{ "_meta": { "schema_version": "1.1", "source_modules": [ "mamba-edge/src/features/v0_2_features.py", "mamba-edge/src/processing/v0_2_behavior_builder.py", "mamba-edge/src/core/v0_2_event_encoder.py" ], "note": "Schema 1.1 reflects the 3a' encoder revisions (4 promoted categoricals — f_path_category / f_dst_ip_category / f_dst_port_category / f_object_category — plus hash right-sizing on f_proc_name_hash and f_proc_cwd_hash, cwd depth 2 -> 4) and the v0.2.1 deep-aliasing anonymizer (basename allowlist + custom_tool_NNN, salted-HMAC exec_ids). Integer-coded categorical/bucket columns map an integer to a label + semantic description. String-coded categorical columns (path_category, object_category, dst_ip_category, dst_port_category) map the string value directly. Hash columns list bucket count and the raw-parquet column the parser hashed." }, "categorical_int_columns": { "f_event_type": { "0": { "label": "process_exec", "desc": "Process execution event (Tetragon process_exec)" }, "1": { "label": "process_exit", "desc": "Process termination event" }, "2": { "label": "process_kprobe", "desc": "Kernel-probe event hooked by Tetragon (file/net/cred/mem)" }, "3": { "label": "OOV", "desc": "Unknown event type — should not appear; sentinel for parser drift" } }, "f_kprobe_function": { "0": { "label": "fd_install", "desc": "File descriptor install (file open in the kernel)" }, "1": { "label": "security_mmap_file", "desc": "LSM hook for mmap() of a file" }, "2": { "label": "commit_creds", "desc": "Credential change (setuid/setgid/capset)" }, "3": { "label": "tcp_connect", "desc": "Outbound TCP connect()" }, "4": { "label": "tcp_close", "desc": "TCP socket close" }, "5": { "label": "udp_sendmsg", "desc": "UDP send (port 53 = DNS resolves)" }, "6": { "label": "inet_csk_accept", "desc": "Inbound TCP accept (server-side)" }, "7": { "label": "do_unlinkat", "desc": "File unlink (delete)" }, "8": { "label": "chmod_common", "desc": "File permission change" }, "9": { "label": "security_file_mprotect", "desc": "LSM hook for mprotect() (memory permission change)" }, "10": { "label": "sys_ptrace", "desc": "ptrace() syscall (process injection / debugger attach)" }, "11": { "label": "sys_process_vm_writev", "desc": "process_vm_writev() (cross-process memory write)" }, "12": { "label": "NOT_KPROBE", "desc": "Row is process_exec / process_exit, not a kprobe event" }, "13": { "label": "OOV", "desc": "Kprobe function not in the v0.2 vocabulary" } }, "f_kprobe_policy": { "0": { "label": "file-monitor", "desc": "Tracing policy for file-system kprobes" }, "1": { "label": "memory-monitor", "desc": "Tracing policy for memory-related kprobes" }, "2": { "label": "privilege-monitor", "desc": "Tracing policy for credential / privilege kprobes" }, "3": { "label": "network-monitor", "desc": "Tracing policy for network kprobes" }, "4": { "label": "injection-monitor", "desc": "Tracing policy for process-injection kprobes" }, "5": { "label": "attribute-monitor", "desc": "Tracing policy for file-attribute kprobes" }, "6": { "label": "NONE", "desc": "Row is not a kprobe (process_exec / process_exit)" }, "7": { "label": "OOV", "desc": "Tracing policy not in the v0.2 vocabulary" } }, "f_kprobe_action": { "0": { "label": "KPROBE_ACTION_POST", "desc": "Tetragon emitted the event without taking action" }, "1": { "label": "NONE", "desc": "Row is not a kprobe" }, "2": { "label": "OOV", "desc": "Action not seen in v0.2 (e.g. KILL/OVERRIDE in future Tetragon)" } }, "f_proc_uid_bucket": { "0": { "label": "ROOT", "desc": "uid == 0 (container root)" }, "1": { "label": "RESEARCH_USER", "desc": "uid == 1000 (primary research user in container)" }, "2": { "label": "SYSTEM_LOW", "desc": "1 <= uid <= 99 (historical Unix system accounts)" }, "3": { "label": "DAEMON_HIGH", "desc": "100 <= uid <= 999 (modern Linux service accounts)" }, "4": { "label": "OTHER", "desc": "everything else (incl. uid >= 1001, nobody/65534)" } }, "f_dst_port_bucket": { "0": { "label": "NONE", "desc": "row has no dst port (non-network event)" }, "1": { "label": "LOOPBACK", "desc": "dport == 0 (Tetragon's loopback / unset sentinel)" }, "2": { "label": "SSH", "desc": "dport == 22" }, "3": { "label": "DNS", "desc": "dport == 53" }, "4": { "label": "WEB", "desc": "dport in {80, 443, 8080, 8443}" }, "5": { "label": "PRIV", "desc": "1 <= dport <= 1023 (reserved/privileged ports)" }, "6": { "label": "HIGH", "desc": "dport >= 1024 (ephemeral / non-standard high ports)" } }, "f_args_length_bucket": { "0": { "label": "ZERO", "desc": "no arguments" }, "1": { "label": "LT50", "desc": "1 <= len(args) < 50 chars" }, "2": { "label": "RANGE_50_200", "desc": "50 <= len(args) < 200 chars" }, "3": { "label": "RANGE_200_1K", "desc": "200 <= len(args) < 1000 chars" }, "4": { "label": "RANGE_1K_5K", "desc": "1000 <= len(args) < 5000 chars" }, "5": { "label": "GT5K", "desc": "len(args) >= 5000 chars (suspect / oversize cmdlines)" } }, "f_cap_count_bucket": { "0": { "label": "ZERO", "desc": "no Linux capabilities held" }, "1": { "label": "RANGE_1_2", "desc": "1 or 2 capabilities" }, "2": { "label": "RANGE_3_5", "desc": "3 to 5 capabilities" }, "3": { "label": "RANGE_6_15", "desc": "6 to 15 capabilities" }, "4": { "label": "GE16", "desc": "16 or more capabilities (essentially full root)" } }, "f_path_sens_cwd": { "0": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "1": { "label": "STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "2": { "label": "RUNTIME", "desc": "/var/run/, /run/" }, "3": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "4": { "label": "PROC_SELF", "desc": "/proc/self/ (own-process introspection)" }, "5": { "label": "VSCODE_DEV", "desc": "developer-tooling paths: .vscode-server/, node_modules/, .git/" }, "6": { "label": "OTHER", "desc": "anything else" }, "7": { "label": "NONE", "desc": "row has no path (non-file event)" } }, "f_path_sens_binary": { "0": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "1": { "label": "STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "2": { "label": "RUNTIME", "desc": "/var/run/, /run/" }, "3": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "4": { "label": "PROC_SELF", "desc": "/proc/self/ (own-process introspection)" }, "5": { "label": "VSCODE_DEV", "desc": "developer-tooling paths: .vscode-server/, node_modules/, .git/" }, "6": { "label": "OTHER", "desc": "anything else" }, "7": { "label": "NONE", "desc": "row has no path (non-file event)" } }, "f_path_sens_kp": { "0": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "1": { "label": "STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "2": { "label": "RUNTIME", "desc": "/var/run/, /run/" }, "3": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "4": { "label": "PROC_SELF", "desc": "/proc/self/ (own-process introspection)" }, "5": { "label": "VSCODE_DEV", "desc": "developer-tooling paths: .vscode-server/, node_modules/, .git/" }, "6": { "label": "OTHER", "desc": "anything else" }, "7": { "label": "NONE", "desc": "row has no path (non-file event)" } }, "f_kp_fd_install_path_sensitivity": { "0": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "1": { "label": "STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "2": { "label": "RUNTIME", "desc": "/var/run/, /run/" }, "3": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "4": { "label": "PROC_SELF", "desc": "/proc/self/ (own-process introspection)" }, "5": { "label": "VSCODE_DEV", "desc": "developer-tooling paths: .vscode-server/, node_modules/, .git/" }, "6": { "label": "OTHER", "desc": "anything else" }, "7": { "label": "NONE", "desc": "row has no path (non-file event)" } }, "f_kp_mmap_path_sensitivity": { "0": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "1": { "label": "STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "2": { "label": "RUNTIME", "desc": "/var/run/, /run/" }, "3": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "4": { "label": "PROC_SELF", "desc": "/proc/self/ (own-process introspection)" }, "5": { "label": "VSCODE_DEV", "desc": "developer-tooling paths: .vscode-server/, node_modules/, .git/" }, "6": { "label": "OTHER", "desc": "anything else" }, "7": { "label": "NONE", "desc": "row has no path (non-file event)" } }, "f_cmdline_entropy": { "0": { "label": "NULL", "desc": "row has no cmdline (non-exec event)" }, "1": { "label": "LOW", "desc": "Shannon entropy < 2.0 (very repetitive / short)" }, "2": { "label": "MID_LOW", "desc": "2.0 <= entropy < 3.5" }, "3": { "label": "MID", "desc": "3.5 <= entropy < 4.5" }, "4": { "label": "MID_HIGH", "desc": "4.5 <= entropy < 5.5" }, "5": { "label": "HIGH", "desc": "entropy >= 5.5 (random-looking / encoded payloads)" } }, "f_cmdline_compress": { "0": { "label": "NULL", "desc": "row has no cmdline" }, "1": { "label": "VERY_COMPRESSIBLE", "desc": "ratio < 0.3" }, "2": { "label": "COMPRESSIBLE", "desc": "0.3 <= ratio < 0.5" }, "3": { "label": "MODERATE", "desc": "0.5 <= ratio < 0.7" }, "4": { "label": "WEAK", "desc": "0.7 <= ratio < 0.9" }, "5": { "label": "INCOMPRESSIBLE", "desc": "ratio >= 0.9 (random / pre-encrypted)" } }, "f_time_since_parent_exec": { "0": { "label": "NULL", "desc": "no parent exec_time available" }, "1": { "label": "SUB_MS", "desc": "< 1 ms since parent exec" }, "2": { "label": "MS", "desc": "1 ms .. 1 s" }, "3": { "label": "SEC", "desc": "1 s .. 1 min" }, "4": { "label": "MIN", "desc": "1 min .. 1 h" }, "5": { "label": "HR", "desc": ">= 1 h" } }, "f_kp_tcp_connect_sock_family": { "0": { "label": "AF_INET", "desc": "IPv4" }, "1": { "label": "AF_INET6", "desc": "IPv6" }, "2": { "label": "NONE", "desc": "row is not a network event" }, "3": { "label": "OOV", "desc": "Socket family outside {AF_INET, AF_INET6}" } }, "f_action_family": { "0": { "label": "PROC_EXEC", "desc": "Process execution" }, "1": { "label": "PROC_EXIT", "desc": "Process termination" }, "2": { "label": "NET_CONNECT", "desc": "Outbound TCP connect()" }, "3": { "label": "NET_CLOSE", "desc": "TCP socket close" }, "4": { "label": "NET_ACCEPT", "desc": "Inbound TCP accept()" }, "5": { "label": "NET_SEND", "desc": "UDP send (e.g. DNS at dport=53)" }, "6": { "label": "FILE_OPEN", "desc": "File descriptor install (file open)" }, "7": { "label": "FILE_DELETE", "desc": "File unlink" }, "8": { "label": "FILE_CHMOD", "desc": "File permission change" }, "9": { "label": "PRIV_CHANGE", "desc": "Credential change (setuid / setgid / capset)" }, "10": { "label": "PROC_INJECT_PTRACE", "desc": "ptrace() — process injection / debugger" }, "11": { "label": "PROC_INJECT_VMWRITE", "desc": "process_vm_writev() — cross-process memory write" }, "12": { "label": "MEM_MAP", "desc": "mmap() of a file" }, "13": { "label": "MEM_PROTECT", "desc": "mprotect() — memory permission change" }, "14": { "label": "OTHER", "desc": "Catch-all (unknown kprobe in v0.2 corpus)" } }, "f_path_category": { "0": { "label": "VSCODE_DEV", "desc": "developer-tooling paths (.vscode-server/, node_modules/, .git/)" }, "1": { "label": "SENSITIVE_SYS", "desc": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/" }, "2": { "label": "TEMP_STAGING", "desc": "/tmp/, /var/tmp/, /dev/shm/" }, "3": { "label": "RUNTIME", "desc": "/var/run/, /run/, /proc/" }, "4": { "label": "LIBRARY", "desc": "/usr/lib/, /usr/lib32/, /usr/lib64/, /usr/local/lib/, /lib/, /lib32/, /lib64/ — NEW in 3a'" }, "5": { "label": "USR_BIN", "desc": "/usr/bin/, /usr/local/bin/, /usr/local/sbin/ — NEW in 3a'" }, "6": { "label": "OPT", "desc": "/opt/ — NEW in 3a'" }, "7": { "label": "USER_HOME", "desc": "/home/, /Users/" }, "8": { "label": "PROC_SELF", "desc": "/proc/self/" }, "9": { "label": "OTHER", "desc": "anything else" }, "10": { "label": "NONE", "desc": "row has no path" } }, "f_dst_ip_category": { "0": { "label": "LOOPBACK", "desc": "127.0.0.0/8 or ::1" }, "1": { "label": "LINK_LOCAL", "desc": "169.254.0.0/16 or fe80::/10" }, "2": { "label": "PRIVATE", "desc": "RFC1918: 10/8, 172.16/12, 192.168/16" }, "3": { "label": "MULTICAST", "desc": "224.0.0.0/4 or ff00::/8" }, "4": { "label": "PUBLIC", "desc": "publicly-routable IP (anonymized at parser; only category survives)" }, "5": { "label": "NONE", "desc": "row has no dst IP" } }, "f_dst_port_category": { "0": { "label": "DNS", "desc": "dport == 53" }, "1": { "label": "WEB", "desc": "dport in {80, 443, 8080, 8443}" }, "2": { "label": "SSH", "desc": "dport == 22" }, "3": { "label": "WELL_KNOWN", "desc": "1 <= dport < 1024 (other reserved/privileged ports)" }, "4": { "label": "REGISTERED", "desc": "1024 <= dport < 49152" }, "5": { "label": "HIGH", "desc": "dport >= 49152 (ephemeral)" }, "6": { "label": "NONE", "desc": "row has no dst port (non-network event)" } }, "f_object_category": { "0": { "label": "PROCESS", "desc": "process_exec / process_exit" }, "1": { "label": "FILE", "desc": "file-system kprobe (open/delete/chmod)" }, "2": { "label": "NETWORK", "desc": "TCP/UDP socket kprobe" }, "3": { "label": "MEMORY", "desc": "mmap / mprotect" }, "4": { "label": "CREDENTIAL", "desc": "commit_creds (setuid/setgid/capset)" }, "5": { "label": "INJECT", "desc": "ptrace / process_vm_writev" }, "6": { "label": "OTHER", "desc": "kprobe outside the v0.2 vocabulary" }, "7": { "label": "NONE", "desc": "row has no event_type" } } }, "categorical_string_columns": { "path_category": { "VSCODE_DEV": "developer-tooling paths (.vscode-server/, node_modules/, .git/)", "SENSITIVE_SYS": "/etc/, /root/, /boot/, /usr/sbin/, /sbin/", "TEMP_STAGING": "/tmp/, /var/tmp/, /dev/shm/", "RUNTIME": "/var/run/, /run/, /proc/", "LIBRARY": "/usr/lib/, /usr/lib32/, /usr/lib64/, /usr/local/lib/, /lib/, /lib32/, /lib64/ (new in 3a')", "USR_BIN": "/usr/bin/, /usr/local/bin/, /usr/local/sbin/ (new in 3a')", "OPT": "/opt/ (new in 3a')", "USER_HOME": "/home/, /Users/", "PROC_SELF": "/proc/self/", "OTHER": "anything else", "NONE": "row has no path" }, "object_category": { "PROCESS": "process_exec / process_exit", "FILE": "file-system kprobe (open/delete/chmod)", "NETWORK": "TCP/UDP socket kprobe", "CREDENTIAL": "commit_creds (setuid/setgid/capset)", "INJECT": "ptrace / process_vm_writev", "MEMORY": "mmap / mprotect", "OTHER": "kprobe outside the v0.2 vocabulary", "NONE": "row has no event_type" }, "dst_ip_category": { "LOOPBACK": "127.0.0.0/8 or ::1", "LINK_LOCAL": "169.254.0.0/16 or fe80::/10", "PRIVATE": "RFC1918: 10/8, 172.16/12, 192.168/16", "MULTICAST": "224.0.0.0/4 or ff00::/8", "PUBLIC": "publicly-routable IP (anonymized at parser; only category survives)", "NONE": "row has no dst IP" }, "dst_port_category": { "DNS": "dport == 53", "WEB": "dport in {80, 443, 8080, 8443}", "SSH": "dport == 22", "WELL_KNOWN": "1 <= dport < 1024 (other reserved/privileged ports)", "REGISTERED": "1024 <= dport < 49152", "HIGH": "dport >= 49152 (ephemeral)", "NONE": "row has no dst port (non-network event)" } }, "boolean_flag_columns": { "f_is_procfs_walk": "1 if the parser flagged this process_exec as a procfs-walk synthetic event; tag-not-drop policy means these flow through with the flag preserved (1,250 train + 96 test events have value=1).", "f_uid_eq_parent": "1 if the process and its parent share the same uid.", "f_is_setuid_exec": "1 if the exec was a setuid (uid != parent uid AND was a process_exec).", "f_kp_commit_creds_uid_change": "1 on commit_creds events where the uid changed.", "f_kp_commit_creds_cap_change": "1 on commit_creds events where the capability set changed.", "f_kp_udp_sendmsg_dport_eq_53": "1 on udp_sendmsg events with dport=53 (DNS)." }, "numeric_columns": { "f_kp_fd_install_fd_int32": "Raw fd integer from fd_install (int32).", "f_kp_mmap_prot_uint": "mmap prot bitmask (uint32).", "f_kp_mprotect_prot_uint": "mprotect prot bitmask (uint64).", "delta_t_prev_ns": "Nanoseconds since the previous event for the same proc_exec_id (per-process keying landed in the 2026-04-29 rebuild; previously global, which produced 44,947 train + 1,643 test negative residuals — now zero).", "process_age_ns": "Nanoseconds since the process started (event_time - proc_start_time)." }, "bucketed_int_columns": { "f_delta_t_log_bucket": "Half-decade bucket of log10(delta_t_prev_ns + 1).", "f_process_age_log_bucket": "Half-decade bucket of log10(process_age_ns + 1).", "f_lineage_depth": "Walked-ancestors depth at parser time (capped per Plan G)." }, "hash_columns": [ { "column": "f_proc_name_hash", "buckets": 2048, "source_in_raw": "proc_binary (basename)", "desc": "Hash of the executable basename (e.g. 'bash', 'curl'). Bumped 1024 -> 2048 in 3a' (audit cell 43 showed 27.7% collision on the old size)." }, { "column": "f_parent_proc_hash", "buckets": 1024, "source_in_raw": "parent_binary (basename)", "desc": "Hash of the parent process basename." }, { "column": "f_proc_cwd_hash", "buckets": 4096, "source_in_raw": "proc_cwd (sanitized at release; see anonymization log)", "desc": "Hash of the first FOUR path components of proc_cwd. Capacity bumped 256 -> 4096 AND depth 2 -> 4 in 3a' (audit cell 43 showed 90.2% collision on the old depth-2 / 256-bucket sizing). Depth-4 captures per-project granularity." }, { "column": "f_lineage_bag_hash", "buckets": 256, "source_in_raw": "(composite — sorted set of lineage basenames)", "desc": "Hash of the bag-of-ancestors basename set; order-invariant." }, { "column": "f_parent_child_pair_hash", "buckets": 1024, "source_in_raw": "(derived: parent_binary_basename + ' -> ' + proc_binary_basename)", "desc": "Hash of the (parent_basename, child_basename) pair string." }, { "column": "f_root_ancestor_basename_hash", "buckets": 1024, "source_in_raw": "(derived: lineage walk to the process tree root)", "desc": "Hash of the root-of-tree basename (typically systemd / sshd)." }, { "column": "f_process_tree_id_hash", "buckets": 4096, "source_in_raw": "(derived: stable hash of the root proc_exec_id)", "desc": "Identifier for the process subtree this event belongs to." } ], "identifier_columns": { "event_time": "RFC3339 nanosecond timestamp (timestamp[ns, tz=UTC]).", "proc_exec_id": "Salted-HMAC pseudonym of the original Tetragon exec_id (format 'exec_<32hex>'). Equality joins are preserved — lineage walks still work — but the original 'host:ts:pid' payload is erased.", "proc_pid": "OS process id at the time of the event (uint32). Container-internal." }, "side_string_columns": { "proc_binary_basename": "Basename of the executable. Aliased per the v0.2.1 anonymizer: allowlisted distro / dev-tool basenames pass through verbatim; everything else becomes 'custom_tool_NNN' (lex-sorted) or the fixed 'vscode_server_bin' alias for VSCode commit-hash binaries. See reproduction/alias_map.json.", "parent_binary_basename": "Basename of the parent executable. Same alias map as proc_binary_basename.", "proc_cwd_normalized": "Sanitized current working directory: '/home/' -> '/home/_user_', '/mnt/projects/' -> '/workspace/_project_', etc. See anonymization log for the full rule set.", "root_ancestor_basename": "Basename of the process-tree root. Same alias map as the other basename columns.", "process_tree_root_exec_id": "Salted-HMAC pseudonym of the original Tetragon exec_id of the process-tree root (format 'exec_<32hex>').", "parent_child_pair": "Parent->child basename pair, re-composed from the aliased basenames after Step B of the anonymizer (component-first guarantee — aliased value flows through).", "token": "Composite event identifier of shape ':[:...]'. Re-generated via the canonical format_token() from the aliased basenames + already-bucketed categories, so the original (unaliased) basename never re-enters the token." } }