diff --git a/feature_extractor/preprocessor_config.json b/feature_extractor/preprocessor_config.json
index 5294955ff7801083f720b34b55d0f1f51313c5c5..e0675735fd0052745f2f7b7291e4aa7859389998 100644
--- a/feature_extractor/preprocessor_config.json
+++ b/feature_extractor/preprocessor_config.json
@@ -1,8 +1,12 @@
 {
-  "crop_size": 224,
+  "crop_size": {
+    "height": 224,
+    "width": 224
+  },
   "do_center_crop": true,
   "do_convert_rgb": true,
   "do_normalize": true,
+  "do_rescale": true,
   "do_resize": true,
   "feature_extractor_type": "CLIPFeatureExtractor",
   "image_mean": [
@@ -10,11 +14,15 @@
     0.4578275,
     0.40821073
   ],
+  "image_processor_type": "CLIPFeatureExtractor",
   "image_std": [
     0.26862954,
     0.26130258,
     0.27577711
   ],
   "resample": 3,
-  "size": 224
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "shortest_edge": 224
+  }
 }
diff --git a/model_index.json b/model_index.json
index 60a2364f4a55fe2efcd5a3a6cbff8f2791b5c4e3..a66e62c1051b40a0032911795a908a50accae65f 100644
--- a/model_index.json
+++ b/model_index.json
@@ -1,21 +1,22 @@
 {
   "_class_name": "StableDiffusionPipeline",
-  "_diffusers_version": "0.4.0.dev0",
+  "_diffusers_version": "0.15.0.dev0",
   "feature_extractor": [
     "transformers",
     "CLIPFeatureExtractor"
   ],
+  "requires_safety_checker": true,
   "safety_checker": [
     "stable_diffusion",
-    "FlaxStableDiffusionSafetyChecker"
+    "StableDiffusionSafetyChecker"
   ],
   "scheduler": [
     "diffusers",
-    "FlaxDDIMScheduler"
+    "DDIMScheduler"
   ],
   "text_encoder": [
     "transformers",
-    "FlaxCLIPTextModel"
+    "CLIPTextModel"
   ],
   "tokenizer": [
     "transformers",
@@ -23,10 +24,10 @@
   ],
   "unet": [
     "diffusers",
-    "FlaxUNet2DConditionModel"
+    "UNet2DConditionModel"
   ],
   "vae": [
     "diffusers",
-    "FlaxAutoencoderKL"
+    "AutoencoderKL"
   ]
 }
diff --git a/safety_checker/config.json b/safety_checker/config.json
index fb04a6b53c71cb8e9b59694e82ed2f04bcfccbce..e44fbb034712a40652458a1e15411231f9014cdc 100644
--- a/safety_checker/config.json
+++ b/safety_checker/config.json
@@ -1,6 +1,6 @@
 {
-  "_commit_hash": "04b741590ff4e18ef4d778c72afe3ca3a680a0c7",
-  "_name_or_path": "hf-internal-testing/tiny-random-clip",
+  "_commit_hash": null,
+  "_name_or_path": "./safety_checker",
   "architectures": [
     "StableDiffusionSafetyChecker"
   ],
@@ -14,6 +14,7 @@
     "architectures": null,
     "attention_dropout": 0.1,
     "bad_words_ids": null,
+    "begin_suppress_tokens": null,
     "bos_token_id": 0,
     "chunk_size_feed_forward": 0,
     "cross_attention_hidden_size": null,
@@ -62,12 +63,14 @@
     "pad_token_id": 1,
     "prefix": null,
     "problem_type": null,
+    "projection_dim": 512,
     "pruned_heads": {},
     "remove_invalid_values": false,
     "repetition_penalty": 1.0,
     "return_dict": true,
     "return_dict_in_generate": false,
     "sep_token_id": null,
+    "suppress_tokens": null,
     "task_specific_params": null,
     "temperature": 1.0,
     "tf_legacy_loss": false,
@@ -78,82 +81,11 @@
     "top_p": 1.0,
     "torch_dtype": null,
     "torchscript": false,
-    "transformers_version": "4.22.0.dev0",
+    "transformers_version": "4.28.0.dev0",
     "typical_p": 1.0,
     "use_bfloat16": false,
     "vocab_size": 99
   },
-  "text_config_dict": {
-    "_name_or_path": "",
-    "add_cross_attention": false,
-    "architectures": null,
-    "attention_dropout": 0.1,
-    "bad_words_ids": null,
-    "bos_token_id": 0,
-    "chunk_size_feed_forward": 0,
-    "decoder_start_token_id": null,
-    "diversity_penalty": 0.0,
-    "do_sample": false,
-    "dropout": 0.1,
-    "early_stopping": false,
-    "encoder_no_repeat_ngram_size": 0,
-    "eos_token_id": 2,
-    "finetuning_task": null,
-    "forced_bos_token_id": null,
-    "forced_eos_token_id": null,
-    "gradient_checkpointing": false,
-    "hidden_act": "quick_gelu",
-    "hidden_size": 32,
-    "id2label": {
-      "0": "LABEL_0",
-      "1": "LABEL_1"
-    },
-    "initializer_factor": 1.0,
-    "initializer_range": 0.02,
-    "intermediate_size": 37,
-    "is_decoder": false,
-    "is_encoder_decoder": false,
-    "label2id": {
-      "LABEL_0": 0,
-      "LABEL_1": 1
-    },
-    "layer_norm_eps": 1e-05,
-    "length_penalty": 1.0,
-    "max_length": 20,
-    "max_position_embeddings": 512,
-    "min_length": 0,
-    "model_type": "clip_text_model",
-    "no_repeat_ngram_size": 0,
-    "num_attention_heads": 4,
-    "num_beam_groups": 1,
-    "num_beams": 1,
-    "num_hidden_layers": 5,
-    "num_return_sequences": 1,
-    "output_attentions": false,
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-    "return_dict": true,
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-    "vocab_size": 99
-  },
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   "vision_config": {
@@ -162,6 +94,7 @@
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+    "begin_suppress_tokens": null,
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     "cross_attention_hidden_size": null,
@@ -212,12 +145,14 @@
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     "return_dict": true,
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+    "suppress_tokens": null,
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@@ -228,81 +163,9 @@
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diff --git a/tokenizer/special_tokens_map.json b/tokenizer/special_tokens_map.json
index 9bfb42aa97dcd61e89f279ccaee988bccb4fabae..2c2130b544c0c5a72d5d00da071ba130a9800fb2 100644
--- a/tokenizer/special_tokens_map.json
+++ b/tokenizer/special_tokens_map.json
@@ -1 +1,24 @@
-{"bos_token": {"content": "<|startoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true}, "pad_token": "<|endoftext|>"}
\ No newline at end of file
+{
+  "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": "<|endoftext|>",
+  "unk_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer/tokenizer_config.json b/tokenizer/tokenizer_config.json
index 7532cd4b194060007a910f5796d3a45ed8015fac..d82e92f0f3618ce5503abe2d27ea2cc10193f813 100644
--- a/tokenizer/tokenizer_config.json
+++ b/tokenizer/tokenizer_config.json
@@ -1 +1,34 @@
-{"errors": "replace", "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<|startoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "pad_token": "<|endoftext|>", "add_prefix_space": false, "do_lower_case": true, "model_max_length": 77, "name_or_path": "/home/patrick/.cache/huggingface/diffusers/models--hf-internal-testing--tiny-stable-diffusion-pipe/snapshots/695e29de8f0f8595542b8a204a570f44a4e9bfbb/tokenizer", "special_tokens_map_file": "/home/lysandre/.cache/huggingface/transformers/18a566598f286c9139f88160c99f84eec492a26bd22738fa9cb44d5b7e0a5c76.cce1206abbad28826f000510f22f354e53e66a97f7c23745a7dfe27609cc07f5", "tokenizer_class": "CLIPTokenizer"}
\ No newline at end of file
+{
+  "add_prefix_space": false,
+  "bos_token": {
+    "__type": "AddedToken",
+    "content": "<|startoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "clean_up_tokenization_spaces": true,
+  "do_lower_case": true,
+  "eos_token": {
+    "__type": "AddedToken",
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "errors": "replace",
+  "model_max_length": 77,
+  "pad_token": "<|endoftext|>",
+  "special_tokens_map_file": "/home/lysandre/.cache/huggingface/transformers/18a566598f286c9139f88160c99f84eec492a26bd22738fa9cb44d5b7e0a5c76.cce1206abbad28826f000510f22f354e53e66a97f7c23745a7dfe27609cc07f5",
+  "tokenizer_class": "CLIPTokenizer",
+  "unk_token": {
+    "__type": "AddedToken",
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer/vocab.json b/tokenizer/vocab.json
index 67c203f550a5c376198d25e6d2b22f9e7c008b9f..609c08ebb708079189a79c6964c3495e36b26f41 100644
--- a/tokenizer/vocab.json
+++ b/tokenizer/vocab.json
@@ -1 +1,1002 @@
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diff --git a/unet/config.json b/unet/config.json
index 23816800ebb5473658990794f728b323b5c98c75..e1453ef587c27cbd083e12bedb240155ea25c595 100644
--- a/unet/config.json
+++ b/unet/config.json
@@ -1,23 +1,54 @@
 {
-  "_class_name": "FlaxUNet2DConditionModel",
-  "_diffusers_version": "0.10.0.dev0",
+  "_class_name": "UNet2DConditionModel",
+  "_diffusers_version": "0.15.0.dev0",
+  "_name_or_path": "./unet",
+  "act_fn": "silu",
+  "addition_embed_type": null,
   "attention_head_dim": 8,
   "block_out_channels": [
     32,
     64
   ],
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+  "class_embeddings_concat": false,
+  "conv_in_kernel": 3,
+  "conv_out_kernel": 3,
   "cross_attention_dim": 32,
+  "cross_attention_norm": false,
   "down_block_types": [
     "DownBlock2D",
     "CrossAttnDownBlock2D"
   ],
+  "downsample_padding": 1,
   "dropout": 0.0,
+  "dual_cross_attention": false,
+  "encoder_hid_dim": null,
+  "flip_sin_to_cos": true,
+  "freq_shift": 0,
   "in_channels": 4,
   "layers_per_block": 2,
+  "mid_block_scale_factor": 1,
+  "mid_block_type": "UNetMidBlock2DCrossAttn",
+  "norm_eps": 1e-05,
+  "norm_num_groups": 32,
+  "num_class_embeds": null,
+  "only_cross_attention": false,
   "out_channels": 4,
+  "projection_class_embeddings_input_dim": null,
+  "resnet_out_scale_factor": 1.0,
+  "resnet_skip_time_act": false,
+  "resnet_time_scale_shift": "default",
   "sample_size": 32,
+  "time_cond_proj_dim": null,
+  "time_embedding_act_fn": null,
+  "time_embedding_dim": null,
+  "time_embedding_type": "positional",
+  "timestep_post_act": null,
   "up_block_types": [
     "CrossAttnUpBlock2D",
     "UpBlock2D"
-  ]
+  ],
+  "upcast_attention": false,
+  "use_linear_projection": false
 }
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index 08790c0388b59d2a88718a67239ce384a1415cbd..e99f7866edf20876871438c38de63896beef31e7 100644
--- a/vae/config.json
+++ b/vae/config.json
@@ -1,6 +1,7 @@
 {
-  "_class_name": "FlaxAutoencoderKL",
-  "_diffusers_version": "0.4.0.dev0",
+  "_class_name": "AutoencoderKL",
+  "_diffusers_version": "0.15.0.dev0",
+  "_name_or_path": "./vae",
   "act_fn": "silu",
   "block_out_channels": [
     32,
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   "out_channels": 3,
   "sample_size": 32,
+  "scaling_factor": 0.18215,
   "up_block_types": [
     "UpDecoderBlock2D",
     "UpDecoderBlock2D"
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