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studio-mlx

Text-to-Image
MLX
Safetensors
mlx-swift
apple-silicon
image-editing
text-to-music
quantized
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 Community
kruatech commited on
Commit
32efe34
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1 Parent(s): 6a2a997

Add krea-2-turbo-q4: 4-bit transformer and text encoder, f32 VAE, self-contained

Browse files
Files changed (13) hide show
  1. krea-2-turbo-q4/config/scheduler_config.json +18 -0
  2. krea-2-turbo-q4/config/text_encoder.json +66 -0
  3. krea-2-turbo-q4/config/transformer.json +25 -0
  4. krea-2-turbo-q4/config/vae.json +58 -0
  5. krea-2-turbo-q4/manifest.json +135 -0
  6. krea-2-turbo-q4/tokenizer/chat_template.jinja +120 -0
  7. krea-2-turbo-q4/tokenizer/tokenizer.json +3 -0
  8. krea-2-turbo-q4/tokenizer/tokenizer_config.json +29 -0
  9. krea-2-turbo-q4/weights/text_encoder.safetensors +3 -0
  10. krea-2-turbo-q4/weights/transformer-00001-of-00002.safetensors +3 -0
  11. krea-2-turbo-q4/weights/transformer-00002-of-00002.safetensors +3 -0
  12. krea-2-turbo-q4/weights/transformer.safetensors.index.json +954 -0
  13. krea-2-turbo-q4/weights/vae.safetensors +3 -0
krea-2-turbo-q4/config/scheduler_config.json ADDED
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1
+ {
2
+ "_class_name": "FlowMatchEulerDiscreteScheduler",
3
+ "_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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+ "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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+ }
krea-2-turbo-q4/config/text_encoder.json ADDED
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+ {
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+ "architectures": [
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+ "Qwen3VLModel"
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+ ],
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+ "dtype": "bfloat16",
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+ "image_token_id": 151655,
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+ "model_type": "qwen3_vl",
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+ "text_config": {
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 151643,
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+ "dtype": "bfloat16",
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+ "eos_token_id": 151645,
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+ "head_dim": 128,
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+ "hidden_act": "silu",
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+ "hidden_size": 2560,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 9728,
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+ "max_position_embeddings": 262144,
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+ "model_type": "qwen3_vl_text",
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+ "num_attention_heads": 32,
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+ "num_hidden_layers": 36,
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+ "num_key_value_heads": 8,
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+ "pad_token_id": null,
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+ "rms_norm_eps": 1e-06,
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+ "rope_parameters": {
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+ "mrope_interleaved": true,
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+ "mrope_section": [
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+ 24,
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+ 20,
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+ 20
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+ ],
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+ "rope_theta": 5000000,
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+ "rope_type": "default"
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+ },
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+ "tie_word_embeddings": true,
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+ "use_cache": true,
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+ "vocab_size": 151936
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+ },
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.2.0",
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+ "video_token_id": 151656,
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+ "vision_config": {
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+ "deepstack_visual_indexes": [
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+ 5,
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+ 11,
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+ 17
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+ ],
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+ "depth": 24,
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+ "dtype": "bfloat16",
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+ "hidden_act": "gelu_pytorch_tanh",
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+ "hidden_size": 1024,
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+ "in_channels": 3,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4096,
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+ "model_type": "qwen3_vl",
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+ "num_heads": 16,
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+ "num_position_embeddings": 2304,
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+ "out_hidden_size": 2560,
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+ "patch_size": 16,
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+ "spatial_merge_size": 2,
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+ "temporal_patch_size": 2
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+ },
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+ "vision_end_token_id": 151653,
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+ "vision_start_token_id": 151652
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+ }
krea-2-turbo-q4/config/transformer.json ADDED
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1
+ {
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+ "_class_name": "Krea2Transformer2DModel",
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+ "_diffusers_version": "0.39.0.dev0",
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+ "attention_head_dim": 128,
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+ "axes_dims_rope": [
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+ 32,
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+ 48,
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+ 48
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+ ],
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+ "in_channels": 64,
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+ "intermediate_size": 16384,
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+ "norm_eps": 1e-05,
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+ "num_attention_heads": 48,
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+ "num_key_value_heads": 12,
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+ "num_layers": 28,
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+ "num_layerwise_text_blocks": 2,
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+ "num_refiner_text_blocks": 2,
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+ "num_text_layers": 12,
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+ "rope_theta": 1000.0,
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+ "text_hidden_dim": 2560,
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+ "text_intermediate_size": 6912,
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+ "text_num_attention_heads": 20,
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+ "text_num_key_value_heads": 20,
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+ "timestep_embed_dim": 256
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+ }
krea-2-turbo-q4/config/vae.json ADDED
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+ {
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+ "_class_name": "AutoencoderKLQwenImage",
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+ "_diffusers_version": "0.39.0.dev0",
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+ "_name_or_path": "Qwen/Qwen-Image",
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+ "attn_scales": [],
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+ "base_dim": 96,
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+ "dim_mult": [
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+ 1,
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+ 2,
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+ 4,
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+ 4
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+ "dropout": 0.0,
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+ "input_channels": 3,
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+ "latents_mean": [
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+ -0.7571,
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+ -0.7089,
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+ -0.9113,
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+ -0.1922,
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+ -0.2921
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+ ],
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+ "latents_std": [
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+ 2.8184,
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+ 2.6558,
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+ 1.2196,
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+ 3.2687,
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+ 1.1253,
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+ 2.8251,
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+ "num_res_blocks": 2,
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+ "temperal_downsample": [
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+ false,
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+ true,
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+ true
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+ ],
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+ "z_dim": 16
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+ }
krea-2-turbo-q4/manifest.json ADDED
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+ {
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+ "format": "mlx-bundle/1",
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+ "components": {
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+ "transformer": {
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+ "class": "Krea2Transformer2DModel",
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+ "source": "/Volumes/work/project/mlx/bundles/krea-2-turbo",
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+ "dtype_policy": "quantized-4bit",
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+ "quantization": {
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+ "bits": 4,
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+ "group_size": 64,
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+ "min_dim": 1024,
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+ "skip": [],
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+ "quantized_layers": 260,
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+ },
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+ "num_tensors": 950,
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+ "files": [
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+ {
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+ "file": "weights/transformer-00001-of-00002.safetensors",
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+ },
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+ ]
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+ "text_encoder": {
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+ "class": "Qwen3VLModel",
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+ "source": "/Volumes/work/project/mlx/bundles/krea-2-turbo",
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+ "dtype_policy": "quantized-4bit",
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+ ],
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+ {
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+ "file": "weights/text_encoder.safetensors",
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+ ]
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+ },
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+ "vae": {
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+ "class": "AutoencoderKLQwenImage",
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+ "source": "/Volumes/work/project/mlx/downloads/Krea-2-Turbo/vae",
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+ "dtype_policy": "f32",
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+ },
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+ {
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+ "file": "tokenizer/chat_template.jinja",
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+ "sha256": "3636d0f0bd6bef02654cdffdc447b79cb2cef8ab02cc75267345946291a489e4"
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+ {
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+ "file": "tokenizer/tokenizer.json",
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+ "bytes": 11422650,
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+ "sha256": "be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506"
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+ },
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+ {
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+ "file": "tokenizer/tokenizer_config.json",
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+ "tensors": 0,
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+ "bytes": 664,
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+ "sha256": "c871ed314285a377eccf509b906aa5fe015d5e79a3ddab2c198467329127ead6"
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+ }
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+ ]
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+ }
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+ }
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+ }
krea-2-turbo-q4/tokenizer/chat_template.jinja ADDED
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+ {%- if tools %}
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+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].role == 'system' %}
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+ {%- if messages[0].content is string %}
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+ {{- messages[0].content }}
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+ {%- else %}
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+ {%- for content in messages[0].content %}
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+ {%- if 'text' in content %}
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+ {{- content.text }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '\n\n' }}
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+ {%- endif %}
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+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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+ {%- for tool in tools %}
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+ {{- "\n" }}
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+ {{- tool | tojson }}
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+ {%- endfor %}
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+ {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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+ {%- else %}
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+ {%- if messages[0].role == 'system' %}
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+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].content is string %}
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+ {{- messages[0].content }}
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+ {%- else %}
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+ {%- for content in messages[0].content %}
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+ {%- if 'text' in content %}
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+ {{- content.text }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- set image_count = namespace(value=0) %}
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+ {%- set video_count = namespace(value=0) %}
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+ {%- for message in messages %}
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+ {%- if message.role == "user" %}
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+ {{- '<|im_start|>' + message.role + '\n' }}
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+ {%- if message.content is string %}
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+ {{- message.content }}
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+ {%- else %}
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+ {%- for content in message.content %}
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+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
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+ {%- set image_count.value = image_count.value + 1 %}
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+ {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
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+ <|vision_start|><|image_pad|><|vision_end|>
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+ {%- elif content.type == 'video' or 'video' in content %}
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+ {%- set video_count.value = video_count.value + 1 %}
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+ {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
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+ <|vision_start|><|video_pad|><|vision_end|>
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+ {%- elif 'text' in content %}
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+ {{- content.text }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "assistant" %}
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+ {{- '<|im_start|>' + message.role + '\n' }}
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+ {%- if message.content is string %}
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+ {{- message.content }}
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+ {%- else %}
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+ {%- for content_item in message.content %}
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+ {%- if 'text' in content_item %}
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+ {{- content_item.text }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- if message.tool_calls %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- if (loop.first and message.content) or (not loop.first) %}
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+ {{- '\n' }}
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+ {%- endif %}
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+ {%- if tool_call.function %}
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+ {%- set tool_call = tool_call.function %}
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+ {%- endif %}
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+ {{- '<tool_call>\n{"name": "' }}
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+ {{- tool_call.name }}
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+ {{- '", "arguments": ' }}
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+ {%- if tool_call.arguments is string %}
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+ {{- tool_call.arguments }}
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+ {%- else %}
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+ {{- tool_call.arguments | tojson }}
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+ {%- endif %}
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+ {{- '}\n</tool_call>' }}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {%- if message.content is string %}
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+ {{- message.content }}
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+ {%- else %}
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+ {%- for content in message.content %}
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+ {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
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+ {%- set image_count.value = image_count.value + 1 %}
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+ {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
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+ <|vision_start|><|image_pad|><|vision_end|>
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+ {%- elif content.type == 'video' or 'video' in content %}
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+ {%- set video_count.value = video_count.value + 1 %}
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+ {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
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+ <|vision_start|><|video_pad|><|vision_end|>
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+ {%- elif 'text' in content %}
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+ {{- content.text }}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- endif %}
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+ {{- '\n</tool_response>' }}
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+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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+ {{- '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- if add_generation_prompt %}
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+ {{- '<|im_start|>assistant\n' }}
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+ {%- endif %}
krea-2-turbo-q4/tokenizer/tokenizer.json ADDED
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+ size 11422650
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+ "clean_up_tokenization_spaces": false,
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+ "errors": "replace",
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+ "split_special_tokens": false,
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krea-2-turbo-q4/weights/text_encoder.safetensors ADDED
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