import os 
from tensorflow.keras.models import load_model

#def load_trained_model(path):
    #return load_model(path)
# ✅ Set writable cache directory
os.environ["HF_HUB_CACHE"] = "/tmp/huggingface"


def run_prediction(model, processed_frame):   # Renamed function
    prediction = model.predict(processed_frame)
    return prediction[0][0]


'''
import os
import urllib.request
from tensorflow.keras.models import load_model

def load_trained_model(path="violence_model.h5"):
    url = "https://huggingface.co/spaces/muskan19/Violence_Detector/blob/main/violence_model.keras"

    if not os.path.exists(path):
        print("Downloading model...")
        urllib.request.urlretrieve(url, path)
        print("Download complete.")

    return load_model(path, compile=False)
'''
'''
import os
import urllib.request
from tensorflow.keras.models import load_model

def load_trained_model(path="violence_model.keras"):
    url = "https://huggingface.co/spaces/muskan19/Violence_Detector/resolve/main/violence_model.keras"

    if not os.path.exists(path):
        print("Downloading model...")
        urllib.request.urlretrieve(url, path)
        print("Download complete.")

    return load_model(path, compile=False)
'''
'''
from huggingface_hub import hf_hub_download
from tensorflow.keras.models import load_model

def load_trained_model():
    model_path = hf_hub_download(
        repo_id="muskan19/Violence_Detector",
        filename="violence_model.keras"
    )
    return load_model(model_path, compile=False)
'''
'''
import os
import urllib.request
from tensorflow.keras.models import load_model

def load_trained_model(path="violence_model.keras"):
    url = "https://huggingface.co/spaces/muskan19/Violence_Detector/resolve/main/violence_model.keras"
    if not os.path.exists(path):
        print("📥 Downloading model...")
        urllib.request.urlretrieve(url, path)
    return load_model(path, compile=False)
'''

from huggingface_hub import hf_hub_download
from tensorflow.keras.models import load_model

def load_trained_model():
    model_path = hf_hub_download(
        repo_id="muskan19/violence_model",  # Your model repo, NOT Space
        filename="violence_model.h5"     # Exact file name
    )
    return load_model(model_path, compile=False)