Upload model via CLI

.gitattributes

@@ -33,3 +33,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+samples/1752077574351__000000000_0.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752078611133__000000500_3.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752082567880__000002500_0.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752082621070__000002500_3.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752083574303__000003000_0.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752084577404__000003500_0.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752085580503__000004000_0.jpg filter=lfs diff=lfs merge=lfs -text
+samples/1752085616034__000004000_2.jpg filter=lfs diff=lfs merge=lfs -text

.job_config.json

@@ -0,0 +1,114 @@
+{
+  "job": "extension",
+  "config": {
+    "name": "watch_product",
+    "process": [
+      {
+        "type": "ui_trainer",
+        "training_folder": "/workspace/ai-toolkit/output",
+        "sqlite_db_path": "/workspace/ai-toolkit/aitk_db.db",
+        "device": "cuda",
+        "trigger_word": "watch",
+        "performance_log_every": 10,
+        "network": {
+          "type": "lora",
+          "linear": 64,
+          "linear_alpha": 64,
+          "conv": 16,
+          "conv_alpha": 16,
+          "lokr_full_rank": true,
+          "lokr_factor": -1,
+          "network_kwargs": {
+            "ignore_if_contains": []
+          }
+        },
+        "save": {
+          "dtype": "bf16",
+          "save_every": 500,
+          "max_step_saves_to_keep": 8,
+          "save_format": "diffusers",
+          "push_to_hub": false
+        },
+        "datasets": [
+          {
+            "folder_path": "/workspace/ai-toolkit/datasets/watch_product",
+            "control_path": null,
+            "mask_path": null,
+            "mask_min_value": 0.1,
+            "default_caption": "",
+            "caption_ext": "txt",
+            "caption_dropout_rate": 0.05,
+            "cache_latents_to_disk": false,
+            "is_reg": false,
+            "network_weight": 1,
+            "resolution": [
+              512,
+              768,
+              1024,
+              1280,
+              1536
+            ],
+            "controls": []
+          }
+        ],
+        "train": {
+          "batch_size": 1,
+          "bypass_guidance_embedding": false,
+          "steps": 4000,
+          "gradient_accumulation": 1,
+          "train_unet": true,
+          "train_text_encoder": false,
+          "gradient_checkpointing": true,
+          "noise_scheduler": "flowmatch",
+          "optimizer": "adamw8bit",
+          "timestep_type": "shift",
+          "content_or_style": "balanced",
+          "optimizer_params": {
+            "weight_decay": 0.0001
+          },
+          "unload_text_encoder": false,
+          "lr": 0.0002,
+          "ema_config": {
+            "use_ema": false,
+            "ema_decay": 0.99
+          },
+          "dtype": "bf16",
+          "diff_output_preservation": false,
+          "diff_output_preservation_multiplier": 1,
+          "diff_output_preservation_class": "person"
+        },
+        "model": {
+          "name_or_path": "black-forest-labs/FLUX.1-dev",
+          "quantize": false,
+          "quantize_te": true,
+          "arch": "flux",
+          "low_vram": false,
+          "model_kwargs": {}
+        },
+        "sample": {
+          "sampler": "flowmatch",
+          "sample_every": 500,
+          "width": 1024,
+          "height": 1024,
+          "prompts": [
+            "Looking at this striking Rolex Milgauss with its distinctive blue dial and green-tinted crystal, here's a prompt adapted to match this specific timepiece:  ---  A high-resolution, ultra-minimalist, and moody cinematic product photograph of the stainless steel Rolex Milgauss with its distinctive electric blue dial and signature green-tinted sapphire crystal. The watch is presented as the sole, sharp focus, positioned elegantly and centrally, giving the impression of floating within a vast expanse of negative space (occupying 60-70% of the frame).  The scene is bathed in light from a single, dramatic directional light source, meticulously positioned to cast deep, atmospheric shadows and create exquisite, precise highlights that dance across the watch's polished stainless steel case and bracelet, illuminate the unique green crystal bezel, and emphasize the mesmerizing electric blue sunburst pattern of the dial with its distinctive orange lightning bolt seconds hand. Reflections on the watch's metallic surfaces are subtle yet pronounced, adding depth and dimension.  The color palette draws inspiration directly from the watch's signature elements: deep ocean blues, vibrant electric blues, subtle green undertones, and cool steel grays. The background is a seamless, soft gradient that transitions from a rich, dark navy-blue directly behind the watch, subtly fading into a lighter, ethereal steel-blue or cool grey as it extends outwards, creating a profound sense of depth and atmosphere.  Subtly integrated into the creamy, cinematic bokeh of the background, no more than one or two elements are discernible, rendered in extreme, artistic blur to maintain the watch as the undeniable focal point: * Either a single, sleek metallic surface or geometric element in brushed steel, gently blurred and appearing to echo the watch's industrial precision, * Or a hint of subtle electrical or scientific equipment silhouettes, their forms providing a subtle nod to the watch's antimagnetic heritage and scientific legacy.  The depth of field is extremely shallow, ensuring only the watch is in crisp, exquisite focus, while all surrounding elements melt into a dreamlike, soft blur, creating a distinct separation. The overall aesthetic exudes technical sophistication and modern precision. The watch should feel as though it is emerging from or dissolving into the moody atmosphere, with the subtle play of light and shadow being the primary driver of mood rather than overt props. The composition emphasizes scientific elegance through its cool lighting, precise details, and balanced technical aesthetic.  **Artistic Styles:** Cinematic Photography, Ultra-Minimalist Product Photography, Mood Photography, High-Tech Still Life. **Camera:** High-end mirrorless camera (e.g., Phase One XF or Hasselblad X1D II) **Lens:** 120mm Macro lens (for exceptional detail and creamy bokeh) **Lighting:** Single Profoto D2 monolight with a large softbox and grid, precisely feathered to create dramatic highlights and deep fall-off. **Film Stock/Grade:** Inspired by Kodak Ektar 100, with a rich, saturated cinematic color grade emphasizing cool blues and steel tones with dramatic contrast. **Aspect Ratio:** 21:9 for an ultra-wide, immersive cinematic feel.",
+            "A high-resolution, ultra-minimalist, and moody cinematic product photograph of the rose gold women's watch with its distinctive white mother-of-pearl dial featuring an elegant golden butterfly motif and fine mesh bracelet. The watch is presented as the primary focus, positioned elegantly on a polished dark surface that creates a perfect mirror reflection, giving the impression of floating within a sophisticated tabletop setting occupying 60-70% of the frame.  The scene is bathed in warm, diffused natural light from a single directional source, meticulously positioned to cast soft, atmospheric shadows and create exquisite, precise highlights that dance across the watch's polished rose gold case and intricate mesh bracelet, illuminate the lustrous mother-of-pearl dial, and emphasize the delicate golden butterfly centerpiece. The polished surface beneath creates stunning reflections that double the visual impact while maintaining elegant symmetry.  The color palette draws inspiration directly from the watch's luxurious finishes: warm rose gold, lustrous white pearl, soft champagne, and rich chocolate browns. The background features a seamless gradient transitioning from deep charcoal-brown in the upper portion to a lighter, warm taupe as it extends downward, creating profound depth and sophisticated atmosphere.  Subtly integrated into the refined composition, a few carefully chosen elements appear in soft focus to maintain the watch as the undeniable focal point: a pristine white ceramic dish with golden rim details positioned to complement the watch's luxury aesthetic, and a delicate golden chain ring that echoes the watch's precious metal finish, both rendered with gentle blur to enhance rather than distract from the timepiece.  The depth of field is precisely controlled, ensuring the watch and its reflection remain in crisp, exquisite focus while all surrounding elements dissolve into a dreamlike, soft blur. The overall aesthetic exudes refined femininity and timeless elegance. The watch appears to emerge from the moody atmosphere through subtle interplay of light, shadow, and reflection, with the polished surface serving as both stage and mirror.  Artistic Styles: Cinematic Photography, Ultra-Minimalist Product Photography, Luxury Still Life, Reflective Surface Photography. Camera: High-end mirrorless camera. Lens: 120mm Macro lens for exceptional detail and creamy bokeh. Lighting: Single softbox with honeycomb grid, precisely feathered to create dramatic highlights and gentle fall-off. Film Stock/Grade: Inspired by Kodak Portra 160, with rich, warm cinematic color grade emphasizing golden tones and soft contrast. Aspect Ratio: 4:3 for classic, refined composition.",
+            "A high-resolution, ultra-minimalist, and moody cinematic product photograph of the stainless steel automatic watch with its distinctive emerald green dial and integrated steel bracelet. The watch is presented as the sole, sharp focus, positioned elegantly and centrally on a vibrant emerald green surface, giving the impression of floating within a carefully curated monochromatic environment occupying 60-70% of the frame.  The scene is bathed in even, diffused lighting from multiple soft sources, meticulously positioned to eliminate harsh shadows while creating subtle, precise highlights that dance across the watch's polished stainless steel case and bracelet links, illuminate the lustrous emerald green dial with its applied hour markers, and emphasize the clean, contemporary design aesthetic. The lighting creates gentle gradients across the green surface beneath.  The color palette is strictly monochromatic, drawing inspiration from various shades and tones of green: vibrant emerald, deep forest green, sage green, and subtle mint undertones. The background is a seamless emerald green surface that provides perfect color harmony with the watch dial, creating a bold, contemporary aesthetic that emphasizes the timepiece's striking green face.  Subtly integrated into the composition, several carefully chosen elements appear in soft focus around the watch to maintain it as the undeniable focal point: a geometric terrarium containing a small cactus with prominent spines, a perforated green speaker or audio device, a dark green glass bottle, and small geometric accessories, all rendered in gentle blur to create visual interest while supporting the monochromatic theme.  The depth of field is precisely controlled, ensuring only the watch remains in crisp, exquisite focus while all surrounding elements dissolve into a complementary soft blur. The overall aesthetic exudes modern sophistication and bold contemporary style. The watch appears to emerge from the monochromatic green environment through careful lighting and selective focus, with the vibrant surface serving as both stage and color story.  Artistic Styles: Contemporary Product Photography, Monochromatic Still Life, Modern Minimalist Photography, Color Story Photography. Camera: High-end mirrorless camera. Lens: 85mm lens for natural perspective and smooth bokeh. Lighting: Multiple LED panels with diffusion for even, shadow-free illumination. Film Stock/Grade: Digital capture with vibrant, saturated color grade emphasizing green tones and contemporary contrast. Aspect Ratio: 1:1 for modern, social media optimized composition.",
+            "A high-resolution, ultra-minimalist, and moody cinematic product photograph of the rose gold women's watch with its clean white dial and polished rose gold bracelet. The watch is presented as the sole, sharp focus, positioned elegantly on a delicate embroidered cream linen fabric, giving the impression of floating within a soft, romantic textile environment occupying 60-70% of the frame.  The scene is bathed in warm, golden hour sunlight streaming through what appears to be a nearby window, creating beautiful directional lighting that casts gentle, flowing shadows across the flowing fabric and creates exquisite, precise highlights that dance across the watch's polished rose gold case and bracelet links, illuminate the pristine white dial with its minimalist hour markers, and emphasize the luxurious warm metallic finish. The natural lighting creates organic shadow patterns that flow with the fabric's natural folds and curves.  The color palette is soft and romantic, drawing inspiration from warm, feminine tones: lustrous rose gold, warm cream, soft ivory, pale pink undertones, and gentle peachy beige. The background features flowing cream-colored linen fabric with delicate floral embroidery in soft pink and sage green, creating a dreamy, ethereal atmosphere that perfectly complements the watch's elegant femininity.  Subtly integrated into the composition, the fabric's natural texture and embroidered floral details appear in gentle focus around the watch, with the embroidered pink flowers and green leaves creating subtle pops of color while maintaining the watch as the undeniable focal point. The fabric flows naturally with soft folds and curves, creating an organic, romantic setting that suggests luxury and feminine sophistication.  The depth of field is precisely controlled, ensuring only the watch remains in crisp, exquisite focus while the surrounding fabric and embroidery dissolve into a dreamy, soft blur. The overall aesthetic exudes romantic elegance and timeless femininity. The watch appears to emerge from the soft textile environment through the interplay of warm natural light and delicate fabric textures.  Artistic Styles: Romantic Lifestyle Photography, Soft Light Product Photography, Textile Styling Photography, Natural Light Portraiture. Camera: High-end mirrorless camera. Lens: 85mm lens for natural compression and creamy bokeh. Lighting: Natural window light with subtle fill card for even exposure. Film Stock/Grade: Inspired by Kodak Portra 400 with warm, romantic color grade emphasizing golden tones and soft contrast. Aspect Ratio: 4:5 for modern, elegant composition."
+          ],
+          "neg": "",
+          "seed": 42,
+          "walk_seed": true,
+          "guidance_scale": 3,
+          "sample_steps": 30,
+          "num_frames": 1,
+          "fps": 1
+        }
+      }
+    ]
+  },
+  "meta": {
+    "name": "[name]",
+    "version": "1.0"
+  }
+}

README.md

@@ -0,0 +1,192 @@
+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- ai-toolkit
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: watch
+license: other
+license_name: flux-1-dev-non-commercial-license
+license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md
+widget:
+- text: 'Looking at this striking Rolex Milgauss with its distinctive blue dial and
+    green-tinted crystal, here''s a prompt adapted to match this specific timepiece:  ---  A
+    high-resolution, ultra-minimalist, and moody cinematic product photograph of the
+    stainless steel Rolex Milgauss with its distinctive electric blue dial and signature
+    green-tinted sapphire crystal. The watch is presented as the sole, sharp focus,
+    positioned elegantly and centrally, giving the impression of floating within a
+    vast expanse of negative space (occupying 60-70% of the frame).  The scene is
+    bathed in light from a single, dramatic directional light source, meticulously
+    positioned to cast deep, atmospheric shadows and create exquisite, precise highlights
+    that dance across the watch''s polished stainless steel case and bracelet, illuminate
+    the unique green crystal bezel, and emphasize the mesmerizing electric blue sunburst
+    pattern of the dial with its distinctive orange lightning bolt seconds hand. Reflections
+    on the watch''s metallic surfaces are subtle yet pronounced, adding depth and
+    dimension.  The color palette draws inspiration directly from the watch''s signature
+    elements: deep ocean blues, vibrant electric blues, subtle green undertones, and
+    cool steel grays. The background is a seamless, soft gradient that transitions
+    from a rich, dark navy-blue directly behind the watch, subtly fading into a lighter,
+    ethereal steel-blue or cool grey as it extends outwards, creating a profound sense
+    of depth and atmosphere.  Subtly integrated into the creamy, cinematic bokeh of
+    the background, no more than one or two elements are discernible, rendered in
+    extreme, artistic blur to maintain the watch as the undeniable focal point: *
+    Either a single, sleek metallic surface or geometric element in brushed steel,
+    gently blurred and appearing to echo the watch''s industrial precision, * Or a
+    hint of subtle electrical or scientific equipment silhouettes, their forms providing
+    a subtle nod to the watch''s antimagnetic heritage and scientific legacy.  The
+    depth of field is extremely shallow, ensuring only the watch is in crisp, exquisite
+    focus, while all surrounding elements melt into a dreamlike, soft blur, creating
+    a distinct separation. The overall aesthetic exudes technical sophistication and
+    modern precision. The watch should feel as though it is emerging from or dissolving
+    into the moody atmosphere, with the subtle play of light and shadow being the
+    primary driver of mood rather than overt props. The composition emphasizes scientific
+    elegance through its cool lighting, precise details, and balanced technical aesthetic.  **Artistic
+    Styles:** Cinematic Photography, Ultra-Minimalist Product Photography, Mood Photography,
+    High-Tech Still Life. **Camera:** High-end mirrorless camera (e.g., Phase One
+    XF or Hasselblad X1D II) **Lens:** 120mm Macro lens (for exceptional detail and
+    creamy bokeh) **Lighting:** Single Profoto D2 monolight with a large softbox and
+    grid, precisely feathered to create dramatic highlights and deep fall-off. **Film
+    Stock/Grade:** Inspired by Kodak Ektar 100, with a rich, saturated cinematic color
+    grade emphasizing cool blues and steel tones with dramatic contrast. **Aspect
+    Ratio:** 21:9 for an ultra-wide, immersive cinematic feel.'
+  output:
+    url: samples/1752085633769__000004000_3.jpg
+- text: 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+    of the rose gold women''s watch with its distinctive white mother-of-pearl dial
+    featuring an elegant golden butterfly motif and fine mesh bracelet. The watch
+    is presented as the primary focus, positioned elegantly on a polished dark surface
+    that creates a perfect mirror reflection, giving the impression of floating within
+    a sophisticated tabletop setting occupying 60-70% of the frame.  The scene is
+    bathed in warm, diffused natural light from a single directional source, meticulously
+    positioned to cast soft, atmospheric shadows and create exquisite, precise highlights
+    that dance across the watch''s polished rose gold case and intricate mesh bracelet,
+    illuminate the lustrous mother-of-pearl dial, and emphasize the delicate golden
+    butterfly centerpiece. The polished surface beneath creates stunning reflections
+    that double the visual impact while maintaining elegant symmetry.  The color palette
+    draws inspiration directly from the watch''s luxurious finishes: warm rose gold,
+    lustrous white pearl, soft champagne, and rich chocolate browns. The background
+    features a seamless gradient transitioning from deep charcoal-brown in the upper
+    portion to a lighter, warm taupe as it extends downward, creating profound depth
+    and sophisticated atmosphere.  Subtly integrated into the refined composition,
+    a few carefully chosen elements appear in soft focus to maintain the watch as
+    the undeniable focal point: a pristine white ceramic dish with golden rim details
+    positioned to complement the watch''s luxury aesthetic, and a delicate golden
+    chain ring that echoes the watch''s precious metal finish, both rendered with
+    gentle blur to enhance rather than distract from the timepiece.  The depth of
+    field is precisely controlled, ensuring the watch and its reflection remain in
+    crisp, exquisite focus while all surrounding elements dissolve into a dreamlike,
+    soft blur. The overall aesthetic exudes refined femininity and timeless elegance.
+    The watch appears to emerge from the moody atmosphere through subtle interplay
+    of light, shadow, and reflection, with the polished surface serving as both stage
+    and mirror.  Artistic Styles: Cinematic Photography, Ultra-Minimalist Product
+    Photography, Luxury Still Life, Reflective Surface Photography. Camera: High-end
+    mirrorless camera. Lens: 120mm Macro lens for exceptional detail and creamy bokeh.
+    Lighting: Single softbox with honeycomb grid, precisely feathered to create dramatic
+    highlights and gentle fall-off. Film Stock/Grade: Inspired by Kodak Portra 160,
+    with rich, warm cinematic color grade emphasizing golden tones and soft contrast.
+    Aspect Ratio: 4:3 for classic, refined composition.'
+  output:
+    url: samples/1752085616034__000004000_2.jpg
+- text: 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+    of the stainless steel automatic watch with its distinctive emerald green dial
+    and integrated steel bracelet. The watch is presented as the sole, sharp focus,
+    positioned elegantly and centrally on a vibrant emerald green surface, giving
+    the impression of floating within a carefully curated monochromatic environment
+    occupying 60-70% of the frame.  The scene is bathed in even, diffused lighting
+    from multiple soft sources, meticulously positioned to eliminate harsh shadows
+    while creating subtle, precise highlights that dance across the watch''s polished
+    stainless steel case and bracelet links, illuminate the lustrous emerald green
+    dial with its applied hour markers, and emphasize the clean, contemporary design
+    aesthetic. The lighting creates gentle gradients across the green surface beneath.  The
+    color palette is strictly monochromatic, drawing inspiration from various shades
+    and tones of green: vibrant emerald, deep forest green, sage green, and subtle
+    mint undertones. The background is a seamless emerald green surface that provides
+    perfect color harmony with the watch dial, creating a bold, contemporary aesthetic
+    that emphasizes the timepiece''s striking green face.  Subtly integrated into
+    the composition, several carefully chosen elements appear in soft focus around
+    the watch to maintain it as the undeniable focal point: a geometric terrarium
+    containing a small cactus with prominent spines, a perforated green speaker or
+    audio device, a dark green glass bottle, and small geometric accessories, all
+    rendered in gentle blur to create visual interest while supporting the monochromatic
+    theme.  The depth of field is precisely controlled, ensuring only the watch remains
+    in crisp, exquisite focus while all surrounding elements dissolve into a complementary
+    soft blur. The overall aesthetic exudes modern sophistication and bold contemporary
+    style. The watch appears to emerge from the monochromatic green environment through
+    careful lighting and selective focus, with the vibrant surface serving as both
+    stage and color story.  Artistic Styles: Contemporary Product Photography, Monochromatic
+    Still Life, Modern Minimalist Photography, Color Story Photography. Camera: High-end
+    mirrorless camera. Lens: 85mm lens for natural perspective and smooth bokeh. Lighting:
+    Multiple LED panels with diffusion for even, shadow-free illumination. Film Stock/Grade:
+    Digital capture with vibrant, saturated color grade emphasizing green tones and
+    contemporary contrast. Aspect Ratio: 1:1 for modern, social media optimized composition.'
+  output:
+    url: samples/1752085598288__000004000_1.jpg
+- text: 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+    of the rose gold women''s watch with its clean white dial and polished rose gold
+    bracelet. The watch is presented as the sole, sharp focus, positioned elegantly
+    on a delicate embroidered cream linen fabric, giving the impression of floating
+    within a soft, romantic textile environment occupying 60-70% of the frame.  The
+    scene is bathed in warm, golden hour sunlight streaming through what appears to
+    be a nearby window, creating beautiful directional lighting that casts gentle,
+    flowing shadows across the flowing fabric and creates exquisite, precise highlights
+    that dance across the watch''s polished rose gold case and bracelet links, illuminate
+    the pristine white dial with its minimalist hour markers, and emphasize the luxurious
+    warm metallic finish. The natural lighting creates organic shadow patterns that
+    flow with the fabric''s natural folds and curves.  The color palette is soft and
+    romantic, drawing inspiration from warm, feminine tones: lustrous rose gold, warm
+    cream, soft ivory, pale pink undertones, and gentle peachy beige. The background
+    features flowing cream-colored linen fabric with delicate floral embroidery in
+    soft pink and sage green, creating a dreamy, ethereal atmosphere that perfectly
+    complements the watch''s elegant femininity.  Subtly integrated into the composition,
+    the fabric''s natural texture and embroidered floral details appear in gentle
+    focus around the watch, with the embroidered pink flowers and green leaves creating
+    subtle pops of color while maintaining the watch as the undeniable focal point.
+    The fabric flows naturally with soft folds and curves, creating an organic, romantic
+    setting that suggests luxury and feminine sophistication.  The depth of field
+    is precisely controlled, ensuring only the watch remains in crisp, exquisite focus
+    while the surrounding fabric and embroidery dissolve into a dreamy, soft blur.
+    The overall aesthetic exudes romantic elegance and timeless femininity. The watch
+    appears to emerge from the soft textile environment through the interplay of warm
+    natural light and delicate fabric textures.  Artistic Styles: Romantic Lifestyle
+    Photography, Soft Light Product Photography, Textile Styling Photography, Natural
+    Light Portraiture. Camera: High-end mirrorless camera. Lens: 85mm lens for natural
+    compression and creamy bokeh. Lighting: Natural window light with subtle fill
+    card for even exposure. Film Stock/Grade: Inspired by Kodak Portra 400 with warm,
+    romantic color grade emphasizing golden tones and soft contrast. Aspect Ratio:
+    4:5 for modern, elegant composition.'
+  output:
+    url: samples/1752085580503__000004000_0.jpg
+---
+
+# watch_product
+
+Model trained with AI Toolkit by Ostris
+
+<Gallery />
+
+## Trigger words
+
+You should use `watch` to trigger the image generation.
+
+## Download model and use it with ComfyUI, AUTOMATIC1111, SD.Next, Invoke AI, etc.
+
+Weights for this model are available in Safetensors format.
+
+[Download](/username/watch_product/tree/main) them in the Files & versions tab.
+
+## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
+
+```py
+from diffusers import AutoPipelineForText2Image
+import torch
+
+pipeline = AutoPipelineForText2Image.from_pretrained('black-forest-labs/FLUX.1-dev', torch_dtype=torch.bfloat16).to('cuda')
+pipeline.load_lora_weights('username/watch_product', weight_name='watch_product.safetensors')
+image = pipeline('Looking at this striking Rolex Milgauss with its distinctive blue dial and green-tinted crystal, here's a prompt adapted to match this specific timepiece:  ---  A high-resolution, ultra-minimalist, and moody cinematic product photograph of the stainless steel Rolex Milgauss with its distinctive electric blue dial and signature green-tinted sapphire crystal. The watch is presented as the sole, sharp focus, positioned elegantly and centrally, giving the impression of floating within a vast expanse of negative space (occupying 60-70% of the frame).  The scene is bathed in light from a single, dramatic directional light source, meticulously positioned to cast deep, atmospheric shadows and create exquisite, precise highlights that dance across the watch's polished stainless steel case and bracelet, illuminate the unique green crystal bezel, and emphasize the mesmerizing electric blue sunburst pattern of the dial with its distinctive orange lightning bolt seconds hand. Reflections on the watch's metallic surfaces are subtle yet pronounced, adding depth and dimension.  The color palette draws inspiration directly from the watch's signature elements: deep ocean blues, vibrant electric blues, subtle green undertones, and cool steel grays. The background is a seamless, soft gradient that transitions from a rich, dark navy-blue directly behind the watch, subtly fading into a lighter, ethereal steel-blue or cool grey as it extends outwards, creating a profound sense of depth and atmosphere.  Subtly integrated into the creamy, cinematic bokeh of the background, no more than one or two elements are discernible, rendered in extreme, artistic blur to maintain the watch as the undeniable focal point: * Either a single, sleek metallic surface or geometric element in brushed steel, gently blurred and appearing to echo the watch's industrial precision, * Or a hint of subtle electrical or scientific equipment silhouettes, their forms providing a subtle nod to the watch's antimagnetic heritage and scientific legacy.  The depth of field is extremely shallow, ensuring only the watch is in crisp, exquisite focus, while all surrounding elements melt into a dreamlike, soft blur, creating a distinct separation. The overall aesthetic exudes technical sophistication and modern precision. The watch should feel as though it is emerging from or dissolving into the moody atmosphere, with the subtle play of light and shadow being the primary driver of mood rather than overt props. The composition emphasizes scientific elegance through its cool lighting, precise details, and balanced technical aesthetic.  **Artistic Styles:** Cinematic Photography, Ultra-Minimalist Product Photography, Mood Photography, High-Tech Still Life. **Camera:** High-end mirrorless camera (e.g., Phase One XF or Hasselblad X1D II) **Lens:** 120mm Macro lens (for exceptional detail and creamy bokeh) **Lighting:** Single Profoto D2 monolight with a large softbox and grid, precisely feathered to create dramatic highlights and deep fall-off. **Film Stock/Grade:** Inspired by Kodak Ektar 100, with a rich, saturated cinematic color grade emphasizing cool blues and steel tones with dramatic contrast. **Aspect Ratio:** 21:9 for an ultra-wide, immersive cinematic feel.').images[0]
+image.save("my_image.png")
+```
+
+For more details, including weighting, merging and fusing LoRAs, check the [documentation on loading LoRAs in diffusers](https://huggingface.co/docs/diffusers/main/en/using-diffusers/loading_adapters)

config.yaml

@@ -0,0 +1,236 @@
+job: extension
+config:
+  name: watch_product
+  process:
+  - type: ui_trainer
+    training_folder: /workspace/ai-toolkit/output
+    sqlite_db_path: /workspace/ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: watch
+    performance_log_every: 10
+    network:
+      type: lora
+      linear: 64
+      linear_alpha: 64
+      conv: 16
+      conv_alpha: 16
+      lokr_full_rank: true
+      lokr_factor: -1
+      network_kwargs:
+        ignore_if_contains: []
+    save:
+      dtype: bf16
+      save_every: 500
+      max_step_saves_to_keep: 8
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /workspace/ai-toolkit/datasets/watch_product
+      control_path: null
+      mask_path: null
+      mask_min_value: 0.1
+      default_caption: ''
+      caption_ext: txt
+      caption_dropout_rate: 0.05
+      cache_latents_to_disk: false
+      is_reg: false
+      network_weight: 1
+      resolution:
+      - 512
+      - 768
+      - 1024
+      - 1280
+      - 1536
+      controls: []
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 4000
+      gradient_accumulation: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      timestep_type: shift
+      content_or_style: balanced
+      optimizer_params:
+        weight_decay: 0.0001
+      unload_text_encoder: false
+      lr: 0.0002
+      ema_config:
+        use_ema: false
+        ema_decay: 0.99
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: person
+    model:
+      name_or_path: black-forest-labs/FLUX.1-dev
+      quantize: false
+      quantize_te: true
+      arch: flux
+      low_vram: false
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 500
+      width: 1024
+      height: 1024
+      prompts:
+      - 'Looking at this striking Rolex Milgauss with its distinctive blue dial and
+        green-tinted crystal, here''s a prompt adapted to match this specific timepiece:  ---  A
+        high-resolution, ultra-minimalist, and moody cinematic product photograph
+        of the stainless steel Rolex Milgauss with its distinctive electric blue dial
+        and signature green-tinted sapphire crystal. The watch is presented as the
+        sole, sharp focus, positioned elegantly and centrally, giving the impression
+        of floating within a vast expanse of negative space (occupying 60-70% of the
+        frame).  The scene is bathed in light from a single, dramatic directional
+        light source, meticulously positioned to cast deep, atmospheric shadows and
+        create exquisite, precise highlights that dance across the watch''s polished
+        stainless steel case and bracelet, illuminate the unique green crystal bezel,
+        and emphasize the mesmerizing electric blue sunburst pattern of the dial with
+        its distinctive orange lightning bolt seconds hand. Reflections on the watch''s
+        metallic surfaces are subtle yet pronounced, adding depth and dimension.  The
+        color palette draws inspiration directly from the watch''s signature elements:
+        deep ocean blues, vibrant electric blues, subtle green undertones, and cool
+        steel grays. The background is a seamless, soft gradient that transitions
+        from a rich, dark navy-blue directly behind the watch, subtly fading into
+        a lighter, ethereal steel-blue or cool grey as it extends outwards, creating
+        a profound sense of depth and atmosphere.  Subtly integrated into the creamy,
+        cinematic bokeh of the background, no more than one or two elements are discernible,
+        rendered in extreme, artistic blur to maintain the watch as the undeniable
+        focal point: * Either a single, sleek metallic surface or geometric element
+        in brushed steel, gently blurred and appearing to echo the watch''s industrial
+        precision, * Or a hint of subtle electrical or scientific equipment silhouettes,
+        their forms providing a subtle nod to the watch''s antimagnetic heritage and
+        scientific legacy.  The depth of field is extremely shallow, ensuring only
+        the watch is in crisp, exquisite focus, while all surrounding elements melt
+        into a dreamlike, soft blur, creating a distinct separation. The overall aesthetic
+        exudes technical sophistication and modern precision. The watch should feel
+        as though it is emerging from or dissolving into the moody atmosphere, with
+        the subtle play of light and shadow being the primary driver of mood rather
+        than overt props. The composition emphasizes scientific elegance through its
+        cool lighting, precise details, and balanced technical aesthetic.  **Artistic
+        Styles:** Cinematic Photography, Ultra-Minimalist Product Photography, Mood
+        Photography, High-Tech Still Life. **Camera:** High-end mirrorless camera
+        (e.g., Phase One XF or Hasselblad X1D II) **Lens:** 120mm Macro lens (for
+        exceptional detail and creamy bokeh) **Lighting:** Single Profoto D2 monolight
+        with a large softbox and grid, precisely feathered to create dramatic highlights
+        and deep fall-off. **Film Stock/Grade:** Inspired by Kodak Ektar 100, with
+        a rich, saturated cinematic color grade emphasizing cool blues and steel tones
+        with dramatic contrast. **Aspect Ratio:** 21:9 for an ultra-wide, immersive
+        cinematic feel.'
+      - 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+        of the rose gold women''s watch with its distinctive white mother-of-pearl
+        dial featuring an elegant golden butterfly motif and fine mesh bracelet. The
+        watch is presented as the primary focus, positioned elegantly on a polished
+        dark surface that creates a perfect mirror reflection, giving the impression
+        of floating within a sophisticated tabletop setting occupying 60-70% of the
+        frame.  The scene is bathed in warm, diffused natural light from a single
+        directional source, meticulously positioned to cast soft, atmospheric shadows
+        and create exquisite, precise highlights that dance across the watch''s polished
+        rose gold case and intricate mesh bracelet, illuminate the lustrous mother-of-pearl
+        dial, and emphasize the delicate golden butterfly centerpiece. The polished
+        surface beneath creates stunning reflections that double the visual impact
+        while maintaining elegant symmetry.  The color palette draws inspiration directly
+        from the watch''s luxurious finishes: warm rose gold, lustrous white pearl,
+        soft champagne, and rich chocolate browns. The background features a seamless
+        gradient transitioning from deep charcoal-brown in the upper portion to a
+        lighter, warm taupe as it extends downward, creating profound depth and sophisticated
+        atmosphere.  Subtly integrated into the refined composition, a few carefully
+        chosen elements appear in soft focus to maintain the watch as the undeniable
+        focal point: a pristine white ceramic dish with golden rim details positioned
+        to complement the watch''s luxury aesthetic, and a delicate golden chain ring
+        that echoes the watch''s precious metal finish, both rendered with gentle
+        blur to enhance rather than distract from the timepiece.  The depth of field
+        is precisely controlled, ensuring the watch and its reflection remain in crisp,
+        exquisite focus while all surrounding elements dissolve into a dreamlike,
+        soft blur. The overall aesthetic exudes refined femininity and timeless elegance.
+        The watch appears to emerge from the moody atmosphere through subtle interplay
+        of light, shadow, and reflection, with the polished surface serving as both
+        stage and mirror.  Artistic Styles: Cinematic Photography, Ultra-Minimalist
+        Product Photography, Luxury Still Life, Reflective Surface Photography. Camera:
+        High-end mirrorless camera. Lens: 120mm Macro lens for exceptional detail
+        and creamy bokeh. Lighting: Single softbox with honeycomb grid, precisely
+        feathered to create dramatic highlights and gentle fall-off. Film Stock/Grade:
+        Inspired by Kodak Portra 160, with rich, warm cinematic color grade emphasizing
+        golden tones and soft contrast. Aspect Ratio: 4:3 for classic, refined composition.'
+      - 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+        of the stainless steel automatic watch with its distinctive emerald green
+        dial and integrated steel bracelet. The watch is presented as the sole, sharp
+        focus, positioned elegantly and centrally on a vibrant emerald green surface,
+        giving the impression of floating within a carefully curated monochromatic
+        environment occupying 60-70% of the frame.  The scene is bathed in even, diffused
+        lighting from multiple soft sources, meticulously positioned to eliminate
+        harsh shadows while creating subtle, precise highlights that dance across
+        the watch''s polished stainless steel case and bracelet links, illuminate
+        the lustrous emerald green dial with its applied hour markers, and emphasize
+        the clean, contemporary design aesthetic. The lighting creates gentle gradients
+        across the green surface beneath.  The color palette is strictly monochromatic,
+        drawing inspiration from various shades and tones of green: vibrant emerald,
+        deep forest green, sage green, and subtle mint undertones. The background
+        is a seamless emerald green surface that provides perfect color harmony with
+        the watch dial, creating a bold, contemporary aesthetic that emphasizes the
+        timepiece''s striking green face.  Subtly integrated into the composition,
+        several carefully chosen elements appear in soft focus around the watch to
+        maintain it as the undeniable focal point: a geometric terrarium containing
+        a small cactus with prominent spines, a perforated green speaker or audio
+        device, a dark green glass bottle, and small geometric accessories, all rendered
+        in gentle blur to create visual interest while supporting the monochromatic
+        theme.  The depth of field is precisely controlled, ensuring only the watch
+        remains in crisp, exquisite focus while all surrounding elements dissolve
+        into a complementary soft blur. The overall aesthetic exudes modern sophistication
+        and bold contemporary style. The watch appears to emerge from the monochromatic
+        green environment through careful lighting and selective focus, with the vibrant
+        surface serving as both stage and color story.  Artistic Styles: Contemporary
+        Product Photography, Monochromatic Still Life, Modern Minimalist Photography,
+        Color Story Photography. Camera: High-end mirrorless camera. Lens: 85mm lens
+        for natural perspective and smooth bokeh. Lighting: Multiple LED panels with
+        diffusion for even, shadow-free illumination. Film Stock/Grade: Digital capture
+        with vibrant, saturated color grade emphasizing green tones and contemporary
+        contrast. Aspect Ratio: 1:1 for modern, social media optimized composition.'
+      - 'A high-resolution, ultra-minimalist, and moody cinematic product photograph
+        of the rose gold women''s watch with its clean white dial and polished rose
+        gold bracelet. The watch is presented as the sole, sharp focus, positioned
+        elegantly on a delicate embroidered cream linen fabric, giving the impression
+        of floating within a soft, romantic textile environment occupying 60-70% of
+        the frame.  The scene is bathed in warm, golden hour sunlight streaming through
+        what appears to be a nearby window, creating beautiful directional lighting
+        that casts gentle, flowing shadows across the flowing fabric and creates exquisite,
+        precise highlights that dance across the watch''s polished rose gold case
+        and bracelet links, illuminate the pristine white dial with its minimalist
+        hour markers, and emphasize the luxurious warm metallic finish. The natural
+        lighting creates organic shadow patterns that flow with the fabric''s natural
+        folds and curves.  The color palette is soft and romantic, drawing inspiration
+        from warm, feminine tones: lustrous rose gold, warm cream, soft ivory, pale
+        pink undertones, and gentle peachy beige. The background features flowing
+        cream-colored linen fabric with delicate floral embroidery in soft pink and
+        sage green, creating a dreamy, ethereal atmosphere that perfectly complements
+        the watch''s elegant femininity.  Subtly integrated into the composition,
+        the fabric''s natural texture and embroidered floral details appear in gentle
+        focus around the watch, with the embroidered pink flowers and green leaves
+        creating subtle pops of color while maintaining the watch as the undeniable
+        focal point. The fabric flows naturally with soft folds and curves, creating
+        an organic, romantic setting that suggests luxury and feminine sophistication.  The
+        depth of field is precisely controlled, ensuring only the watch remains in
+        crisp, exquisite focus while the surrounding fabric and embroidery dissolve
+        into a dreamy, soft blur. The overall aesthetic exudes romantic elegance and
+        timeless femininity. The watch appears to emerge from the soft textile environment
+        through the interplay of warm natural light and delicate fabric textures.  Artistic
+        Styles: Romantic Lifestyle Photography, Soft Light Product Photography, Textile
+        Styling Photography, Natural Light Portraiture. Camera: High-end mirrorless
+        camera. Lens: 85mm lens for natural compression and creamy bokeh. Lighting:
+        Natural window light with subtle fill card for even exposure. Film Stock/Grade:
+        Inspired by Kodak Portra 400 with warm, romantic color grade emphasizing golden
+        tones and soft contrast. Aspect Ratio: 4:5 for modern, elegant composition.'
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 3
+      sample_steps: 30
+      num_frames: 1
+      fps: 1
+meta:
+  name: watch_product
+  version: '1.0'

optimizer.pt

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+size 699243652

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