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utils.py
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utils.py
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import json
import os
import subprocess
import sys
from pathlib import Path
from typing import List, Optional, Union
import boto3
from botocore.exceptions import ClientError, NoCredentialsError
VAST_NUM = 4
DEST_ADDR = f"root@ssh{VAST_NUM}.vast.ai"
# DEST_ADDR = "mchorse@198.176.96.64"
SSH_PYTHON = "/opt/conda/bin/python"
PORT = 14040
USER = "hoagy"
SSH_DIRECTORY = f"sparse_coding_{USER}"
BUCKET_NAME = "sparse-coding"
ACCESS_KEY_NAME_DICT = {
"AKIAV3IKT32M2ZA3WRLQ": "hoagy",
"AKIATUSYDLZAEZ7T5GLX": "aidan",
"AKIATEQID7TUM5FUW4R5": "logan",
}
def sync():
"""Sync the local directory with the remote host."""
command = f'rsync -rv --filter ":- .gitignore" --exclude ".git" -e "ssh -p {PORT}" . {DEST_ADDR}:{SSH_DIRECTORY}'
subprocess.call(command, shell=True)
def datasets_sync():
"""Sync .csv files with the remote host."""
command = f'rsync -am --include "*.csv" --exclude "*" -e "ssh -p {PORT}" . {DEST_ADDR}:{SSH_DIRECTORY}'
subprocess.call(command, shell=True)
def autointerp_sync():
"""Sync the local directory with the remote host's auto interp results, excluding hdf files."""
command = f'rsync -r --exclude "*.hdf" --exclude "*.pkl" -e ssh {DEST_ADDR}:/mnt/ssd-cluster/auto_interp_results/ ./auto_interp_results'
print(command)
subprocess.call(command, shell=True)
def copy_models():
"""Copy the models from local directory to the remote host."""
command = f"scp -P {PORT} -r models {DEST_ADDR}:{SSH_DIRECTORY}/models"
subprocess.call(command, shell=True)
# also copying across a few other files
command = f"scp -P {PORT} -r outputs/thinrun/autoencoders_cpu.pkl {DEST_ADDR}:{SSH_DIRECTORY}"
subprocess.call(command, shell=True)
def copy_secrets():
"""Copy the secrets.json file from local directory to the remote host."""
command = f"scp -P {PORT} secrets.json {DEST_ADDR}:{SSH_DIRECTORY}"
subprocess.call(command, shell=True)
def copy_recent():
"""Get the most recent outputs folder in the remote host and copy across to same place in local directory."""
# get the most recent folders
command = f'ssh -p {PORT} {DEST_ADDR} "ls -td {SSH_DIRECTORY}/outputs/* | head -1"'
output = subprocess.check_output(command, shell=True)
output = output.decode("utf-8").strip()
# copy across
command = f"scp -P {PORT} -r {DEST_ADDR}:{output} outputs"
subprocess.call(command, shell=True)
def copy_dotfiles():
"""Copy dotfiles into remote host and run install and deploy scripts"""
df_dir = f"dotfiles_{USER}"
# command = f"scp -P {PORT} -r ~/git/dotfiles {DEST_ADDR}:{df_dir}"
command = f"rsync -rv --filter ':- .gitignore' --exclude '.git' -e 'ssh -p {PORT}' ~/git/ {DEST_ADDR}:{df_dir}"
subprocess.call(command, shell=True)
command = f"ssh -p {PORT} {DEST_ADDR} 'cd ~/{df_dir} && ./install.sh && ./deploy.sh'"
subprocess.call(command, shell=True)
def setup():
"""Sync, copy models, create venv and install requirements."""
sync()
copy_models()
copy_secrets()
command = f'ssh -p {PORT} {DEST_ADDR} "cd {SSH_DIRECTORY} && sudo apt -y install python3.9 python3.9-venv && python3.9 -m venv .env --system-site-packages && source .env/bin/activate && pip install -r requirements.txt" && apt install vim'
# command = f"ssh -p {VAST_PORT} {dest_addr} \"cd {SSH_DIRECTORY} && echo $PATH\""
subprocess.call(command, shell=True)
import warnings
class dotdict(dict):
"""Dictionary that can be accessed with dot notation."""
def __init__(self, d: Optional[dict] = None):
if d is None:
d = {}
super().__init__(d)
def __dict__(self):
return self
def __getattr__(self, name):
if name in self:
return self[name]
else:
raise AttributeError(f"Attribute {name} not found")
def __setattr__(self, name, value):
self[name] = value
def __delattr__(self, name):
del self[name]
def upload_to_aws(local_file_name) -> bool:
""" "
Upload a file to an S3 bucket
:param local_file_name: File to upload
:param s3_file_name: S3 object name. If not specified then local_file_name is used
"""
secrets = json.load(open("secrets.json"))
s3 = boto3.client(
"s3",
aws_access_key_id=secrets["access_key"],
aws_secret_access_key=secrets["secret_key"],
)
if secrets["access_key"] in ACCESS_KEY_NAME_DICT:
name = ACCESS_KEY_NAME_DICT[secrets["access_key"]]
else:
name = "unknown"
s3_file_name = name + "-" + local_file_name
local_file_path = Path(local_file_name)
try:
if local_file_path.is_dir():
_upload_directory(local_file_name, s3)
else:
s3.upload_file(str(local_file_name), BUCKET_NAME, str(s3_file_name))
print(f"Upload Successful of {local_file_name}")
return True
except FileNotFoundError:
print(f"File {local_file_name} was not found")
return False
except NoCredentialsError: # mypy: ignore, not sure why it doesn't think it's a valid exception class
print("Credentials not available")
return False
def _upload_directory(path, s3_client):
for root, dirs, files in os.walk(path):
for file_name in files:
full_file_name = os.path.join(root, file_name)
s3_client.upload_file(str(full_file_name), BUCKET_NAME, str(full_file_name))
def download_from_aws(files: Union[str, List[str]], force_redownload: bool = False) -> bool:
"""
Download a file from an S3 bucket
:param files: List of files to download
:param force_redownload: If True, will download even if the file already exists
Returns:
True if all files were downloaded successfully, False otherwise
"""
secrets = json.load(open("secrets.json"))
if isinstance(files, str):
files = [files]
if not force_redownload:
files = [f for f in files if not os.path.exists(f)]
s3 = boto3.client(
"s3",
aws_access_key_id=secrets["access_key"],
aws_secret_access_key=secrets["secret_key"],
)
all_correct = True
for filename in files:
try:
parent_dir = os.path.dirname(filename)
if not os.path.exists(parent_dir) and parent_dir != "":
os.makedirs(os.path.dirname(filename))
with open(filename, "wb") as f:
s3.download_fileobj(BUCKET_NAME, filename, f)
print(f"Successfully downloaded file: {filename}")
except ClientError:
print(f"File: {filename} does not exist")
all_correct = False
return all_correct
if __name__ == "__main__":
if sys.argv[1] == "sync":
sync()
elif sys.argv[1] == "models":
copy_models()
elif sys.argv[1] == "recent":
copy_recent()
elif sys.argv[1] == "setup":
setup()
elif sys.argv[1] == "secrets":
copy_secrets()
elif sys.argv[1] == "interp_sync":
autointerp_sync()
elif sys.argv[1] == "dotfiles":
copy_dotfiles()
elif sys.argv[1] == "datasets":
datasets_sync()
else:
raise NotImplementedError(f"Command {sys.argv[1]} not recognised")