": 4, "saliva": ' + '3, "snot": 1, "belt pouch": 4, "grey dress": 2, "wine": ' + '7, "string of fate": 2, "dress pull": 2, "disembodied ' + 'limb": 1, "clenched teeth": 2, "dress tug": 1, ' + '"smartphone": 3, "neckerchief": 1, "cherry blossoms": 3, ' + '"maid headdress": 3, "wine bottle": 1, "maid": 2, "legs ' + 'up": 1, "brown thighhighs": 2, "partially fingerless ' + 'gloves": 1, "tied shirt": 2, "see-through shirt": 1, ' + '"standing on one leg": 1, "horns through headwear": 2, ' + '"red bikini": 2, "hand on headwear": 1, "heterochromia": ' + '1, "beachball": 1, "sun": 1, "brown headwear": 1, ' + '"fence": 1, "frown": 1, "bandaged arm": 1, ":<": 1, ' + '"sleeveless shirt": 1, "short hair": 1, "medium hair": ' + '1, "purple thighhighs": 1, "tongue": 2, "hand on own ' + 'thigh": 1, "white thighhighs": 1, "shading eyes": 2, ' + '"foot out of frame": 1, "rainbow": 1, "glowing eyes": 2, ' + '"garter belt": 2, "lingerie": 2, "star \\\\(sky\\\\)": ' + '3, "starry sky": 3, "night": 2, "night sky": 1, "moon": ' + '3, "black vest": 2, "weibo logo": 1, "border": 1, ' + '"tinted eyewear": 3, ":p": 9, "one knee": 1, "white ' + 'shorts": 1, "mug": 3, "pajamas": 1, "strap slip": 2, ' + '"tiger": 1, "tattoo": 4, "spade \\\\(shape\\\\)": 3, ' + '"yellow eyes": 2, "soaking feet": 1, "looking over ' + 'eyewear": 3, "torn shirt": 1, "upside-down": 1, "holding ' + 'baseball bat": 1, "baseball bat": 1, "stretching": 3, ' + '"wavy mouth": 1, "tears": 1, "highleg leotard": 2, ' + '"purple hair": 2, "puffy sleeves": 1, "no pants": 1, ' + '"halo": 1, "rhodes island logo": 1, "bokeh": 2, "center ' + 'opening": 1}}', + 'ss_text_encoder_lr': '0.0006', + 'ss_total_batch_size': '8', + 'ss_training_comment': 'nebulae', + 'ss_training_finished_at': '1710330868.748919', + 'ss_training_started_at': '1710328450.662775', + 'ss_unet_lr': '0.0006', + 'ss_v2': 'False', + 'ss_zero_terminal_snr': 'False', + 'sshs_legacy_hash': '147fd55d', + 'sshs_model_hash': 'bullshit', + } diff --git a/test/testfile/surtr_arknights.safetensors b/test/testfile/surtr_arknights.safetensors new file mode 100644 index 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z!<0pAOK8F&S{b&vFwOh};wiVBn&^BVj@zD7CXm5KdG2Y2w94=WW;&mZUg1i@q;Qp( z!dw@9bW#M2;~Ja8scFce(O#(SeDrlS|Cc?@nNDt|=Naw8OJQND2~#rvG5n&$@)Lsj zkWuZfs~3q8hpb3Sw~a8W8s)$6N4=WfYPPvPDVEEFJ^guRQKK2lJIno9)C$`TzUQn*nb`mI zT)r7fhfSu3P>KkN)#$qmb1&E7$Q95wr)t`APYq!VH%9UEbCnZnY2gR{hI|bSX+58X z+BYPuEgbNz#CNSdN_WP(!qz+oSH;ccv$dMspP(Xo=WGUrL031(?reGV|LD6!J-ntf z3H6-};Y+leI4OT3x%OrE0aXWm*|hz-TP&t2s8QvU{Tk=1<) zRT{tVY5*XgU#jLUN?*u+tNkAMj(i}G$==MzP(!1nGzNE}o8WADGj-0K6CSSpOV);d zwJyD1-JWImt2iJ%rMlX28Jjt&26!774JX6vP z#cqIe$!_`pC7vhRX?d4gbs;7d#D?tNp0elF9t1%%ZkS=aJzsY!nb8 S@EYRVPd8t|SiBXTVE-TC$b&Bc literal 0 HcmV?d00001 From 7b282e1a8c3284f4b04b1cae13e60f1c5a92170b Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Tue, 19 Mar 2024 20:45:32 +0800 Subject: [PATCH 2/3] dev(narugo): add docs for new features --- docs/source/api_doc/sd/index.rst | 1 + docs/source/api_doc/sd/model.rst | 22 +++++++++++++++++++++ imgutils/sd/model.py | 33 ++++++++++++++++++++++++++++++++ 3 files changed, 56 insertions(+) create mode 100644 docs/source/api_doc/sd/model.rst diff --git a/docs/source/api_doc/sd/index.rst b/docs/source/api_doc/sd/index.rst index 85ed9b36d64..50711ee20a6 100644 --- a/docs/source/api_doc/sd/index.rst +++ b/docs/source/api_doc/sd/index.rst @@ -10,4 +10,5 @@ imgutils.sd :maxdepth: 3 metadata + model diff --git a/docs/source/api_doc/sd/model.rst b/docs/source/api_doc/sd/model.rst new file mode 100644 index 00000000000..2696d275cf4 --- /dev/null +++ b/docs/source/api_doc/sd/model.rst @@ -0,0 +1,22 @@ +imgutils.sd.model +==================================== + +.. currentmodule:: imgutils.sd.model + +.. automodule:: imgutils.sd.model + + +read_metadata +------------------------------------------ + +.. autofunction:: read_metadata + + + +save_with_metadata +------------------------------------------ + +.. autofunction:: save_with_metadata + + + diff --git a/imgutils/sd/model.py b/imgutils/sd/model.py index 7cddac5d88c..68c69e1d55f 100644 --- a/imgutils/sd/model.py +++ b/imgutils/sd/model.py @@ -1,3 +1,12 @@ +""" +Overview: + A utility for reading and writing metadata from/to model files in the A41 WebUI format. + + .. note:: + ``torch`` and ``safetensors`` are required by this model. + Please install them with ``pip install dghs-imgutils[model]`` before start using this part. +""" + from typing import Dict try: @@ -12,6 +21,10 @@ def _check_env(): + """ + Checks if the required dependencies (Safetensors and Torch) are installed. + Raises EnvironmentError if they are not installed. + """ if not safetensors: raise EnvironmentError( 'Safetensors not installed. Please use "pip install dghs-imgutils[model]".') # pragma: no cover @@ -21,12 +34,32 @@ def _check_env(): def read_metadata(model_file: str) -> Dict[str, str]: + """ + Reads metadata from a model file and returns it as a dictionary. + + :param model_file: The path to the model file. + :type model_file: str + :return: The metadata extracted from the model file. + :rtype: Dict[str, str] + """ _check_env() with safetensors.safe_open(model_file, 'pt') as f: return f.metadata() def save_with_metadata(src_model_file: str, dst_model_file: str, metadata: Dict[str, str], clear: bool = False): + """ + Saves a model file with metadata. Optionally, existing metadata can be cleared before adding new metadata. + + :param src_model_file: The path to the source model file. + :type src_model_file: str + :param dst_model_file: The path to save the new model file. + :type dst_model_file: str + :param metadata: The metadata to add to the model file. + :type metadata: Dict[str, str] + :param clear: Whether to clear existing metadata before adding new metadata. Default is False. + :type clear: bool + """ _check_env() with safetensors.safe_open(src_model_file, framework='pt') as f: if clear: From 153de3191ae00c2122aba35553860a98f554079d Mon Sep 17 00:00:00 2001 From: narugo1992 Date: Tue, 19 Mar 2024 21:02:28 +0800 Subject: [PATCH 3/3] dev(narugo): better docs --- imgutils/sd/model.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/imgutils/sd/model.py b/imgutils/sd/model.py index 68c69e1d55f..613b7690c01 100644 --- a/imgutils/sd/model.py +++ b/imgutils/sd/model.py @@ -4,7 +4,11 @@ .. note:: ``torch`` and ``safetensors`` are required by this model. - Please install them with ``pip install dghs-imgutils[model]`` before start using this part. + Please install them with the following command before start using this module. + + .. code:: shell + + pip install dghs-imgutils[model] """ from typing import Dict

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