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README.md

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+---
+tags:
+- diffusers
+- text-to-image
+- template:sd-lora
+- base_model:black-forest-labs/FLUX.1-dev
+- base_model:finetune:black-forest-labs/FLUX.1-dev
+- license:other
+- region:us
+- flux
+- lora
+widget:
+-   output:
+        url: samples/1732029954419__000002500_0.jpg
+    text: H0rr0rCONCEPT, profile portrait, closeup. A faceless humanoid figure with
+        a large horn protruding from its head and curving back towards the body is
+        featured prominently. The horn appears thick and robust. The creature's skin
+        showcases a mottled texture, similar to that of decayed flesh with dark spots
+        and patches throughout. The surface of the skin is punctuated by numerous
+        holes, some of which contain bright orange staples crisscrossing over them,
+        seemingly holding torn areas together. The figure is seen from the side. The
+        hand's index finger is extended upwards, in a gesture that is commonly associated
+        with sign of silence. Across the skin are what seem to be linear engravings
+        or brandings that form a series of straight lines connected at right angles,
+        resembling an abstract or symbolic design. In the background, there is a vague
+        impression of a desolate landscape, with what might be interpreted as shapes
+        resembling tombstones or monuments appearing at the upper right corner. The
+        humanoid is eyeless, noseless and earless.
+-   output:
+        url: samples/1732029981100__000002500_1.jpg
+    text: H0rr0rCONCEPT. A faceless creature with a humanoid-like torso and an elongated,
+        pointed head. Its body appears to be composed of a dark stone material with
+        pronounced ridges and contours that evoke a sense of biomechanical design.
+        In addition to the point on its head that resembles a huge horn, the creature
+        also has spike-like growths on its shoulders, elbows, and pelvis. The color
+        palette is dominated by dark tones, with a deep, charcoal base highlighted
+        by vibrant, lava-like orange streaks that trace the creature's anatomy in
+        a way that suggests a flowing energy or internal heat. The creature's arms
+        is raised and bent at the elbow, its hand featuring elongated, tapered fingers
+        that end in sharp points, conveying a menacing or predatory aspect. The ambient
+        light casts reflections and highlights off the creature's body, further enhancing
+        the texture and the contrast between the dark base color and the orange glow
+        that seems to outline and define its shape. The impression is one of a being
+        that is both organic and artificial, with an intimidating presence that is
+        accentuated by its stance and the predatory design.
+-   output:
+        url: samples/1732030007807__000002500_2.jpg
+    text: 'H0rr0rCONCEPT, black background. A humanoid multi-armed figure standing
+        against a dark, almost black background. The figure appears muscular, with
+        pronounced shoulders and four arms that are positioned slightly away from
+        its torso. The creature''s texture resembles torn flesh with large dark holes,
+        with hues ranging from dark browns to blacks, and some areas displaying what
+        could look like exposed muscle or inner tissue, possibly hinting at some form
+        of grotesque modification or a state of decomposition. The being''s head is
+        oval-shaped and featureless except for one giant hole in place of a face.
+        Below the head, the torso is marked by three large openings: two round holes
+        at the chest level and another gaping, irregularly shaped hollow at the abdomen,
+        further emphasizing the figure''s non-human and possibly macabre nature. The
+        edges of these openings have an organic and uneven look as if the material
+        has been eroded or torn away, and the inside of these voids is shrouded in
+        shadow, making it difficult to discern any underlying structure. Each arm
+        of the figure is slender and ends with hands that have distinct, long fingers.
+        The hands are held in a relaxed manner, with visible joints. The combination
+        of the figure''s pose, the textural details, and the obscured facial area
+        creates an image that may evoke a sense of intimidation, horror, or the uncanny.
+        The image is covered with a lot of white noise.'
+-   output:
+        url: samples/1732030034510__000002500_3.jpg
+    text: H0rr0rCONCEPT. A creature with a muscular upper torso, reminiscent of human
+        anatomy, yet its head and facial features are notably different, conveying
+        a sense of otherworldliness. The head is elongated and lacks recognizable
+        human features such as eyes, a nose, or a mouth. It is adorned with an array
+        of sharp, pointed protrusions that resemble teeth or spikes, extending from
+        the creature's from the neck through the face and wrapping around the elongated
+        back of its head. The skin of the creature exhibits a mix of dark purples,
+        subtle pink and flesh hues, with various shades creating depth and texture
+        throughout its form. Under subdued lighting, which casts soft shadows, the
+        creature appears to emerge from a murky, indistinct background, adding an
+        element of mystery and focus to its prominent figure. The overall image is
+        an evocative portrayal of a being that combines human-like physicality with
+        alien characteristics.
+-   output:
+        url: samples/1732030061172__000002500_4.jpg
+    text: H0rr0rCONCEPT, dark background. A figure shrouded in a flowing, red, organic
+        substance that appears both solid and sinewy. The skeletal structure, predominantly
+        a silvery-grey hue, is anatomically humanoid but possesses an elongated, arachnid-like
+        skull with sharp fangs and multiple elongated mandibles; these mandibles are
+        similar to those of a predator insect or alien creature. This skull is surmounted
+        by a large, shell-like crimson crest that arcs backward, extending into numerous
+        spine-like protrusions, each one tipped with a sharp end. The crest's surface
+        seems glossy, reflecting the light. The figure's eye sockets are empty, creating
+        a sense of hollowness and menace. The ribcage is exposed, revealing individual
+        ribs that appear articulate and well-defined. Attached to the torso and limbs
+        are remnants of this red, web-like material that drapes and intertwines with
+        the skeletal form, enhancing its sinister appearance. The intricacy of this
+        red material mimics vascular or muscular systems, adding a biological complexity
+        to the entity. It cascades down from the figure's open ribcage, coalescing
+        into a billowing, skirt-like form rich with darker undertones of maroon and
+        nearly black in the densest areas. Strands and filaments of this matter extend
+        outward, trailing onto the ground where the figure stands, and it seems to
+        be in motion, as though it is slightly buoyant or alive with a simmering energy.
+        The figure's arms are outstretched to the sides, bony hands with elongated
+        fingers are poised as if in the midst of a ritual or expressing a silent command.
+        The presence of this creature is one of foreboding and otherworldliness, as
+        if it has stepped out of a nightmarish vision or an alternate dimension where
+        the lines between the living and the dead, the organic and the skeletal, are
+        unsettlingly blurred. The background is a nondescript, neutral grey, offering
+        no context which allows the entirety of focus to be drawn to the eerie majesty
+        of the figure itself.
+base_model: black-forest-labs/FLUX.1-dev
+trigger: H0rr0rCONCEPT
+instance_prompt: H0rr0rCONCEPT
+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
+---
+# horror-concept-art_v3-test
+Model trained with [AI Toolkit by Ostris](https://github.com/ostris/ai-toolkit) under the [Glif Loradex program](https://huggingface.co/glif-loradex-trainer) by [Glif](https://glif.app) user `001`.
+<Gallery />
+## Trigger words
+You should use `H0rr0rCONCEPT` to trigger the image generation.
+## Download model
+Weights for this model are available in Safetensors format.
+[Download](/glif-loradex-trainer/001_horror-concept-art_v3-test/tree/main) them in the Files & versions tab.
+
+## License
+This model is licensed under the [flux-1-dev-non-commercial-license](https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md).
+

config.yaml

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+config:
+  name: horror-concept-art_v3-test
+  process:
+  - datasets:
+    - cache_latents_to_disk: true
+      caption_dropout_rate: 0.2
+      caption_ext: txt
+      folder_path: /root/lorahub/horror-concept-art_v3-test/dataset
+      resolution:
+      - 1024
+      shuffle_tokens: false
+      token_dropout_rate: 0.01
+    device: cuda:0
+    model:
+      is_flux: true
+      name_or_path: black-forest-labs/FLUX.1-dev
+      quantize: true
+      text_encoder_bits: 8
+    network:
+      linear: 64
+      linear_alpha: 64
+      transformer_only: true
+      type: lora
+    performance_log_every: 500
+    sample:
+      guidance_scale: 3.5
+      height: 1280
+      neg: ''
+      prompts:
+      - '[trigger], profile portrait, closeup. A faceless humanoid figure with a large
+        horn protruding from its head and curving back towards the body is featured
+        prominently. The horn appears thick and robust. The creature''s skin showcases
+        a mottled texture, similar to that of decayed flesh with dark spots and patches
+        throughout. The surface of the skin is punctuated by numerous holes, some
+        of which contain bright orange staples crisscrossing over them, seemingly
+        holding torn areas together. The figure is seen from the side. The hand''s
+        index finger is extended upwards, in a gesture that is commonly associated
+        with sign of silence. Across the skin are what seem to be linear engravings
+        or brandings that form a series of straight lines connected at right angles,
+        resembling an abstract or symbolic design. In the background, there is a vague
+        impression of a desolate landscape, with what might be interpreted as shapes
+        resembling tombstones or monuments appearing at the upper right corner. The
+        humanoid is eyeless, noseless and earless.'
+      - '[trigger]. A faceless creature with a humanoid-like torso and an elongated,
+        pointed head. Its body appears to be composed of a dark stone material with
+        pronounced ridges and contours that evoke a sense of biomechanical design.
+        In addition to the point on its head that resembles a huge horn, the creature
+        also has spike-like growths on its shoulders, elbows, and pelvis. The color
+        palette is dominated by dark tones, with a deep, charcoal base highlighted
+        by vibrant, lava-like orange streaks that trace the creature''s anatomy in
+        a way that suggests a flowing energy or internal heat. The creature''s arms
+        is raised and bent at the elbow, its hand featuring elongated, tapered fingers
+        that end in sharp points, conveying a menacing or predatory aspect. The ambient
+        light casts reflections and highlights off the creature''s body, further enhancing
+        the texture and the contrast between the dark base color and the orange glow
+        that seems to outline and define its shape. The impression is one of a being
+        that is both organic and artificial, with an intimidating presence that is
+        accentuated by its stance and the predatory design.'
+      - '[trigger], black background. A humanoid multi-armed figure standing against
+        a dark, almost black background. The figure appears muscular, with pronounced
+        shoulders and four arms that are positioned slightly away from its torso.
+        The creature''s texture resembles torn flesh with large dark holes, with hues
+        ranging from dark browns to blacks, and some areas displaying what could look
+        like exposed muscle or inner tissue, possibly hinting at some form of grotesque
+        modification or a state of decomposition. The being''s head is oval-shaped
+        and featureless except for one giant hole in place of a face. Below the head,
+        the torso is marked by three large openings: two round holes at the chest
+        level and another gaping, irregularly shaped hollow at the abdomen, further
+        emphasizing the figure''s non-human and possibly macabre nature. The edges
+        of these openings have an organic and uneven look as if the material has been
+        eroded or torn away, and the inside of these voids is shrouded in shadow,
+        making it difficult to discern any underlying structure. Each arm of the figure
+        is slender and ends with hands that have distinct, long fingers. The hands
+        are held in a relaxed manner, with visible joints. The combination of the
+        figure''s pose, the textural details, and the obscured facial area creates
+        an image that may evoke a sense of intimidation, horror, or the uncanny. The
+        image is covered with a lot of white noise.'
+      - '[trigger]. A creature with a muscular upper torso, reminiscent of human anatomy,
+        yet its head and facial features are notably different, conveying a sense
+        of otherworldliness. The head is elongated and lacks recognizable human features
+        such as eyes, a nose, or a mouth. It is adorned with an array of sharp, pointed
+        protrusions that resemble teeth or spikes, extending from the creature''s
+        from the neck through the face and wrapping around the elongated back of its
+        head. The skin of the creature exhibits a mix of dark purples, subtle pink
+        and flesh hues, with various shades creating depth and texture throughout
+        its form. Under subdued lighting, which casts soft shadows, the creature appears
+        to emerge from a murky, indistinct background, adding an element of mystery
+        and focus to its prominent figure. The overall image is an evocative portrayal
+        of a being that combines human-like physicality with alien characteristics.'
+      - '[trigger], dark background. A figure shrouded in a flowing, red, organic
+        substance that appears both solid and sinewy. The skeletal structure, predominantly
+        a silvery-grey hue, is anatomically humanoid but possesses an elongated, arachnid-like
+        skull with sharp fangs and multiple elongated mandibles; these mandibles are
+        similar to those of a predator insect or alien creature. This skull is surmounted
+        by a large, shell-like crimson crest that arcs backward, extending into numerous
+        spine-like protrusions, each one tipped with a sharp end. The crest''s surface
+        seems glossy, reflecting the light. The figure''s eye sockets are empty, creating
+        a sense of hollowness and menace. The ribcage is exposed, revealing individual
+        ribs that appear articulate and well-defined. Attached to the torso and limbs
+        are remnants of this red, web-like material that drapes and intertwines with
+        the skeletal form, enhancing its sinister appearance. The intricacy of this
+        red material mimics vascular or muscular systems, adding a biological complexity
+        to the entity. It cascades down from the figure''s open ribcage, coalescing
+        into a billowing, skirt-like form rich with darker undertones of maroon and
+        nearly black in the densest areas. Strands and filaments of this matter extend
+        outward, trailing onto the ground where the figure stands, and it seems to
+        be in motion, as though it is slightly buoyant or alive with a simmering energy.
+        The figure''s arms are outstretched to the sides, bony hands with elongated
+        fingers are poised as if in the midst of a ritual or expressing a silent command.
+        The presence of this creature is one of foreboding and otherworldliness, as
+        if it has stepped out of a nightmarish vision or an alternate dimension where
+        the lines between the living and the dead, the organic and the skeletal, are
+        unsettlingly blurred. The background is a nondescript, neutral grey, offering
+        no context which allows the entirety of focus to be drawn to the eerie majesty
+        of the figure itself.'
+      sample_every: 500
+      sample_steps: 25
+      sampler: flowmatch
+      seed: 6666
+      walk_seed: true
+      width: 896
+    save:
+      dtype: float16
+      max_step_saves_to_keep: 3
+      save_every: 500
+      save_format: diffusers
+    train:
+      batch_size: 2
+      dtype: bf16
+      ema_config:
+        ema_decay: 0.99
+        use_ema: true
+      gradient_accumulation_steps: 1
+      gradient_checkpointing: true
+      linear_timesteps: true
+      loss_type: mse
+      lr: 0.0003
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      reg_weight: 1.0
+      steps: 2500
+      target_noise_multiplier: 1.0
+      train_text_encoder: false
+      train_unet: true
+    training_folder: /root/lorahub
+    trigger_word: H0rr0rCONCEPT
+    type: sd_trainer
+job: extension
+meta:
+  description: v3 test

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