"""server.py: FastAPI SD-UI Web Host.
Notes:
    async endpoints always run on the main thread. Without they run on the thread pool.
"""
import json
import traceback

import sys
import os
import socket
import picklescan.scanner
import rich

SD_DIR = os.getcwd()
print('started in ', SD_DIR)

SD_UI_DIR = os.getenv('SD_UI_PATH', None)
sys.path.append(os.path.dirname(SD_UI_DIR))

CONFIG_DIR = os.path.abspath(os.path.join(SD_UI_DIR, '..', 'scripts'))
MODELS_DIR = os.path.abspath(os.path.join(SD_DIR, '..', 'models'))

USER_UI_PLUGINS_DIR = os.path.abspath(os.path.join(SD_DIR, '..', 'plugins', 'ui'))
CORE_UI_PLUGINS_DIR = os.path.abspath(os.path.join(SD_UI_DIR, 'plugins', 'ui'))
UI_PLUGINS_SOURCES = ((CORE_UI_PLUGINS_DIR, 'core'), (USER_UI_PLUGINS_DIR, 'user'))

STABLE_DIFFUSION_MODEL_EXTENSIONS = ['.ckpt', '.safetensors']
VAE_MODEL_EXTENSIONS = ['.vae.pt', '.ckpt']
HYPERNETWORK_MODEL_EXTENSIONS = ['.pt']

OUTPUT_DIRNAME = "Stable Diffusion UI" # in the user's home folder
TASK_TTL = 15 * 60 # Discard last session's task timeout
APP_CONFIG_DEFAULTS = {
    # auto: selects the cuda device with the most free memory, cuda: use the currently active cuda device.
    'render_devices': 'auto', # valid entries: 'auto', 'cpu' or 'cuda:N' (where N is a GPU index)
    'update_branch': 'main',
    'ui': {
        'open_browser_on_start': True,
    },
}
APP_CONFIG_DEFAULT_MODELS = [
    # needed to support the legacy installations
    'custom-model', # Check if user has a custom model, use it first.
    'sd-v1-4', # Default fallback.
]

from fastapi import FastAPI, HTTPException
from fastapi.staticfiles import StaticFiles
from starlette.responses import FileResponse, JSONResponse, StreamingResponse
from pydantic import BaseModel
import logging
from typing import Any, Generator, Hashable, List, Optional, Union

from sd_internal import Request, Response, task_manager

app = FastAPI()

outpath = os.path.join(os.path.expanduser("~"), OUTPUT_DIRNAME)

os.makedirs(USER_UI_PLUGINS_DIR, exist_ok=True)

# don't show access log entries for URLs that start with the given prefix
ACCESS_LOG_SUPPRESS_PATH_PREFIXES = ['/ping', '/image', '/modifier-thumbnails']

NOCACHE_HEADERS={"Cache-Control": "no-cache, no-store, must-revalidate", "Pragma": "no-cache", "Expires": "0"}

class NoCacheStaticFiles(StaticFiles):
    def is_not_modified(self, response_headers, request_headers) -> bool:
        if 'content-type' in response_headers and ('javascript' in response_headers['content-type'] or 'css' in response_headers['content-type']):
            response_headers.update(NOCACHE_HEADERS)
            return False

        return super().is_not_modified(response_headers, request_headers)

app.mount('/media', NoCacheStaticFiles(directory=os.path.join(SD_UI_DIR, 'media')), name="media")

for plugins_dir, dir_prefix in UI_PLUGINS_SOURCES:
    app.mount(f'/plugins/{dir_prefix}', NoCacheStaticFiles(directory=plugins_dir), name=f"plugins-{dir_prefix}")

def getConfig(default_val=APP_CONFIG_DEFAULTS):
    try:
        config_json_path = os.path.join(CONFIG_DIR, 'config.json')
        if not os.path.exists(config_json_path):
            return default_val
        with open(config_json_path, 'r', encoding='utf-8') as f:
            config = json.load(f)
            if 'net' not in config:
                config['net'] = {}
            if os.getenv('SD_UI_BIND_PORT') is not None:
                config['net']['listen_port'] = int(os.getenv('SD_UI_BIND_PORT'))
            if os.getenv('SD_UI_BIND_IP') is not None:
                config['net']['listen_to_network'] = ( os.getenv('SD_UI_BIND_IP') == '0.0.0.0' )
            return config
    except Exception as e:
        print(str(e))
        print(traceback.format_exc())
        return default_val

def setConfig(config):
    print( json.dumps(config) )
    try: # config.json
        config_json_path = os.path.join(CONFIG_DIR, 'config.json')
        with open(config_json_path, 'w', encoding='utf-8') as f:
            json.dump(config, f)
    except:
        print(traceback.format_exc())

    try: # config.bat
        config_bat_path = os.path.join(CONFIG_DIR, 'config.bat')
        config_bat = []

        if 'update_branch' in config:
            config_bat.append(f"@set update_branch={config['update_branch']}")

        config_bat.append(f"@set SD_UI_BIND_PORT={config['net']['listen_port']}")
        bind_ip = '0.0.0.0' if config['net']['listen_to_network'] else '127.0.0.1'
        config_bat.append(f"@set SD_UI_BIND_IP={bind_ip}")

        config_bat.append(f"@set test_sd2={'Y' if config.get('test_sd2', False) else 'N'}")

        if len(config_bat) > 0:
            with open(config_bat_path, 'w', encoding='utf-8') as f:
                f.write('\r\n'.join(config_bat))
    except:
        print(traceback.format_exc())

    try: # config.sh
        config_sh_path = os.path.join(CONFIG_DIR, 'config.sh')
        config_sh = ['#!/bin/bash']

        if 'update_branch' in config:
            config_sh.append(f"export update_branch={config['update_branch']}")

        config_sh.append(f"export SD_UI_BIND_PORT={config['net']['listen_port']}")
        bind_ip = '0.0.0.0' if config['net']['listen_to_network'] else '127.0.0.1'
        config_sh.append(f"export SD_UI_BIND_IP={bind_ip}")

        config_sh.append(f"export test_sd2=\"{'Y' if config.get('test_sd2', False) else 'N'}\"")

        if len(config_sh) > 1:
            with open(config_sh_path, 'w', encoding='utf-8') as f:
                f.write('\n'.join(config_sh))
    except:
        print(traceback.format_exc())

def resolve_model_to_use(model_name:str, model_type:str, model_dir:str, model_extensions:list, default_models=[]):
    config = getConfig()

    model_dirs = [os.path.join(MODELS_DIR, model_dir), SD_DIR]
    if not model_name: # When None try user configured model.
        # config = getConfig()
        if 'model' in config and model_type in config['model']:
            model_name = config['model'][model_type]
    if model_name:
        is_sd2 = config.get('test_sd2', False)
        if model_name.startswith('sd2_') and not is_sd2: # temp hack, until SD2 is unified with 1.4
            print('ERROR: Cannot use SD 2.0 models with SD 1.0 code. Using the sd-v1-4 model instead!')
            model_name = 'sd-v1-4'

        # Check models directory
        models_dir_path = os.path.join(MODELS_DIR, model_dir, model_name)
        for model_extension in model_extensions:
            if os.path.exists(models_dir_path + model_extension):
                return models_dir_path
            if os.path.exists(model_name + model_extension):
                # Direct Path to file
                model_name = os.path.abspath(model_name)
                return model_name
    # Default locations
    if model_name in default_models:
        default_model_path = os.path.join(SD_DIR, model_name)
        for model_extension in model_extensions:
            if os.path.exists(default_model_path + model_extension):
                return default_model_path
    # Can't find requested model, check the default paths.
    for default_model in default_models:
        for model_dir in model_dirs:
            default_model_path = os.path.join(model_dir, default_model)
            for model_extension in model_extensions:
                if os.path.exists(default_model_path + model_extension):
                    if model_name is not None:
                        print(f'Could not find the configured custom model {model_name}{model_extension}. Using the default one: {default_model_path}{model_extension}')
                    return default_model_path
    raise Exception('No valid models found.')

def resolve_ckpt_to_use(model_name:str=None):
    return resolve_model_to_use(model_name, model_type='stable-diffusion', model_dir='stable-diffusion', model_extensions=STABLE_DIFFUSION_MODEL_EXTENSIONS, default_models=APP_CONFIG_DEFAULT_MODELS)

def resolve_vae_to_use(model_name:str=None):
    try:
        return resolve_model_to_use(model_name, model_type='vae', model_dir='vae', model_extensions=VAE_MODEL_EXTENSIONS, default_models=[])
    except:
        return None

def resolve_hypernetwork_to_use(model_name:str=None):
    try:
        return resolve_model_to_use(model_name, model_type='hypernetwork', model_dir='hypernetwork', model_extensions=HYPERNETWORK_MODEL_EXTENSIONS, default_models=[])
    except:
        return None

class SetAppConfigRequest(BaseModel):
    update_branch: str = None
    render_devices: Union[List[str], List[int], str, int] = None
    model_vae: str = None
    ui_open_browser_on_start: bool = None
    listen_to_network: bool = None
    listen_port: int = None
    test_sd2: bool = None

@app.post('/app_config')
async def setAppConfig(req : SetAppConfigRequest):
    config = getConfig()
    if req.update_branch is not None:
        config['update_branch'] = req.update_branch
    if req.render_devices is not None:
        update_render_devices_in_config(config, req.render_devices)
    if req.ui_open_browser_on_start is not None:
        if 'ui' not in config:
            config['ui'] = {}
        config['ui']['open_browser_on_start'] = req.ui_open_browser_on_start
    if req.listen_to_network is not None:
       if 'net' not in config:
           config['net'] = {}
       config['net']['listen_to_network'] = bool(req.listen_to_network)
    if req.listen_port is not None:
       if 'net' not in config:
           config['net'] = {}
       config['net']['listen_port'] = int(req.listen_port)
    if req.test_sd2 is not None:
        config['test_sd2'] = req.test_sd2
    try:
        setConfig(config)

        if req.render_devices:
            update_render_threads()

        return JSONResponse({'status': 'OK'}, headers=NOCACHE_HEADERS)
    except Exception as e:
        print(traceback.format_exc())
        raise HTTPException(status_code=500, detail=str(e))

def is_malicious_model(file_path):
    try:
        scan_result = picklescan.scanner.scan_file_path(file_path)
        if scan_result.issues_count > 0 or scan_result.infected_files > 0:
            rich.print(":warning: [bold red]Scan %s: %d scanned, %d issue, %d infected.[/bold red]" % (file_path, scan_result.scanned_files, scan_result.issues_count, scan_result.infected_files))
            return True
        else:
            rich.print("Scan %s: [green]%d scanned, %d issue, %d infected.[/green]" % (file_path, scan_result.scanned_files, scan_result.issues_count, scan_result.infected_files))
            return False
    except Exception as e:
        print('error while scanning', file_path, 'error:', e)
    return False

known_models = {}
def getModels():
    models = {
        'active': {
            'stable-diffusion': 'sd-v1-4',
            'vae': '',
            'hypernetwork': '',
        },
        'options': {
            'stable-diffusion': ['sd-v1-4'],
            'vae': [],
            'hypernetwork': [],
        },
    }

    def listModels(models_dirname, model_type, model_extensions):
        models_dir = os.path.join(MODELS_DIR, models_dirname)
        if not os.path.exists(models_dir):
            os.makedirs(models_dir)

        for file in os.listdir(models_dir):
            for model_extension in model_extensions:
                if not file.endswith(model_extension):
                    continue

                model_path = os.path.join(models_dir, file)
                mtime = os.path.getmtime(model_path)
                mod_time = known_models[model_path] if model_path in known_models else -1
                if mod_time != mtime:
                    if is_malicious_model(model_path):
                        models['scan-error'] = file
                        return
                known_models[model_path] = mtime

                model_name = file[:-len(model_extension)]
                models['options'][model_type].append(model_name)

        models['options'][model_type] = [*set(models['options'][model_type])] # remove duplicates
        models['options'][model_type].sort()

    # custom models
    listModels(models_dirname='stable-diffusion', model_type='stable-diffusion', model_extensions=STABLE_DIFFUSION_MODEL_EXTENSIONS)
    listModels(models_dirname='vae', model_type='vae', model_extensions=VAE_MODEL_EXTENSIONS)
    listModels(models_dirname='hypernetwork', model_type='hypernetwork', model_extensions=HYPERNETWORK_MODEL_EXTENSIONS)
    # legacy
    custom_weight_path = os.path.join(SD_DIR, 'custom-model.ckpt')
    if os.path.exists(custom_weight_path):
        models['options']['stable-diffusion'].append('custom-model')

    return models

def getUIPlugins():
    plugins = []

    for plugins_dir, dir_prefix in UI_PLUGINS_SOURCES:
        for file in os.listdir(plugins_dir):
            if file.endswith('.plugin.js'):
                plugins.append(f'/plugins/{dir_prefix}/{file}')

    return plugins

def getIPConfig():
    try: 
        ips = socket.gethostbyname_ex(socket.gethostname())
        ips[2].append(ips[0])
        return ips[2]
    except Exception as e:
        print(e)
        print(traceback.format_exc())
        return []
        

@app.get('/get/{key:path}')
def read_web_data(key:str=None):
    if not key: # /get without parameters, stable-diffusion easter egg.
        raise HTTPException(status_code=418, detail="StableDiffusion is drawing a teapot!") # HTTP418 I'm a teapot
    elif key == 'app_config':
        config = getConfig(default_val=None)
        if config is None:
            config = APP_CONFIG_DEFAULTS
        return JSONResponse(config, headers=NOCACHE_HEADERS)
    elif key == 'system_info':
        config = getConfig()
        system_info = {
            'devices': task_manager.get_devices(),
            'hosts': getIPConfig(),
        }
        system_info['devices']['config'] = config.get('render_devices', "auto")
        return JSONResponse(system_info, headers=NOCACHE_HEADERS)
    elif key == 'models':
        return JSONResponse(getModels(), headers=NOCACHE_HEADERS)
    elif key == 'modifiers': return FileResponse(os.path.join(SD_UI_DIR, 'modifiers.json'), headers=NOCACHE_HEADERS)
    elif key == 'output_dir': return JSONResponse({ 'output_dir': outpath }, headers=NOCACHE_HEADERS)
    elif key == 'ui_plugins': return JSONResponse(getUIPlugins(), headers=NOCACHE_HEADERS)
    else:
        raise HTTPException(status_code=404, detail=f'Request for unknown {key}') # HTTP404 Not Found

@app.get('/ping') # Get server and optionally session status.
def ping(session_id:str=None):
    if task_manager.is_alive() <= 0: # Check that render threads are alive.
        if task_manager.current_state_error: raise HTTPException(status_code=500, detail=str(task_manager.current_state_error))
        raise HTTPException(status_code=500, detail='Render thread is dead.')
    if task_manager.current_state_error and not isinstance(task_manager.current_state_error, StopAsyncIteration): raise HTTPException(status_code=500, detail=str(task_manager.current_state_error))
    # Alive
    response = {'status': str(task_manager.current_state)}
    if session_id:
        session = task_manager.get_cached_session(session_id, update_ttl=True)
        response['tasks'] = {id(t): t.status for t in session.tasks}
    response['devices'] = task_manager.get_devices()
    return JSONResponse(response, headers=NOCACHE_HEADERS)

def save_model_to_config(ckpt_model_name, vae_model_name, hypernetwork_model_name):
    config = getConfig()
    if 'model' not in config:
        config['model'] = {}

    config['model']['stable-diffusion'] = ckpt_model_name
    config['model']['vae'] = vae_model_name
    config['model']['hypernetwork'] = hypernetwork_model_name

    if vae_model_name is None or vae_model_name == "":
        del config['model']['vae']
    if hypernetwork_model_name is None or hypernetwork_model_name == "":
        del config['model']['hypernetwork']

    setConfig(config)

def update_render_devices_in_config(config, render_devices):
    if render_devices not in ('cpu', 'auto') and not render_devices.startswith('cuda:'):
        raise HTTPException(status_code=400, detail=f'Invalid render device requested: {render_devices}')

    if render_devices.startswith('cuda:'):
        render_devices = render_devices.split(',')

    config['render_devices'] = render_devices

@app.post('/render')
def render(req : task_manager.ImageRequest):
    try:
        save_model_to_config(req.use_stable_diffusion_model, req.use_vae_model, req.use_hypernetwork_model)
        req.use_stable_diffusion_model = resolve_ckpt_to_use(req.use_stable_diffusion_model)
        req.use_vae_model = resolve_vae_to_use(req.use_vae_model)
        req.use_hypernetwork_model = resolve_hypernetwork_to_use(req.use_hypernetwork_model)
        new_task = task_manager.render(req)
        response = {
            'status': str(task_manager.current_state), 
            'queue': len(task_manager.tasks_queue),
            'stream': f'/image/stream/{id(new_task)}',
            'task': id(new_task)
        }
        return JSONResponse(response, headers=NOCACHE_HEADERS)
    except ChildProcessError as e: # Render thread is dead
        raise HTTPException(status_code=500, detail=f'Rendering thread has died.') # HTTP500 Internal Server Error
    except ConnectionRefusedError as e: # Unstarted task pending limit reached, deny queueing too many.
        raise HTTPException(status_code=503, detail=str(e)) # HTTP503 Service Unavailable
    except Exception as e:
        print(e)
        print(traceback.format_exc())
        raise HTTPException(status_code=500, detail=str(e))

@app.get('/image/stream/{task_id:int}')
def stream(task_id:int):
    #TODO Move to WebSockets ??
    task = task_manager.get_cached_task(task_id, update_ttl=True)
    if not task: raise HTTPException(status_code=404, detail=f'Request {task_id} not found.') # HTTP404 NotFound
    #if (id(task) != task_id): raise HTTPException(status_code=409, detail=f'Wrong task id received. Expected:{id(task)}, Received:{task_id}') # HTTP409 Conflict
    if task.buffer_queue.empty() and not task.lock.locked():
        if task.response:
            #print(f'Session {session_id} sending cached response')
            return JSONResponse(task.response, headers=NOCACHE_HEADERS)
        raise HTTPException(status_code=425, detail='Too Early, task not started yet.') # HTTP425 Too Early
    #print(f'Session {session_id} opened live render stream {id(task.buffer_queue)}')
    return StreamingResponse(task.read_buffer_generator(), media_type='application/json')

@app.get('/image/stop')
def stop(task: int):
    if not task:
        if task_manager.current_state == task_manager.ServerStates.Online or task_manager.current_state == task_manager.ServerStates.Unavailable:
            raise HTTPException(status_code=409, detail='Not currently running any tasks.') # HTTP409 Conflict
        task_manager.current_state_error = StopAsyncIteration('')
        return {'OK'}
    task_id = task
    task = task_manager.get_cached_task(task_id, update_ttl=False)
    if not task: raise HTTPException(status_code=404, detail=f'Task {task_id} was not found.') # HTTP404 Not Found
    if isinstance(task.error, StopAsyncIteration): raise HTTPException(status_code=409, detail=f'Task {task_id} is already stopped.') # HTTP409 Conflict
    task.error = StopAsyncIteration(f'Task {task_id} stop requested.')
    return {'OK'}

@app.get('/image/tmp/{task_id:int}/{img_id:int}')
def get_image(task_id: int, img_id: int):
    task = task_manager.get_cached_task(task_id, update_ttl=True)
    if not task: raise HTTPException(status_code=410, detail=f'Task {task_id} could not be found.') # HTTP404 NotFound
    if not task.temp_images[img_id]: raise HTTPException(status_code=425, detail='Too Early, task data is not available yet.') # HTTP425 Too Early
    try:
        img_data = task.temp_images[img_id]
        img_data.seek(0)
        return StreamingResponse(img_data, media_type='image/jpeg')
    except KeyError as e:
        raise HTTPException(status_code=500, detail=str(e))

@app.get('/')
def read_root():
    return FileResponse(os.path.join(SD_UI_DIR, 'index.html'), headers=NOCACHE_HEADERS)

@app.on_event("shutdown")
def shutdown_event(): # Signal render thread to close on shutdown
    task_manager.current_state_error = SystemExit('Application shutting down.')

# don't log certain requests
class LogSuppressFilter(logging.Filter):
    def filter(self, record: logging.LogRecord) -> bool:
        path = record.getMessage()
        for prefix in ACCESS_LOG_SUPPRESS_PATH_PREFIXES:
            if path.find(prefix) != -1:
                return False
        return True
logging.getLogger('uvicorn.access').addFilter(LogSuppressFilter())

# Check models and prepare cache for UI open
getModels()

# Start the task_manager
task_manager.default_model_to_load = resolve_ckpt_to_use()
task_manager.default_vae_to_load = resolve_vae_to_use()
task_manager.default_hypernetwork_to_load = resolve_hypernetwork_to_use()

def update_render_threads():
    config = getConfig()
    render_devices = config.get('render_devices', 'auto')
    active_devices = task_manager.get_devices()['active'].keys()

    print('requesting for render_devices', render_devices)
    task_manager.update_render_threads(render_devices, active_devices)

update_render_threads()

# start the browser ui
def open_browser():
    config = getConfig()
    ui = config.get('ui', {})
    net = config.get('net', {'listen_port':9000})
    port = net.get('listen_port', 9000)
    if ui.get('open_browser_on_start', True):
        import webbrowser; webbrowser.open(f"http://localhost:{port}")

open_browser()