first commit

This commit is contained in:
Charlie Holtz 2023-11-07 10:27:35 -05:00
commit 091f066859
8 changed files with 157 additions and 0 deletions

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.gitignore vendored Normal file
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.env
/venv
/frames

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assets/stop_slouching.mp3 Normal file

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assets/stop_slouching.wav Normal file

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capture.py Normal file
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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()

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judge.py Normal file
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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()

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requirements.txt Normal file
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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