Upload LiteRT fp32 and int8 exports of Stable Diffusion v1.5
Browse files- README.md +5 -2
- configs/text_encoder_runtime_config.json +42 -0
- configs/unet_config.json +22 -22
- configs/vae_config.json +5 -5
- conversion_manifest.json +3 -1
- fp32/manifest.json +32 -0
- fp32/text_encoder.tflite +2 -2
- fp32/unet.tflite +1 -1
- int8/manifest.json +32 -0
- int8/text_encoder.tflite +2 -2
README.md
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@@ -7,7 +7,7 @@ This repository contains a LiteRT/TFLite export of the Hugging Face model `stabl
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- `fp32/`: reference export
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- `int8/`: mixed bundle with fp32 text encoder fallback, PT2E dynamic int8 UNet, and fp32 VAE fallback
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## Files per variant
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- `text_encoder.tflite`
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- `unet.tflite`
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- `tokenizer/`
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- `scheduler/`
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- `configs/`
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- `conversion_manifest.json`
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## Notes
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- Stable Diffusion v1.5 is a multi-stage pipeline, so this export is split into submodels.
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-
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- The preview images in `preview/` are decoder smoke tests, not final text-to-image samples.
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- `fp32/`: reference export
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- `int8/`: mixed bundle with fp32 text encoder fallback, PT2E dynamic int8 UNet, and fp32 VAE fallback
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## Files per exported variant
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- `text_encoder.tflite`
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- `unet.tflite`
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- `tokenizer/`
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- `scheduler/`
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- `configs/`
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- `configs/text_encoder_runtime_config.json`
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- `conversion_manifest.json`
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## Notes
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- Stable Diffusion v1.5 is a multi-stage pipeline, so this export is split into submodels.
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- The notebook first tries to export the text encoder with INT32 token ids for better GPU delegate compatibility and records the actual exported input dtype per variant.
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- The fp32 bundle is optional debug output; on CPU runtimes it is skipped by default to avoid kernel deaths during fp32 UNet conversion.
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- Both exported variants are smoke-tested by reloading the serialized LiteRT models and executing inference.
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- The preview images in `preview/` are decoder smoke tests, not final text-to-image samples.
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configs/text_encoder_runtime_config.json
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@@ -0,0 +1,42 @@
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{
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"tokenizer_dir": "tokenizer",
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"tokenizer_max_length": 77,
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"vocab_size": 49408,
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"preferred_token_dtype": "int32",
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"fallback_token_dtype": "int64",
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"dtype_attempt_order": [
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"int32",
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"int64"
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],
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"variants": {
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"fp32": {
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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},
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"int8": {
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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}
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},
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"notes": "Tokenizer output is external to the exported model. Token IDs are vocabulary indices and are not int8-quantized."
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}
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configs/unet_config.json
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@@ -63,37 +63,37 @@
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"cross_attention_norm": null,
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"addition_embed_type_num_heads": 64,
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"_use_default_values": [
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"
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"
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"resnet_out_scale_factor",
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"resnet_time_scale_shift",
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"conv_in_kernel",
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"dual_cross_attention",
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"num_class_embeds",
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"mid_block_only_cross_attention",
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"reverse_transformer_layers_per_block",
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"
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"
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"addition_embed_type_num_heads",
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"projection_class_embeddings_input_dim",
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"only_cross_attention",
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"
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"
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"
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"encoder_hid_dim_type",
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"addition_embed_type",
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"addition_time_embed_dim",
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"
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"resnet_skip_time_act",
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"encoder_hid_dim",
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"
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"attention_type",
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"transformer_layers_per_block",
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],
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"_class_name": "UNet2DConditionModel",
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"_diffusers_version": "0.6.0",
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"cross_attention_norm": null,
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"addition_embed_type_num_heads": 64,
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"_use_default_values": [
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"time_embedding_type",
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"dual_cross_attention",
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"time_embedding_dim",
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"resnet_out_scale_factor",
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"use_linear_projection",
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"resnet_skip_time_act",
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"resnet_time_scale_shift",
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"addition_embed_type",
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"time_embedding_act_fn",
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"conv_in_kernel",
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"reverse_transformer_layers_per_block",
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"num_attention_heads",
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"timestep_post_act",
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"addition_embed_type_num_heads",
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"only_cross_attention",
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"attention_type",
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"time_cond_proj_dim",
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"num_class_embeds",
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"addition_time_embed_dim",
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"dropout",
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"encoder_hid_dim",
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"mid_block_type",
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"transformer_layers_per_block",
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"encoder_hid_dim_type",
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"conv_out_kernel",
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"cross_attention_norm",
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"class_embeddings_concat",
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"mid_block_only_cross_attention",
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"upcast_attention",
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"projection_class_embeddings_input_dim",
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"class_embed_type"
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],
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"_class_name": "UNet2DConditionModel",
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"_diffusers_version": "0.6.0",
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configs/vae_config.json
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"use_post_quant_conv": true,
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"mid_block_add_attention": true,
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"_use_default_values": [
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"mid_block_add_attention",
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"latents_mean",
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"use_quant_conv",
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"force_upcast",
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"scaling_factor",
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"shift_factor",
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"use_post_quant_conv",
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],
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"_class_name": "AutoencoderKL",
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"_diffusers_version": "0.6.0",
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"use_post_quant_conv": true,
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"mid_block_add_attention": true,
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"_use_default_values": [
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"use_quant_conv",
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"shift_factor",
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"mid_block_add_attention",
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"scaling_factor",
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"force_upcast",
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"latents_std",
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"use_post_quant_conv",
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"latents_mean"
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],
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"_class_name": "AutoencoderKL",
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"_diffusers_version": "0.6.0",
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conversion_manifest.json
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"variants": [
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"fp32",
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"int8"
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]
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}
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"variants": [
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"fp32",
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"int8"
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],
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"preferred_text_encoder_token_dtype": "int32",
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"text_encoder_runtime_config": "configs/text_encoder_runtime_config.json"
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}
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fp32/manifest.json
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"unet": "unet.tflite",
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"vae_decoder": "vae_decoder.tflite"
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},
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"validation": {
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"text_encoder": [
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{
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"unet": "unet.tflite",
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"vae_decoder": "vae_decoder.tflite"
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},
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"text_encoder_export": {
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"selected": {
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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},
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"attempts": [
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{
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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}
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]
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},
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"validation": {
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"text_encoder": [
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{
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fp32/text_encoder.tflite
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:850e180ea0f2851967108b9c4e9214a78c4540d4c0d7400090a0d19d7eb765c4
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size 492644936
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fp32/unet.tflite
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version https://git-lfs.github.com/spec/v1
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size 3439837600
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oid sha256:5587bbd662f3955ba95cfce59c04dbcae44f973680c1a2cc230de93b6ace0eaf
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size 3439837600
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int8/manifest.json
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"unet": "unet.tflite",
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"vae_decoder": "vae_decoder.tflite"
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},
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"validation": {
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"text_encoder": [
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{
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"unet": "unet.tflite",
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"vae_decoder": "vae_decoder.tflite"
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},
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"text_encoder_export": {
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"selected": {
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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},
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"attempts": [
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{
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"requested_token_dtype": "int32",
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"exported_input_name": "serving_default_args_0",
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"exported_input_dtype": "INT32",
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"exported_input_shape": [
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1,
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77
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],
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"token_range": [
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267,
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49407
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],
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"gpu_delegate_friendly": true
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}
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]
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},
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"validation": {
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"text_encoder": [
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{
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int8/text_encoder.tflite
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version https://git-lfs.github.com/spec/v1
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:850e180ea0f2851967108b9c4e9214a78c4540d4c0d7400090a0d19d7eb765c4
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size 492644936
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