diff --git a/.gitattributes b/.gitattributes
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diff --git a/vlcs_upscaled/model/README.md b/vlcs_upscaled/model/README.md
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index 0000000000000000000000000000000000000000..6dd609c65e3c687eafa2fd272c2d281b15e97529
--- /dev/null
+++ b/vlcs_upscaled/model/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 6
+- Training steps: 3000
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
diff --git a/vlcs_upscaled/model/all_image_files_pacs.json b/vlcs_upscaled/model/all_image_files_pacs.json
new file mode 100644
index 0000000000000000000000000000000000000000..e3d3157268db023b6124d07a198c6a9ee382a619
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+++ b/vlcs_upscaled/model/all_image_files_pacs.json
@@ -0,0 +1 @@
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+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 2
+- Training steps: 1000
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1000/training_state.json b/vlcs_upscaled/model/checkpoint-1000/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..00a2354c5fd9075c0f17a29b50d6f78d491731df
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1000/training_state.json
@@ -0,0 +1 @@
+{"global_step": 1000, "epoch_step": 1000, "epoch": 3, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1250/README.md b/vlcs_upscaled/model/checkpoint-1250/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e57833fdbadbad2054c46e3896e5776e96781cf9
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1250/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 2
+- Training steps: 1250
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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diff --git a/vlcs_upscaled/model/checkpoint-1250/training_state.json b/vlcs_upscaled/model/checkpoint-1250/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..d13fb169346e136d467c789987bf1c2853402fa5
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1250/training_state.json
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+{"global_step": 1250, "epoch_step": 1250, "epoch": 3, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1500/README.md b/vlcs_upscaled/model/checkpoint-1500/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..0ef038a1a53e5eaadca2c1c5dd339f9b759843ba
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1500/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 3
+- Training steps: 1500
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1500/training_state.json b/vlcs_upscaled/model/checkpoint-1500/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..4edc0708e54b841c503c138a2dc34dd162a8460b
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1500/training_state.json
@@ -0,0 +1 @@
+{"global_step": 1500, "epoch_step": 1500, "epoch": 4, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1750/README.md b/vlcs_upscaled/model/checkpoint-1750/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..41cf640855f96cba0cb6378ca5522fa6912588c3
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1750/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 3
+- Training steps: 1750
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-1750/training_state.json b/vlcs_upscaled/model/checkpoint-1750/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..875cc2f1e650ee4ffffdf4d2b6e853027a8b22d8
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-1750/training_state.json
@@ -0,0 +1 @@
+{"global_step": 1750, "epoch_step": 1750, "epoch": 4, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-2000/README.md b/vlcs_upscaled/model/checkpoint-2000/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..4dceb79e47de6bc57a033d2aea64c7d3676c16e8
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2000/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 4
+- Training steps: 2000
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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"/ephemeral/shashmi/llava_lets_go/chimaa_captioner/chimaa_data/upscaled_VLCS/SUN_4_7328.png": true, "/ephemeral/shashmi/llava_lets_go/chimaa_captioner/chimaa_data/upscaled_VLCS/PASCAL_4_4966.png": true, "/ephemeral/shashmi/llava_lets_go/chimaa_captioner/chimaa_data/upscaled_VLCS/CALTECH_0_10.png": true}, "current_epoch": 5}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-2000/training_state.json b/vlcs_upscaled/model/checkpoint-2000/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..81960a117ccb9076c9a17a0b29da4a741e4eb390
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2000/training_state.json
@@ -0,0 +1 @@
+{"global_step": 2000, "epoch_step": 2001, "epoch": 5, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-2250/README.md b/vlcs_upscaled/model/checkpoint-2250/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..bef02bec79e78b0a6c9f98bbcaf69584c90ea79c
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2250/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 4
+- Training steps: 2250
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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diff --git a/vlcs_upscaled/model/checkpoint-2250/training_state.json b/vlcs_upscaled/model/checkpoint-2250/training_state.json
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-250/README.md b/vlcs_upscaled/model/checkpoint-250/README.md
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--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-250/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 0
+- Training steps: 250
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-250/training_state.json b/vlcs_upscaled/model/checkpoint-250/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..27eea5d4a4a2b6dcffbe5cca990b9e6b7f8c517c
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-250/training_state.json
@@ -0,0 +1 @@
+{"global_step": 250, "epoch_step": 250, "epoch": 1, "exhausted_backends": [], "repeats": {}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-2500/README.md b/vlcs_upscaled/model/checkpoint-2500/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..783d7529f3cfd332fedbe563b47b0e608731400c
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2500/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 5
+- Training steps: 2500
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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diff --git a/vlcs_upscaled/model/checkpoint-2500/training_state.json b/vlcs_upscaled/model/checkpoint-2500/training_state.json
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index 0000000000000000000000000000000000000000..9fc339f1f025247db6e228c98f4269ca136af724
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2500/training_state.json
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-2750/README.md b/vlcs_upscaled/model/checkpoint-2750/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..37384be3468b9eafb5b784b501138a967af15de6
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-2750/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 5
+- Training steps: 2750
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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diff --git a/vlcs_upscaled/model/checkpoint-3000/training_state.json b/vlcs_upscaled/model/checkpoint-3000/training_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f178ba7e7891e8f936ab656b7f4622509c9f44c
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-3000/training_state.json
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\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-500/README.md b/vlcs_upscaled/model/checkpoint-500/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..7454944619e888b0f4697fece46aea59e2558f4f
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-500/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 1
+- Training steps: 500
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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diff --git a/vlcs_upscaled/model/checkpoint-500/training_state.json b/vlcs_upscaled/model/checkpoint-500/training_state.json
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index 0000000000000000000000000000000000000000..9ef86f6c42694292fa4851447267b520096f6359
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-500/training_state.json
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+{"global_step": 500, "epoch_step": 500, "epoch": 2, "exhausted_backends": [], "repeats": {"pacs": 0}}
\ No newline at end of file
diff --git a/vlcs_upscaled/model/checkpoint-750/README.md b/vlcs_upscaled/model/checkpoint-750/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..7a8eeedcaf7993ec7c84f8d1a314272b6bdbac74
--- /dev/null
+++ b/vlcs_upscaled/model/checkpoint-750/README.md
@@ -0,0 +1,132 @@
+---
+license: other
+base_model: "sd3/unknown-model"
+tags:
+  - sd3
+  - sd3-diffusers
+  - text-to-image
+  - diffusers
+  - simpletuner
+  - not-for-all-audiences
+  - lora
+  - template:sd-lora
+  - standard
+inference: true
+widget:
+- text: 'unconditional (blank prompt)'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_0_0.png
+- text: 'A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant''s posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.'
+  parameters:
+    negative_prompt: 'blurry, cropped, ugly'
+  output:
+    url: ./assets/image_1_0.png
+---
+
+# simpletuner-lora
+
+This is a standard PEFT LoRA derived from [sd3/unknown-model](https://huggingface.co/sd3/unknown-model).
+
+
+The main validation prompt used during training was:
+```
+A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant.
+```
+
+
+## Validation settings
+- CFG: `7.5`
+- CFG Rescale: `0.0`
+- Steps: `35`
+- Sampler: `FlowMatchEulerDiscreteScheduler`
+- Seed: `42`
+- Resolution: `512x512`
+- Skip-layer guidance: 
+
+Note: The validation settings are not necessarily the same as the [training settings](#training-settings).
+
+You can find some example images in the following gallery:
+
+
+<Gallery />
+
+The text encoder **was not** trained.
+You may reuse the base model text encoder for inference.
+
+
+## Training settings
+
+- Training epochs: 1
+- Training steps: 750
+- Learning rate: 0.0001
+  - Learning rate schedule: cosine
+  - Warmup steps: 100
+- Max grad norm: 2.0
+- Effective batch size: 16
+  - Micro-batch size: 4
+  - Gradient accumulation steps: 4
+  - Number of GPUs: 1
+- Gradient checkpointing: True
+- Prediction type: flow-matching (extra parameters=['shift=3'])
+- Optimizer: adamw_bf16
+- Trainable parameter precision: Pure BF16
+- Caption dropout probability: 10.0%
+
+
+- LoRA Rank: 128
+- LoRA Alpha: None
+- LoRA Dropout: 0.1
+- LoRA initialisation style: default
+    
+
+## Datasets
+
+### pacs
+- Repeats: 0
+- Total number of images: 7680
+- Total number of aspect buckets: 1
+- Resolution: 1.0 megapixels
+- Cropped: False
+- Crop style: None
+- Crop aspect: None
+- Used for regularisation data: No
+
+
+## Inference
+
+
+```python
+import torch
+from diffusers import DiffusionPipeline
+
+model_id = '/ephemeral/shashmi/llava_lets_go/chimaa_finetuner/stable-diffusion-3.5-medium'
+adapter_id = 'Sarim-Hash/simpletuner-lora'
+pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16
+pipeline.load_lora_weights(adapter_id)
+
+prompt = "A simplistic, hand-drawn illustration of an elephant. the elephant is depicted in a walking pose, with its trunk raised slightly. the drawing is done in black ink on a white background. the elephant's posture and the positioning of its legs suggest movement. the style is minimalistic, with clean lines and a lack of intricate details. the lighting appears to be coming from the top left, casting a shadow on the right side of the elephant."
+negative_prompt = 'blurry, cropped, ugly'
+
+## Optional: quantise the model to save on vram.
+## Note: The model was quantised during training, and so it is recommended to do the same during inference time.
+from optimum.quanto import quantize, freeze, qint8
+quantize(pipeline.transformer, weights=qint8)
+freeze(pipeline.transformer)
+    
+pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
+image = pipeline(
+    prompt=prompt,
+    negative_prompt=negative_prompt,
+    num_inference_steps=35,
+    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
+    width=512,
+    height=512,
+    guidance_scale=7.5,
+).images[0]
+image.save("output.png", format="PNG")
+```
+
+
+
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