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diff --git a/weights/hunyuanDiT/README.md b/weights/hunyuanDiT/README.md
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--- a/weights/hunyuanDiT/README.md
+++ /dev/null
@@ -1,107 +0,0 @@
----
-license: other
-license_name: tencent-hunyuan-community
-license_link: https://huggingface.co/Tencent-Hunyuan/HunyuanDiT/blob/main/LICENSE.txt
-language:
-- en
----
-<!-- ## **HunyuanDiT** -->
-
-<p align="center">
- <img src="https://raw.githubusercontent.com/Tencent/HunyuanDiT/main/asset/logo.png" height=100>
-</p>
-
-# Hunyuan-DiT : A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding
-# 混元-DiT: 具有细粒度中文理解的多分辨率Diffusion Transformer
-
-[[Arxiv]](https://arxiv.org/abs/2405.08748) [[project page]](https://dit.hunyuan.tencent.com/) [[github]](https://github.com/Tencent/HunyuanDiT)
-
-This repo contains the distilled Hunyuan-DiT in 🤗 [Diffusers](https://github.com/huggingface/diffusers) format.
-
-It supports 25-step text-to-image generation.
-
-## Dependency
-Please install PyTorch first, following the instruction in [https://pytorch.org](https://pytorch.org)
-
-Install the latest version of transformers with `pip`:
-```
-pip install --upgrade transformers
-```
-
-Then install the latest github version of 🤗 Diffusers with `pip`:
-```
-pip install git+https://github.com/huggingface/diffusers.git
-```
-
-## Example Usage with 🤗 Diffusers
-```py
-import torch
-from diffusers import HunyuanDiTPipeline
-
-pipe = HunyuanDiTPipeline.from_pretrained("Tencent-Hunyuan/HunyuanDiT-v1.1-Diffusers-Distilled", torch_dtype=torch.float16)
-pipe.to("cuda")
-
-# You may also use English prompt as HunyuanDiT supports both English and Chinese
-# prompt = "An astronaut riding a horse"
-prompt = "一个宇航员在骑马"
-image = pipe(prompt).images[0]
-```
-
-
-
-## 📈 Comparisons
-In order to comprehensively compare the generation capabilities of HunyuanDiT and other models, we constructed a 4-dimensional test set, including Text-Image Consistency, Excluding AI Artifacts, Subject Clarity, Aesthetic. More than 50 professional evaluators performs the evaluation.
-
-<p align="center">
-<table>
-<thead>
-<tr>
- <th rowspan="2">Model</th> <th rowspan="2">Open Source</th> <th>Text-Image Consistency (%)</th> <th>Excluding AI Artifacts (%)</th> <th>Subject Clarity (%)</th> <th rowspan="2">Aesthetics (%)</th> <th rowspan="2">Overall (%)</th>
-</tr>
-</thead>
-<tbody>
-<tr>
- <td>SDXL</td> <td> ✔ </td> <td>64.3</td> <td>60.6</td> <td>91.1</td> <td>76.3</td> <td>42.7</td>
-</tr>
-<tr>
- <td>PixArt-α</td> <td> ✔</td> <td>68.3</td> <td>60.9</td> <td>93.2</td> <td>77.5</td> <td>45.5</td>
-</tr>
-<tr>
- <td>Playground 2.5</td> <td>✔</td> <td>71.9</td> <td>70.8</td> <td>94.9</td> <td>83.3</td> <td>54.3</td>
-</tr>
-
-<tr>
- <td>SD 3</td> <td>✘</td> <td>77.1</td> <td>69.3</td> <td>94.6</td> <td>82.5</td> <td>56.7</td>
-
-</tr>
-<tr>
- <td>MidJourney v6</td><td>✘</td> <td>73.5</td> <td>80.2</td> <td>93.5</td> <td>87.2</td> <td>63.3</td>
-</tr>
-<tr>
- <td>DALL-E 3</td><td>✘</td> <td>83.9</td> <td>80.3</td> <td>96.5</td> <td>89.4</td> <td>71.0</td>
-</tr>
-<tr style="font-weight: bold; background-color: #f2f2f2;">
- <td>Hunyuan-DiT</td><td>✔</td> <td>74.2</td> <td>74.3</td> <td>95.4</td> <td>86.6</td> <td>59.0</td>
-</tr>
-</tbody>
-</table>
-</p>
-
-## 🎥 Visualization
-
-* **Chinese Elements**
-<p align="center">
- <img src="https://raw.githubusercontent.com/Tencent/HunyuanDiT/main/asset/chinese elements understanding.png" height=220>
-</p>
-
-* **Long Text Input**
-
-
-<p align="center">
- <img src="https://raw.githubusercontent.com/Tencent/HunyuanDiT/main/asset/long text understanding.png" height=310>
-</p>
-
-
-## 🔥🔥🔥 Tencent Hunyuan Bot
-
-Welcome to [Tencent Hunyuan Bot](https://hunyuan.tencent.com/bot/chat), where you can explore our innovative products in multi-round conversation!
\ No newline at end of file
diff --git a/weights/hunyuanDiT/model_index.json b/weights/hunyuanDiT/model_index.json
deleted file mode 100644
index 2e7a0f14ca4c81041e30aa0df476be0d5cfb1b8c..0000000000000000000000000000000000000000
--- a/weights/hunyuanDiT/model_index.json
+++ /dev/null
@@ -1,41 +0,0 @@
-{
- "_class_name": "HunyuanDiTPipeline",
- "_diffusers_version": "0.29.0",
- "feature_extractor": [
- null,
- null
- ],
- "requires_safety_checker": true,
- "safety_checker": [
- null,
- null
- ],
- "scheduler": [
- "diffusers",
- "DDPMScheduler"
- ],
- "text_encoder": [
- "transformers",
- "BertModel"
- ],
- "text_encoder_2": [
- "transformers",
- "T5EncoderModel"
- ],
- "tokenizer": [
- "transformers",
- "BertTokenizer"
- ],
- "tokenizer_2": [
- "transformers",
- "T5Tokenizer"
- ],
- "transformer": [
- "diffusers",
- "HunyuanDiT2DModel"
- ],
- "vae": [
- "diffusers",
- "AutoencoderKL"
- ]
-}
diff --git a/weights/hunyuanDiT/scheduler/scheduler_config.json b/weights/hunyuanDiT/scheduler/scheduler_config.json
deleted file mode 100644
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--- a/weights/hunyuanDiT/scheduler/scheduler_config.json
+++ /dev/null
@@ -1,21 +0,0 @@
-{
- "_class_name": "DDPMScheduler",
- "_diffusers_version": "0.29.0",
- "beta_end": 0.03,
- "beta_schedule": "scaled_linear",
- "beta_start": 0.00085,
- "clip_sample": false,
- "clip_sample_range": 1.0,
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diff --git a/weights/hunyuanDiT/tokenizer/special_tokens_map.json b/weights/hunyuanDiT/tokenizer/special_tokens_map.json
deleted file mode 100644
index 9bbecc17cabbcbd3112c14d6982b51403b264bfa..0000000000000000000000000000000000000000
--- a/weights/hunyuanDiT/tokenizer/special_tokens_map.json
+++ /dev/null
@@ -1,37 +0,0 @@
-{
- "cls_token": {
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- "lstrip": false,
- "normalized": false,
- "rstrip": false,
- "single_word": false
- },
- "mask_token": {
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- "rstrip": false,
- "single_word": false
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- "rstrip": false,
- "single_word": false
- },
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- "lstrip": false,
- "normalized": false,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/weights/hunyuanDiT/tokenizer/tokenizer_config.json b/weights/hunyuanDiT/tokenizer/tokenizer_config.json
deleted file mode 100644
index c57897ebb275499b3c6d5284f1187860f86741e6..0000000000000000000000000000000000000000
--- a/weights/hunyuanDiT/tokenizer/tokenizer_config.json
+++ /dev/null
@@ -1,57 +0,0 @@
-{
- "added_tokens_decoder": {
- "0": {
- "content": "[PAD]",
- "lstrip": false,
- "normalized": false,
- "rstrip": false,
- "single_word": false,
- "special": true
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- "model_max_length": 77,
- "never_split": null,
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- "strip_accents": null,
- "tokenize_chinese_chars": true,
- "tokenizer_class": "BertTokenizer",
- "unk_token": "[UNK]"
-}
diff --git a/weights/hunyuanDiT/tokenizer/vocab.txt b/weights/hunyuanDiT/tokenizer/vocab.txt
deleted file mode 100644
index 6246906805d02aca01714c71e4c8d77b69a7a131..0000000000000000000000000000000000000000
--- a/weights/hunyuanDiT/tokenizer/vocab.txt
+++ /dev/null
@@ -1,47020 +0,0 @@
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-焉
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diff --git a/weights/mvd_lite/tokenizer/special_tokens_map.json b/weights/mvd_lite/tokenizer/special_tokens_map.json
deleted file mode 100644
index ae0c5be6f35217e51c4c000fd325d8de0294e99c..0000000000000000000000000000000000000000
--- a/weights/mvd_lite/tokenizer/special_tokens_map.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
- "bos_token": {
- "content": "<|startoftext|>",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "eos_token": {
- "content": "<|endoftext|>",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- },
- "pad_token": "!",
- "unk_token": {
- "content": "<|endoftext|>",
- "lstrip": false,
- "normalized": true,
- "rstrip": false,
- "single_word": false
- }
-}
diff --git a/weights/mvd_lite/tokenizer/tokenizer_config.json b/weights/mvd_lite/tokenizer/tokenizer_config.json
deleted file mode 100644
index bd2abe19377557ff5771584921f9b65fa041fef0..0000000000000000000000000000000000000000
--- a/weights/mvd_lite/tokenizer/tokenizer_config.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
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- "added_tokens_decoder": {
- "0": {
- "content": "!",
- "lstrip": false,
- "normalized": false,
- "rstrip": false,
- "single_word": false,
- "special": true
- },
- "49406": {
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- "special": true
- },
- "49407": {
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- "rstrip": false,
- "single_word": false,
- "special": true
- }
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- "bos_token": "<|startoftext|>",
- "clean_up_tokenization_spaces": true,
- "do_lower_case": true,
- "eos_token": "<|endoftext|>",
- "errors": "replace",
- "model_max_length": 77,
- "pad_token": "!",
- "tokenizer_class": "CLIPTokenizer",
- "unk_token": "<|endoftext|>"
-}
diff --git a/weights/mvd_lite/tokenizer/vocab.json b/weights/mvd_lite/tokenizer/vocab.json
deleted file mode 100644
index 469be27c5c010538f845f518c4f5e8574c78f7c8..0000000000000000000000000000000000000000
--- a/weights/mvd_lite/tokenizer/vocab.json
+++ /dev/null
@@ -1,49410 +0,0 @@
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