diff --git a/.gitattributes b/.gitattributes
index 78be8432e1148d0227370439dad9d9a818f08df4..074be8c1761e6172270345bb7df588d428e3efb6 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -29,3 +29,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+onnx__* filter=lfs diff=lfs merge=lfs -text
+*.weight filter=lfs diff=lfs merge=lfs -text
+*.bias filter=lfs diff=lfs merge=lfs -text
diff --git a/model_index.json b/model_index.json
index 0e985ad52577b583221ab4bc6b8e275a9df6a2c6..af459a989ec8c3b0c6a4f5787a134f9d8beeb5de 100644
--- a/model_index.json
+++ b/model_index.json
@@ -1,21 +1,21 @@
 {
-  "_class_name": "StableDiffusionPipeline",
-  "_diffusers_version": "0.2.2",
+  "_class_name": "StableDiffusionOnnxPipeline",
+  "_diffusers_version": "0.3.0.dev0",
   "feature_extractor": [
     "transformers",
     "CLIPFeatureExtractor"
   ],
   "safety_checker": [
-    "stable_diffusion",
-    "StableDiffusionSafetyChecker"
+    "diffusers",
+    "OnnxRuntimeModel"
   ],
   "scheduler": [
     "diffusers",
     "PNDMScheduler"
   ],
   "text_encoder": [
-    "transformers",
-    "CLIPTextModel"
+    "diffusers",
+    "OnnxRuntimeModel"
   ],
   "tokenizer": [
     "transformers",
@@ -23,10 +23,10 @@
   ],
   "unet": [
     "diffusers",
-    "UNet2DConditionModel"
+    "OnnxRuntimeModel"
   ],
-  "vae": [
+  "vae_decoder": [
     "diffusers",
-    "AutoencoderKL"
+    "OnnxRuntimeModel"
   ]
 }
diff --git a/safety_checker/config.json b/safety_checker/config.json
deleted file mode 100644
index 97bed2ba03e1a77fe548fab801464c734b0a142b..0000000000000000000000000000000000000000
--- a/safety_checker/config.json
+++ /dev/null
@@ -1,171 +0,0 @@
-{
-  "_name_or_path": "./safety_module",
-  "architectures": [
-    "StableDiffusionSafetyChecker"
-  ],
-  "initializer_factor": 1.0,
-  "logit_scale_init_value": 2.6592,
-  "model_type": "clip",
-  "projection_dim": 768,
-  "text_config": {
-    "_name_or_path": "",
-    "add_cross_attention": false,
-    "architectures": null,
-    "attention_dropout": 0.0,
-    "bad_words_ids": null,
-    "bos_token_id": 0,
-    "chunk_size_feed_forward": 0,
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-    "encoder_no_repeat_ngram_size": 0,
-    "eos_token_id": 2,
-    "exponential_decay_length_penalty": null,
-    "finetuning_task": null,
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-    "hidden_act": "quick_gelu",
-    "hidden_size": 768,
-    "id2label": {
-      "0": "LABEL_0",
-      "1": "LABEL_1"
-    },
-    "initializer_factor": 1.0,
-    "initializer_range": 0.02,
-    "intermediate_size": 3072,
-    "is_decoder": false,
-    "is_encoder_decoder": false,
-    "label2id": {
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-      "LABEL_1": 1
-    },
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-    "model_type": "clip_text_model",
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-    "num_beam_groups": 1,
-    "num_beams": 1,
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-    "output_scores": false,
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-    "prefix": null,
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-    "pruned_heads": {},
-    "remove_invalid_values": false,
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-    "return_dict": true,
-    "return_dict_in_generate": false,
-    "sep_token_id": null,
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-    "temperature": 1.0,
-    "tie_encoder_decoder": false,
-    "tie_word_embeddings": true,
-    "tokenizer_class": null,
-    "top_k": 50,
-    "top_p": 1.0,
-    "torch_dtype": null,
-    "torchscript": false,
-    "transformers_version": "4.21.0.dev0",
-    "typical_p": 1.0,
-    "use_bfloat16": false,
-    "vocab_size": 49408
-  },
-  "text_config_dict": {
-    "hidden_size": 768,
-    "intermediate_size": 3072,
-    "num_attention_heads": 12,
-    "num_hidden_layers": 12
-  },
-  "torch_dtype": "float32",
-  "transformers_version": null,
-  "vision_config": {
-    "_name_or_path": "",
-    "add_cross_attention": false,
-    "architectures": null,
-    "attention_dropout": 0.0,
-    "bad_words_ids": null,
-    "bos_token_id": null,
-    "chunk_size_feed_forward": 0,
-    "cross_attention_hidden_size": null,
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-    "diversity_penalty": 0.0,
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-    "dropout": 0.0,
-    "early_stopping": false,
-    "encoder_no_repeat_ngram_size": 0,
-    "eos_token_id": null,
-    "exponential_decay_length_penalty": null,
-    "finetuning_task": null,
-    "forced_bos_token_id": null,
-    "forced_eos_token_id": null,
-    "hidden_act": "quick_gelu",
-    "hidden_size": 1024,
-    "id2label": {
-      "0": "LABEL_0",
-      "1": "LABEL_1"
-    },
-    "image_size": 224,
-    "initializer_factor": 1.0,
-    "initializer_range": 0.02,
-    "intermediate_size": 4096,
-    "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,
-    "min_length": 0,
-    "model_type": "clip_vision_model",
-    "no_repeat_ngram_size": 0,
-    "num_attention_heads": 16,
-    "num_beam_groups": 1,
-    "num_beams": 1,
-    "num_hidden_layers": 24,
-    "num_return_sequences": 1,
-    "output_attentions": false,
-    "output_hidden_states": false,
-    "output_scores": false,
-    "pad_token_id": null,
-    "patch_size": 14,
-    "prefix": null,
-    "problem_type": null,
-    "pruned_heads": {},
-    "remove_invalid_values": false,
-    "repetition_penalty": 1.0,
-    "return_dict": true,
-    "return_dict_in_generate": false,
-    "sep_token_id": null,
-    "task_specific_params": null,
-    "temperature": 1.0,
-    "tie_encoder_decoder": false,
-    "tie_word_embeddings": true,
-    "tokenizer_class": null,
-    "top_k": 50,
-    "top_p": 1.0,
-    "torch_dtype": null,
-    "torchscript": false,
-    "transformers_version": "4.21.0.dev0",
-    "typical_p": 1.0,
-    "use_bfloat16": false
-  },
-  "vision_config_dict": {
-    "hidden_size": 1024,
-    "intermediate_size": 4096,
-    "num_attention_heads": 16,
-    "num_hidden_layers": 24,
-    "patch_size": 14
-  }
-}
diff --git a/safety_checker/model.onnx b/safety_checker/model.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..8aaba5965fb62bd92ee54cbbf0ceff984395b979
--- /dev/null
+++ b/safety_checker/model.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05f8d71f06e12ba35212ef104470973b74a79192f723a443f239152c32e23831
+size 1216193649
diff --git a/safety_checker/pytorch_model.bin b/safety_checker/pytorch_model.bin
deleted file mode 100644
index faa7c232cc5d9bce74eb4889572f683a773e96bf..0000000000000000000000000000000000000000
--- a/safety_checker/pytorch_model.bin
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:193490b58ef62739077262e833bf091c66c29488058681ac25cf7df3d8190974
-size 1216061799
diff --git a/scheduler/.ipynb_checkpoints/scheduler_config-checkpoint.json b/scheduler/.ipynb_checkpoints/scheduler_config-checkpoint.json
deleted file mode 100644
index 93561f30a14e2a26eb3bf2ce3da74a52b36e90a3..0000000000000000000000000000000000000000
--- a/scheduler/.ipynb_checkpoints/scheduler_config-checkpoint.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "_class_name": "PNDMScheduler",
-  "_diffusers_version": "0.2.2",
-  "beta_end": 0.012,
-  "beta_schedule": "scaled_linear",
-  "beta_start": 0.00085,
-  "num_train_timesteps": 1000,
-  "skip_prk_steps": true
-}
diff --git a/scheduler/scheduler_config.json b/scheduler/scheduler_config.json
index 93561f30a14e2a26eb3bf2ce3da74a52b36e90a3..281e8410d083e0a04806f511ba41a776581de993 100644
--- a/scheduler/scheduler_config.json
+++ b/scheduler/scheduler_config.json
@@ -1,6 +1,6 @@
 {
   "_class_name": "PNDMScheduler",
-  "_diffusers_version": "0.2.2",
+  "_diffusers_version": "0.3.0.dev0",
   "beta_end": 0.012,
   "beta_schedule": "scaled_linear",
   "beta_start": 0.00085,
diff --git a/text_encoder/config.json b/text_encoder/config.json
deleted file mode 100644
index df430a86cefe4115495e64c47936850adaeac0e9..0000000000000000000000000000000000000000
--- a/text_encoder/config.json
+++ /dev/null
@@ -1,24 +0,0 @@
-{
-  "_name_or_path": "openai/clip-vit-large-patch14",
-  "architectures": [
-    "CLIPTextModel"
-  ],
-  "attention_dropout": 0.0,
-  "bos_token_id": 0,
-  "dropout": 0.0,
-  "eos_token_id": 2,
-  "hidden_act": "quick_gelu",
-  "hidden_size": 768,
-  "initializer_factor": 1.0,
-  "initializer_range": 0.02,
-  "intermediate_size": 3072,
-  "layer_norm_eps": 1e-05,
-  "max_position_embeddings": 77,
-  "model_type": "clip_text_model",
-  "num_attention_heads": 12,
-  "num_hidden_layers": 12,
-  "pad_token_id": 1,
-  "torch_dtype": "float32",
-  "transformers_version": "4.21.0.dev0",
-  "vocab_size": 49408
-}
diff --git a/text_encoder/model.onnx b/text_encoder/model.onnx
new file mode 100644
index 0000000000000000000000000000000000000000..777a05f6ee61a7b0c0cf93c432a33db2952cc592
--- /dev/null
+++ b/text_encoder/model.onnx
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aa97ce74194badcfb2797dbedc0b4197e12eb4030d0939b940f539651ff6924c
+size 492394330
diff --git a/text_encoder/pytorch_model.bin b/text_encoder/pytorch_model.bin
deleted file mode 100644
index b7d12c62d43f947efeeba58b833ed8182541a73f..0000000000000000000000000000000000000000
--- a/text_encoder/pytorch_model.bin
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
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diff --git a/tokenizer/tokenizer_config.json b/tokenizer/tokenizer_config.json
index 5ba7bf706515bc60487ad0e1816b4929b82542d6..55333f3606e472cdb56dfcd68a8e550bce1e3404 100644
--- a/tokenizer/tokenizer_config.json
+++ b/tokenizer/tokenizer_config.json
@@ -19,7 +19,7 @@
   },
   "errors": "replace",
   "model_max_length": 77,
-  "name_or_path": "openai/clip-vit-large-patch14",
+  "name_or_path": "/home/pedro/.cache/huggingface/diffusers/models--CompVis--stable-diffusion-v1-4/snapshots/48a1bd8a2d86483de1ac27e95e188569b57a494e/tokenizer",
   "pad_token": "<|endoftext|>",
   "special_tokens_map_file": "./special_tokens_map.json",
   "tokenizer_class": "CLIPTokenizer",
diff --git a/unet/config.json b/unet/config.json
deleted file mode 100644
index 0f998cd15e52f65656cd801497d171c5b9477cc7..0000000000000000000000000000000000000000
--- a/unet/config.json
+++ /dev/null
@@ -1,36 +0,0 @@
-{
-  "_class_name": "UNet2DConditionModel",
-  "_diffusers_version": "0.2.2",
-  "act_fn": "silu",
-  "attention_head_dim": 8,
-  "block_out_channels": [
-    320,
-    640,
-    1280,
-    1280
-  ],
-  "center_input_sample": false,
-  "cross_attention_dim": 768,
-  "down_block_types": [
-    "CrossAttnDownBlock2D",
-    "CrossAttnDownBlock2D",
-    "CrossAttnDownBlock2D",
-    "DownBlock2D"
-  ],
-  "downsample_padding": 1,
-  "flip_sin_to_cos": true,
-  "freq_shift": 0,
-  "in_channels": 4,
-  "layers_per_block": 2,
-  "mid_block_scale_factor": 1,
-  "norm_eps": 1e-05,
-  "norm_num_groups": 32,
-  "out_channels": 4,
-  "sample_size": 64,
-  "up_block_types": [
-    "UpBlock2D",
-    "CrossAttnUpBlock2D",
-    "CrossAttnUpBlock2D",
-    "CrossAttnUpBlock2D"
-  ]
-}
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