Upload model via CLI

.job_config.json

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+{
+  "job": "extension",
+  "config": {
+    "name": "backpack_poses",
+    "process": [
+      {
+        "type": "ui_trainer",
+        "training_folder": "/ai-toolkit/output",
+        "sqlite_db_path": "/ai-toolkit/aitk_db.db",
+        "device": "cuda",
+        "trigger_word": "b@ckp@se",
+        "performance_log_every": 10,
+        "network": {
+          "type": "lora",
+          "linear": 32,
+          "linear_alpha": 32,
+          "conv": 16,
+          "conv_alpha": 16,
+          "lokr_full_rank": true,
+          "lokr_factor": -1,
+          "network_kwargs": {
+            "ignore_if_contains": []
+          }
+        },
+        "save": {
+          "dtype": "bf16",
+          "save_every": 250,
+          "max_step_saves_to_keep": 8,
+          "save_format": "diffusers",
+          "push_to_hub": false
+        },
+        "datasets": [
+          {
+            "folder_path": "/ai-toolkit/datasets/backpack_poses",
+            "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": [],
+            "shrink_video_to_frames": true,
+            "num_frames": 1,
+            "do_i2v": true,
+            "flip_x": false,
+            "flip_y": false
+          }
+        ],
+        "train": {
+          "batch_size": 1,
+          "bypass_guidance_embedding": false,
+          "steps": 2000,
+          "gradient_accumulation": 1,
+          "train_unet": true,
+          "train_text_encoder": false,
+          "gradient_checkpointing": true,
+          "noise_scheduler": "flowmatch",
+          "optimizer": "adamw8bit",
+          "timestep_type": "sigmoid",
+          "content_or_style": "balanced",
+          "optimizer_params": {
+            "weight_decay": 0.0001
+          },
+          "unload_text_encoder": false,
+          "cache_text_embeddings": false,
+          "lr": 0.0002,
+          "ema_config": {
+            "use_ema": true,
+            "ema_decay": 0.99
+          },
+          "skip_first_sample": false,
+          "disable_sampling": false,
+          "dtype": "bf16",
+          "diff_output_preservation": false,
+          "diff_output_preservation_multiplier": 1,
+          "diff_output_preservation_class": "person",
+          "switch_boundary_every": 1
+        },
+        "model": {
+          "name_or_path": "black-forest-labs/FLUX.1-dev",
+          "quantize": false,
+          "qtype": "qfloat8",
+          "quantize_te": true,
+          "qtype_te": "qfloat8",
+          "arch": "flux",
+          "low_vram": false,
+          "model_kwargs": {}
+        },
+        "sample": {
+          "sampler": "flowmatch",
+          "sample_every": 250,
+          "width": 1024,
+          "height": 1024,
+          "samples": [
+            {
+              "prompt": "man standing three-quarter facing away, wearing a light beige sweater and black pants, carrying a small black crossbody bag diagonally across his torso with the bag resting at his side, left hand in pocket, expression neutral while glancing back over his shoulder"
+            },
+            {
+              "prompt": "man standing side-facing, dressed in a black blazer and grey trousers, holding a patterned duffel bag in his right hand at thigh level, bag structured with dual handles, expression neutral, gaze directed slightly towards camera"
+            },
+            {
+              "prompt": "man standing front-facing at slight angle, wearing a beige button-up jacket and brown trousers, carrying a black crossbody bag with strap resting on left shoulder, bag positioned at waist level, looking ahead with neutral expression"
+            },
+            {
+              "prompt": "man standing in partial side view, holding a grey Wildcraft duffle bag with neon green accents in his right hand at thigh level, wearing a light blue jacket, grey shorts, and white sneakers, face not visibl"
+            }
+          ],
+          "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

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+---
+tags:
+- text-to-image
+- flux
+- lora
+- diffusers
+- template:sd-lora
+- ai-toolkit
+base_model: black-forest-labs/FLUX.1-dev
+instance_prompt: b@ckp@se
+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: Sample generation
+  output:
+    url: samples/1756374345775__000000000_0.jpg
+- text: Sample generation
+  output:
+    url: samples/1756374363368__000000000_1.jpg
+- text: Sample generation
+  output:
+    url: samples/1756374381265__000000000_2.jpg
+---
+
+# backpack_poses
+
+Model trained with AI Toolkit by Ostris
+
+<Gallery />
+
+## Trigger words
+
+You should use `b@ckp@se` 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/backpack_poses/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/backpack_poses', weight_name='backpack_poses_000000250.safetensors')
+image = pipeline('b@ckp@se style artwork').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)

backpack_poses.safetensors

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+size 343806440

backpack_poses_000000250.safetensors

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+size 343806440

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+size 343806440

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backpack_poses_000001500.safetensors

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+size 343806440

backpack_poses_000001750.safetensors

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config.yaml

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+job: extension
+config:
+  name: backpack_poses
+  process:
+  - type: ui_trainer
+    training_folder: /ai-toolkit/output
+    sqlite_db_path: /ai-toolkit/aitk_db.db
+    device: cuda
+    trigger_word: b@ckp@se
+    performance_log_every: 10
+    network:
+      type: lora
+      linear: 32
+      linear_alpha: 32
+      conv: 16
+      conv_alpha: 16
+      lokr_full_rank: true
+      lokr_factor: -1
+      network_kwargs:
+        ignore_if_contains: []
+    save:
+      dtype: bf16
+      save_every: 250
+      max_step_saves_to_keep: 8
+      save_format: diffusers
+      push_to_hub: false
+    datasets:
+    - folder_path: /ai-toolkit/datasets/backpack_poses
+      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: []
+      shrink_video_to_frames: true
+      num_frames: 1
+      do_i2v: true
+      flip_x: false
+      flip_y: false
+    train:
+      batch_size: 1
+      bypass_guidance_embedding: false
+      steps: 2000
+      gradient_accumulation: 1
+      train_unet: true
+      train_text_encoder: false
+      gradient_checkpointing: true
+      noise_scheduler: flowmatch
+      optimizer: adamw8bit
+      timestep_type: sigmoid
+      content_or_style: balanced
+      optimizer_params:
+        weight_decay: 0.0001
+      unload_text_encoder: false
+      cache_text_embeddings: false
+      lr: 0.0002
+      ema_config:
+        use_ema: true
+        ema_decay: 0.99
+      skip_first_sample: false
+      disable_sampling: false
+      dtype: bf16
+      diff_output_preservation: false
+      diff_output_preservation_multiplier: 1
+      diff_output_preservation_class: person
+      switch_boundary_every: 1
+    model:
+      name_or_path: black-forest-labs/FLUX.1-dev
+      quantize: false
+      qtype: qfloat8
+      quantize_te: true
+      qtype_te: qfloat8
+      arch: flux
+      low_vram: false
+      model_kwargs: {}
+    sample:
+      sampler: flowmatch
+      sample_every: 250
+      width: 1024
+      height: 1024
+      samples:
+      - prompt: man standing three-quarter facing away, wearing a light beige sweater
+          and black pants, carrying a small black crossbody bag diagonally across
+          his torso with the bag resting at his side, left hand in pocket, expression
+          neutral while glancing back over his shoulder
+      - prompt: man standing side-facing, dressed in a black blazer and grey trousers,
+          holding a patterned duffel bag in his right hand at thigh level, bag structured
+          with dual handles, expression neutral, gaze directed slightly towards camera
+      - prompt: man standing front-facing at slight angle, wearing a beige button-up
+          jacket and brown trousers, carrying a black crossbody bag with strap resting
+          on left shoulder, bag positioned at waist level, looking ahead with neutral
+          expression
+      - prompt: man standing in partial side view, holding a grey Wildcraft duffle
+          bag with neon green accents in his right hand at thigh level, wearing a
+          light blue jacket, grey shorts, and white sneakers, face not visibl
+      neg: ''
+      seed: 42
+      walk_seed: true
+      guidance_scale: 3
+      sample_steps: 30
+      num_frames: 1
+      fps: 1
+meta:
+  name: backpack_poses
+  version: '1.0'

optimizer.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cfce26fc099250cb394cb364879d4b3c15ec4040a9cbab5209a8c6935f40a94a
+size 350203413