diff --git a/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/.ipynb_checkpoints/Untitled-checkpoint.ipynb
deleted file mode 100644
index 363fcab7ed6e9634e198cf5555ceb88932c9a245..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/Untitled-checkpoint.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/Untitled.ipynb b/Untitled.ipynb
deleted file mode 100644
index f93021e293c593f6353e74041583267465356e03..0000000000000000000000000000000000000000
--- a/Untitled.ipynb
+++ /dev/null
@@ -1,122 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "f7c2711d-581e-433d-b516-375f663b512b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: tensorboard in /usr/local/lib/python3.11/dist-packages (2.17.1)\n",
-      "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (2.1.0)\n",
-      "Requirement already satisfied: grpcio>=1.48.2 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (1.66.1)\n",
-      "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (3.7)\n",
-      "Requirement already satisfied: numpy>=1.12.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (1.26.4)\n",
-      "Requirement already satisfied: packaging in /usr/local/lib/python3.11/dist-packages (from tensorboard) (24.1)\n",
-      "Requirement already satisfied: protobuf!=4.24.0,>=3.19.6 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (5.28.0)\n",
-      "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (73.0.1)\n",
-      "Requirement already satisfied: six>1.9 in /usr/lib/python3/dist-packages (from tensorboard) (1.16.0)\n",
-      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (0.7.2)\n",
-      "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.11/dist-packages (from tensorboard) (3.0.4)\n",
-      "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.11/dist-packages (from werkzeug>=1.0.1->tensorboard) (2.1.5)\n",
-      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable.It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning.\u001b[0m\u001b[33m\n",
-      "\u001b[0m"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install tensorboard"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "3405637e-767e-47ac-b2ed-2fad64da0c32",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The tensorboard extension is already loaded. To reload it, use:\n",
-      "  %reload_ext tensorboard\n"
-     ]
-    }
-   ],
-   "source": [
-    "%load_ext tensorboard"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "8589581d-09e6-4a30-8a3e-606350df6f30",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!kill 1448"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "5404abf4-c654-48d6-b1cb-bb60b35620ad",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "      <iframe id=\"tensorboard-frame-6028da6349f13372\" width=\"100%\" height=\"800\" frameborder=\"0\">\n",
-       "      </iframe>\n",
-       "      <script>\n",
-       "        (function() {\n",
-       "          const frame = document.getElementById(\"tensorboard-frame-6028da6349f13372\");\n",
-       "          const url = new URL(\"/\", window.location);\n",
-       "          const port = 6007;\n",
-       "          if (port) {\n",
-       "            url.port = port;\n",
-       "          }\n",
-       "          frame.src = url;\n",
-       "        })();\n",
-       "      </script>\n",
-       "    "
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%tensorboard --logdir=\"logs/train_unconditional\""
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/checkpoint-25000/optimizer.bin b/checkpoint-25000/optimizer.bin
deleted file mode 100644
index 651ee56a559803a47e181f9e4846a2f817dd776e..0000000000000000000000000000000000000000
--- a/checkpoint-25000/optimizer.bin
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deleted file mode 100644
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--- a/checkpoint-25000/random_states_0.pkl
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-version https://git-lfs.github.com/spec/v1
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diff --git a/checkpoint-25000/scaler.pt b/checkpoint-25000/scaler.pt
deleted file mode 100644
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deleted file mode 100644
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diff --git a/checkpoint-25000/unet/config.json b/checkpoint-25000/unet/config.json
deleted file mode 100644
index 3851f665343c9a6517843056ca555e37694db70f..0000000000000000000000000000000000000000
--- a/checkpoint-25000/unet/config.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "_class_name": "UNet2DModel",
-  "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "ddpm-ema-flowers-64/checkpoint-20500",
-  "act_fn": "silu",
-  "add_attention": true,
-  "attention_head_dim": 8,
-  "attn_norm_num_groups": null,
-  "block_out_channels": [
-    128,
-    128,
-    256,
-    256,
-    512,
-    512
-  ],
-  "center_input_sample": false,
-  "class_embed_type": null,
-  "down_block_types": [
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "AttnDownBlock2D",
-    "DownBlock2D"
-  ],
-  "downsample_padding": 1,
-  "downsample_type": "conv",
-  "dropout": 0.0,
-  "flip_sin_to_cos": true,
-  "freq_shift": 0,
-  "in_channels": 3,
-  "layers_per_block": 2,
-  "mid_block_scale_factor": 1,
-  "norm_eps": 1e-05,
-  "norm_num_groups": 32,
-  "num_class_embeds": null,
-  "num_train_timesteps": null,
-  "out_channels": 3,
-  "resnet_time_scale_shift": "default",
-  "sample_size": 64,
-  "time_embedding_type": "positional",
-  "up_block_types": [
-    "UpBlock2D",
-    "AttnUpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D"
-  ],
-  "upsample_type": "conv"
-}
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deleted file mode 100644
index 9b45bee1d5d6d2949528e488183202bb33730165..0000000000000000000000000000000000000000
--- a/checkpoint-25000/unet/diffusion_pytorch_model.safetensors
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-version https://git-lfs.github.com/spec/v1
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diff --git a/checkpoint-25500/optimizer.bin b/checkpoint-25500/optimizer.bin
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-version https://git-lfs.github.com/spec/v1
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diff --git a/checkpoint-25500/random_states_0.pkl b/checkpoint-25500/random_states_0.pkl
deleted file mode 100644
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--- a/checkpoint-25500/random_states_0.pkl
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-version https://git-lfs.github.com/spec/v1
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diff --git a/checkpoint-25500/scaler.pt b/checkpoint-25500/scaler.pt
deleted file mode 100644
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-version https://git-lfs.github.com/spec/v1
-oid sha256:f2d690134e13348a3157a106686199237e3f618e08cd8ff24deb4f011dd86132
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diff --git a/checkpoint-25500/scheduler.bin b/checkpoint-25500/scheduler.bin
deleted file mode 100644
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--- a/checkpoint-25500/scheduler.bin
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-version https://git-lfs.github.com/spec/v1
-oid sha256:4b0fa01b8981b124d8675447516896509db140df8b566d2fbe73520f4f67651d
-size 1000
diff --git a/checkpoint-25500/unet/config.json b/checkpoint-25500/unet/config.json
deleted file mode 100644
index 3851f665343c9a6517843056ca555e37694db70f..0000000000000000000000000000000000000000
--- a/checkpoint-25500/unet/config.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "_class_name": "UNet2DModel",
-  "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "ddpm-ema-flowers-64/checkpoint-20500",
-  "act_fn": "silu",
-  "add_attention": true,
-  "attention_head_dim": 8,
-  "attn_norm_num_groups": null,
-  "block_out_channels": [
-    128,
-    128,
-    256,
-    256,
-    512,
-    512
-  ],
-  "center_input_sample": false,
-  "class_embed_type": null,
-  "down_block_types": [
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "AttnDownBlock2D",
-    "DownBlock2D"
-  ],
-  "downsample_padding": 1,
-  "downsample_type": "conv",
-  "dropout": 0.0,
-  "flip_sin_to_cos": true,
-  "freq_shift": 0,
-  "in_channels": 3,
-  "layers_per_block": 2,
-  "mid_block_scale_factor": 1,
-  "norm_eps": 1e-05,
-  "norm_num_groups": 32,
-  "num_class_embeds": null,
-  "num_train_timesteps": null,
-  "out_channels": 3,
-  "resnet_time_scale_shift": "default",
-  "sample_size": 64,
-  "time_embedding_type": "positional",
-  "up_block_types": [
-    "UpBlock2D",
-    "AttnUpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D"
-  ],
-  "upsample_type": "conv"
-}
diff --git a/checkpoint-25500/unet/diffusion_pytorch_model.safetensors b/checkpoint-25500/unet/diffusion_pytorch_model.safetensors
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--- a/checkpoint-25500/unet/diffusion_pytorch_model.safetensors
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-version https://git-lfs.github.com/spec/v1
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-version https://git-lfs.github.com/spec/v1
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deleted file mode 100644
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-version https://git-lfs.github.com/spec/v1
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-version https://git-lfs.github.com/spec/v1
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diff --git a/checkpoint-26000/unet/config.json b/checkpoint-26000/unet/config.json
deleted file mode 100644
index 3851f665343c9a6517843056ca555e37694db70f..0000000000000000000000000000000000000000
--- a/checkpoint-26000/unet/config.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "_class_name": "UNet2DModel",
-  "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "ddpm-ema-flowers-64/checkpoint-20500",
-  "act_fn": "silu",
-  "add_attention": true,
-  "attention_head_dim": 8,
-  "attn_norm_num_groups": null,
-  "block_out_channels": [
-    128,
-    128,
-    256,
-    256,
-    512,
-    512
-  ],
-  "center_input_sample": false,
-  "class_embed_type": null,
-  "down_block_types": [
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "AttnDownBlock2D",
-    "DownBlock2D"
-  ],
-  "downsample_padding": 1,
-  "downsample_type": "conv",
-  "dropout": 0.0,
-  "flip_sin_to_cos": true,
-  "freq_shift": 0,
-  "in_channels": 3,
-  "layers_per_block": 2,
-  "mid_block_scale_factor": 1,
-  "norm_eps": 1e-05,
-  "norm_num_groups": 32,
-  "num_class_embeds": null,
-  "num_train_timesteps": null,
-  "out_channels": 3,
-  "resnet_time_scale_shift": "default",
-  "sample_size": 64,
-  "time_embedding_type": "positional",
-  "up_block_types": [
-    "UpBlock2D",
-    "AttnUpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D",
-    "UpBlock2D"
-  ],
-  "upsample_type": "conv"
-}
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diff --git a/checkpoint-30000/unet/config.json b/checkpoint-30000/unet/config.json
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--- a/checkpoint-30000/unet/config.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-  "_class_name": "UNet2DModel",
-  "_diffusers_version": "0.31.0.dev0",
-  "_name_or_path": "ddpm-ema-flowers-64/checkpoint-26000",
-  "act_fn": "silu",
-  "add_attention": true,
-  "attention_head_dim": 8,
-  "attn_norm_num_groups": null,
-  "block_out_channels": [
-    128,
-    128,
-    256,
-    256,
-    512,
-    512
-  ],
-  "center_input_sample": false,
-  "class_embed_type": null,
-  "down_block_types": [
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "DownBlock2D",
-    "AttnDownBlock2D",
-    "DownBlock2D"
-  ],
-  "downsample_padding": 1,
-  "downsample_type": "conv",
-  "dropout": 0.0,
-  "flip_sin_to_cos": true,
-  "freq_shift": 0,
-  "in_channels": 3,
-  "layers_per_block": 2,
-  "mid_block_scale_factor": 1,
-  "norm_eps": 1e-05,
-  "norm_num_groups": 32,
-  "num_class_embeds": null,
-  "num_train_timesteps": null,
-  "out_channels": 3,
-  "resnet_time_scale_shift": "default",
-  "sample_size": 64,
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-{
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-{
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-{
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