| { | |
| "modelspec.architecture": "stable-diffusion-xl-v1-base/lora", | |
| "modelspec.date": "2024-07-02T22:31:31", | |
| "modelspec.implementation": "https://github.com/Stability-AI/generative-models", | |
| "modelspec.prediction_type": "epsilon", | |
| "modelspec.resolution": "512x512", | |
| "modelspec.sai_model_spec": "1.0.0", | |
| "modelspec.title": "conceptart", | |
| "ss_adaptive_noise_scale": null, | |
| "ss_base_model_version": "sdxl_base_v1-0", | |
| "ss_batch_size_per_device": 8, | |
| "ss_bucket_info": { | |
| "buckets": { | |
| "0": { | |
| "count": 1, | |
| "resolution": [ | |
| 608, | |
| 416 | |
| ] | |
| }, | |
| "1": { | |
| "count": 17, | |
| "resolution": [ | |
| 672, | |
| 384 | |
| ] | |
| }, | |
| "2": { | |
| "count": 10, | |
| "resolution": [ | |
| 704, | |
| 352 | |
| ] | |
| }, | |
| "3": { | |
| "count": 10, | |
| "resolution": [ | |
| 832, | |
| 288 | |
| ] | |
| } | |
| }, | |
| "mean_img_ar_error": 0.041329450857569464 | |
| }, | |
| "ss_bucket_no_upscale": false, | |
| "ss_cache_latents": true, | |
| "ss_caption_dropout_every_n_epochs": 0, | |
| "ss_caption_dropout_rate": 0.0, | |
| "ss_caption_tag_dropout_rate": 0.0, | |
| "ss_clip_skip": null, | |
| "ss_color_aug": false, | |
| "ss_dataset_dirs": { | |
| "10_by_zhaozhe_deng": { | |
| "img_count": 1, | |
| "n_repeats": 10 | |
| }, | |
| "1_d2": { | |
| "img_count": 10, | |
| "n_repeats": 1 | |
| }, | |
| "2_by_amer_saie": { | |
| "img_count": 4, | |
| "n_repeats": 2 | |
| }, | |
| "5_by_boti_harko": { | |
| "img_count": 2, | |
| "n_repeats": 5 | |
| } | |
| }, | |
| "ss_debiased_estimation": false, | |
| "ss_enable_bucket": true, | |
| "ss_epoch": 400, | |
| "ss_face_crop_aug_range": null, | |
| "ss_flip_aug": true, | |
| "ss_full_fp16": false, | |
| "ss_gradient_accumulation_steps": 6, | |
| "ss_gradient_checkpointing": true, | |
| "ss_huber_c": 0.1, | |
| "ss_huber_schedule": "snr", | |
| "ss_ip_noise_gamma": null, | |
| "ss_ip_noise_gamma_random_strength": false, | |
| "ss_keep_tokens": 0, | |
| "ss_learning_rate": 0.0001, | |
| "ss_loss_type": "l2", | |
| "ss_lowram": true, | |
| "ss_lr_scheduler": "cosine", | |
| "ss_lr_warmup_steps": 0, | |
| "ss_max_bucket_reso": 1024, | |
| "ss_max_grad_norm": 1.0, | |
| "ss_max_token_length": null, | |
| "ss_max_train_steps": 400, | |
| "ss_min_bucket_reso": 256, | |
| "ss_min_snr_gamma": null, | |
| "ss_mixed_precision": "fp16", | |
| "ss_multires_noise_discount": 0.1, | |
| "ss_multires_noise_iterations": 10, | |
| "ss_network_alpha": 4.0, | |
| "ss_network_args": { | |
| "algo": "locon", | |
| "conv_alpha": "4", | |
| "conv_dim": "256", | |
| "dora_wd": "False", | |
| "dropout": 0.0, | |
| "module_dropout": "0", | |
| "preset": "full", | |
| "rank_dropout": "0", | |
| "rank_dropout_scale": "False", | |
| "train_norm": "False", | |
| "use_scalar": "False", | |
| "use_tucker": "False" | |
| }, | |
| "ss_network_dim": 8, | |
| "ss_network_dropout": 0.0, | |
| "ss_network_module": "lycoris.kohya", | |
| "ss_new_sd_model_hash": "5e153c118b9f96414b33d7dc60576cdf76bf25f4710228655247589f1085d57e", | |
| "ss_noise_offset": null, | |
| "ss_noise_offset_random_strength": false, | |
| "ss_num_batches_per_epoch": 4, | |
| "ss_num_epochs": 400, | |
| "ss_num_reg_images": 0, | |
| "ss_num_train_images": 38, | |
| "ss_optimizer": "torch.optim.adamw.AdamW", | |
| "ss_output_name": "conceptart", | |
| "ss_prior_loss_weight": 1.0, | |
| "ss_random_crop": false, | |
| "ss_reg_dataset_dirs": {}, | |
| "ss_resolution": "(512, 512)", | |
| "ss_scale_weight_norms": 1.0, | |
| "ss_sd_model_hash": "b2d8e6f4", | |
| "ss_sd_model_name": "c.safetensors", | |
| "ss_sd_scripts_commit_hash": "25f961bc779bc79aef440813e3e8e92244ac5739", | |
| "ss_seed": 2786703848, | |
| "ss_session_id": 2774590093, | |
| "ss_shuffle_caption": true, | |
| "ss_steps": 400, | |
| "ss_tag_frequency": { | |
| "10_by_zhaozhe_deng": { | |
| "amazing background": 1, | |
| "ambient bird": 1, | |
| "ambient flier": 1, | |
| "ambient silhouette": 1, | |
| "artist name": 1, | |
| "building": 1, | |
| "by zhaozhe deng": 1, | |
| "castle": 1, | |
| "city": 1, | |
| "cloud": 1, | |
| "concept art": 1, | |
| "day": 1, | |
| "detailed": 1, | |
| "detailed background": 1, | |
| "digital media \\(artwork\\)": 1, | |
| "fantasy": 1, | |
| "flying": 1, | |
| "fog": 1, | |
| "group": 1, | |
| "house": 1, | |
| "landscape": 1, | |
| "mountain": 1, | |
| "outside": 1, | |
| "plant": 1, | |
| "safe": 1, | |
| "scenery": 1, | |
| "ship": 1, | |
| "signature": 1, | |
| "sky": 1, | |
| "text": 1, | |
| "the color scheme is composed of soft pastel hues contributing to the tranquil and ethereal atmosphere of the scene.": 1, | |
| "the concept art presents a fantasy floating city with a unique blend of classical and fantastical architectural elements.": 1, | |
| "the image is dominated by a central structure that resembles a windmill towering above the rest of the city.": 1, | |
| "the reflections on the water’s surface and the misty horizon further enhance the surreal quality of the artwork suggesting a setting ripe for fantasy or science fiction narratives where such marvels are commonplace.": 1, | |
| "the serene palette and the thoughtful composition of the floating elements invite viewers to contemplate a peaceful existence in this otherworldly city.": 1, | |
| "this artwork captures the essence of a dreamlike urban landscape where traditional notions of gravity are defied allowing for an imaginative urban design that floats amidst calm bodies of water and clear blue skies.": 1, | |
| "this grand edifice along with the surrounding buildings features terracotta roofs and stone facades all set against a backdrop of floating landmasses scattered across the sky.": 1, | |
| "tower": 1, | |
| "town": 1, | |
| "tree": 1, | |
| "vehicle": 1, | |
| "village": 1, | |
| "water": 1, | |
| "watercraft": 1, | |
| "zero pictured": 2 | |
| }, | |
| "1_d2": { | |
| "a concept art from the video game destiny 2 depicting the interior of neomuna’s nightclub.": 1, | |
| "a concept art piece for a gun from the popular video game destiny 2.": 1, | |
| "a hive knight identifiable by its imposing stature and ornate armor is the central figure exuding an aura of power and dominance.": 1, | |
| "a sense of urban decay is palpable": 1, | |
| "a standout feature is a panel with a glowing red section hinting at a status indicator.": 1, | |
| "a testament to the detailed environmental design that goes into video game development.": 1, | |
| "above the bar a vibrant red neon sign displays the text “neomuna - nightclub” complemented by the silhouette of a player.": 1, | |
| "above them the ethereal visage of mara sov dominates the backdrop her giant head rendered as a spectral projection that oversees the scene.": 1, | |
| "at the center of the composition is a large spherical chandelier suspended from the ceiling by chains emitting a soft blue light that serves as the primary light source for the scene.": 1, | |
| "below this structure is a statue placed on a pedestal which seems to be an important focal point within this space.": 1, | |
| "concept art": 10, | |
| "concept art from the video game destiny 2 showcasing a futuristic and industrial setting.": 1, | |
| "d2": 10, | |
| "each pod encases a figure in suspended animation illuminated by a haunting green light that casts an otherworldly glow on the scene.": 1, | |
| "floating particles add to the enigmatic atmosphere while the “bungie” watermark and “destiny 2” title confirm the art’s origins and association with the game.": 1, | |
| "foreground details include detailed panels and circuit-like designs emblematic of the vex’s machine-like essence.": 1, | |
| "in the central and right panels the art continues to portray the hive’s hierarchy with figures that represent different classes or ranks.": 1, | |
| "in the foreground the titan stands with a sense of indomitable strength clad in heavy armor that speaks to their role as the stalwart defenders.": 1, | |
| "it features a futuristic weapon with a sleek and intricate design combining metallic and wooden textures.": 1, | |
| "it features a series of cryogenic pods or stasis chambers neatly arranged in symmetrical rows along a central walkway.": 1, | |
| "it showcases how artists envision functional spaces within the game’s world ensuring that they align with the overarching theme and narrative.": 1, | |
| "it’s a space where desolation and art coexist inviting players to explore and discover the narratives hidden in these subterranean depths.": 1, | |
| "letterbox": 1, | |
| "logo": 8, | |
| "overall the triptych conveys the hive’s menacing presence and the intricate details of their lore within the destiny 2 universe.": 1, | |
| "overall this concept art is a testament to the creative process behind destiny 2’s immersive sci-fi environments offering a glimpse into the game’s artistic direction.": 1, | |
| "soft lighting with blue hues emanates from the depths of the subterranean environment suggesting further mysteries to explore.": 1, | |
| "some components serve as foundational pieces while others like elongated panels with detailed patterns suggest a variety of uses within the game’s world.": 1, | |
| "suggesting a world that has been left behind but still clings to expressions of creativity and color.": 1, | |
| "text": 8, | |
| "the architecture is composed of intricate mechanical elements with interlocking geometric shapes and patterns rendered in metallic golds and silvers against a dark backdrop.": 1, | |
| "the art also includes some text \"spikes on right side\".": 1, | |
| "the artwork features a futuristic design with a sleek and modern aesthetic. the central focus is an elongated bar counter illuminated from below creating a striking visual effect.": 1, | |
| "the artwork is a testament to the rich lore and character diversity that destiny 2 offers to its players.": 1, | |
| "the color palette is dominated by cool blues and purples with lighting that casts deep shadows and highlights certain elements of the environment creating an ominous and mystical atmosphere.": 1, | |
| "the color scheme is primarily white and silver accented by the bold red neon which contributes to the overall high-tech yet welcoming atmosphere of the space.": 1, | |
| "the concept art from destiny 2 captures a striking tableau featuring three guardians each representing the game’s core classes.": 1, | |
| "the concept art from destiny 2 depicts a series of hive-themed sculptures showcasing the dark and gothic aesthetic of this alien race.": 1, | |
| "the concept art from destiny 2 depicts an underground vex structure characterized by its complex and futuristic design.": 1, | |
| "the concept art from destiny 2 features three guardians each adorned in unique armor sets that reflect their roles and characteristics within the game’s expansive universe.": 1, | |
| "the concept art from destiny 2 presents a captivating underground highway scene where the dimly lit expanse is brought to life with neon-lit graffiti.": 1, | |
| "the concept art from destiny 2 reveals an array of alien metallic architectural elements envisioned as building blocks for the game’s structures.": 1, | |
| "the concept art from destiny 2 showcases the hive lightbearer architecture set within a cavernous gothic-style interior.": 1, | |
| "the contrast in shapes and textures adds depth to the design and the splash of red amidst the grey metal may signify technological or power-related aspects.": 1, | |
| "the furniture design with its clean lines and contemporary look reflects the advanced setting of neomuna aiming to provide an immersive experience for players.": 1, | |
| "the guardians positioned around a radiant energy source on the ground appear united under her watchful presence ready to embark on their epic journey.": 1, | |
| "the gun is adorned with glowing blue lights and ornate patterns suggesting advanced technology.": 1, | |
| "the leftmost panel features architectural elements reminiscent of gothic cathedrals with pointed arches and geometric patterns leading up to a sharp apex.": 1, | |
| "the main illustration is large and detailed while two smaller inset images offer additional views from above and a side profile giving a full understanding of the weapon's design.": 1, | |
| "the multiple perspectives highlight the weapon's complexity and the meticulous attention to detail.": 1, | |
| "the neon graffiti not only adds a visual pop to the scene but also hints at the underlying stories and culture of destiny 2’s world.": 1, | |
| "the overall impression is one of technological sophistication and otherworldly mystery inviting players to delve into the secrets of the vex architecture.": 1, | |
| "the perspective draws the viewer’s eye towards a large door at the end of the walkway suggesting a narrative of anticipation and mystery.": 1, | |
| "the repetition of the pods and the central pathway leading to the unknown serve as a testament to the game’s storytelling hinting at an army poised for activation or a significant event on the horizon.": 1, | |
| "the rightmost panel includes two additional figures emphasizing their significance.": 1, | |
| "the scene is marked by tall slender pillars and arches that stretch towards the high ceiling reminiscent of ribbed vaults found in gothic cathedrals.": 1, | |
| "the seating arrangements include round tables with chairs and cylindrical standing tables with stools as well as semi-private lounge areas with curved sofas.": 1, | |
| "the statue depicts a figure holding a large sword possibly signifying reverence or worship within this context.": 1, | |
| "the strategic use of lighting emphasizes the importance of ambiance in virtual environments enhancing the sense of immersion and engagement for those exploring the game’s universe.": 1, | |
| "the use of green lighting against the muted sepia tones creates a visual contrast that adds depth and intrigue to the composition.": 1, | |
| "the walls are a canvas of vibrant glowing artwork displaying a variety of floral patterns and abstract designs that stand out against the dark backdrop.": 1, | |
| "the walls are adorned with intricate carvings and bas-reliefs that contribute to the arcane aesthetic of the hive architecture conveying a sense of foreboding power and otherworldly spirituality.": 1, | |
| "the warlock marked by their scholarly robes completes the trio emanating an air of arcane wisdom and control over the mystical forces.": 1, | |
| "their stance is firm suggesting readiness for the battles ahead.": 1, | |
| "these building blocks are not just visually striking but also hint at the underlying gameplay mechanics and story elements.": 1, | |
| "these creatures are integrated into the structure suggesting their symbiotic relationship with their environment.": 1, | |
| "these designs blend futuristic aesthetics with intricate details featuring a mix of smooth curves and sharp angles that define the game’s visual language.": 1, | |
| "this concept art is a testament to the creative process behind video game item design especially within the science fiction genre.": 1, | |
| "this conveys the vex’s advanced technology and alien nature within the game’s universe.": 1, | |
| "this image is a testament to the fusion of futuristic and contemporary elements within the game’s universe.": 1, | |
| "this portrayal of mara sov with her enigmatic gaze adds a layer of mystique and grandeur emphasizing her significance in the destiny universe.": 1, | |
| "to the titan’s side the hunter exudes a contrasting aura of cunning and finesse with sleek armor and a flowing cloak that hints at their agility and stealth capabilities.": 1, | |
| "yet the graffiti infuses the environment with a dynamic energy.": 1 | |
| }, | |
| "2_by_amer_saie": { | |
| "3d \\(artwork\\)": 4, | |
| "an overcast sky looms above casting a somber and ominous mood over the landscape.": 1, | |
| "beyond this natural threshold lies an open expanse shrouded in a mist that blurs the line between the real and the ethereal.": 1, | |
| "by amer saie": 4, | |
| "concept art": 4, | |
| "detailed background": 4, | |
| "digital media \\(artwork\\)": 4, | |
| "dominating the right side of the image is a colossal weathered structure that resembles a shipwreck its presence in such an unexpected locale sparking intrigue about its origins and the forces that brought it there.": 1, | |
| "in terms of artistic execution the image employs a subdued palette of grays reinforcing the theme of solitude and the passage of time.": 1, | |
| "in the foreground the rugged textures of an overhanging rock formation dominate with thin waterfalls cascading down like a delicate curtain partially veiling the mysterious landscape beyond.": 1, | |
| "it raises intriguing questions about the tower’s origins its former purpose and the events leading to its ruin.": 1, | |
| "it stands on the brink of a cliff or elevated ground with its timbers fractured and protruding in disarray suggesting a long history of neglect.": 1, | |
| "its dark metallic elements stand in stark contrast to the natural gray of the stone highlighting the structure’s mechanical nature.": 1, | |
| "outside": 3, | |
| "rating_safe": 4, | |
| "sky": 3, | |
| "the absence of any living beings accentuates the focus on the interplay between nature and the remnants of human endeavor inviting contemplation on themes of isolation the transient nature of human constructs and the reclaiming power of the natural world.": 1, | |
| "the concept art depicts a scene of desolation and decay featuring an old dilapidated wooden structure that resembles a watchtower or outpost.": 1, | |
| "the concept art presents a hauntingly beautiful landscape set in a mountainous region enveloped in a shroud of mist that lends an air of mystery and otherworldliness.": 1, | |
| "the concept art presents a hauntingly beautiful scene of a dilapidated structure seemingly a part of some colossal machinery embedded into a cliffside.": 1, | |
| "the concept art presents a scene of stark contrast where the tranquility of nature meets the remnants of a forgotten era.": 1, | |
| "the diffuse lighting filtering through the clouds casts gentle shadows and contributes to the overall somber and reflective mood.": 1, | |
| "the ground uneven and seemingly soft with moss is sporadically lit hinting at the elusive beauty hidden in the shadows.": 1, | |
| "the interplay between the man-made and the natural world creates a compelling tension raising questions about the events that led to the structure’s current state.": 1, | |
| "the overcast sky and enveloping mist add layers of mystery and desolation to the atmosphere enhancing the artwork’s evocative quality.": 1, | |
| "the ship’s dilapidated state combined with the desolate surroundings evokes a narrative of abandonment and the relentless march of time.": 1, | |
| "the stark contrast between the human construction and the inexorable forces of nature adds a layer of narrative depth making it an ideal setting for storytelling in various media such as video games or films where the environment significantly influences the story.": 1, | |
| "the state of disrepair with parts broken and dangling suggests a history of abandonment or the aftermath of a disaster.": 1, | |
| "the terrain is harsh with rocky outcrops rising from the barren ground devoid of lush vegetation.": 1, | |
| "the wood is overgrown with moss and vegetation indicating nature’s gradual reclamation of the man-made edifice.": 1, | |
| "this image is compelling for its evocative representation of abandonment and the relentless passage of time.": 1, | |
| "this piece of art stirs the imagination prompting viewers to ponder the narrative behind this scene.": 1, | |
| "this setting evokes a sense of isolation a place untouched by time where the stillness of the ancient rocks is only disturbed by the perpetual motion of the falling water creating a harmonious balance between stillness and movement in this otherworldly tableau.": 1, | |
| "zero pictured": 4 | |
| }, | |
| "5_by_boti_harko": { | |
| "3d \\(artwork\\)": 2, | |
| "ambient bird": 1, | |
| "ambient silhouette": 1, | |
| "armor": 1, | |
| "at the center of this desolate world stands a lone astronaut gazing into the distance their suit a stark contrast to the surrounding devastation.": 1, | |
| "below the terrain is strewn with the remains of trees and roots alluding to a once-thriving ecosystem now reduced to ash and desolation.": 1, | |
| "by boti harko": 2, | |
| "clothing": 2, | |
| "cloud": 1, | |
| "concept art": 2, | |
| "detailed background": 2, | |
| "digital media \\(artwork\\)": 2, | |
| "group": 1, | |
| "outside": 2, | |
| "overall the concept art is a powerful visual story that speaks to themes of human tenacity the consequences of environmental or technological disasters and the unquenchable curiosity that drives us to seek out the unknown no matter how harsh the reality we might find.": 1, | |
| "plant": 1, | |
| "rock": 2, | |
| "safe": 2, | |
| "scattered across the ground are the remains of what appear to be trees their twisted and bare trunks contributing to the post-apocalyptic vibe of the environment.": 1, | |
| "silhouette": 1, | |
| "sky": 1, | |
| "solo": 2, | |
| "the artwork is rich with narrative potential inviting viewers to ponder the events that led to this scene.": 1, | |
| "the astronaut clad in a reflective spacesuit contrasts sharply with the muted colors around them giving the impression that they are surveying the area or searching for something.": 1, | |
| "the combination of an astronaut—a symbol of space exploration—and a landscape that could be mistaken for an earth ravaged by some disaster raises questions about whether this is a depiction of our own planet in a distant future or an extraterrestrial world with eerie similarities to our own.": 1, | |
| "the concept art presents a hauntingly barren landscape reminiscent of a post-apocalyptic earth or an alien planet ravaged by some cataclysm. dark swirling clouds dominate the sky tinged with a faint orange glow that suggests the presence of either a setting or rising sun.": 1, | |
| "the concept art presents a scene that is both desolate and intriguing with an astronaut standing on a barren landscape that seems to be devoid of life.": 1, | |
| "the dynamic flight of birds in the distance adds a glimmer of life and movement hinting at the resilience of nature even in the most dire circumstances.": 1, | |
| "the overall mood is one of isolation and enigma prompting reflections on the circumstances that led to this moment and the purpose of the astronaut’s mission.": 1, | |
| "the presence of the astronaut implies a story of survival exploration or a search for new beginnings amidst the ruins of a fallen world.": 1, | |
| "the terrain is rough and uneven featuring dark rocks with hints of red.": 1, | |
| "this artwork captures the viewer’s imagination by blending familiar and alien elements creating a sense of curiosity about the narrative behind the scene.": 1, | |
| "this figure could symbolize the enduring spirit of exploration and discovery or perhaps the isolation and vulnerability of humanity in the face of overwhelming destruction.": 1, | |
| "tree": 1, | |
| "water": 1 | |
| } | |
| }, | |
| "ss_text_encoder_lr": 0.0001, | |
| "ss_total_batch_size": 96, | |
| "ss_training_comment": null, | |
| "ss_training_finished_at": 1719959491.0918806, | |
| "ss_training_started_at": 1719950463.7584193, | |
| "ss_unet_lr": 0.0001, | |
| "ss_v2": false, | |
| "ss_zero_terminal_snr": false, | |
| "sshs_model_hash": "0xbbbff9905d6d95f0364b5c6b5853301e77902846a668e791d1e0f5fb2e2aae4f" | |
| } |