patrickvonplaten commited on
Commit
0951da4
0 Parent(s):

Duplicate from diffusers/text-to-video-ms-1.7b

Browse files
.gitattributes ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.bin filter=lfs diff=lfs merge=lfs -text
4
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
5
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
6
+ *.ftz filter=lfs diff=lfs merge=lfs -text
7
+ *.gz filter=lfs diff=lfs merge=lfs -text
8
+ *.h5 filter=lfs diff=lfs merge=lfs -text
9
+ *.joblib filter=lfs diff=lfs merge=lfs -text
10
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
11
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
12
+ *.model filter=lfs diff=lfs merge=lfs -text
13
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
14
+ *.npy filter=lfs diff=lfs merge=lfs -text
15
+ *.npz filter=lfs diff=lfs merge=lfs -text
16
+ *.onnx filter=lfs diff=lfs merge=lfs -text
17
+ *.ot filter=lfs diff=lfs merge=lfs -text
18
+ *.parquet filter=lfs diff=lfs merge=lfs -text
19
+ *.pb filter=lfs diff=lfs merge=lfs -text
20
+ *.pickle filter=lfs diff=lfs merge=lfs -text
21
+ *.pkl filter=lfs diff=lfs merge=lfs -text
22
+ *.pt filter=lfs diff=lfs merge=lfs -text
23
+ *.pth filter=lfs diff=lfs merge=lfs -text
24
+ *.rar filter=lfs diff=lfs merge=lfs -text
25
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
26
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
27
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
28
+ *.tflite filter=lfs diff=lfs merge=lfs -text
29
+ *.tgz filter=lfs diff=lfs merge=lfs -text
30
+ *.wasm filter=lfs diff=lfs merge=lfs -text
31
+ *.xz filter=lfs diff=lfs merge=lfs -text
32
+ *.zip filter=lfs diff=lfs merge=lfs -text
33
+ *.zst filter=lfs diff=lfs merge=lfs -text
34
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,81 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-nc-4.0
3
+ tags:
4
+ - text-to-video
5
+ duplicated_from: diffusers/text-to-video-ms-1.7b
6
+ ---
7
+
8
+ # Text-to-video-synthesis Model in Open Domain
9
+
10
+ This model is based on a multi-stage text-to-video generation diffusion model, which inputs a description text and returns a video that matches the text description. Only English input is supported.
11
+
12
+ ## Model description
13
+
14
+ The text-to-video generation diffusion model consists of three sub-networks: text feature extraction model, text feature-to-video latent space diffusion model, and video latent space to video visual space model. The overall model parameters are about 1.7 billion. Currently, it only supports English input. The diffusion model adopts a UNet3D structure, and implements video generation through the iterative denoising process from the pure Gaussian noise video.
15
+
16
+ This model is meant for research purposes. Please look at the [model limitations and biases and misuse](#model-limitations-and-biases), [malicious use and excessive use](#misuse-malicious-use-and-excessive-use) sections.
17
+
18
+ ## Model Details
19
+
20
+ - **Developed by:** [ModelScope](https://modelscope.cn/)
21
+ - **Model type:** Diffusion-based text-to-video generation model
22
+ - **Language(s):** English
23
+ - **License:**[ CC-BY-NC-ND](https://creativecommons.org/licenses/by-nc-nd/4.0/)
24
+ - **Resources for more information:** [ModelScope GitHub Repository](https://github.com/modelscope/modelscope), [Summary](https://modelscope.cn/models/damo/text-to-video-synthesis/summary).
25
+ - **Cite as:**
26
+
27
+ ## Use cases
28
+
29
+ This model has a wide range of applications, and can reason and generate videos based on arbitrary English text descriptions.
30
+
31
+ ## Usage
32
+
33
+ Let's first install the libraries required:
34
+
35
+ ```bash
36
+ $ pip install diffusers transformers git+https://github.com/huggingface/accelerate.git
37
+ ```
38
+
39
+ Now, generate a video:
40
+
41
+ ```python
42
+ import torch
43
+ from diffusers import TextToVideoMSPipeline, DPMSolverMultistepScheduler
44
+ from diffusers.utils import export_to_video
45
+
46
+ pipe = TextToVideoMSPipeline.from_pretrained("diffusers/ms-text-to-video-sd", torch_dtype=torch.float16)
47
+ pipe.scheduler = DPMSolverMultistepScheduler.from_config(pipe.scheduler.config)
48
+ pipe = pipe.to("cuda")
49
+
50
+ prompt = "Spiderman is surfing"
51
+ video_frames = pipe(prompt).frames
52
+ video_path = export_to_video(video_frames)
53
+ print(video_path)
54
+ ```
55
+
56
+ ## View results
57
+
58
+ The above code will display the save path of the output video, and the current encoding format can be played with [VLC player](https://www.videolan.org/vlc/).
59
+
60
+ The output mp4 file can be viewed by [VLC media player](https://www.videolan.org/vlc/). Some other media players may not view it normally.
61
+
62
+ ## Model limitations and biases
63
+
64
+ * The model is trained based on public data sets such as Webvid, and the generated results may have deviations related to the distribution of training data.
65
+ * This model cannot achieve perfect film and television quality generation.
66
+ * The model cannot generate clear text.
67
+ * The model is mainly trained with English corpus and does not support other languages ​​at the moment**.
68
+ * The performance of this model needs to be improved on complex compositional generation tasks.
69
+
70
+ ## Misuse, Malicious Use and Excessive Use
71
+
72
+ * The model was not trained to realistically represent people or events, so using it to generate such content is beyond the model's capabilities.
73
+ * It is prohibited to generate content that is demeaning or harmful to people or their environment, culture, religion, etc.
74
+ * Prohibited for pornographic, violent and bloody content generation.
75
+ * Prohibited for error and false information generation.
76
+
77
+ ## Training data
78
+
79
+ The training data includes [LAION5B](https://huggingface.co/datasets/laion/laion2B-en), [ImageNet](https://www.image-net.org/), [Webvid](https://m-bain.github.io/webvid-dataset/) and other public datasets. Image and video filtering is performed after pre-training such as aesthetic score, watermark score, and deduplication.
80
+
81
+ _(Part of this model card has been taken from [here](https://huggingface.co/damo-vilab/modelscope-damo-text-to-video-synthesis))_
model_index.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "TextToVideoMSPipeline",
3
+ "_diffusers_version": "0.15.0.dev0",
4
+ "scheduler": [
5
+ "diffusers",
6
+ "DDIMScheduler"
7
+ ],
8
+ "text_encoder": [
9
+ "transformers",
10
+ "CLIPTextModel"
11
+ ],
12
+ "tokenizer": [
13
+ "transformers",
14
+ "CLIPTokenizer"
15
+ ],
16
+ "unet": [
17
+ "diffusers",
18
+ "UNet3DConditionModel"
19
+ ],
20
+ "vae": [
21
+ "diffusers",
22
+ "AutoencoderKL"
23
+ ]
24
+ }
scheduler/scheduler_config.json ADDED
@@ -0,0 +1,18 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "DDIMScheduler",
3
+ "_diffusers_version": "0.15.0.dev0",
4
+ "beta_end": 0.012,
5
+ "beta_schedule": "scaled_linear",
6
+ "beta_start": 0.00085,
7
+ "clip_sample": false,
8
+ "clip_sample_range": 1.0,
9
+ "dynamic_thresholding_ratio": 0.995,
10
+ "num_train_timesteps": 1000,
11
+ "prediction_type": "epsilon",
12
+ "sample_max_value": 1.0,
13
+ "set_alpha_to_one": false,
14
+ "skip_prk_steps": true,
15
+ "steps_offset": 1,
16
+ "thresholding": false,
17
+ "trained_betas": null
18
+ }
text_encoder/config.json ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "/home/patrick_huggingface_co/ms-text-to-video-sd/text_encoder",
3
+ "architectures": [
4
+ "CLIPTextModel"
5
+ ],
6
+ "attention_dropout": 0.0,
7
+ "bos_token_id": 0,
8
+ "dropout": 0.0,
9
+ "eos_token_id": 2,
10
+ "hidden_act": "gelu",
11
+ "hidden_size": 1024,
12
+ "initializer_factor": 1.0,
13
+ "initializer_range": 0.02,
14
+ "intermediate_size": 4096,
15
+ "layer_norm_eps": 1e-05,
16
+ "max_position_embeddings": 77,
17
+ "model_type": "clip_text_model",
18
+ "num_attention_heads": 16,
19
+ "num_hidden_layers": 23,
20
+ "pad_token_id": 1,
21
+ "projection_dim": 512,
22
+ "torch_dtype": "float16",
23
+ "transformers_version": "4.27.0.dev0",
24
+ "vocab_size": 49408
25
+ }
text_encoder/model.fp16.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6ab158327d06ce861b5c78843672c78433ea82fcf03f142097ba204b81251cd2
3
+ size 680821102
text_encoder/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1e4aa519f64dc6386f88221a66c106a09fa027b47a20cc0e126687695f2a6669
3
+ size 1361597016
text_encoder/pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2188379b05015f531d61503e714234d00a64939792f3098b324e516547f0194f
3
+ size 1361674657
text_encoder/pytorch_model.fp16.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7bb11b1da63986aaaaefb5ef2100d34109c024ac640cacd9ed697150c1c57f01
3
+ size 680900852
tokenizer/merges.txt ADDED
The diff for this file is too large to render. See raw diff
tokenizer/special_tokens_map.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": {
3
+ "content": "<|startoftext|>",
4
+ "lstrip": false,
5
+ "normalized": true,
6
+ "rstrip": false,
7
+ "single_word": false
8
+ },
9
+ "eos_token": {
10
+ "content": "<|endoftext|>",
11
+ "lstrip": false,
12
+ "normalized": true,
13
+ "rstrip": false,
14
+ "single_word": false
15
+ },
16
+ "pad_token": "!",
17
+ "unk_token": {
18
+ "content": "<|endoftext|>",
19
+ "lstrip": false,
20
+ "normalized": true,
21
+ "rstrip": false,
22
+ "single_word": false
23
+ }
24
+ }
tokenizer/tokenizer_config.json ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_prefix_space": false,
3
+ "bos_token": {
4
+ "__type": "AddedToken",
5
+ "content": "<|startoftext|>",
6
+ "lstrip": false,
7
+ "normalized": true,
8
+ "rstrip": false,
9
+ "single_word": false
10
+ },
11
+ "do_lower_case": true,
12
+ "eos_token": {
13
+ "__type": "AddedToken",
14
+ "content": "<|endoftext|>",
15
+ "lstrip": false,
16
+ "normalized": true,
17
+ "rstrip": false,
18
+ "single_word": false
19
+ },
20
+ "errors": "replace",
21
+ "model_max_length": 77,
22
+ "pad_token": "<|endoftext|>",
23
+ "special_tokens_map_file": "./special_tokens_map.json",
24
+ "tokenizer_class": "CLIPTokenizer",
25
+ "unk_token": {
26
+ "__type": "AddedToken",
27
+ "content": "<|endoftext|>",
28
+ "lstrip": false,
29
+ "normalized": true,
30
+ "rstrip": false,
31
+ "single_word": false
32
+ }
33
+ }
tokenizer/vocab.json ADDED
The diff for this file is too large to render. See raw diff
unet/config.json ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "UNet3DConditionModel",
3
+ "_diffusers_version": "0.15.0.dev0",
4
+ "_name_or_path": "/home/patrick_huggingface_co/ms-text-to-video-sd/unet",
5
+ "act_fn": "silu",
6
+ "attention_head_dim": 64,
7
+ "block_out_channels": [
8
+ 320,
9
+ 640,
10
+ 1280,
11
+ 1280
12
+ ],
13
+ "center_input_sample": false,
14
+ "class_embed_type": null,
15
+ "cross_attention_dim": 1024,
16
+ "down_block_types": [
17
+ "CrossAttnDownBlock3D",
18
+ "CrossAttnDownBlock3D",
19
+ "CrossAttnDownBlock3D",
20
+ "DownBlock3D"
21
+ ],
22
+ "downsample_padding": 1,
23
+ "flip_sin_to_cos": true,
24
+ "freq_shift": 0,
25
+ "in_channels": 4,
26
+ "layers_per_block": 2,
27
+ "mid_block_scale_factor": 1,
28
+ "mid_block_type": "UNetMidBlock3DCrossAttn",
29
+ "norm_eps": 1e-05,
30
+ "norm_num_groups": 32,
31
+ "num_class_embeds": null,
32
+ "only_cross_attention": false,
33
+ "out_channels": 4,
34
+ "projection_class_embeddings_input_dim": null,
35
+ "resnet_time_scale_shift": "default",
36
+ "sample_size": 32,
37
+ "time_cond_proj_dim": null,
38
+ "time_embedding_type": "positional",
39
+ "timestep_post_act": null,
40
+ "up_block_types": [
41
+ "UpBlock3D",
42
+ "CrossAttnUpBlock3D",
43
+ "CrossAttnUpBlock3D",
44
+ "CrossAttnUpBlock3D"
45
+ ],
46
+ "upcast_attention": false,
47
+ "use_linear_projection": true
48
+ }
unet/diffusion_pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a6f519b8cca193d6b15e9e33f5011dcb670de1ee8a9a12e8498ca586a7307651
3
+ size 5645561389
unet/diffusion_pytorch_model.fp16.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f094ebff52035921dacc07b5c4d495b744f4e1336c6cac96dd8f38a2a28a123c
3
+ size 2823097059
unet/diffusion_pytorch_model.fp16.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f972e78d39735baa09aab1cf60dd19f213e32f1c5a89382385e1a7f647b2e537
3
+ size 2822650226
unet/diffusion_pytorch_model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1296dbed3928b7ecf7da12dda03c4ff10f1cdf7303ff86993529fe8388a3e333
3
+ size 5645118394
vae/config.json ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_class_name": "AutoencoderKL",
3
+ "_diffusers_version": "0.15.0.dev0",
4
+ "_name_or_path": "/home/patrick_huggingface_co/ms-text-to-video-sd/vae",
5
+ "act_fn": "silu",
6
+ "block_out_channels": [
7
+ 128,
8
+ 256,
9
+ 512,
10
+ 512
11
+ ],
12
+ "down_block_types": [
13
+ "DownEncoderBlock2D",
14
+ "DownEncoderBlock2D",
15
+ "DownEncoderBlock2D",
16
+ "DownEncoderBlock2D"
17
+ ],
18
+ "in_channels": 3,
19
+ "latent_channels": 4,
20
+ "layers_per_block": 2,
21
+ "norm_num_groups": 32,
22
+ "out_channels": 3,
23
+ "sample_size": 512,
24
+ "scaling_factor": 0.18215,
25
+ "up_block_types": [
26
+ "UpDecoderBlock2D",
27
+ "UpDecoderBlock2D",
28
+ "UpDecoderBlock2D",
29
+ "UpDecoderBlock2D"
30
+ ]
31
+ }
vae/diffusion_pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:36bb8e1b54aba3a0914eb35fba13dcb107e9f18d379d1df2158732cd4bf56a94
3
+ size 334711857
vae/diffusion_pytorch_model.fp16.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c13979094c6566d9aa5936879055457022f34a747eeba12542504853385077c8
3
+ size 167405395
vae/diffusion_pytorch_model.fp16.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c8b011e5a18c53888d51a81aa28223ddec87b450c14dc9650d9c3ebbcd17624e
3
+ size 167335350
vae/diffusion_pytorch_model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a1d993488569e928462932c8c38a0760b874d166399b14414135bd9c42df5815
3
+ size 334643276