diff --git a/.gitignore b/.gitignore
index 013988e..69b0e7b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,6 @@ search_engine/indexes*
 search_engine/resources*
 transfer/flagged
 user_session_logs/
+
+
+*_err_*.log
\ No newline at end of file
diff --git a/README_INSTALL_ARM-MAC.md b/README_INSTALL_ARM-MAC.md
new file mode 100644
index 0000000..a7b529d
--- /dev/null
+++ b/README_INSTALL_ARM-MAC.md
@@ -0,0 +1,82 @@
+# Getting started on arm-based Mac
+
+This README support the installation on the arm based mac. 
+
+
+## 🚀 Setup on arm based mac.
+Our code is implemented in Python. To setup, do the following:
+1. Install [Python 3.8.13](https://www.python.org/downloads/release/python-3813/)
+2. Install [Java](https://www.java.com/en/download/)
+3. Download the source code:
+```sh
+> git clone https://github.com/princeton-nlp/webshop.git webshop
+```
+4. Create a virtual environment using [Anaconda](https://anaconda.org/anaconda/python) and activate it
+```sh
+> conda create -n webshop python=3.8.13
+> conda activate webshop
+```
+5. Install requirements into the `webshop` virtual environment via the `setup.sh` script
+```sh
+> ./setup_arm.sh [-d small|all]
+```
+
+
+
+
+## Default Installation (Failures):
+1. `pip3 install -r requirements.txt`
+
+Fails at:
+- tokenizers
+- nmslib
+- lightgbm
+- transformers==4.19.2
+- PyYAML==6.0.0
+
+Fails, because wrong versions installed
+- Werkzeug==2.2.2 (needs to be installed for Flask instead of 3.0.0 to work [https://stackoverflow.com/questions/77213053/why-did-flask-start-failing-with-importerror-cannot-import-name-url-quote-fr])
+- numpy-1.24.4 (needs to be installed instead of numpy 1.22 [https://stackoverflow.com/questions/33859531/runtimeerror-module-compiled-against-api-version-a-but-this-version-of-numpy-is])
+
+**tokenizers fix**:
+`pip3 install tokenizers`
+
+**nmslib fix**:
+`pip3 install Cython`
+`pip3 install CFLAGS="-mavx -DWARN(a)=(a)" pip install nmslib`
+[https://github.com/nmslib/nmslib/issues/476]
+
+**lightgbm fix**:
+[https://github.com/microsoft/LightGBM/issues/5328]
+`brew install libomp`
+`pip3 install lightgbm`
+
+
+**transformers fix**:
+`pip3 install transformers-4.23.1` works
+
+**PyYAML fix**:
+`pip3 install PyYAML==6.0.1` works
+
+
+## Running setup.sh
+Fails at:
+- `python -m spacy download en_core_web_lg
+`
+
+**Spacy Fix**:
+Interestingly:
+
+- `pip install -U 'spacy[apple]'`
+
+Does **NOT** work.
+
+So, first installing spacy with conda works.
+
+Remove:
+`spacy==3.3.0` from `requirements.txt`
+
+
+
+
+<!-- env_name:env_conda_webshop -->
\ No newline at end of file
diff --git a/requirements_arm.txt b/requirements_arm.txt
new file mode 100644
index 0000000..fad5d5a
--- /dev/null
+++ b/requirements_arm.txt
@@ -0,0 +1,23 @@
+beautifulsoup4==4.11.1
+cleantext==1.1.4
+env==0.1.0
+Flask==2.1.2
+gdown
+gradio
+gym==0.24.0
+numpy==1.24.4
+pandas==1.4.2
+pyserini==0.17.0
+pytest
+PyYAML==6.0.1
+rank_bm25==0.2.2
+requests==2.27.1
+requests_mock
+rich==12.4.4
+scikit_learn==1.1.1
+selenium==4.2.0
+thefuzz==0.19.0
+torch==1.11.0
+tqdm==4.64.0
+train==0.0.5
+transformers==4.23.1
\ No newline at end of file
diff --git a/setup_arm.sh b/setup_arm.sh
new file mode 100644
index 0000000..e6e2a39
--- /dev/null
+++ b/setup_arm.sh
@@ -0,0 +1,74 @@
+#!/bin/bash
+
+# Displays information on how to use script
+helpFunction()
+{
+  echo "Usage: $0 [-d small|all]"
+  echo -e "\t-d small|all - Specify whether to download entire dataset (all) or just 1000 (small)"
+  exit 1 # Exit script after printing help
+}
+
+# Get values of command line flags
+while getopts d: flag
+do
+  case "${flag}" in
+    d) data=${OPTARG};;
+  esac
+done
+
+if [ -z "$data" ]; then
+  echo "[ERROR]: Missing -d flag"
+  helpFunction
+fi
+
+# Install Python Dependencies
+conda install spacy
+pip install -r requirements_arm.txt;
+
+# Install Environment Dependencies via `conda`
+conda install -c pytorch faiss-cpu;
+conda install -c conda-forge openjdk=11;
+
+# Download dataset into `data` folder via `gdown` command
+mkdir -p data;
+cd data;
+if [ "$data" == "small" ]; then
+  gdown https://drive.google.com/uc?id=1EgHdxQ_YxqIQlvvq5iKlCrkEKR6-j0Ib; # items_shuffle_1000 - product scraped info
+  gdown https://drive.google.com/uc?id=1IduG0xl544V_A_jv3tHXC0kyFi7PnyBu; # items_ins_v2_1000 - product attributes
+elif [ "$data" == "all" ]; then
+  gdown https://drive.google.com/uc?id=1A2whVgOO0euk5O13n2iYDM0bQRkkRduB; # items_shuffle
+  gdown https://drive.google.com/uc?id=1s2j6NgHljiZzQNL3veZaAiyW_qDEgBNi; # items_ins_v2
+else
+  echo "[ERROR]: argument for `-d` flag not recognized"
+  helpFunction
+fi
+gdown https://drive.google.com/uc?id=14Kb5SPBk_jfdLZ_CDBNitW98QLDlKR5O # items_human_ins
+cd ..
+
+# Download spaCy large NLP model
+python -m spacy download en_core_web_sm
+
+# Build search engine index
+cd search_engine
+mkdir -p resources resources_100 resources_1k resources_100k
+python convert_product_file_format.py # convert items.json => required doc format
+mkdir -p indexes
+./run_indexing.sh
+cd ..
+
+# Create logging folder + samples of log data
+get_human_trajs () {
+  PYCMD=$(cat <<EOF
+import gdown
+url="https://drive.google.com/drive/u/1/folders/16H7LZe2otq4qGnKw_Ic1dkt-o3U9Zsto"
+gdown.download_folder(url, quiet=True, remaining_ok=True)
+EOF
+  )
+  python -c "$PYCMD"
+}
+mkdir -p user_session_logs/
+cd user_session_logs/
+echo "Downloading 50 example human trajectories..."
+get_human_trajs
+echo "Downloading example trajectories complete"
+cd ..
\ No newline at end of file
diff --git a/web_agent_site/engine/goal.py b/web_agent_site/engine/goal.py
index 8e89ec4..09ad268 100644
--- a/web_agent_site/engine/goal.py
+++ b/web_agent_site/engine/goal.py
@@ -9,7 +9,7 @@
 from thefuzz import fuzz
 from web_agent_site.engine.normalize import normalize_color
 
-nlp = spacy.load("en_core_web_lg")
+nlp = spacy.load("en_core_web_sm")
 
 PRICE_RANGE = [10.0 * i for i in range(1, 100)]