## All Generation Gradio Interface
import uuid
import time

from .utils import *
from .vote_utils import t2s_logger, t2s_multi_logger, i2s_logger, i2s_multi_logger
from constants import IMAGE_DIR, OFFLINE_DIR, TEXT_PROMPT_PATH, IMAGE_PROMPT_PATH

with open(TEXT_PROMPT_PATH, 'r') as f:
    prompt_list = json.load(f)

with open(IMAGE_PROMPT_PATH, 'r') as f:
    lines = f.readlines()

image_list = {}
for line in lines:
    idx = line.split('.png')[0].split('_')[-1]
    url = line.split(')')[0].split('(')[-1]
    image_list[eval(idx)] = url


class State:
    def __init__(self, 
                 model_name, i2s_mode=False, offline=False, 
                 prompt=None, image=None, offline_idx=None, 
                 normal_video=None , rgb_video=None,
                 evaluted_dims=0):
        self.conv_id = uuid.uuid4().hex
        self.model_name = model_name
        self.i2s_mode = i2s_mode
        self.offline = offline
        
        self.prompt = prompt
        self.image = image
        self.offline_idx = offline_idx
        # self.output = None
        self.normal_video = normal_video
        self.rgb_video = rgb_video

        self.evaluted_dims = evaluted_dims

    def dict(self):
        base = {
            "conv_id": self.conv_id,
            "model_name": self.model_name,
            "i2s_mode": self.i2s_mode,
            "offline": self.offline,
            "prompt": self.prompt,
            "evaluted_dims": self.evaluted_dims,
            }
        if self.offline:
            base['offline_idx'] = self.offline_idx
        return base

# class StateI2S:
#     def __init__(self, model_name):
#         self.conv_id = uuid.uuid4().hex
#         self.model_name = model_name
#         self.image = None
#         self.output = None

#     def dict(self):
#         base = {
#             "conv_id": self.conv_id,
#             "model_name": self.model_name,

#             }
#         return base

def sample_t2s_model(state_0, state_1, model_list):
    model_name_0, model_name_1 = random.sample(eval(model_list), 2)

    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=False)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=False)

    state_0.model_name = model_name_0
    state_0.i2s_mode = False
    state_1.model_name = model_name_1
    state_1.i2s_mode = False
    return state_0, state_1, model_name_0, model_name_1

def sample_i2s_model(state_0, state_1, model_list):
    model_name_0, model_name_1 = random.sample(eval(model_list), 2)

    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=True)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=True)

    state_0.model_name = model_name_0
    state_0.i2s_mode = True
    state_1.model_name = model_name_1
    state_1.i2s_mode = True
    return state_0, state_1, model_name_0, model_name_1

def sample_prompt(state, model_name):
    if state is None:
        state = State(model_name)

    idx = random.randint(0, len(prompt_list)-1)
    prompt = prompt_list[idx]

    state.model_name = model_name
    state.prompt = prompt
    state.i2s_mode = False
    state.offline = True, 
    state.offline_idx = idx
    return state, prompt

def sample_prompt_side_by_side(state_0, state_1, model_name_0, model_name_1):
    if state_0 is None:
        state_0 = State(model_name_0)
    if state_1 is None:
        state_1 = State(model_name_1)

    idx = random.randint(0, len(prompt_list)-1)
    prompt = prompt_list[idx]

    state_0.i2s_mode, state_1.i2s_mode = False, False
    state_0.offline, state_1.offline = True, True
    state_0.offline_idx, state_1.offline_idx = idx, idx
    state_0.prompt, state_1.prompt = prompt, prompt
    return state_0, state_1, prompt

def sample_image(state, model_name):
    if state is None:
        state = State(model_name)

    idx = random.sample(image_list.keys(), 1)[0]
    img_url = image_list[idx]

    state.model_name = model_name
    state.image = img_url
    state.i2s_mode = True
    state.offline = True, 
    state.offline_idx = idx
    return state, img_url

def sample_image_side_by_side(state_0, state_1, model_name_0, model_name_1):
    if state_0 is None:
        state_0 = State(model_name_0)
    if state_1 is None:
        state_1 = State(model_name_1)


    idx = random.sample(image_list.keys(), 1)[0]
    img_url = image_list[idx]

    state_0.i2s_mode, state_1.i2s_mode = True, True
    state_0.offline, state_1.offline = True, True
    state_0.offline_idx, state_1.offline_idx = idx, idx
    state_0.image, state_1.image = img_url, img_url
    return state_0, state_1, img_url

def generate_t2s(gen_func, render_func, 
                 state, 
                 text, 
                 model_name, 
                 request: gr.Request):
    if not text or text.strip()=="":
        raise gr.Warning("Prompt cannot be empty.")
    if not model_name:
        raise gr.Warning("Model name cannot be empty.")
    
    if state is None:
        state = State(model_name, i2s_mode=False, offline=False)

    text = text.strip()
    ip = get_ip(request)
    t2s_logger.info(f"generate. ip: {ip}")

    state.model_name = model_name
    state.prompt = text
    state.evaluted_dims = 0
    try:
        idx = prompt_list.index(text)
        state.offline = True
        state.offline_idx = idx
    except:
        state.offline = False
        state.offline_idx = None

    if state.offline and state.offline_idx:
        start_time = time.time()
        videos = gen_func(text, model_name, offline=state.offline, offline_idx=state.offline_idx)
        # normal_video = os.path.join(OFFLINE_DIR, "text2shape", model_name, "normal", f"{state.offline_idx}.mp4")
        # rgb_video = os.path.join(OFFLINE_DIR, "text2shape", model_name, "rgb", f"{state.offline_idx}.mp4")
        
        state.normal_video = videos['normal']
        state.rgb_video = videos['rgb']        
        yield state, videos['normal'], videos['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name,
            "type": "offline",
            "gen_params": {},
            "state": state.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape = gen_func(text, model_name)
        generate_time = time.time() - start_time

        videos = render_func(shape, model_name)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time

        state.normal_video = videos['normal']
        state.rgb_video = videos['rgb']    
        yield state, videos['normal'], videos['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name,
            "type": "online",
            "gen_params": {},
            "state": state.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }

    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data) + "\n")
    append_json_item_on_log_server(data, get_conv_log_filename())
        
    # output_file = f'{IMAGE_DIR}/text2shape/{state.conv_id}.png'
    # os.makedirs(os.path.dirname(output_file), exist_ok=True)
    # with open(output_file, 'w') as f:
    #     state.output.save(f, 'PNG')
    # save_image_file_on_log_server(output_file)
        
def generate_t2s_multi(gen_func, render_func, 
                       state_0, state_1,
                       text, 
                       model_name_0, model_name_1, 
                       request: gr.Request):
    if not text or text.strip()=="":
        raise gr.Warning("Prompt cannot be empty.")
    if not model_name_0:
        raise gr.Warning("Model name A cannot be empty.")
    if not model_name_1:
        raise gr.Warning("Model name B cannot be empty.")
    
    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=False, offline=False)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=False, offline=False)
    
    text = text.strip()
    ip = get_ip(request)
    t2s_multi_logger.info(f"generate. ip: {ip}")
    
    state_0.model_name, state_1.model_name = model_name_0, model_name_1
    state_0.prompt, state_1.prompt = text, text
    state_0.evaluted_dims, state_1.evaluted_dims = 0, 0
    try:
        idx = prompt_list.index(text)
        state_0.offline, state_1.offline = True, True
        state_0.offline_idx, state_1.offline_idx = idx, idx
    except:
        state_0.offline, state_1.offline = False, False
        state_0.offline_idx, state_1.offline_idx = None, None

    if state_0.offline and state_0.offline_idx:
        start_time = time.time()
        videos_0, videos_1 = gen_func(text, model_name_0, model_name_1, offline=state_0.offline, offline_idx=state_0.offline_idx)
        # normal_video_0 = os.path.join(OFFLINE_DIR, "text2shape", model_name_0, "normal", f"{state_0.offline_idx}.mp4")
        # rgb_video_0 = os.path.join(OFFLINE_DIR, "text2shape", model_name_0, "rgb", f"{state_0.offline_idx}.mp4")
        # normal_video_1 = os.path.join(OFFLINE_DIR, "text2shape", model_name_1, "normal", f"{state_1.offline_idx}.mp4")
        # rgb_video_1 = os.path.join(OFFLINE_DIR, "text2shape", model_name_1, "rgb", f"{state_1.offline_idx}.mp4")
        
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1,videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "offline",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "offline",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape_0, shape_1 = gen_func(text, model_name_0, model_name_1)
        generate_time = time.time() - start_time

        videos_0, videos_1 = render_func(shape_0, model_name_0, shape_1, model_name_1)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time
        
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "online",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "online",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
    
    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data_0) + "\n")
        fout.write(json.dumps(data_1) + "\n")
    append_json_item_on_log_server(data_0, get_conv_log_filename())
    append_json_item_on_log_server(data_1, get_conv_log_filename())

    # for i, state in enumerate([state_0, state_1]):
    #     output_file = f'{IMAGE_DIR}/text2shape/{state.conv_id}.png'
    #     os.makedirs(os.path.dirname(output_file), exist_ok=True)
    #     with open(output_file, 'w') as f:
    #         state.output.save(f, 'PNG')
    #     save_image_file_on_log_server(output_file)
            
def generate_t2s_multi_annoy(gen_func, render_func,
                             state_0, state_1, 
                             text, 
                             model_name_0, model_name_1, 
                             request: gr.Request):
    if not text or text.strip()=="":
        raise gr.Warning("Prompt cannot be empty.")
    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=False, offline=False)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=False, offline=False)
    
    text = text.strip()
    ip = get_ip(request)
    t2s_multi_logger.info(f"generate. ip: {ip}")

    state_0.model_name, state_1.model_name = model_name_0, model_name_1
    state_0.prompt, state_1.prompt = text, text
    state_0.evaluted_dims, state_1.evaluted_dims = 0, 0
    try:
        idx = prompt_list.index(text)
        state_0.offline, state_1.offline = True, True
        state_0.offline_idx, state_1.offline_idx = idx, idx
    except:
        state_0.offline, state_1.offline = False, False
        state_0.offline_idx, state_1.offline_idx = None, None

    if state_0.offline and state_0.offline_idx:
        start_time = time.time()
        videos_0, videos_1, model_name_0, model_name_1 = gen_func(text, model_name_0, model_name_1, 
                                      i2s_model=False, offline=state_0.offline, offline_idx=state_0.offline_idx)
        # normal_video_0 = os.path.join(OFFLINE_DIR, "text2shape", model_name_0, "normal", f"{state_0.offline_idx}.mp4")
        # rgb_video_0 = os.path.join(OFFLINE_DIR, "text2shape", model_name_0, "rgb", f"{state_0.offline_idx}.mp4")
        # normal_video_1 = os.path.join(OFFLINE_DIR, "text2shape", model_name_1, "normal", f"{state_1.offline_idx}.mp4")
        # rgb_video_1 = os.path.join(OFFLINE_DIR, "text2shape", model_name_1, "rgb", f"{state_1.offline_idx}.mp4")
        
        state_0.model_name, state_1.model_name = model_name_0, model_name_1
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb'], \
            gr.Markdown(f"### Model A: {model_name_0}"), gr.Markdown(f"### Model B: {model_name_1}")

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "offline",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "offline",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape_0, shape_1, model_name_0, model_name_1 = gen_func(text, model_name_0, model_name_1, i2s_mode=False)
        generate_time = time.time() - start_time

        videos_0, videos_1 = render_func(shape_0, model_name_0, shape_1, model_name_1)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time
        
        state_0.model_name, state_1.model_name = model_name_0, model_name_1
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0[0], videos_0[1], videos_1[0], videos_1[1], \
            gr.Markdown(f"### Model A: {model_name_0}"), gr.Markdown(f"### Model B: {model_name_1}")

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "online",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "online",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
    
    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data_0) + "\n")
        fout.write(json.dumps(data_1) + "\n")
    append_json_item_on_log_server(data_0, get_conv_log_filename())
    append_json_item_on_log_server(data_1, get_conv_log_filename())

    # for i, state in enumerate([state_0, state_1]):
    #     output_file = f'{IMAGE_DIR}/text2shape/{state.conv_id}.png'
    #     os.makedirs(os.path.dirname(output_file), exist_ok=True)
    #     with open(output_file, 'w') as f:
    #         state.output.save(f, 'PNG')
    #     save_image_file_on_log_server(output_file)
            
            
def generate_i2s(gen_func, render_func, state, image, model_name, request: gr.Request):
    if image is None:
        raise gr.Warning("Image cannot be empty.")
    if not model_name:
        raise gr.Warning("Model name cannot be empty.")
    if state is None:
        state = State(model_name, i2s_mode=True, offline=False)
    
    ip = get_ip(request)
    t2s_logger.info(f"generate. ip: {ip}")

    state.model_name = model_name
    state.image = image
    state.evaluted_dims = 0

    if state.offline and state.offline_idx:
        start_time = time.time()
        videos = gen_func(image, model_name, offline=state.offline, offline_idx=state.offline_idx)
        # normal_video = os.path.join(OFFLINE_DIR, "image2shape", model_name, "normal", f"{state.offline_idx}.mp4")
        # rgb_video = os.path.join(OFFLINE_DIR, "image2shape", model_name, "rgb", f"{state.offline_idx}.mp4")
        
        state.normal_video = videos['normal']
        state.rgb_video = videos['rgb']
        yield state, videos['normal'], videos['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name,
            "type": "offline",
            "gen_params": {},
            "state": state.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape = gen_func(image, model_name)
        generate_time = time.time() - start_time

        videos = render_func(shape, model_name)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time

        state.normal_video = videos['normal']
        state.rgb_video = videos['rgb']
        yield state, videos['normal'], videos['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name,
            "type": "online",
            "gen_params": {},
            "state": state.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }

    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data) + "\n")
    append_json_item_on_log_server(data, get_conv_log_filename())
  
    # src_img_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_src.png'
    # os.makedirs(os.path.dirname(src_img_file), exist_ok=True)
    # with open(src_img_file, 'w') as f:
    #     state.source_image.save(f, 'PNG')
    # output_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_out.png'
    # with open(output_file, 'w') as f:
    #     state.output.save(f, 'PNG')
    # save_image_file_on_log_server(src_img_file)
    # save_image_file_on_log_server(output_file)
        
def generate_i2s_multi(gen_func, render_func, 
                       state_0, state_1, 
                       image, 
                       model_name_0, model_name_1,
                       request: gr.Request):
    if image is None:
        raise gr.Warning("Image cannot be empty.")
    if not model_name_0:
        raise gr.Warning("Model name A cannot be empty.")
    if not model_name_1:
        raise gr.Warning("Model name B cannot be empty.")
    
    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=True, offline=False)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=True, offline=False)

    ip = get_ip(request)
    t2s_multi_logger.info(f"generate. ip: {ip}")

    state_0.model_name, state_1.model_name = model_name_0, model_name_1
    state_0.image, state_1.image = image, image
    state_0.evaluted_dims, state_1.evaluted_dims = 0, 0

    if state_0.offline and state_0.offline_idx:
        start_time = time.time()
        videos_0, videos_1 = gen_func(image, model_name_0, model_name_1, offline=state_0.offline, offline_idx=state_0.offline_idx)
        # normal_video_0 = os.path.join(OFFLINE_DIR, "image2shape", model_name_0, "normal", f"{state_0.offline_idx}.mp4")
        # rgb_video_0 = os.path.join(OFFLINE_DIR, "image2shape", model_name_0, "rgb", f"{state_0.offline_idx}.mp4")
        # normal_video_1 = os.path.join(OFFLINE_DIR, "image2shape", model_name_1, "normal", f"{state_1.offline_idx}.mp4")
        # rgb_video_1 = os.path.join(OFFLINE_DIR, "image2shape", model_name_1, "rgb", f"{state_1.offline_idx}.mp4")
        
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb'], \
            gr.Markdown(f"### Model A: {model_name_0}"), gr.Markdown(f"### Model B: {model_name_1}")

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "offline",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "offline",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape_0, shape_1 = gen_func(image, model_name_0, model_name_1)
        generate_time = time.time() - start_time

        videos_0, videos_1 = render_func(shape_0, model_name_0, shape_1, model_name_1)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time

        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb']

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "online",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "online",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
    
    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data_0) + "\n")
        fout.write(json.dumps(data_1) + "\n")
    append_json_item_on_log_server(data_0, get_conv_log_filename())
    append_json_item_on_log_server(data_1, get_conv_log_filename())
        
    # for i, state in enumerate([state_0, state_1]):
    #     src_img_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_src.png'
    #     os.makedirs(os.path.dirname(src_img_file), exist_ok=True)
    #     with open(src_img_file, 'w') as f:
    #         state.source_image.save(f, 'PNG')
    #     output_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_out.png'
    #     with open(output_file, 'w') as f:
    #         state.output.save(f, 'PNG')
    #     save_image_file_on_log_server(src_img_file)
    #     save_image_file_on_log_server(output_file)
            

def generate_i2s_multi_annoy(gen_func, render_func,
                             state_0, state_1, 
                             image, 
                             model_name_0, model_name_1, 
                             request: gr.Request):
    if image is None:
        raise gr.Warning("Image cannot be empty.")
    if state_0 is None:
        state_0 = State(model_name_0, i2s_mode=True, offline=False)
    if state_1 is None:
        state_1 = State(model_name_1, i2s_mode=True, offline=False)

    ip = get_ip(request)
    t2s_multi_logger.info(f"generate. ip: {ip}")

    state_0.model_name, state_1.model_name = model_name_0, model_name_1
    state_0.image, state_1.image = image, image
    state_0.evaluted_dims, state_1.evaluted_dims = 0, 0

    if state_0.offline and state_0.offline_idx and state_1.offline and state_1.offline_idx:
        start_time = time.time()
        videos_0, videos_1, model_name_0, model_name_1 = gen_func(image, model_name_0, model_name_1, 
                                      i2s_model=True, offline=state_0.offline, offline_idx=state_0.offline_idx)
        # normal_video_0 = os.path.join(OFFLINE_DIR, "image2shape", model_name_0, "normal", f"{state_0.offline_idx}.mp4")
        # rgb_video_0 = os.path.join(OFFLINE_DIR, "image2shape", model_name_0, "rgb", f"{state_0.offline_idx}.mp4")
        # normal_video_1 = os.path.join(OFFLINE_DIR, "image2shape", model_name_1, "normal", f"{state_1.offline_idx}.mp4")
        # rgb_video_1 = os.path.join(OFFLINE_DIR, "image2shape", model_name_1, "rgb", f"{state_1.offline_idx}.mp4")
        state_0.model_name, state_1.model_name = model_name_0, model_name_1
        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1, videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb'], \
            gr.Markdown(f"### Model A: {model_name_0}"), gr.Markdown(f"### Model B: {model_name_1}")

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "offline",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "offline",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "ip": get_ip(request),
        }
    else:
        start_time = time.time()
        shape_0, shape_1 = gen_func(image, model_name_0, model_name_1, i2s_model=True)
        generate_time = time.time() - start_time

        videos_0, videos_1 = render_func(shape_0, model_name_0, shape_1, model_name_1)
        finish_time = time.time()
        render_time = finish_time - start_time - generate_time

        state_0.normal_video, state_0.rgb_video = videos_0['normal'], videos_0['rgb']
        state_1.normal_video, state_1.rgb_video = videos_1['normal'], videos_1['rgb']
        yield state_0, state_1,  videos_0['normal'], videos_0['rgb'], videos_1['normal'], videos_1['rgb'], \
            gr.Markdown(f"### Model A: {model_name_0}"), gr.Markdown(f"### Model B: {model_name_1}")

        finish_tstamp = time.time()
        # logger.info(f"===output===: {output}")
        data_0 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_0,
            "type": "online",
            "gen_params": {},
            "state": state_0.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
        data_1 = {
            "tstamp": round(finish_tstamp, 4),
            "model": model_name_1,
            "type": "online",
            "gen_params": {},
            "state": state_1.dict(),
            "start": round(start_time, 4),
            "finish": round(finish_tstamp, 4),
            "time": round(finish_time - start_time, 4),
            "generate_time": round(generate_time, 4),
            "render_time": round(render_time, 4),
            "ip": get_ip(request),
        }
    
    with open(get_conv_log_filename(), "a") as fout:
        fout.write(json.dumps(data_0) + "\n")
        fout.write(json.dumps(data_1) + "\n")
    append_json_item_on_log_server(data_0, get_conv_log_filename())
    append_json_item_on_log_server(data_1, get_conv_log_filename())
        
    # for i, state in enumerate([state_0, state_1]):
    #     src_img_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_src.png'
    #     os.makedirs(os.path.dirname(src_img_file), exist_ok=True)
    #     with open(src_img_file, 'w') as f:
    #         state.source_image.save(f, 'PNG')
    #     output_file = f'{IMAGE_DIR}/image2shape/{state.conv_id}_out.png'
    #     with open(output_file, 'w') as f:
    #         state.output.save(f, 'PNG')
    #     save_image_file_on_log_server(src_img_file)
    #     save_image_file_on_log_server(output_file)