To get the spinning effect, write something like this in prompt:<pre><code>The [object] froze for a few seconds, and then abruptly began to spin in place.</code></pre>You can find detailed information about the versions in these articles:<ul><li><a target="_blank" rel="ugc" href="https://civarchive.com/articles/20210">[Wan 2.2 T2V-A14B]</a></li><li><a target="_blank" rel="ugc" href="https://civarchive.com/articles/20996">[Wan 2.2 TI2V-5B]</a></li><li><a target="_blank" rel="ugc" href="https://civarchive.com/articles/21831">[Wan 2.2 I2V-A14B]</a></li><li><a target="_blank" rel="ugc" href="https://civarchive.com/articles/25494">[LTX-2]</a></li><li><a rel="ugc" href="https://civarchive.com/articles/27558/oiia-spinning-cat-ltx-23">[LTX-2.3]</a></li></ul>

OIIA (Spinning Cat)

dataset.toml<pre><code>resolutions = [[368, 368]]
enable_ar_bucket = true
min_ar = 0.5
max_ar = 2.0
num_ar_buckets = 7
frame_buckets = [ 1, 48, 51, 72, 75, 80, 81,]
[[directory]]
path = "/home/user/oiia_cat_videos_16fps"
num_repeats = 4</code></pre>train.toml<pre><code>output_dir = "/home/user/oiia_cat_A14B_i2v_v2/A14B"
dataset = "/home/user/dataset_A14B.toml"
epochs = 120
micro_batch_size_per_gpu = 1
pipeline_stages = 1
gradient_accumulation_steps = 1
gradient_clipping = 1
warmup_steps = 10
eval_every_n_epochs = 1
eval_before_first_step = true
eval_micro_batch_size_per_gpu = 1
eval_gradient_accumulation_steps = 1
save_every_n_epochs = 6
activation_checkpointing = true
partition_method = "parameters"
save_dtype = "bfloat16"
caching_batch_size = 1
steps_per_print = 10
video_clip_mode = "single_beginning"
blocks_to_swap = 32

[model]
type = "wan"
ckpt_path = "/home/user/Wan2.2-I2V-A14B"
dtype = "bfloat16"
transformer_dtype = "float8"
timestep_sample_method = "logit_normal"
transformer_path = "/home/user/Wan2.2-I2V-A14B/high_noise_model"
min_t = 0.875
max_t = 1

[adapter]
type = "lora"
rank = 32
dtype = "bfloat16"

[optimizer]
type = "adamw_optimi"
lr = 1e-4
betas = [ 0.9, 0.99,]
weight_decay = 0.01
eps = 1e-8</code></pre>

oiia_cat_HIGH_i2v_wanA14B.safetensors

wan2.2-i2v-A14B-HIGH

LTX-2.3-dev

LTX-2-dev

wan2.2-i2v-A14B-LOW

wan2.2-ti2v-5B

wan2.2-t2v-A14B-LOW

wan2.2-t2v-A14B-HIGH

To get the spinning effect, write something like this in prompt:The [object] froze for a few seconds, and then abruptly began to spin in place.Wan 2.2 t2v 14BThe gallery for the HIGH model contains examples of working only with lora HIGH (with the exception of one comparative example). But for the LOW model, all the examples are a combination of HIGH+LOW, since the LOW model itself has virtually no visual impact on the generation result, and showing examples using it is a bit pointless.

Files with SHA256: 311144f53e426e6c97d08e1a6ef10ed5b597f60d2d26c703e6c91eb5894fb44d