James M. Robins

28 papers A* 2A 7Journal 15Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Razieh Nabi, Rohit Bhattacharya, Ilya Shpitser, James M. Robins
2024 J jnl
CoRR
Thomas S. Richardson, James M. Robins
2022 ch.
Probabilistic and Causal Inference
James M. Robins, Thomas S. Richardson, Ilya Shpitser
2022 J jnl
CoRR
Razieh Nabi, Rohit Bhattacharya, Ilya Shpitser, James M. Robins
2022 A* conf
NeurIPS
Benjamin Kompa, David R. Bellamy, Thomas Kolokotrones, James M. Robins, Andrew Beam
2022 J jnl
CoRR
Benjamin Kompa, David R. Bellamy, Thomas Kolokotrones, James M. Robins, Andrew L. Beam
2022 ch.
Probabilistic and Causal Inference
Ilya Shpitser, Thomas S. Richardson, James M. Robins
2021 J jnl
J. Mach. Learn. Res.
Lin Liu, Rajarshi Mukherjee, James M. Robins, Eric Tchetgen Tchetgen
2019 A conf
UAI
Rohit Bhattacharya, Razieh Nabi, Ilya Shpitser, James M. Robins
2019 J jnl
CoRR
Rohit Bhattacharya, Razieh Nabi, Ilya Shpitser, James M. Robins
2019 J jnl
CoRR
Lin Liu, Rajarshi Mukherjee, James M. Robins
2015 conf
NIPS
Kirthevasan Kandasamy, Akshay Krishnamurthy, Barnabás Póczos, Larry A. Wasserman, James M. Robins
2014 J jnl
CoRR
Kirthevasan Kandasamy, Akshay Krishnamurthy, Barnabás Póczos, Larry A. Wasserman, James M. Robins
2013 J jnl
CoRR
Judea Pearl, James M. Robins
2013 A conf
UAI
Ilya Shpitser, Robin J. Evans, Thomas S. Richardson, James M. Robins
2013 J jnl
CoRR
Ilya Shpitser, Robin J. Evans, Thomas S. Richardson, James M. Robins
2012 J jnl
CoRR
Ilya Shpitser, Thomas S. Richardson, James M. Robins
2012 A conf
UAI
Thomas S. Richardson, James M. Robins, Ilya Shpitser
2012 J jnl
CoRR
Ilya Shpitser, Tyler J. VanderWeele, James M. Robins
2011 A conf
UAI
Ilya Shpitser, Thomas S. Richardson, James M. Robins
2011 J jnl
CoRR
Jing Lei, James M. Robins, Larry A. Wasserman
2010 A conf
UAI
Ilya Shpitser, Tyler J. VanderWeele, James M. Robins
2009 J jnl
J. Mach. Learn. Res.
Tyler J. VanderWeele, James M. Robins
2009 A* conf
IJCAI
Ilya Shpitser, Thomas S. Richardson, James M. Robins
2003 ch.
Advances in Survival Analysis
Sündüz Keles, Mark J. van der Laan, James M. Robins
1999 J jnl
Synth.
James M. Robins
1997 A conf
UAI
James M. Robins, Larry A. Wasserman
1995 A conf
UAI
Judea Pearl, James M. Robins
redb/s3_utils.py
← Index redb/s3_utils.py python
"""
S3 and file utility functions for REDB.

Contains MinIO/S3 client creation, S3 key generation,
file download, and archive extraction helpers.
"""
import os
import tempfile
from typing import Optional, List

from minio import Minio
from minio.error import S3Error


def get_minio_client():
    """Create and return a Minio client using credentials from .env file"""
    return Minio(
        endpoint=os.getenv("S3_ENDPOINT"),
        access_key=os.getenv("S3_ACCESS_KEY"),
        secret_key=os.getenv("S3_SECRET_KEY"),
        secure=os.getenv("S3_SECURE", "false").lower() == "true"
    )


def generate_s3_key_from_hash(sample_hash: str) -> str:
    """
    Generate S3 key from hash using sharding structure.
    Example: 09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c
    becomes: 09/f7/09f7d02a3c2382199458c98a62b045145ee54ab6aba86166aecf3d10c3c1444c.zip
    """
    if len(sample_hash) < 4:
        raise ValueError(f"Hash too short for sharding: {sample_hash}")

    # Create sharded path: first 2 chars / next 2 chars / full_hash.zip
    return f"{sample_hash[:2]}/{sample_hash[2:4]}/{sample_hash}.zip"


def download_s3_object(s3_bucket: str, s3_key: str, temp_dir: str, logger=None) -> Optional[str]:
    """
    Download an object from S3 to a local temporary directory and return the local path.
    If the .zip file is not found, automatically tries .7z as a fallback for legacy uploads.
    """
    try:
        minio_client = get_minio_client()
        local_path = os.path.join(temp_dir, os.path.basename(s3_key))

        # Download the file
        minio_client.fget_object(s3_bucket, s3_key, local_path)

        return local_path
    except S3Error as e:
        # If .zip not found and error is NoSuchKey, try .7z fallback
        if e.code == 'NoSuchKey' and s3_key.endswith('.zip'):
            s3_key_7z = s3_key[:-4] + '.7z'  # Replace .zip with .7z
            if logger:
                logger.info(f".zip not found, trying .7z fallback: {s3_key_7z}")
            try:
                local_path_7z = os.path.join(temp_dir, os.path.basename(s3_key_7z))
                minio_client.fget_object(s3_bucket, s3_key_7z, local_path_7z)
                if logger:
                    logger.info(f"Successfully downloaded .7z fallback: {s3_key_7z}")
                return local_path_7z
            except S3Error as e2:
                if logger:
                    logger.error(f"Failed to download S3 object {s3_key} (tried both .zip and .7z): {e2}")
                else:
                    print(f"[ERROR] Failed to download S3 object {s3_key} (tried both .zip and .7z): {e2}")
                return None
        else:
            if logger:
                logger.error(f"Failed to download S3 object {s3_key}: {e}")
            else:
                print(f"[ERROR] Failed to download S3 object {s3_key}: {e}")
            return None


def extract_fat_slices(macho, output_dir: str, logger) -> List[tuple]:
    """
    Extract slices from FAT Mach-O binary using machofile's dump_slices() API.

    Args:
        macho: Parsed machofile.UniversalMachO object
        output_dir: Directory to write slice files
        logger: Logger instance

    Returns:
        List of (arch_name, slice_path, slice_sha256, slice_md5, slice_sha1) tuples
    """
    result = []
    try:
        # Use machofile's dump_slices API (v2026.2.5+)
        slices = macho.dump_slices(output_dir=output_dir)
        logger.debug(f"Extracted {len(slices)} slices from FAT binary")

        for arch_name, slice_path in slices:
            # Get hash info for this slice from machofile
            general_info = macho.get_general_info(arch=arch_name)
            slice_sha256 = general_info.get('SHA256')
            slice_md5 = general_info.get('MD5')
            slice_sha1 = general_info.get('SHA1')
            result.append((arch_name, slice_path, slice_sha256, slice_md5, slice_sha1))
            logger.debug(f"Slice {arch_name}: {slice_sha256}")

    except Exception as e:
        logger.error(f"Error extracting FAT slices: {e}")

    return result