diff --git a/docs/operation/lerobot_guide.rst b/docs/operation/lerobot_guide.rst
index 493caa0..0fb0b67 100644
--- a/docs/operation/lerobot_guide.rst
+++ b/docs/operation/lerobot_guide.rst
@@ -2,51 +2,31 @@
LeRobot X Aloha User Guide
==========================
-Virtual Environment Setup
-=========================
-
-Containerization is crucial for running machine learning models to avoid dependency conflicts.
-You can either use a Virtual Environment (venv) or Conda for this purpose.
-
-Using Virtual Environment (venv)
---------------------------------
-
-#. Install the virtual environment package:
-
- .. code-block:: bash
-
- $ sudo apt-get install python3-venv
-
-#. Create a virtual environment:
-
- .. code-block:: bash
-
- $ python3 -m venv ~/lerobot # Creates a venv "lerobot" in the home directory
+Setting up Conda Environment
+============================
-#. Activate the virtual environment:
-
- .. code-block:: bash
+Download and Install Miniconda
+------------------------------
- $ source ~/lerobot/bin/activate
+To begin, follow the official `Miniconda Installation Guide `_
+to download and install Miniconda on your system.
-Using Conda
------------
+Environment Setup
+-----------------
#. Create a virtual environment:
.. code-block:: bash
- $ conda create -n lerobot python=3.10
+ conda create -n lerobot python=3.10
#. Activate the virtual environment:
.. code-block:: bash
- $ conda activate lerobot
+ conda activate lerobot
-.. note::
- Use either `venv` or `Conda` based on your preference, but **do not** mix them to avoid dependency issues.
Clone Repository
================
@@ -69,6 +49,12 @@ Build and Install LeRobot Models
$ cd lerobot && pip install -e .
+#. As we are working with real robots we will require to install dependencies for :guilabel:`intelrealsense` camera's and :guilabel:`dynamixel` servos.
+
+ .. code-block:: bash
+
+ $ cd lerobot && pip install .[intelrealsense,dynamixel]
+
Teleoperation
=============
@@ -152,7 +138,7 @@ The system supports episode-based data collection, where episodes are time-bound
#. The :guilabel:`--num-episodes` defines the total number of episodes to be collected.
Therefore it will check the existing output directories for any previously recorded episodes and will start recording from the last recorded episode.
- #. The recorded data is pushed to hugging face hub by default you can set this false by using :guilabel:`--push_to_hub 0`.
+ #. The recorded data is pushed to hugging face hub by default you can set this false by using :guilabel:`--push-to-hub 0`.
.. note::
@@ -339,7 +325,8 @@ Troubleshooting
.. warning::
If you encounter issues, follow these troubleshooting steps:
-#. **OpenCV Installation Issues (Linux)**
+OpenCV Installation Issues (Linux)
+----------------------------------
If you encounter OpenCV installation issues, uninstall it via :guilabel:`pip` and reinstall using Conda:
@@ -348,7 +335,8 @@ Troubleshooting
$ pip uninstall opencv-python
$ conda install -c conda-forge opencv=4.10.0
-#. **FFmpeg Encoding Error (`unknown encoder libsvtav1`)**
+FFmpeg Encoding Error (:guilabel:`unknown encoder libsvtav1`)
+-------------------------------------------------------------
Install FFmpeg with :guilabel:`libsvtav1` support via Conda-Forge or Homebrew:
@@ -362,10 +350,27 @@ Troubleshooting
$ brew install ffmpeg
-#. **Arrow Keys Not Working During Data Recording (Linux)**
+Arrow Keys Not Working During Data Recording (Linux)
+----------------------------------------------------
Ensure that the :guilabel:`$DISPLAY` environment variable is set correctly.
-#. Checkout LeRobot Documentation for further help and details.
+Frequency drops during evaluation
+---------------------------------
+
+ This happens on low-performance systems due to their inability to handle multi-threaded I/O operations.
+ Checkout the following version for a smoother operation.
+ Changes will be integrated soon in the newer version of the repository.
+ `Low Frequency Fix `_
+
+Compute Dataset Statistic Failure
+---------------------------------
+
+ It is noticed that on low-performance systems the compute statistic fails due to high batch size and number of workers.
+ Checkout the following version with lower batch size and number of workers.
+ `Compute Statistic Fix `_
+
+Checkout LeRobot Documentation for further help and details
+-----------------------------------------------------------
- `LeRobot Github `_
+ `LeRobot Github `_
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