Fine-tuned LLaMA Model for Robotic Gripper and Arm Configuration
This is a fine-tuned LLaMA model designed to generate a jobfile for robotic arms and grippers. The model takes the robot arm and gripper names as input and generates the appropriate jobfile that specifies which gripper can be attached to the given robot arm, based on predefined configurations.
Model Description
This model processes two types of input: the gripper type and the robot arm model name. Based on these inputs, the model generates a jobfile specifying how the robot arm can be configured to work with the given gripper.
The jobfile defines the configuration that matches the gripper with the robotic arm type, considering factors such as physical constraints and compatibility.
Prototype Version and Limitations
This model is currently a prototype and has limited functionality. It was designed based on the assumption that the robot is fully aware of its environmental and sensing data, which is not yet a realistic scenario in real-world applications. Therefore, the model’s performance may vary depending on input complexity and real-world application scenarios.
Key limitations:
- Prototype stage: The model is still under development and not yet at full completion.
- Assumption of complete environmental knowledge: The model assumes that the robot has access to all environmental and sensory data, which may not be the case in many practical scenarios.
Intended Use
This model is intended to assist in the configuration of robotic arms by recommending compatible grippers. It is useful for environments where robotic systems need to handle various types of objects, and the appropriate gripper must be selected based on the robot arm in use.
How to Use
- Input: Provide the gripper type and the robot arm model name as text input.
- Output: The model will generate a jobfile with configuration details that specify how the selected gripper can be attached to the given robotic arm.
Example input:Gripper: Suction Gripper, Robot Arm: UR5
Example output:Jobfile: Attach Suction Gripper to UR5 arm with necessary configuration parameters.
Model Performance
The model has been fine-tuned on a dataset of robotic arm and gripper configurations. However, its current performance may not reflect real-world requirements fully due to the assumptions made during training.
Limitations
- The current version assumes that the robot has complete knowledge of the environment and sensory data, which is a limitation.
- The model is in a prototype stage and might not generate fully accurate or practical results for all real-world scenarios.
License
This model is licensed under the Apache 2.0 License.
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