Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
A tiny random pipeline for testing purposes based on [THUDM/CogView4-6B](https://huggingface.co/THUDM/Cogview4-6B).
|
| 2 |
+
|
| 3 |
+
```python
|
| 4 |
+
from transformers import AutoTokenizer, GlmConfig, GlmModel
|
| 5 |
+
from diffusers import CogView4Transformer2DModel, FlowMatchEulerDiscreteScheduler, AutoencoderKL, CogView4Pipeline
|
| 6 |
+
|
| 7 |
+
tokenizer = AutoTokenizer.from_pretrained("THUDM/glm-4-9b-chat", trust_remote_code=True)
|
| 8 |
+
|
| 9 |
+
config = GlmConfig(hidden_size=32, intermediate_size=8, num_hidden_layers=2, num_attention_heads=4, head_dim=8)
|
| 10 |
+
text_encoder = GlmModel(config)
|
| 11 |
+
|
| 12 |
+
transformer_kwargs = {
|
| 13 |
+
"patch_size": 2,
|
| 14 |
+
"in_channels": 4,
|
| 15 |
+
"num_layers": 2,
|
| 16 |
+
"attention_head_dim": 4,
|
| 17 |
+
"num_attention_heads": 4,
|
| 18 |
+
"out_channels": 4,
|
| 19 |
+
"text_embed_dim": 32,
|
| 20 |
+
"time_embed_dim": 8,
|
| 21 |
+
"condition_dim": 4,
|
| 22 |
+
}
|
| 23 |
+
transformer = CogView4Transformer2DModel(**transformer_kwargs)
|
| 24 |
+
|
| 25 |
+
vae_kwargs = {
|
| 26 |
+
"block_out_channels": [32, 64],
|
| 27 |
+
"in_channels": 3,
|
| 28 |
+
"out_channels": 3,
|
| 29 |
+
"down_block_types": ["DownEncoderBlock2D", "DownEncoderBlock2D"],
|
| 30 |
+
"up_block_types": ["UpDecoderBlock2D", "UpDecoderBlock2D"],
|
| 31 |
+
"latent_channels": 4,
|
| 32 |
+
"sample_size": 128,
|
| 33 |
+
}
|
| 34 |
+
vae = AutoencoderKL(**vae_kwargs)
|
| 35 |
+
|
| 36 |
+
scheduler = FlowMatchEulerDiscreteScheduler()
|
| 37 |
+
|
| 38 |
+
pipe = CogView4Pipeline(tokenizer=tokenizer, text_encoder=text_encoder, transformer=transformer, vae=vae, scheduler=scheduler)
|
| 39 |
+
pipe.save_pretrained("./dump-cogview4-dummy-pipe")
|
| 40 |
+
|
| 41 |
+
```
|