From 091f0668592b87a11573f9a9b8af8d4569f593b0 Mon Sep 17 00:00:00 2001 From: Charlie Holtz Date: Tue, 7 Nov 2023 10:27:35 -0500 Subject: [PATCH] first commit --- .gitignore | 3 + assets/stop_slouching.mp3 | Bin 0 -> 20062 bytes assets/stop_slouching.wav | Bin 0 -> 110670 bytes assets/wonderful_posture.mp3 | Bin 0 -> 21315 bytes assets/wonderful_posture.wav | Bin 0 -> 117582 bytes capture.py | 32 +++++++++++ judge.py | 103 +++++++++++++++++++++++++++++++++++ requirements.txt | 19 +++++++ 8 files changed, 157 insertions(+) create mode 100644 .gitignore create mode 100644 assets/stop_slouching.mp3 create mode 100644 assets/stop_slouching.wav create mode 100644 assets/wonderful_posture.mp3 create mode 100644 assets/wonderful_posture.wav create mode 100644 capture.py create mode 100644 judge.py create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..49a8ae3 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +.env +/venv +/frames diff --git 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file mode 100644 index 0000000..6224bf3 --- /dev/null +++ b/capture.py @@ -0,0 +1,32 @@ +import cv2 +import time + +# Folder +folder = "frames" + +# Initialize the webcam +cap = cv2.VideoCapture(0) + +# Check if the webcam is opened correctly +if not cap.isOpened(): + raise IOError("Cannot open webcam") + +# Wait for the camera to initialize and adjust light levels +time.sleep(2) + +while True: + ret, frame = cap.read() + if ret: + # Save the frame as an image file + print("📸 Say cheese! Saving frame.") + path = f"{folder}/frame.jpg" + cv2.imwrite(path, frame) + else: + print("Failed to capture image") + + # Wait for 5 seconds + time.sleep(2) + +# Release the camera and close all windows +cap.release() +cv2.destroyAllWindows() diff --git a/judge.py b/judge.py new file mode 100644 index 0000000..2900e50 --- /dev/null +++ b/judge.py @@ -0,0 +1,103 @@ +import os +from openai import OpenAI +import base64 +import json +import time +import simpleaudio as sa + +client = OpenAI() + +def encode_image(image_path): + with open(image_path, "rb") as image_file: + return base64.b64encode(image_file.read()).decode('utf-8') + + +def play_audio(file_path): + wave_obj = sa.WaveObject.from_wave_file(file_path) + play_obj = wave_obj.play() + play_obj.wait_done() + + +def analyze_posture(base64_image): + response = client.chat.completions.create( + model="gpt-4-vision-preview", + messages=[ + { + "role": "system", + "content": """ + You are a posture rater. + I send you a profile photo of a person and you tell me roughly how their posture is. + It's ok if you can't see the side view of the person. + """, + }, + { + "role": "user", + "content": [ + {"type": "text", "text": "How is my posture?"}, + { + "type": "image_url", + "image_url": f"data:image/jpeg;base64,{base64_image}", + }, + ], + } + ], + max_tokens=300, + ) + return response.choices[0].message.content + + +def summarize_analysis(analysis): + summary_response = client.chat.completions.create( + model="gpt-4-1106-preview", + response_format={"type": "json_object"}, + messages=[ + { + "role": "system", + "content": """ + You are a posture rater. + You received an analysis of someone's posture, and you have to summarize it with a numerical rating 1-10. + It's okay if you can't see the side view of the person, or if the analysis is inconclusive. You must give a 1-10 rating. + + Respond in JSON, with a "rating": 1-10, "reason": "...", and "conclusive": true/false (whether or not the analysis was conclusive) + """, + }, + { + "role": "user", + "content": analysis, + } + ], + max_tokens=300, + ) + return summary_response.choices[0].message.content + + +def main(): + while True: + print("🧘 Judging posture...") + + # path to your image + image_path = os.path.join(os.getcwd(), "./frames/frame.jpg") + + # getting the base64 encoding + base64_image = encode_image(image_path) + + # analyze posture + analysis = analyze_posture(base64_image) + + # summarize analysis + result = summarize_analysis(analysis) + result_json = json.loads(result) + + print(result_json) + + # play appropriate audio file based on rating + if result_json['rating'] <= 5: + play_audio('./assets/stop_slouching.wav') + else: + play_audio('./assets/wonderful_posture.wav') + + # wait for 30 seconds + time.sleep(5) + +if __name__ == "__main__": + main() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..90ecebc --- /dev/null +++ b/requirements.txt @@ -0,0 +1,19 @@ +annotated-types==0.6.0 +anyio==3.7.1 +certifi==2023.7.22 +charset-normalizer==3.3.2 +distro==1.8.0 +h11==0.14.0 +httpcore==1.0.1 +httpx==0.25.1 +idna==3.4 +numpy==1.26.1 +openai==1.1.1 +opencv-python==4.8.1.78 +pydantic==2.4.2 +pydantic_core==2.10.1 +requests==2.31.0 +sniffio==1.3.0 +tqdm==4.66.1 +typing_extensions==4.8.0 +urllib3==2.0.7