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import paramiko
import numpy as np
import io, os, stat
import gradio as gr
from PIL import Image
import requests
import json
import random
import concurrent.futures
from .constants import SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD, SSH_LOG, SSH_VIDEO_LOG, SSH_MSCOCO
ssh_client = None
sftp_client = None
sftp_client_imgs = None
def open_sftp(i=0):
global ssh_client
sftp_client = ssh_client.open_sftp()
return sftp_client
def create_ssh_client(server, port, user, password):
global ssh_client, sftp_client, sftp_client_imgs
ssh_client = paramiko.SSHClient()
ssh_client.load_system_host_keys()
ssh_client.set_missing_host_key_policy(paramiko.AutoAddPolicy())
ssh_client.connect(server, port, user, password)
transport = ssh_client.get_transport()
transport.set_keepalive(60)
with concurrent.futures.ThreadPoolExecutor() as executor:
futures = [executor.submit(open_sftp, i) for i in range(5)]
results = [future.result() for future in futures]
sftp_client = results[0]
sftp_client_imgs = results[1:]
def is_connected():
global ssh_client, sftp_client
if ssh_client is None or sftp_client is None:
return False
# 检查SSH连接是否正常
if not ssh_client.get_transport().is_active():
return False
# 检查SFTP连接是否正常
try:
sftp_client.listdir('.') # 尝试列出根目录
except Exception as e:
print(f"Error checking SFTP connection: {e}")
return False
return True
def get_image_from_url(image_url):
response = requests.get(image_url)
response.raise_for_status() # success
return Image.open(io.BytesIO(response.content))
# def get_random_mscoco_prompt():
# global sftp_client
# if not is_connected():
# create_ssh_client(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
# num = random.randint(0, 2999)
# file = "{}.txt".format(num)
# remote_file_path = os.path.join(SSH_MSCOCO, file)
# with sftp_client.file(remote_file_path, 'r') as f:
# content = f.read().decode('utf-8')
# print(f"Content of {file}:")
# print("\n")
# return content
def get_random_mscoco_prompt():
file_path = './coco_prompt.txt'
with open(file_path, 'r') as file:
lines = file.readlines()
random_line = random.choice(lines).strip()
return random_line
def get_random_video_prompt(root_dir):
subdirs = [os.path.join(root_dir, d) for d in os.listdir(root_dir) if os.path.isdir(os.path.join(root_dir, d))]
if not subdirs:
raise NotImplementedError
selected_dir = random.choice(subdirs)
prompt_path = os.path.join(selected_dir, 'prompt.txt')
if os.path.exists(prompt_path):
str_list = []
with open(prompt_path, 'r', encoding='utf-8') as file:
for line in file:
str_list.append(line.strip())
prompt = str_list[0]
else:
raise NotImplementedError
return selected_dir, prompt
def get_ssh_random_video_prompt(root_dir, local_dir, model_names):
def is_directory(sftp, path):
try:
return stat.S_ISDIR(sftp.stat(path).st_mode)
except IOError:
return False
ssh = paramiko.SSHClient()
ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy())
try:
ssh.connect(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
sftp = ssh.open_sftp()
remote_subdirs = sftp.listdir(root_dir)
remote_subdirs = [d for d in remote_subdirs if is_directory(sftp, os.path.join(root_dir, d))]
if not remote_subdirs:
print(f"No subdirectories found in {root_dir}")
raise NotImplementedError
chosen_subdir = random.choice(remote_subdirs)
chosen_subdir_path = os.path.join(root_dir, chosen_subdir)
print(f"Chosen subdirectory: {chosen_subdir_path}")
prompt_path = 'prompt.txt'
results = [prompt_path]
for name in model_names:
model_source, model_name, model_type = name.split("_")
video_path = f'{model_name}.mp4'
print(video_path)
results.append(video_path)
local_path = []
for tar_file in results:
remote_file_path = os.path.join(chosen_subdir_path, tar_file)
local_file_path = os.path.join(local_dir, tar_file)
sftp.get(remote_file_path, local_file_path)
local_path.append(local_file_path)
print(f"Downloaded {remote_file_path} to {local_file_path}")
if os.path.exists(local_path[0]):
str_list = []
with open(local_path[0], 'r', encoding='utf-8') as file:
for line in file:
str_list.append(line.strip())
prompt = str_list[0]
else:
raise NotImplementedError
except Exception as e:
print(f"An error occurred: {e}")
raise NotImplementedError
sftp.close()
ssh.close()
return prompt, local_path[1:]
def get_ssh_random_image_prompt(root_dir, local_dir, model_names):
def is_directory(sftp, path):
try:
return stat.S_ISDIR(sftp.stat(path).st_mode)
except IOError:
return False
ssh = paramiko.SSHClient()
ssh.set_missing_host_key_policy(paramiko.AutoAddPolicy())
try:
ssh.connect(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
sftp = ssh.open_sftp()
remote_subdirs = sftp.listdir(root_dir)
remote_subdirs = [d for d in remote_subdirs if is_directory(sftp, os.path.join(root_dir, d))]
if not remote_subdirs:
print(f"No subdirectories found in {root_dir}")
raise NotImplementedError
chosen_subdir = random.choice(remote_subdirs)
chosen_subdir_path = os.path.join(root_dir, chosen_subdir)
print(f"Chosen subdirectory: {chosen_subdir_path}")
prompt_path = 'prompt.txt'
results = [prompt_path]
for name in model_names:
model_source, model_name, model_type = name.split("_")
image_path = f'{model_name}.jpg'
print(image_path)
results.append(image_path)
local_path = []
for tar_file in results:
remote_file_path = os.path.join(chosen_subdir_path, tar_file)
local_file_path = os.path.join(local_dir, tar_file)
sftp.get(remote_file_path, local_file_path)
local_path.append(local_file_path)
print(f"Downloaded {remote_file_path} to {local_file_path}")
if os.path.exists(local_path[0]):
str_list = []
with open(local_path[0], 'r', encoding='utf-8') as file:
for line in file:
str_list.append(line.strip())
prompt = str_list[0]
else:
raise NotImplementedError
except Exception as e:
print(f"An error occurred: {e}")
raise NotImplementedError
sftp.close()
ssh.close()
return prompt, [Image.open(path) for path in local_path[1:]]
def create_remote_directory(remote_directory, video=False):
global ssh_client
if not is_connected():
create_ssh_client(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
if video:
log_dir = f'{SSH_VIDEO_LOG}/{remote_directory}'
else:
log_dir = f'{SSH_LOG}/{remote_directory}'
stdin, stdout, stderr = ssh_client.exec_command(f'mkdir -p {log_dir}')
error = stderr.read().decode('utf-8')
if error:
print(f"Error: {error}")
else:
print(f"Directory {remote_directory} created successfully.")
return log_dir
def upload_images(i, image_list, output_file_list, sftp_client):
with sftp_client as sftp:
if isinstance(image_list[i], str):
print("get url image")
image_list[i] = get_image_from_url(image_list[i])
with io.BytesIO() as image_byte_stream:
image_list[i] = image_list[i].resize((512, 512), Image.ANTIALIAS)
image_list[i].save(image_byte_stream, format='JPEG')
image_byte_stream.seek(0)
sftp.putfo(image_byte_stream, output_file_list[i])
print(f"Successfully uploaded image to {output_file_list[i]}")
def upload_ssh_all(states, output_dir, data, data_path):
global sftp_client
global sftp_client_imgs
if not is_connected():
create_ssh_client(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
output_file_list = []
image_list = []
for i in range(len(states)):
output_file = os.path.join(output_dir, f"{i}.jpg")
output_file_list.append(output_file)
image_list.append(states[i].output)
with concurrent.futures.ThreadPoolExecutor() as executor:
futures = [executor.submit(upload_images, i, image_list, output_file_list, sftp_client_imgs[i]) for i in range(len(output_file_list))]
with sftp_client as sftp:
json_data = json.dumps(data, indent=4)
with io.BytesIO(json_data.encode('utf-8')) as json_byte_stream:
sftp.putfo(json_byte_stream, data_path)
print(f"Successfully uploaded JSON data to {data_path}")
# create_ssh_client(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
def upload_ssh_data(data, data_path):
global sftp_client
global sftp_client_imgs
if not is_connected():
create_ssh_client(SSH_SERVER, SSH_PORT, SSH_USER, SSH_PASSWORD)
with sftp_client as sftp:
json_data = json.dumps(data, indent=4)
with io.BytesIO(json_data.encode('utf-8')) as json_byte_stream:
sftp.putfo(json_byte_stream, data_path)
print(f"Successfully uploaded JSON data to {data_path}")
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