| diffusion_model: |
| _model_class: PRX |
| in_channels: 3 |
| patch_size: 32 |
| context_in_dim: 2304 |
| hidden_size: 1792 |
| mlp_ratio: 3.5 |
| num_heads: 28 |
| depth: 16 |
| axes_dim: |
| - 32 |
| - 32 |
| theta: 10000 |
| time_factor: 1000.0 |
| time_max_period: 10000 |
| conditioning_block_ids: null |
| bottleneck_size: 256 |
| diffusion_text_tower: |
| preset_name: t5gemma2b-256-bf16 |
| model_name: google/t5gemma-2b-2b-ul2 |
| prompt_max_tokens: 256 |
| use_attn_mask: true |
| use_last_hidden_state: true |
| only_tokenizer: false |
| torch_dtype: torch.bfloat16 |
| unpadded: false |
| diffusion_vae: |
| model_name: identity |
| model_class: IdentityVAE |
| default_channels: 3 |
| torch_dtype: torch.bfloat16 |
| diffusion_scheduler: |
| prediction_type: x_prediction_flow_matching |
| num_train_timesteps: 1000 |
| timestep_shift: 3.0 |
| denoiser_dtype: torch.float |
| optimizer: |
| _target_: prx.training.optimizer.create_muon_optimizer |
| _recursive_: false |
| muon_name_filter: blocks |
| muon_config: |
| lr: 0.0001 |
| momentum: 0.95 |
| nesterov: true |
| ns_steps: 5 |
| rms_scale: true |
| weight_decay: 0.0 |
| adam_config: |
| lr: 0.0001 |
| betas: |
| - 0.9 |
| - 0.95 |
| eps: 1.0e-08 |
| weight_decay: 0.0 |
| dataset: |
| train_dataset: |
| _target_: prx.dataset.StreamingProcessedDataset |
| local: |
| - /checkpoint/dream/felixfriedrich/diffusion_safety/dose_response/mds/safe_full |
| - /checkpoint/dream/felixfriedrich/diffusion_safety/dose_response/mds/unsafe_c2 |
| caption_keys: |
| - - prompt |
| - 1.0 |
| text_tower: t5gemma2b-256-bf16 |
| prompt_max_tokens: 256 |
| cache_limit: 8tb |
| download_timeout: 7200 |
| drop_last: true |
| shuffle: true |
| batching_method: device_per_stream |
| prefetch_factor: 2 |
| num_workers: 8 |
| persistent_workers: true |
| pin_memory: true |
| has_mask_text_latents: false |
| has_text_latents: false |
| transforms: |
| - _target_: prx.dataset.transforms.ArAwareResize |
| default_image_size: 512 |
| patch_size_pixels: 32 |
| transforms_targets: |
| - image |
| shuffle_seed: 478163327 |
| eval_dataset: |
| _target_: prx.dataset.StreamingProcessedDataset |
| local: |
| - /checkpoint/dream/felixfriedrich/diffusion_safety/dose_response/mds/safe_full |
| - /checkpoint/dream/felixfriedrich/diffusion_safety/dose_response/mds/unsafe_c2 |
| caption_keys: |
| - - prompt |
| - 1.0 |
| text_tower: t5gemma2b-256-bf16 |
| prompt_max_tokens: 256 |
| cache_limit: 8tb |
| download_timeout: 7200 |
| drop_last: true |
| shuffle: true |
| batching_method: device_per_stream |
| prefetch_factor: 2 |
| num_workers: 8 |
| persistent_workers: true |
| pin_memory: true |
| has_mask_text_latents: false |
| has_text_latents: false |
| transforms: |
| - _target_: prx.dataset.transforms.ArAwareResize |
| default_image_size: 512 |
| patch_size_pixels: 32 |
| transforms_targets: |
| - image |
| shuffle_seed: 107420369 |
| callbacks: |
| image_monitor: |
| prompt: |
| - A curious tabby cat perched on a moss-covered log in a lush, misty forest at |
| dawn. Sunbeams filter through the canopy, illuminating dewdrops on ferns and |
| wildflowers surrounding the feline. |
| - A majestic male lion with a flowing golden mane leaping gracefully over a rushing |
| river in the African savanna. The water sparkles in the afternoon sun, with |
| a vibrant rainbow arching across the sky in the background. |
| - A breathtaking twilight view of the Eiffel Tower, its intricate iron lattice |
| illuminated against a purple and orange sky. The Champ de Mars stretches below, |
| dotted with twinkling lights and couples strolling hand in hand. |
| - The opulent Hall of Mirrors inside the Palace of Versailles, bathed in warm |
| golden light. Crystal chandeliers reflect in the polished marble floor, while |
| ornate gilded frames and frescoed ceilings showcase 18th-century artistry at |
| its finest. |
| - The magnificent glass dome of the Paris Grand Palais glowing ethereally at dusk. |
| The Beaux-Arts architecture is accentuated by dramatic lighting, with the Seine |
| River flowing peacefully in the foreground. |
| - The Arc de Triomphe standing proudly at the center of Place Charles de Gaulle, |
| illuminated by the warm glow of street lamps. Streaks of car lights circle the |
| monument, creating a dynamic long-exposure effect against the deep blue evening |
| sky. |
| - An exquisite crystal bottle of luxury perfume resting on a mirrored surface. |
| Soft, diffused lighting catches the facets of the glass, creating a sparkling |
| effect. A single orchid bloom and scattered rose petals add a touch of elegance |
| to the composition. |
| - A close-up portrait of a strikingly beautiful woman with piercing green eyes |
| and flawless skin. Soft, natural lighting enhances her features, while a gentle |
| breeze tousles her flowing chestnut hair. Her expression is both mysterious |
| and alluring. |
| - A carefree young child with tousled hair and rosy cheeks, laughing joyfully |
| while running through a sunlit meadow. Butterflies and soap bubbles float around |
| the child, adding to the sense of wonder and innocence. |
| - The skilled, flour-dusted hands of an artisan baker kneading a large ball of |
| dough on a rustic wooden table. Shafts of early morning light illuminate the |
| scene, highlighting the texture of the dough and the baker's strong, capable |
| fingers. |
| - The word "Photoroom" written in vibrant, multicolored neon letters against a |
| dark brick wall. The letters flicker and glow, casting a warm, inviting light |
| that reflects off nearby surfaces and creates an atmosphere of creativity and |
| energy. |
| - A sleek, modern logo for an AI company specializing in commerce photography. |
| The design incorporates a stylized camera lens seamlessly blended with a circuit |
| board pattern, symbolizing the fusion of technology and visual arts. The color |
| scheme features deep blues and silver, conveying trust and innovation. |
| - Photography of a powerful, full-maned lion in mid-leap, emerging from a large, |
| moss-covered stone in a moonlit savanna. The night sky is star-filled, with |
| a bright full moon casting a silvery glow on the scene. The lion's fur is detailed, |
| reflecting the moonlight, emphasizing its muscular build and focused expression |
| as it jumps. |
| - Professional photography of a domestic cat with sleek, shiny fur, sitting elegantly |
| amidst a dense forest setting. The forest is lush, with tall, sun-dappled trees |
| and a carpet of vibrant green ferns. The cat, with piercing green eyes, appears |
| alert and poised, its fur pattern blending harmoniously with the natural surroundings. |
| - The photo depicts an astronaut in full space gear, riding a horse across an |
| open field. The detailed space suit contrasts sharply with the natural surroundings, |
| while the horse gallops gracefully, its coat shining in the sunlight. This surreal |
| scene combines the cutting-edge realm of space exploration with the timeless |
| beauty of nature, creating a striking visual contrast. |
| - Photography of a small, cheerful cactus with a big, happy face, standing alone |
| in the vast Sahara desert. The cactus has bright green spikes and is wearing |
| a tiny sombrero. The desert around it is expansive, with rolling sand dunes |
| under a clear, blue sky, and the sun blazing down, casting sharp shadows on |
| the sand. |
| - Photo of a cute hedgehog and a shearwater bird, both donning festive Christmas |
| hats. They are surrounded by a snowy landscape with a backdrop of pine trees |
| lightly dusted with snow. The hedgehog's spines are covered in tiny snowflakes, |
| and the shearwater's feathers are ruffled, adding to the whimsical, festive |
| atmosphere. |
| - The image is a photography of a calm, serene dog in a meditative pose, sitting |
| on a lush green meadow. The dog has a peaceful expression, with its eyes gently |
| closed and paws placed together in a Zen-like posture. The surrounding meadow |
| is dotted with wildflowers and a gentle breeze ruffles the dog's fur, enhancing |
| the sense of tranquility. |
| - The photo showcases a beautiful, sparkling ring set against a festive Christmas |
| backdrop. The ring is placed on a soft, red velvet cushion with delicate snowflake |
| patterns embroidered on it. Surrounding the ring are pine cones, holly leaves, |
| and twinkling fairy lights, creating a warm and inviting Christmas atmosphere. |
| - The photo features an elegant bottle of red wine, standing on a polished marble |
| table. The marble has intricate veins of grey and white, and the wine bottle |
| is adorned with a sophisticated, vintage label. The background is softly blurred, |
| focusing attention on the reflective glass of the bottle and the rich, deep |
| color of the wine. |
| - Photography of a bustling city street at dusk. Neon signs illuminate the scene, |
| reflecting off the wet pavement. People are walking briskly, some holding umbrellas. |
| Tall buildings line the street, their windows glowing softly in the evening |
| light. |
| - Design photography of a scene set in a cozy mountain cabin. A roaring fireplace |
| casts a warm glow over the room, with a plush sofa and a knitted throw blanket |
| in the foreground. Through the window, snow-covered trees and a starry night |
| sky can be seen. |
| - A photo of a tranquil beach at sunrise. The sky is a mix of soft pinks and oranges, |
| and the gentle waves are lapping at the shore. A lone figure walks along the |
| water's edge, leaving footprints in the wet sand. |
| - The photography captures a snowy city park at night. Street lamps cast a soft |
| glow on the snow-covered paths and benches. Trees with bare branches are dusted |
| with snow, and the city skyline is visible in the distance. |
| - An old, cobblestone street in a European city. Colorful buildings with flower |
| boxes in the windows line the street. A bicycle is parked against a lamppost, |
| and a small café with outdoor seating can be seen in the corner. |
| - A photo of a spacious modern kitchen. The room is bathed in natural light from |
| large windows, highlighting the sleek marble countertops and stainless steel |
| appliances. A large island sits in the center, adorned with fresh fruits and |
| flowers. |
| - An image of a serene Japanese garden. A winding stone path leads through meticulously |
| manicured bushes and flowering plants, with a tranquil koi pond at its heart. |
| Traditional lanterns and a small wooden bridge enhance the peaceful ambiance. |
| - A photography taken in a vintage library with towering bookshelves filled to |
| the brim. A large globe and antique furniture are present, with a ladder on |
| wheels for reaching the higher shelves. Soft light filters through stained glass |
| windows, casting colorful patterns on the floor. |
| - A magazine photo of a monkey bathing in a hot spring in a snowstorm with steam |
| coming off the water. |
| - A highly detailed professional close-up photo of an animorphic Bengal tiger |
| wearing a white, ribbed tank top, sunglasses and headphones around his neck |
| as a DJ with its paws on the turntable on stage at an outdoor electronic dance |
| music concert in Ibiza at night; party atmosphere, wispy smoke with caustic |
| lighting. |
| - A white square on a black background, with a single black dot in the center. |
| The dot is perfectly round and sharply defined, contrasting starkly against |
| the white surface. The image is minimalistic, emphasizing the simplicity and |
| clarity of the composition. |
| - This is a digital painting depicting two figures, seemingly conjoined, their |
| faces obscured by textured, decaying wrappings. The style is dark, surreal, |
| and evocative of gothic horror. The color palette is predominantly monochrome, |
| using shades of gray, black, and beige, with hints of dark brown. The background |
| is a textured beige canvas with darker, crackled areas, suggesting age and decay. |
| The figures' faces are partially visible, with dark, hollow eyes and somber |
| expressions. The wrappings are intricately detailed, with visible folds, cracks, |
| and drips of a dark substance, possibly resembling tears or blood. The lighting |
| is subdued and moody, casting shadows that enhance the figures' grim appearance. |
| The overall atmosphere is one of sorrow, mystery, and unease. The aesthetic |
| is gritty and realistic, yet with a surreal, almost dreamlike quality. The vibe |
| is dark, melancholic, and thought-provoking. The painting's texture is highly |
| visible, mimicking the rough texture of the wrappings and the canvas. There |
| is a signature in the bottom right corner, but the characters are illegible. |
| The image is a digital painting, not a photograph or collage, and contains no |
| synthetic elements beyond the digital creation process. |
| - A digital painting depicting a man sitting on a surfboard at the beach, looking |
| at his phone. The man wears a red shirt, green shorts, white headphones with |
| "AKG" written on them in a sans-serif font, and goggles. A woman is seen in |
| the background, partially submerged in the water. The ocean is a vibrant turquoise, |
| with white foamy waves. The sky is a clear, bright blue. The overall style is |
| reminiscent of a vintage surf poster, with a slightly distressed, textured effect |
| applied to the background, giving it a faded, retro look. The lighting is bright |
| and sunny, creating a warm, summery atmosphere. The color palette is predominantly |
| warm, with blues, greens, and reds dominating the scene. The aesthetic is a |
| blend of retro and contemporary, combining the classic imagery of surfing with |
| the modern element of technology. The vibe is relaxed yet stylish, capturing |
| a moment of leisure and connection. The image is a digital painting, not a photograph, |
| and there are no visible synthetic elements beyond the digital painting techniques |
| used to create the distressed texture and overall style. |
| - A photograph depicting the interior of a vintage bus at night. The image is |
| composed of a long shot, showcasing the entire bus's interior. The bus is adorned |
| with vibrant, multicolored advertisements and patterned upholstery. The lighting |
| is predominantly neon, creating a retro, cyberpunk aesthetic. The color palette |
| consists of deep purples, pinks, and blues, contrasted by the warm tones of |
| the seating and advertisements. The atmosphere is moody and atmospheric, with |
| a sense of quiet solitude. The style is reminiscent of 1980s synthwave or cyberpunk, |
| with a focus on vibrant colors and retro technology. The overall vibe is nostalgic |
| and futuristic. The advertisements feature various images and text, including |
| "CITY" in a bold, sans-serif font. The bus seats are upholstered in a rich, |
| tapestry-like fabric with intricate patterns. The screens display various advertisements |
| and images. The overall composition is symmetrical, with the seats and screens |
| mirroring each other. There are no apparent synthetic elements in the image. |
| The image is sharp and well-lit, with a focus on detail and texture. |
| - This is a digital painting or graphic, not a photograph. It depicts a whimsical, |
| fairytale-like street scene with a large, ornate wedding cake as the focal point. |
| The style is highly detailed and realistic, yet maintains a fantastical, dreamlike |
| quality. The color palette is warm and inviting, dominated by pastel shades |
| of pink, peach, and cream, contrasted with the deep browns and greens of the |
| architecture and foliage. The lighting is soft and diffused, creating a gentle, |
| romantic atmosphere. The scene is set in a cobblestone street lined with charming |
| shops and buildings, with flowers and greenery adorning the scene. The cake |
| is a two-tiered masterpiece, decorated with fresh berries and flowers, sitting |
| on an elegant cake stand. Surrounding the cake are various pastries and fruits |
| arranged on platters and bowls. The overall aesthetic is romantic, charming, |
| and slightly nostalgic, evoking a sense of warmth and celebration. The background |
| is slightly blurred, drawing attention to the cake and surrounding desserts |
| in the foreground. There is no text in the image. The image is composed using |
| digital painting techniques and likely incorporates synthetic elements to create |
| the fantastical setting and lighting effects. The vibe is cheerful, celebratory, |
| and romantic. |
| - This close-up photograph captures a meticulously plated dish of beef tenderloin, |
| presented on a sleek black plate. The tenderloin, sliced into bite-sized pieces, |
| is cooked to a rare to medium-rare perfection, showcasing a rich brown exterior |
| with a pinkish center. The beef is generously drizzled with a glossy, dark brown |
| sauce, possibly balsamic vinegar, which adds a sheen to the meat. Scattered |
| around the beef are small, vibrant cherry tomatoes, still attached to their |
| green stems, adding a pop of color and freshness to the dish. The plate is garnished |
| with a light sprinkling of white and pink salt, and a few green herbs, enhancing |
| both the visual appeal and flavor complexity. The overall presentation is elegant |
| and appetizing, with the dark hues of the beef and sauce contrasting beautifully |
| against the black plate. |
| - This is a digital painting or a heavily manipulated photograph, appearing as |
| a surreal portrait of a young woman. The composition is a close-up, focusing |
| on the face. The woman's face is partially obscured by fragmented, cracked, |
| light teal and off-white pieces resembling peeling paint or decaying skin. These |
| fragments are irregularly shaped and layered, creating a sense of depth and |
| texture. The woman's skin is subtly illuminated, with a warm, golden light highlighting |
| her features, particularly her lips and eyes. Her eyes are a striking light |
| blue, contrasting with the cool tones of the fragmented elements. The overall |
| color palette is muted, with teal, beige, and golden hues dominating. The atmosphere |
| is melancholic and mysterious, with a hint of ethereal beauty. The style is |
| surreal and painterly, blending realistic portraiture with abstract elements. |
| The vibe is introspective and unsettling, suggesting themes of vulnerability, |
| fragility, and hidden identity. The lighting is dramatic, with a chiaroscuro |
| effect emphasizing the texture and form of the fragmented elements. There is |
| no text in the image. |
| - In this vibrant outdoor photograph, a young couple, likely in their early 30s, |
| stands closely together, exuding happiness and warmth. The woman, positioned |
| on the left, has her arm affectionately draped around the man's neck. Both are |
| beaming with broad smiles, revealing their teeth. The man, with short brown |
| hair, is dressed in a black tank top, while the woman, with her brown hair pulled |
| back, sports small earrings. They both have tan skin, suggesting they have been |
| spending time outdoors. Behind them, a surfboard leans against a wall, hinting |
| at a beach setting. The background is slightly blurred, but one can make out |
| a building and a tree, adding to the relaxed, summery atmosphere. The couple's |
| joyful expressions and the casual beachside backdrop create a picturesque moment |
| of shared bliss. |
| - This is a digital painting, a graphic illustration, depicting a rusty, vintage |
| tram on a sandy beach. The composition is a medium shot, focusing on the tram |
| with the beach and a cityscape in the background. The style is reminiscent of |
| concept art or digital matte painting, with a painterly, slightly impressionistic |
| quality. The color palette is warm, with rusty reds and oranges on the tram |
| contrasting against the cool blues and greens of the ocean and sky. The lighting |
| is bright, suggesting a sunny day, with shadows cast by the tram and palm trees |
| on the sand. The atmosphere is serene yet slightly melancholic, evoking a sense |
| of nostalgia and abandonment. The overall aesthetic is whimsical and slightly |
| surreal, with a touch of magical realism. The vibe is peaceful and contemplative. |
| The sky is a vibrant blue with fluffy white clouds. The ocean is a turquoise |
| color with gentle waves. The city in the distance is a hazy silhouette. The |
| palm trees are lush and green. The tram is heavily weathered, with peeling paint |
| and graffiti. The tracks are rusty and worn. The sand is light beige, with shadows |
| from the tram and vegetation. There is no text in the image. |
| - A photograph depicts two Asian senior adults, a man and a woman, standing side-by-side, |
| reviewing paperwork and using a handheld device in a brightly lit, modern cafe |
| setting. The man, with short gray hair, wears a white long-sleeved shirt and |
| a denim apron. The woman, with short dark hair, wears a white long-sleeved shirt |
| and a denim apron. They are both smiling and appear to be collaborating. The |
| background features a light-colored wall, wooden shelves with various items, |
| and a partially visible laptop. The overall atmosphere is warm, friendly, and |
| professional. The lighting is soft and natural, enhancing the image's bright |
| and airy feel. The color palette is muted, with soft whites, grays, and blues |
| dominating. The style is clean and minimalist, reflecting a contemporary aesthetic. |
| The vibe is calm, collaborative, and business-oriented. |
| - A photograph depicts a rustic Christmas scene. A blurred golden reindeer stands |
| in the background, out of focus. In the foreground, a wooden star-shaped ornament |
| rests on a weathered wooden surface. The star is light beige, with the word |
| "xmas" carved into its center in a simple, sans-serif font. A red and white |
| gingham ribbon tied in a bow adorns the star, accented by a small wooden button. |
| The overall lighting is soft and diffused, creating a warm, nostalgic atmosphere. |
| The color palette is muted, with earthy tones and soft reds. The style is vintage |
| and charming, evoking a sense of cozy holiday tradition. The image's aesthetic |
| is minimalist and rustic, with a focus on texture and detail. The vibe is calm, |
| peaceful, and heartwarming. |
| - A photograph depicts a fluffy lop-eared rabbit sitting on a weathered wooden |
| surface outdoors. The rabbit is predominantly white with patches of light brown |
| and tan fur, particularly on its head and ears. Its ears droop noticeably, and |
| its fur appears soft and thick. The rabbit's eyes are dark and expressive. It |
| is positioned slightly off-center, facing towards the left of the frame. Behind |
| the rabbit, slightly out of focus, is a miniature dark red metal wheelbarrow. |
| A partially visible orange apple sits to the left of the rabbit. Fallen autumn |
| leaves, predominantly reddish-brown, are scattered around the rabbit and apple |
| on the wooden surface. The background is a blurred but visible expanse of green |
| grass, suggesting an outdoor setting. The lighting is soft and natural, likely |
| diffused daylight, casting no harsh shadows. The overall atmosphere is calm, |
| peaceful, and autumnal. The aesthetic is rustic and charming, with a focus on |
| the rabbit as the main subject. The color palette is muted and natural, consisting |
| mainly of whites, browns, oranges, and greens. The style is naturalistic and |
| straightforward, without any overt artistic manipulation. The vibe is gentle |
| and heartwarming. |
| - The image showcases a white and brown rabbit with droopy ears, sitting on a |
| wooden surface. Behind the rabbit, there's a miniature cart with a wheel. Adjacent |
| to the cart, there's an orange apple and some dried autumn leaves scattered |
| around. The backdrop consists of a blurred green field, suggesting an outdoor |
| setting during the fall season. |
| - A photograph depicts a young woman with dark brown hair styled in a loose braid, |
| wearing a floral headband and a flowing, pale pink and purple floral dress. |
| She sits on a plush, dark reddish-brown velvet couch draped with purple velvet |
| fabric. The background is a vibrant, retro-style wallpaper with large orange |
| and pink floral patterns on a dark brown base. The woman's hands rest gently |
| on a dark-colored pillow with a large floral print featuring pink and white |
| roses. The lighting is soft and diffused, creating a warm and intimate atmosphere. |
| The overall aesthetic is bohemian and romantic, with a vintage 70s vibe. The |
| colours are rich and saturated, with a focus on warm tones. The composition |
| is a close-up shot, focusing on the woman and her surroundings. The image has |
| a dreamy, slightly melancholic mood. |
| - A young woman with a braided hairstyle and a golden headband is seated against |
| a vibrant orange-red wallpaper with floral patterns. She wears a sleeveless |
| dress adorned with floral prints and is draped in a deep purple fabric. She |
| holds a floral-patterned pillow close to her and appears to be in a contemplative |
| mood. |
| - A photograph depicts a young woman with long brown hair wearing a floral dress |
| and beaded jewelry, standing in front of a vibrant red autumnal backdrop. The |
| woman is gently holding and examining dark berries from a vine. The dress is |
| black with red floral patterns, adorned with red and black beaded embellishments |
| on the sleeves and neckline. Her hair is styled with a red floral crown. The |
| background is a wall of red leaves, creating a striking contrast with the woman's |
| dark dress. The lighting is natural, with sunlight illuminating the scene, casting |
| a warm glow on the woman and the leaves. The overall aesthetic is romantic, |
| autumnal, and slightly mystical. The atmosphere is serene and peaceful. The |
| style is reminiscent of folk art or fairytale imagery. The vibe is dreamy and |
| evocative of autumnal beauty. |
| - A woman with dark hair and a floral headpiece stands amidst a backdrop of vibrant |
| red leaves. She wears a dress adorned with red and black patterns, and her fingers |
| delicately hold a cluster of red berries. The sunlight filters through, casting |
| a warm glow on her face and the surrounding foliage. |
| - 'A photograph depicts a mason jar filled with vibrant red tomato juice, garnished |
| with a sprig of fresh celery, sitting on a rustic wooden cutting board. The |
| background features blurred but visible ingredients: ripe red tomatoes, a red |
| bell pepper, yellow bell peppers, and fresh basil leaves, all arranged on a |
| wooden surface. The lighting is soft and natural, creating a warm and inviting |
| atmosphere. The overall aesthetic is rustic, wholesome, and healthy, with a |
| focus on natural food photography. The colours are rich and saturated, with |
| the red of the tomatoes and juice being the dominant hue, complemented by the |
| greens of the herbs and the yellows of the peppers. The style is simple and |
| straightforward, emphasizing the natural beauty of the ingredients. The vibe |
| is relaxed, comforting, and appealing to those interested in healthy eating |
| and fresh produce. There is no text in the image.' |
| - The image showcases a rustic wooden table setting with a glass jar filled with |
| a vibrant red juice or smoothie. The jar is adorned with fresh green parsley |
| leaves. Surrounding the jar are various fresh ingredients, including tomatoes, |
| bell peppers, and basil leaves. The backdrop is a wooden wall, adding to the |
| rustic ambiance. |
| _target_: prx.callbacks.LogDiffusionImages |
| size: 512 |
| guidance_scale: 3.5 |
| seed: 42 |
| speed_monitor: |
| _target_: composer.callbacks.speed_monitor.SpeedMonitor |
| window_size: 10 |
| lr_monitor: |
| _target_: composer.callbacks.lr_monitor.LRMonitor |
| memory_monitor: |
| _target_: composer.callbacks.memory_monitor.MemoryMonitor |
| runtime_estimator: |
| _target_: composer.callbacks.runtime_estimator.RuntimeEstimator |
| optimizer_monitor: |
| _target_: composer.callbacks.OptimizerMonitor |
| nan_monitor: |
| _target_: composer.callbacks.NaNMonitor |
| generation_metrics: |
| _target_: prx.callbacks.LogQualityMetrics |
| frequency: 10_000ba |
| guidance_scales: |
| - 3.5 |
| seed: 42 |
| num_inference_steps: 50 |
| compute_fid: true |
| compute_cmmd: true |
| compute_dino_mmd: true |
| max_samples: 10000 |
| project: PRX |
| group: dose-response-full |
| name: C2 |
| nccl_sleep: 1 |
| activation_memory_budget: 1 |
| image_size: 512 |
| patch_size_pixels: 32 |
| global_batch_size: 256 |
| device_train_microbatch_size: 32 |
| device_eval_microbatch_size: 16 |
| seed: 42 |
| eval_first: false |
| compile_denoiser: true |
| compile_vae: true |
| algorithms: |
| gradient_clipping: |
| _target_: composer.algorithms.GradientClipping |
| clipping_type: norm |
| clipping_threshold: 0.2 |
| tread: |
| _target_: prx.algorithm.tread.Tread |
| route_start: 2 |
| route_end: 12 |
| routing_probability: 0.5 |
| detach: false |
| seed: 42 |
| train_only: true |
| self_guidance: true |
| repa: |
| _target_: prx.algorithm.repa.REPA |
| lambda_weight: 0.5 |
| layer_index: 7 |
| encoder: dinov3_vitl16 |
| compile_encoder: true |
| lpips: |
| _target_: prx.algorithm.lpips.LPIPS |
| lpips_weight: 0.1 |
| lpips_net: vgg |
| t_threshold: 1 |
| resize_factor: 0.5 |
| pdino: |
| _target_: prx.algorithm.perceptual_dino.PerceptualDINO |
| pdino_weight: 0.01 |
| encoder: dinov2_vitb14_reg |
| t_threshold: 1 |
| resize_resolution: 224 |
| ema: |
| _target_: prx.algorithm.ema.EMA |
| smoothing: 0.999 |
| update_interval: 10ba |
| ema_start: 0ba |
| model: |
| _target_: prx.pipeline.models_factory.build_pipeline |
| denoiser_config: |
| _model_class: PRX |
| in_channels: 3 |
| patch_size: 32 |
| context_in_dim: 2304 |
| hidden_size: 1792 |
| mlp_ratio: 3.5 |
| num_heads: 28 |
| depth: 16 |
| axes_dim: |
| - 32 |
| - 32 |
| theta: 10000 |
| time_factor: 1000.0 |
| time_max_period: 10000 |
| conditioning_block_ids: null |
| bottleneck_size: 256 |
| text_tower_config: |
| preset_name: t5gemma2b-256-bf16 |
| model_name: google/t5gemma-2b-2b-ul2 |
| prompt_max_tokens: 256 |
| use_attn_mask: true |
| use_last_hidden_state: true |
| only_tokenizer: false |
| torch_dtype: torch.bfloat16 |
| unpadded: false |
| vae_config: |
| model_name: identity |
| model_class: IdentityVAE |
| default_channels: 3 |
| torch_dtype: torch.bfloat16 |
| scheduler_config: |
| prediction_type: x_prediction_flow_matching |
| num_train_timesteps: 1000 |
| timestep_shift: 3.0 |
| input_size: 512 |
| p_drop_caption: 0.1 |
| val_metrics: |
| - _target_: torchmetrics.MeanSquaredError |
| val_guidance_scales: [] |
| loss_bins: |
| - - 0.0 |
| - 0.3 |
| - - 0.3 |
| - 0.6 |
| - - 0.6 |
| - 1.0 |
| scheduler: |
| _target_: composer.optim.MultiStepWithWarmupScheduler |
| t_warmup: 1000ba |
| milestones: |
| - 1e9ep |
| logger: |
| wandb: |
| _target_: composer.loggers.WandBLogger |
| project: PRX |
| group: dose-response-full |
| name: C2 |
| trainer: |
| _target_: composer.Trainer |
| device: gpu |
| max_duration: 100_000ba |
| eval_interval: 0 |
| eval_subset_num_batches: 64 |
| device_train_microbatch_size: 32 |
| run_name: dose-response-C2-full |
| seed: 42 |
| scale_schedule_ratio: 1.0 |
| save_folder: /checkpoint/dream/felixfriedrich/diffusion_safety/dose_response/checkpoints_full/C2/phase1 |
| save_interval: 10_000ba |
| save_num_checkpoints_to_keep: 1 |
| save_overwrite: true |
| save_weights_only: true |
| save_ignore_keys: |
| - state/model/vae* |
| - state/model/text_tower* |
| autoresume: false |
| precision: amp_bf16 |
| dist_timeout: 7200.0 |
| parallelism_config: |
| fsdp: |
| reshard_after_forward: false |
| device_mesh: mesh_2d |
| use_orig_params: true |
|
|
