Instructions to use hf-internal-testing/tiny-krea2-turbo-modular-pipe with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use hf-internal-testing/tiny-krea2-turbo-modular-pipe with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("hf-internal-testing/tiny-krea2-turbo-modular-pipe", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
Mirror tiny krea2-turbo modular fixture from CedricPerauer/tiny-krea2-turbo-modular-pipe
#1
by YiYiXu HF Staff - opened
- .gitattributes +1 -0
- modular_model_index.json +76 -0
- scheduler/scheduler_config.json +18 -0
- text_encoder/config.json +56 -0
- text_encoder/model.safetensors +3 -0
- tokenizer/chat_template.jinja +7 -0
- tokenizer/tokenizer.json +3 -0
- tokenizer/tokenizer_config.json +35 -0
- transformer/config.json +25 -0
- transformer/diffusion_pytorch_model.safetensors +3 -0
- vae/config.json +31 -0
- vae/diffusion_pytorch_model.safetensors +3 -0
.gitattributes
CHANGED
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
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modular_model_index.json
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{
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"_blocks_class_name": "Krea2TurboAutoBlocks",
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"_class_name": "Krea2TurboModularPipeline",
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"diffusers",
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"FlowMatchEulerDiscreteScheduler",
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"pretrained_model_name_or_path": "hf-internal-testing/tiny-krea2-turbo-modular-pipe",
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"revision": null,
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"subfolder": "scheduler",
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"type_hint": [
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"diffusers",
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"FlowMatchEulerDiscreteScheduler"
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],
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"variant": null
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}
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],
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"text_encoder": [
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"transformers",
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"Qwen3VLModel",
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{
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"pretrained_model_name_or_path": "hf-internal-testing/tiny-krea2-turbo-modular-pipe",
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"revision": null,
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"subfolder": "text_encoder",
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"type_hint": [
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"transformers",
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"Qwen3VLModel"
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],
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"variant": null
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}
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],
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"tokenizer": [
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"transformers",
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"Qwen2Tokenizer",
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{
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"pretrained_model_name_or_path": "hf-internal-testing/tiny-krea2-turbo-modular-pipe",
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"revision": null,
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"subfolder": "tokenizer",
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"type_hint": [
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"transformers",
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"Qwen2Tokenizer"
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],
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"variant": null
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}
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],
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"transformer": [
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"diffusers",
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"Krea2Transformer2DModel",
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{
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"pretrained_model_name_or_path": "hf-internal-testing/tiny-krea2-turbo-modular-pipe",
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"subfolder": "transformer",
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"type_hint": [
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"diffusers",
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"Krea2Transformer2DModel"
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],
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"variant": null
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}
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],
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"vae": [
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"diffusers",
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"AutoencoderKLQwenImage",
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{
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"pretrained_model_name_or_path": "hf-internal-testing/tiny-krea2-turbo-modular-pipe",
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"revision": null,
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"subfolder": "vae",
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"type_hint": [
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"diffusers",
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"AutoencoderKLQwenImage"
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],
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"variant": null
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}
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]
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}
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scheduler/scheduler_config.json
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{
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"_class_name": "FlowMatchEulerDiscreteScheduler",
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"_diffusers_version": "0.39.0.dev0",
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"base_image_seq_len": 256,
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"base_shift": 0.5,
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"invert_sigmas": false,
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"max_image_seq_len": 6400,
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"max_shift": 1.15,
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| 9 |
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"num_train_timesteps": 1000,
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"shift": 1.0,
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"shift_terminal": null,
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"stochastic_sampling": false,
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"time_shift_type": "exponential",
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"use_beta_sigmas": false,
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"use_dynamic_shifting": true,
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"use_exponential_sigmas": false,
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"use_karras_sigmas": false
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}
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text_encoder/config.json
ADDED
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{
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"architectures": [
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"Qwen3VLModel"
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],
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| 5 |
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"dtype": "float32",
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| 6 |
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"image_token_id": 151655,
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+
"model_type": "qwen3_vl",
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| 8 |
+
"text_config": {
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| 9 |
+
"attention_bias": false,
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| 10 |
+
"attention_dropout": 0.0,
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| 11 |
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"head_dim": 8,
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| 12 |
+
"hidden_act": "silu",
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"hidden_size": 16,
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"initializer_range": 0.02,
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+
"intermediate_size": 16,
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| 16 |
+
"max_position_embeddings": 128000,
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| 17 |
+
"model_type": "qwen3_vl_text",
|
| 18 |
+
"num_attention_heads": 2,
|
| 19 |
+
"num_hidden_layers": 36,
|
| 20 |
+
"num_key_value_heads": 2,
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| 21 |
+
"pad_token_id": null,
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| 22 |
+
"rms_norm_eps": 1e-06,
|
| 23 |
+
"rope_parameters": {
|
| 24 |
+
"rope_theta": 500000.0,
|
| 25 |
+
"rope_type": "default"
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| 26 |
+
},
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| 27 |
+
"use_cache": true,
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| 28 |
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"vocab_size": 151936
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| 29 |
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},
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| 30 |
+
"tie_word_embeddings": false,
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| 31 |
+
"transformers_version": "5.12.1",
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| 32 |
+
"video_token_id": 151656,
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| 33 |
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"vision_config": {
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"deepstack_visual_indexes": [
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8,
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16,
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24
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],
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"depth": 2,
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"hidden_act": "gelu_pytorch_tanh",
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"hidden_size": 16,
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| 42 |
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"in_channels": 3,
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| 43 |
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"initializer_range": 0.02,
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| 44 |
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"intermediate_size": 16,
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| 45 |
+
"model_type": "qwen3_vl_vision",
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| 46 |
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"num_heads": 2,
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| 47 |
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"num_position_embeddings": 2304,
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| 48 |
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"out_hidden_size": 16,
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| 49 |
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"patch_size": 16,
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| 50 |
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"spatial_merge_size": 2,
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| 51 |
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"temporal_patch_size": 2
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| 52 |
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},
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| 53 |
+
"vision_end_token_id": 151653,
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| 54 |
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"vision_start_token_id": 151652,
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| 55 |
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"vocab_size": 152064
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}
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text_encoder/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:c1c4589ff68c9c9b316c25a680f345990c3b65f3ebba045f5f7ec2b8bd24656a
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+
size 10383856
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tokenizer/chat_template.jinja
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{% set image_count = namespace(value=0) %}{% set video_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system
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You are a helpful assistant.<|im_end|>
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{% endif %}<|im_start|>{{ message['role'] }}
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{% if message['content'] is string %}{{ message['content'] }}<|im_end|>
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{% else %}{% for content in message['content'] %}{% if content['type'] == 'image' or 'image' in content or 'image_url' in content %}{% set image_count.value = image_count.value + 1 %}{% if add_vision_id %}Picture {{ image_count.value }}: {% endif %}<|vision_start|><|image_pad|><|vision_end|>{% elif content['type'] == 'video' or 'video' in content %}{% set video_count.value = video_count.value + 1 %}{% if add_vision_id %}Video {{ video_count.value }}: {% endif %}<|vision_start|><|video_pad|><|vision_end|>{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>
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{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant
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{% endif %}
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tokenizer/tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:312c03cb421e18f41c20c3e35f3302479a3a8f8b1f06779fd900326a0d32c22f
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+
size 11420534
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tokenizer/tokenizer_config.json
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{
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"add_prefix_space": false,
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"backend": "tokenizers",
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"bos_token": null,
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| 5 |
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|im_end|>",
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| 7 |
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"errors": "replace",
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| 8 |
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"extra_special_tokens": [
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"<|im_start|>",
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"<|im_end|>",
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"<|object_ref_start|>",
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"<|object_ref_end|>",
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"<|box_start|>",
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"<|box_end|>",
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"<|quad_start|>",
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"<|quad_end|>",
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"<|vision_start|>",
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| 18 |
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"<|vision_end|>",
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"<|vision_pad|>",
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"<|image_pad|>",
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"<|video_pad|>"
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],
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| 23 |
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"is_local": false,
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| 24 |
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"local_files_only": false,
|
| 25 |
+
"max_length": null,
|
| 26 |
+
"model_max_length": 32768,
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| 27 |
+
"pad_to_multiple_of": null,
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| 28 |
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"pad_token": "<|endoftext|>",
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| 29 |
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"pad_token_type_id": 0,
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| 30 |
+
"padding_side": "left",
|
| 31 |
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"processor_class": "Qwen2VLProcessor",
|
| 32 |
+
"split_special_tokens": false,
|
| 33 |
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"tokenizer_class": "Qwen2Tokenizer",
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| 34 |
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"unk_token": null
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| 35 |
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}
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transformer/config.json
ADDED
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{
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"_class_name": "Krea2Transformer2DModel",
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| 3 |
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"_diffusers_version": "0.39.0.dev0",
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| 4 |
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"attention_head_dim": 8,
|
| 5 |
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"axes_dims_rope": [
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4,
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2,
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2
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],
|
| 10 |
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"in_channels": 16,
|
| 11 |
+
"intermediate_size": 32,
|
| 12 |
+
"norm_eps": 1e-05,
|
| 13 |
+
"num_attention_heads": 4,
|
| 14 |
+
"num_key_value_heads": 2,
|
| 15 |
+
"num_layers": 2,
|
| 16 |
+
"num_layerwise_text_blocks": 1,
|
| 17 |
+
"num_refiner_text_blocks": 1,
|
| 18 |
+
"num_text_layers": 12,
|
| 19 |
+
"rope_theta": 1000.0,
|
| 20 |
+
"text_hidden_dim": 16,
|
| 21 |
+
"text_intermediate_size": 16,
|
| 22 |
+
"text_num_attention_heads": 2,
|
| 23 |
+
"text_num_key_value_heads": 1,
|
| 24 |
+
"timestep_embed_dim": 8
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| 25 |
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}
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transformer/diffusion_pytorch_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ea582bcdc2017d7955e81b8d799fa2a1824cdb80fa0019e4fa701398e0658795
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| 3 |
+
size 122872
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vae/config.json
ADDED
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@@ -0,0 +1,31 @@
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| 1 |
+
{
|
| 2 |
+
"_class_name": "AutoencoderKLQwenImage",
|
| 3 |
+
"_diffusers_version": "0.39.0.dev0",
|
| 4 |
+
"attn_scales": [],
|
| 5 |
+
"base_dim": 24,
|
| 6 |
+
"dim_mult": [
|
| 7 |
+
1,
|
| 8 |
+
2,
|
| 9 |
+
4
|
| 10 |
+
],
|
| 11 |
+
"dropout": 0.0,
|
| 12 |
+
"input_channels": 3,
|
| 13 |
+
"latents_mean": [
|
| 14 |
+
0.0,
|
| 15 |
+
0.0,
|
| 16 |
+
0.0,
|
| 17 |
+
0.0
|
| 18 |
+
],
|
| 19 |
+
"latents_std": [
|
| 20 |
+
1.0,
|
| 21 |
+
1.0,
|
| 22 |
+
1.0,
|
| 23 |
+
1.0
|
| 24 |
+
],
|
| 25 |
+
"num_res_blocks": 1,
|
| 26 |
+
"temperal_downsample": [
|
| 27 |
+
false,
|
| 28 |
+
true
|
| 29 |
+
],
|
| 30 |
+
"z_dim": 4
|
| 31 |
+
}
|
vae/diffusion_pytorch_model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d82f6ac6ca2e5767a17a5efc504e0470705b3b3318bab132dd218ff0ff342d29
|
| 3 |
+
size 16230492
|