### Run Demo

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Executes the demo application, requiring a specified model checkpoint.

```bash
python -m src.demo.3_run \
--checkpoint $PATH/OF/MODEL/.PT/FILE
```

--------------------------------

### Set up Conda Environment

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Creates and activates a new Conda environment named 'outfit-transformer' with Python 3.12.4, then updates the environment using 'environment.yml'.

```bash
conda create -n outfit-transformer python=3.12.4
conda activate outfit-transformer
conda env update -f environment.yml
```

--------------------------------

### Build Recommendation Embeddings for Demo

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Generates recommendation embeddings required for the demo, using a specified model checkpoint.

```bash
python -m src.demo.1_generate_rec_embeddings \
--checkpoint $PATH/OF/MODEL/.PT/FILE
```

--------------------------------

### Download Datasets and Checkpoints

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Downloads checkpoints from a Google Drive ID, unzips them into the 'checkpoints' directory, and then removes the zip file.

```bash
mkdir -p checkpoints
gdown --id 1mzNqGBmd8UjVJjKwVa5GdGYHKutZKSSi -O checkpoints.zip
unzip checkpoints.zip -d ./checkpoints
rm checkpoints.zip
```

--------------------------------

### Build Faiss Index for Demo

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Constructs a Faiss index, which is used for efficient similarity search in the demo.

```bash
python -m src.demo.2_build_index
```

--------------------------------

### Train Compatibility Prediction Model

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Trains the model for the Compatibility Prediction (CP) task. Requires a WandB API key.

```bash
python -m src.run.2_train_compatibility \
--wandb_key $YOUR/WANDB/API/KEY
```

--------------------------------

### Test Compatibility Prediction Model

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Evaluates the trained model for the Compatibility Prediction (CP) task using a specified checkpoint.

```bash
python -m src.run.2_test_compatibility \
--checkpoint $PATH/TO/LOAD/MODEL/.PT/FILE
```

--------------------------------

### Train Complementary Item Retrieval Model

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Trains the model for the Complementary Item Retrieval (CIR) task, using a checkpoint from the CP task and requiring a WandB API key.

```bash
python -m src.run.3_train_complementary \
--wandb_key $YOUR/WANDB/API/KEY \
--checkpoint $PATH/TO/LOAD/MODEL/.PT/FILE
```

--------------------------------

### Test Complementary Item Retrieval Model

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Evaluates the trained model for the Complementary Item Retrieval (CIR) task using a specified checkpoint.

```bash
python -m src.run.3_test_complemenatry \
--checkpoint $PATH/TO/LOAD/MODEL/.PT/FILE
```

--------------------------------

### Precompute CLIP Embeddings

Source: https://github.com/bigohofone/outfit-transformer/blob/main/readme.md

Generates CLIP embeddings, which are required for subsequent training and evaluation steps.

```python
python -m src.run.1_generate_clip_embeddings
```

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