From 33f3d2bb21b1a1f9f7c928f73b677fa39637ab86 Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 13:37:20 +0200
Subject: [PATCH 1/6] Updated README, requirements.txt file and experiments
 notebook

---
 .gitignore        |    5 +-
 experiments.ipynb | 1178 +++++++++++++++++++++++++++++++++++++++++++++
 requirements.txt  |   15 +
 3 files changed, 1197 insertions(+), 1 deletion(-)
 create mode 100644 experiments.ipynb
 create mode 100644 requirements.txt

diff --git a/.gitignore b/.gitignore
index 0ac3d31..dade683 100644
--- a/.gitignore
+++ b/.gitignore
@@ -162,4 +162,7 @@ cython_debug/
 .idea/
 
 # From inference.py
-video_output_*.mp4
\ No newline at end of file
+video_output_*.mp4
+
+# The Folder of the Model Checkpoint.
+/model_ckpt
\ No newline at end of file
diff --git a/experiments.ipynb b/experiments.ipynb
new file mode 100644
index 0000000..19d0499
--- /dev/null
+++ b/experiments.ipynb
@@ -0,0 +1,1178 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<a href=\"https://colab.research.google.com/github/LuthandoMaqondo/LTX-VCideo/blob/luthando-contribution/experiments.ipynb\" target=\"_blank\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Install The Requirements"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%pip install -r requirements.txt\n",
+    "# # or\n",
+    "# !pip install -r requirements.txt"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Running Inference"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/huggingface_hub/file_download.py:834: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
+      "For more details, check out https://huggingface.co/docs/huggingface_hub/main/en/guides/download#download-files-to-local-folder.\n",
+      "  warnings.warn(\n",
+      "Fetching 26 files: 100%|██████████| 26/26 [26:52<00:00, 62.03s/it]  \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "'/home/luthando/Desktop/LTX-Video/model_ckpt'"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from huggingface_hub import snapshot_download\n",
+    "\n",
+    "model_path = 'model_ckpt'   # The local directory to save downloaded checkpoint\n",
+    "snapshot_download(\"Lightricks/LTX-Video\", local_dir=model_path, local_dir_use_symlinks=False, repo_type='model')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Running generation with arguments: Namespace(ckpt_dir='model_ckpt', input_video_path=None, input_image_path=None, output_path=None, seed=0, num_inference_steps=40, num_images_per_prompt=1, guidance_scale=3, height=720, width=1280, num_frames=8, frame_rate=25, bfloat16=False, prompt='Hello', negative_prompt='worst quality, inconsistent motion, blurry, jittery, distorted')\n",
+      "Padded dimensions: 736x1280x9\n",
+      "Downloading shards:   0%|                                 | 0/2 [00:00<?, ?it/s]\n",
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+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.61G/9.06G [21:55<18:56, 3.04MB/s]\u001b[A\n",
+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.62G/9.06G [21:58<19:03, 3.01MB/s]\u001b[A\n",
+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.63G/9.06G [22:02<18:32, 3.08MB/s]\u001b[A\n",
+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.64G/9.06G [22:05<18:08, 3.14MB/s]\u001b[A\n",
+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.65G/9.06G [22:09<18:51, 3.01MB/s]\u001b[A\n",
+      "model-00002-of-00002.safetensors:  62%|██▍ | 5.66G/9.06G [22:14<21:30, 2.63MB/s]\u001b[A"
+     ]
+    }
+   ],
+   "source": [
+    "!python inference.py --ckpt_dir 'model_ckpt' --prompt \"Hello\" --height 720 --width 1280 --num_frames 8 --seed 0"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "ltx-video",
+   "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": "3.13.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..0752a13
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,15 @@
+torch
+torchvision
+torchaudio
+huggingface_hub
+transformers
+diffusers
+imageio
+scikit-learn
+einops
+
+tqdm
+wandb
+onnx
+av
+shutils
\ No newline at end of file

From 5a84d013f76a9e254eb78eae60f8980284c65268 Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 13:40:29 +0200
Subject: [PATCH 2/6] Update to the notebook

---
 experiments.ipynb | 76 +++++++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 74 insertions(+), 2 deletions(-)

diff --git a/experiments.ipynb b/experiments.ipynb
index 19d0499..d4db0ea 100644
--- a/experiments.ipynb
+++ b/experiments.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a href=\"https://colab.research.google.com/github/LuthandoMaqondo/LTX-VCideo/blob/luthando-contribution/experiments.ipynb\" target=\"_blank\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/LuthandoMaqondo/LTX-Video/blob/luthando-contribution/experiments.ipynb\" target=\"_blank\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
    ]
   },
   {
@@ -14,6 +14,15 @@
     "# Install The Requirements"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -1145,7 +1154,70 @@
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      ]
     }
    ],

From 25245df0cea7e6335a57f4d7bbf75382cc5909df Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 13:42:03 +0200
Subject: [PATCH 3/6] Update to the notebook

---
 experiments.ipynb | 33 ++++++++++++++++++++++++++++++++-
 1 file changed, 32 insertions(+), 1 deletion(-)

diff --git a/experiments.ipynb b/experiments.ipynb
index d4db0ea..5355aa1 100644
--- a/experiments.ipynb
+++ b/experiments.ipynb
@@ -1217,7 +1217,38 @@
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-      "model-00002-of-00002.safetensors:  70%|██▊ | 6.32G/9.06G [25:52<14:45, 3.09MB/s]\u001b[A"
+      "model-00002-of-00002.safetensors:  70%|██▊ | 6.32G/9.06G [25:52<14:45, 3.09MB/s]\u001b[A\n",
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From 71988844c6b3eee1bacaad3eef39e8acdd29148d Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 17:45:43 +0200
Subject: [PATCH 4/6] Added num_inference_steps to the inference command, the
 two lines below the github repo cloning

---
 experiments.ipynb | 1174 +--------------------------------------------
 requirements.txt  |    3 +
 2 files changed, 12 insertions(+), 1165 deletions(-)

diff --git a/experiments.ipynb b/experiments.ipynb
index 5355aa1..863b378 100644
--- a/experiments.ipynb
+++ b/experiments.ipynb
@@ -20,7 +20,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git"
+    "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git\n",
+    "%cd LTX-Video\n",
+    "%git checkout luthando-contribution"
    ]
   },
   {
@@ -85,1175 +87,17 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Running generation with arguments: Namespace(ckpt_dir='model_ckpt', input_video_path=None, input_image_path=None, output_path=None, seed=0, num_inference_steps=40, num_images_per_prompt=1, guidance_scale=3, height=720, width=1280, num_frames=8, frame_rate=25, bfloat16=False, prompt='Hello', negative_prompt='worst quality, inconsistent motion, blurry, jittery, distorted')\n",
+      "Running generation with arguments: Namespace(ckpt_dir='model_ckpt', input_video_path=None, input_image_path=None, output_path=None, seed=0, num_inference_steps=2, num_images_per_prompt=1, guidance_scale=3, height=720, width=1280, num_frames=2, frame_rate=25, bfloat16=False, prompt='Hello', negative_prompt='worst quality, inconsistent motion, blurry, jittery, distorted')\n",
       "Padded dimensions: 736x1280x9\n",
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-      "model-00002-of-00002.safetensors:  73%|██▉ | 6.64G/9.06G [27:34<13:20, 3.02MB/s]\u001b[A\n",
-      "model-00002-of-00002.safetensors:  73%|██▉ | 6.65G/9.06G [27:37<13:19, 3.02MB/s]\u001b[A"
+      "Downloading shards: 100%|██████████████████████| 2/2 [00:00<00:00, 25343.23it/s]\n",
+      "Loading checkpoint shards: 100%|██████████████████| 2/2 [00:00<00:00, 16.82it/s]\n",
+      "  0%|                                                     | 0/2 [00:00<?, ?it/s]/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/torch/functional.py:534: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /home/conda/feedstock_root/build_artifacts/libtorch_1730824440083/work/aten/src/ATen/native/TensorShape.cpp:3595.)\n",
+      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
      ]
     }
    ],
    "source": [
-    "!python inference.py --ckpt_dir 'model_ckpt' --prompt \"Hello\" --height 720 --width 1280 --num_frames 8 --seed 0"
+    "!python inference.py --ckpt_dir 'model_ckpt' --prompt \"Hello\" --height 720 --width 1280 --num_frames 2 --seed 0 --num_inference_steps 2"
    ]
   }
  ],
diff --git a/requirements.txt b/requirements.txt
index 0752a13..1209f9f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,6 +7,9 @@ diffusers
 imageio
 scikit-learn
 einops
+sentencepiece
+beautifulsoup4
+ftfy
 
 tqdm
 wandb

From 6befce1946acca9ea6cf38fe2d5e9600ed5f93eb Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 18:39:54 +0200
Subject: [PATCH 5/6] Notebook cleanup

---
 experiments.ipynb | 16 +++++++++++++---
 1 file changed, 13 insertions(+), 3 deletions(-)

diff --git a/experiments.ipynb b/experiments.ipynb
index 863b378..060f1f1 100644
--- a/experiments.ipynb
+++ b/experiments.ipynb
@@ -22,7 +22,7 @@
    "source": [
     "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git\n",
     "%cd LTX-Video\n",
-    "%git checkout luthando-contribution"
+    "!git checkout luthando-contribution"
    ]
   },
   {
@@ -40,7 +40,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Running Inference"
+    "# Download the model Checkpoint: from Huggingface Hub"
    ]
   },
   {
@@ -78,6 +78,13 @@
     "snapshot_download(\"Lightricks/LTX-Video\", local_dir=model_path, local_dir_use_symlinks=False, repo_type='model')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Running Inference"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -92,7 +99,10 @@
       "Downloading shards: 100%|██████████████████████| 2/2 [00:00<00:00, 25343.23it/s]\n",
       "Loading checkpoint shards: 100%|██████████████████| 2/2 [00:00<00:00, 16.82it/s]\n",
       "  0%|                                                     | 0/2 [00:00<?, ?it/s]/home/luthando/miniconda3/envs/ltx-video/lib/python3.13/site-packages/torch/functional.py:534: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at /home/conda/feedstock_root/build_artifacts/libtorch_1730824440083/work/aten/src/ATen/native/TensorShape.cpp:3595.)\n",
-      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
+      "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
+      "100%|███████████████████████████████████████████| 2/2 [46:52<00:00, 1406.33s/it]\n",
+      "/home/luthando/Desktop/LTX-Video/ltx_video/pipelines/pipeline_ltx_video.py:1073: FutureWarning: Accessing config attribute `in_channels` directly via 'Transformer3DModel' object attribute is deprecated. Please access 'in_channels' over 'Transformer3DModel's config object instead, e.g. 'unet.config.in_channels'.\n",
+      "  out_channels=self.transformer.in_channels\n"
      ]
     }
    ],

From ca5c8b377fb70d060af4115ea16e2f9af9bf1710 Mon Sep 17 00:00:00 2001
From: LuthandoMaqondo <luthando957@gmail.com>
Date: Sun, 24 Nov 2024 19:00:56 +0200
Subject: [PATCH 6/6] Final Notebook to test the Model Requirements - other
 check coming later.

---
 experiments.ipynb | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/experiments.ipynb b/experiments.ipynb
index 060f1f1..143db9a 100644
--- a/experiments.ipynb
+++ b/experiments.ipynb
@@ -21,7 +21,7 @@
    "outputs": [],
    "source": [
     "!git clone https://github.com/LuthandoMaqondo/LTX-Video.git\n",
-    "%cd LTX-Video\n",
+    "%cd /content/LTX-Video\n",
     "!git checkout luthando-contribution"
    ]
   },
@@ -107,7 +107,14 @@
     }
    ],
    "source": [
-    "!python inference.py --ckpt_dir 'model_ckpt' --prompt \"Hello\" --height 720 --width 1280 --num_frames 2 --seed 0 --num_inference_steps 2"
+    "!python inference.py --ckpt_dir 'model_ckpt' \\\n",
+    "    --prompt \"A black woman with long black hair smiles at another woman with long blonde hair. The woman with black hair wears a black jacket and has a small, barely noticeable mole on her right cheek. The camera angle is a close-up, focused on the woman with brown hair's face. The lighting is warm and natural, likely from the setting sun, casting a soft glow on the scene. The scene appears to be real-life footage.\" \\\n",
+    "    --height 320 \\\n",
+    "    --width 640 \\\n",
+    "    --num_frames 124 \\\n",
+    "    --seed 100 \\\n",
+    "    --frame_rate 16 \\\n",
+    "    --num_inference_steps 40"
    ]
   }
  ],