gaurav-raul
commited on
Commit
•
9f1a702
1
Parent(s):
af8415d
End of training
Browse files- .gitattributes +3 -0
- README.md +90 -0
- checkpoint-1000/optimizer.bin +3 -0
- checkpoint-1000/pytorch_lora_weights.safetensors +3 -0
- checkpoint-1000/random_states_0.pkl +3 -0
- checkpoint-1000/scaler.pt +3 -0
- checkpoint-1000/scheduler.bin +3 -0
- checkpoint-1500/optimizer.bin +3 -0
- checkpoint-1500/pytorch_lora_weights.safetensors +3 -0
- checkpoint-1500/random_states_0.pkl +3 -0
- checkpoint-1500/scaler.pt +3 -0
- checkpoint-1500/scheduler.bin +3 -0
- checkpoint-500/optimizer.bin +3 -0
- checkpoint-500/pytorch_lora_weights.safetensors +3 -0
- checkpoint-500/random_states_0.pkl +3 -0
- checkpoint-500/scaler.pt +3 -0
- checkpoint-500/scheduler.bin +3 -0
- image_0.png +3 -0
- image_1.png +3 -0
- image_2.png +3 -0
- image_3.png +0 -0
- logs/dreambooth-sd3-lora/1721232634.1992095/events.out.tfevents.1721232634.az-aics-03.6459.1 +3 -0
- logs/dreambooth-sd3-lora/1721232634.2011547/hparams.yml +69 -0
- logs/dreambooth-sd3-lora/1721243551.7951787/events.out.tfevents.1721243551.az-aics-03.5546.1 +3 -0
- logs/dreambooth-sd3-lora/1721243551.7975771/hparams.yml +69 -0
- logs/dreambooth-sd3-lora/events.out.tfevents.1721232634.az-aics-03.6459.0 +3 -0
- logs/dreambooth-sd3-lora/events.out.tfevents.1721243551.az-aics-03.5546.0 +3 -0
- pytorch_lora_weights.safetensors +3 -0
.gitattributes
CHANGED
@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
36 |
+
image_0.png filter=lfs diff=lfs merge=lfs -text
|
37 |
+
image_1.png filter=lfs diff=lfs merge=lfs -text
|
38 |
+
image_2.png filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
@@ -0,0 +1,90 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
base_model: stabilityai/stable-diffusion-3-medium-diffusers
|
3 |
+
library_name: diffusers
|
4 |
+
license: openrail++
|
5 |
+
tags:
|
6 |
+
- text-to-image
|
7 |
+
- diffusers-training
|
8 |
+
- diffusers
|
9 |
+
- lora
|
10 |
+
- sd3
|
11 |
+
- sd3-diffusers
|
12 |
+
- template:sd-lora
|
13 |
+
instance_prompt: Toyota Corolla Cross XLE 2022 car
|
14 |
+
widget:
|
15 |
+
- text: Toyota Corolla Cross XLE 2022 car near beach.
|
16 |
+
output:
|
17 |
+
url: image_0.png
|
18 |
+
- text: Toyota Corolla Cross XLE 2022 car near beach.
|
19 |
+
output:
|
20 |
+
url: image_1.png
|
21 |
+
- text: Toyota Corolla Cross XLE 2022 car near beach.
|
22 |
+
output:
|
23 |
+
url: image_2.png
|
24 |
+
- text: Toyota Corolla Cross XLE 2022 car near beach.
|
25 |
+
output:
|
26 |
+
url: image_3.png
|
27 |
+
---
|
28 |
+
|
29 |
+
<!-- This model card has been generated automatically according to the information the training script had access to. You
|
30 |
+
should probably proofread and complete it, then remove this comment. -->
|
31 |
+
|
32 |
+
|
33 |
+
# SD3 DreamBooth LoRA - gaurav-raul/corolla-sd3-lora_v6
|
34 |
+
|
35 |
+
<Gallery />
|
36 |
+
|
37 |
+
## Model description
|
38 |
+
|
39 |
+
These are gaurav-raul/corolla-sd3-lora_v6 DreamBooth LoRA weights for stabilityai/stable-diffusion-3-medium-diffusers.
|
40 |
+
|
41 |
+
The weights were trained using [DreamBooth](https://dreambooth.github.io/) with the [SD3 diffusers trainer](https://github.com/huggingface/diffusers/blob/main/examples/dreambooth/README_sd3.md).
|
42 |
+
|
43 |
+
Was LoRA for the text encoder enabled? False.
|
44 |
+
|
45 |
+
## Trigger words
|
46 |
+
|
47 |
+
You should use `Toyota Corolla Cross XLE 2022 car` to trigger the image generation.
|
48 |
+
|
49 |
+
## Download model
|
50 |
+
|
51 |
+
[Download the *.safetensors LoRA](gaurav-raul/corolla-sd3-lora_v6/tree/main) in the Files & versions tab.
|
52 |
+
|
53 |
+
## Use it with the [🧨 diffusers library](https://github.com/huggingface/diffusers)
|
54 |
+
|
55 |
+
```py
|
56 |
+
from diffusers import AutoPipelineForText2Image
|
57 |
+
import torch
|
58 |
+
pipeline = AutoPipelineForText2Image.from_pretrained('stabilityai/stable-diffusion-3-medium-diffusers', torch_dtype=torch.float16).to('cuda')
|
59 |
+
pipeline.load_lora_weights('gaurav-raul/corolla-sd3-lora_v6', weight_name='pytorch_lora_weights.safetensors')
|
60 |
+
image = pipeline('Toyota Corolla Cross XLE 2022 car near beach.').images[0]
|
61 |
+
```
|
62 |
+
|
63 |
+
### Use it with UIs such as AUTOMATIC1111, Comfy UI, SD.Next, Invoke
|
64 |
+
|
65 |
+
- **LoRA**: download **[`diffusers_lora_weights.safetensors` here 💾](/gaurav-raul/corolla-sd3-lora_v6/blob/main/diffusers_lora_weights.safetensors)**.
|
66 |
+
- Rename it and place it on your `models/Lora` folder.
|
67 |
+
- On AUTOMATIC1111, load the LoRA by adding `<lora:your_new_name:1>` to your prompt. On ComfyUI just [load it as a regular LoRA](https://comfyanonymous.github.io/ComfyUI_examples/lora/).
|
68 |
+
|
69 |
+
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)
|
70 |
+
|
71 |
+
## License
|
72 |
+
|
73 |
+
Please adhere to the licensing terms as described [here](https://huggingface.co/stabilityai/stable-diffusion-3-medium/blob/main/LICENSE).
|
74 |
+
|
75 |
+
|
76 |
+
## Intended uses & limitations
|
77 |
+
|
78 |
+
#### How to use
|
79 |
+
|
80 |
+
```python
|
81 |
+
# TODO: add an example code snippet for running this diffusion pipeline
|
82 |
+
```
|
83 |
+
|
84 |
+
#### Limitations and bias
|
85 |
+
|
86 |
+
[TODO: provide examples of latent issues and potential remediations]
|
87 |
+
|
88 |
+
## Training details
|
89 |
+
|
90 |
+
[TODO: describe the data used to train the model]
|
checkpoint-1000/optimizer.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e1a3170d643dbd1d8e86c6ef3fc8c51900655fc292078ab686a642b2e12eb1c4
|
3 |
+
size 9598266
|
checkpoint-1000/pytorch_lora_weights.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b2b23de548206f06671bad11ca0c947ddbfe0298a47b6340be41401eb179541b
|
3 |
+
size 4742848
|
checkpoint-1000/random_states_0.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7ce1c4ade36d8ad32487c56193c4c4750ad84b5523978fd1392a50adb24a61ed
|
3 |
+
size 14540
|
checkpoint-1000/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:9d8fdcd0311eba9854fff738038ed4c1a269832665b4d88ba4e4e3d02a1a7e0e
|
3 |
+
size 988
|
checkpoint-1000/scheduler.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bee790a8a34eaa876e645fd947b4a7d84fcb620f957e6cc41f07931cfc37c6a5
|
3 |
+
size 1000
|
checkpoint-1500/optimizer.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1d08af38e69d5cbc6c48c460ae273681e4ebd3a4b8c26a160f0006b6f9c16846
|
3 |
+
size 9598266
|
checkpoint-1500/pytorch_lora_weights.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1282961407d77cb5fe3c39d11752c8569e08e30adac04ac1f57de840416153ad
|
3 |
+
size 4742848
|
checkpoint-1500/random_states_0.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:26680ea0acdfe3028f3f08c8732bac109ae800e3a3cff8d3bf50102b2753c7c3
|
3 |
+
size 14540
|
checkpoint-1500/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c2a4b6e0ef05ca249f2d6b7f9f3ad1dff81e55842a962df795bb9740c17c8e92
|
3 |
+
size 988
|
checkpoint-1500/scheduler.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7a16d1de6903c11d91a0d2bd3852214cb6871f3c774762fd5107f907708d6668
|
3 |
+
size 1000
|
checkpoint-500/optimizer.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8f6ce065ff3b696ef403e7993cda40668db7a30d07d51acb8188746c659a3ed5
|
3 |
+
size 9598266
|
checkpoint-500/pytorch_lora_weights.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e2c101c96f765c75f48f0930f8c5df4c1bdcd789db21d60ec29039d08264c6c5
|
3 |
+
size 4742848
|
checkpoint-500/random_states_0.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0ed15713db0c4f54583e78d67c21df38bd0df867248f7d121b433d01856ad2f5
|
3 |
+
size 14540
|
checkpoint-500/scaler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:18b984273ea2d45b7ffb1d047bb359d93111e41fcad70d16a1b453fd38f72636
|
3 |
+
size 988
|
checkpoint-500/scheduler.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:6d380069658277326723da0dc8950a2f52f128b9b344b4dedf31547e68442ccb
|
3 |
+
size 1000
|
image_0.png
ADDED
Git LFS Details
|
image_1.png
ADDED
Git LFS Details
|
image_2.png
ADDED
Git LFS Details
|
image_3.png
ADDED
logs/dreambooth-sd3-lora/1721232634.1992095/events.out.tfevents.1721232634.az-aics-03.6459.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:e4782f376aa064175e3b6bc384eb0c0a04f139d9b8249d2af948f564bcc193dd
|
3 |
+
size 3254
|
logs/dreambooth-sd3-lora/1721232634.2011547/hparams.yml
ADDED
@@ -0,0 +1,69 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
adam_beta1: 0.9
|
2 |
+
adam_beta2: 0.999
|
3 |
+
adam_epsilon: 1.0e-08
|
4 |
+
adam_weight_decay: 0.0001
|
5 |
+
adam_weight_decay_text_encoder: 0.001
|
6 |
+
allow_tf32: false
|
7 |
+
cache_dir: null
|
8 |
+
caption_column: null
|
9 |
+
center_crop: false
|
10 |
+
checkpointing_steps: 500
|
11 |
+
checkpoints_total_limit: null
|
12 |
+
class_data_dir: null
|
13 |
+
class_prompt: null
|
14 |
+
dataloader_num_workers: 0
|
15 |
+
dataset_config_name: null
|
16 |
+
dataset_name: null
|
17 |
+
gradient_accumulation_steps: 4
|
18 |
+
gradient_checkpointing: false
|
19 |
+
hub_model_id: null
|
20 |
+
hub_token: null
|
21 |
+
image_column: image
|
22 |
+
instance_data_dir: /data/sd3_fine_tuning/toyota_corolla_cross_xle_2022_zoom
|
23 |
+
instance_prompt: Toyota Corolla Cross XLE 2022 car
|
24 |
+
learning_rate: 2.0e-06
|
25 |
+
local_rank: 0
|
26 |
+
logging_dir: logs
|
27 |
+
logit_mean: 0.0
|
28 |
+
logit_std: 1.0
|
29 |
+
lr_num_cycles: 1
|
30 |
+
lr_power: 1.0
|
31 |
+
lr_scheduler: cosine
|
32 |
+
lr_warmup_steps: 100
|
33 |
+
max_grad_norm: 1.0
|
34 |
+
max_sequence_length: 512
|
35 |
+
max_train_steps: 1500
|
36 |
+
mixed_precision: fp16
|
37 |
+
mode_scale: 1.29
|
38 |
+
num_class_images: 100
|
39 |
+
num_train_epochs: 500
|
40 |
+
num_validation_images: 4
|
41 |
+
optimizer: AdamW
|
42 |
+
output_dir: corolla-sd3-lora_v6
|
43 |
+
pretrained_model_name_or_path: stabilityai/stable-diffusion-3-medium-diffusers
|
44 |
+
prior_generation_precision: null
|
45 |
+
prior_loss_weight: 1.0
|
46 |
+
prodigy_beta3: null
|
47 |
+
prodigy_decouple: true
|
48 |
+
prodigy_safeguard_warmup: true
|
49 |
+
prodigy_use_bias_correction: true
|
50 |
+
push_to_hub: true
|
51 |
+
random_flip: false
|
52 |
+
rank: 4
|
53 |
+
repeats: 1
|
54 |
+
report_to: tensorboard
|
55 |
+
resolution: 1024
|
56 |
+
resume_from_checkpoint: null
|
57 |
+
revision: null
|
58 |
+
sample_batch_size: 4
|
59 |
+
scale_lr: false
|
60 |
+
seed: 0
|
61 |
+
text_encoder_lr: 5.0e-06
|
62 |
+
train_batch_size: 2
|
63 |
+
train_text_encoder: false
|
64 |
+
use_8bit_adam: false
|
65 |
+
validation_epochs: 5
|
66 |
+
validation_prompt: Toyota Corolla Cross XLE 2022 car near beach.
|
67 |
+
variant: null
|
68 |
+
weighting_scheme: logit_normal
|
69 |
+
with_prior_preservation: false
|
logs/dreambooth-sd3-lora/1721243551.7951787/events.out.tfevents.1721243551.az-aics-03.5546.1
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a52f51504d7941986da534f86d5501501bb1aa0054aba706bb66efc1ec3ade3c
|
3 |
+
size 3254
|
logs/dreambooth-sd3-lora/1721243551.7975771/hparams.yml
ADDED
@@ -0,0 +1,69 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
adam_beta1: 0.9
|
2 |
+
adam_beta2: 0.999
|
3 |
+
adam_epsilon: 1.0e-08
|
4 |
+
adam_weight_decay: 0.0001
|
5 |
+
adam_weight_decay_text_encoder: 0.001
|
6 |
+
allow_tf32: false
|
7 |
+
cache_dir: null
|
8 |
+
caption_column: null
|
9 |
+
center_crop: false
|
10 |
+
checkpointing_steps: 500
|
11 |
+
checkpoints_total_limit: null
|
12 |
+
class_data_dir: null
|
13 |
+
class_prompt: null
|
14 |
+
dataloader_num_workers: 0
|
15 |
+
dataset_config_name: null
|
16 |
+
dataset_name: null
|
17 |
+
gradient_accumulation_steps: 4
|
18 |
+
gradient_checkpointing: false
|
19 |
+
hub_model_id: null
|
20 |
+
hub_token: null
|
21 |
+
image_column: image
|
22 |
+
instance_data_dir: /data/sd3_fine_tuning/toyota_corolla_cross_xle_2022_zoom
|
23 |
+
instance_prompt: Toyota Corolla Cross XLE 2022 car
|
24 |
+
learning_rate: 2.0e-06
|
25 |
+
local_rank: 0
|
26 |
+
logging_dir: logs
|
27 |
+
logit_mean: 0.0
|
28 |
+
logit_std: 1.0
|
29 |
+
lr_num_cycles: 1
|
30 |
+
lr_power: 1.0
|
31 |
+
lr_scheduler: cosine
|
32 |
+
lr_warmup_steps: 100
|
33 |
+
max_grad_norm: 1.0
|
34 |
+
max_sequence_length: 512
|
35 |
+
max_train_steps: 1500
|
36 |
+
mixed_precision: fp16
|
37 |
+
mode_scale: 1.29
|
38 |
+
num_class_images: 100
|
39 |
+
num_train_epochs: 500
|
40 |
+
num_validation_images: 4
|
41 |
+
optimizer: AdamW
|
42 |
+
output_dir: corolla-sd3-lora_v6
|
43 |
+
pretrained_model_name_or_path: stabilityai/stable-diffusion-3-medium-diffusers
|
44 |
+
prior_generation_precision: null
|
45 |
+
prior_loss_weight: 1.0
|
46 |
+
prodigy_beta3: null
|
47 |
+
prodigy_decouple: true
|
48 |
+
prodigy_safeguard_warmup: true
|
49 |
+
prodigy_use_bias_correction: true
|
50 |
+
push_to_hub: true
|
51 |
+
random_flip: false
|
52 |
+
rank: 4
|
53 |
+
repeats: 1
|
54 |
+
report_to: tensorboard
|
55 |
+
resolution: 1024
|
56 |
+
resume_from_checkpoint: null
|
57 |
+
revision: null
|
58 |
+
sample_batch_size: 4
|
59 |
+
scale_lr: false
|
60 |
+
seed: 0
|
61 |
+
text_encoder_lr: 5.0e-06
|
62 |
+
train_batch_size: 2
|
63 |
+
train_text_encoder: false
|
64 |
+
use_8bit_adam: false
|
65 |
+
validation_epochs: 5
|
66 |
+
validation_prompt: Toyota Corolla Cross XLE 2022 car near beach.
|
67 |
+
variant: null
|
68 |
+
weighting_scheme: logit_normal
|
69 |
+
with_prior_preservation: false
|
logs/dreambooth-sd3-lora/events.out.tfevents.1721232634.az-aics-03.6459.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ab9dac270beb93d8792fda6a2c7a7e4993be42b82d1c570993c6a4069b226820
|
3 |
+
size 317840564
|
logs/dreambooth-sd3-lora/events.out.tfevents.1721243551.az-aics-03.5546.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:4652a14f651f55f756b543c5dc31dab282fd9a317a43602a726665b273e047f5
|
3 |
+
size 488506129
|
pytorch_lora_weights.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1282961407d77cb5fe3c39d11752c8569e08e30adac04ac1f57de840416153ad
|
3 |
+
size 4742848
|