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What eBPF socket redirection can—and cannot—save
“Context” can mean several different things in a GPU workload: model weights, optimizer state, a KV cache, GPU allocations, process memory, an open connection, or the state of an in-flight request. These are not interchangeable. The Linux kernel APIs covered here act on sockets and packets. They do not document a way to capture and restore the broader state of a GPU job.
Socket redirection can change how eligible network traffic is handled. It does not, on its own, transfer the process that owned the socket, preserve its memory or file descriptors, or resume GPU execution on a replacement machine. A design that claims to prevent context loss must show how it saves the specific application state that matters and restores it elsewhere.
What the mechanisms address
- Socket-level policy: sockmap and sockhash BPF programs can pass, drop, or redirect eligible message or skb traffic among sockets. Linux kernel documentation: sockmap and sockhash.
- Selection for certain incoming connections:
sk_lookupcan select a listening TCP or unconnected UDP socket when the transport layer looks one up for an incoming packet. It is not a hook for every packet or every established session. Linux kernel documentation: BPF sk_lookup. - Packet delivery to user space: XDP with AF_XDP/XSKMAP can redirect ingress frames to an AF_XDP socket, subject to device, queue, and setup constraints. Linux kernel documentation: AF_XDP.
What they do not establish
- Saving or restoring GPU memory, CUDA execution state, framework state, process memory, or model and optimizer state.
- Moving an established TCP connection to a replacement worker as though the replacement were the original process.
- Guaranteeing that a cloud provider will give an evicted instance enough notice to checkpoint, or that the same kernel and driver capabilities exist across providers and instance types.
The kernel references describe network data paths, not an end-to-end GPU eviction recovery system. No implementation or measured result is established by those references.
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Which Linux mechanism fits which network problem?
These mechanisms operate at different points in the network path. They are not interchangeable ways to “move a job,” and the right choice depends on whether the goal is to steer socket traffic, choose a socket for a new incoming flow, or deliver packets to user space.
| Mechanism | Documented role | Important boundary |
|---|---|---|
| sockmap / sockhash | Maps hold socket references; attached BPF parser and verdict programs can apply policy and redirect eligible message-level or skb-level traffic using helpers such as bpf_msg_redirect_map(), bpf_msg_redirect_hash(), bpf_sk_redirect_map(), and bpf_sk_redirect_hash(). Kernel documentation. |
Socket-map behavior is an intentional data-path setup with attachment constraints; it is not a general process or socket transplant. |
sk_lookup |
Selects a socket when incoming traffic needs a listening TCP or unconnected UDP socket; a program may assign a socket with bpf_sk_assign() and return SK_PASS, or drop with SK_DROP. Kernel documentation. |
Established TCP and connected UDP traffic bypasses this lookup hook. It is relevant to selection for incoming traffic, not universal takeover of a worker’s traffic. |
| AF_XDP with XSKMAP / XDP_REDIRECT | Redirects ingress frames through XDP to a user-space AF_XDP socket, or redirects frames using supported XDP map types. AF_XDP documentation; XDP redirect documentation. | The AF_XDP socket must match the device and queue handling the packet. Driver support, UMEM/ring ownership, and redirect-transmit limitations matter. |
What the sockmap and sockhash details mean in practice
The kernel describes BPF_MAP_TYPE_SOCKMAP as array-backed and BPF_MAP_TYPE_SOCKHASH as hash-backed; both hold socket references. BPF programs attached to these maps can use parser and verdict logic. Verdict programs can pass, drop, or redirect traffic, with helpers for message-level and skb-level handling. The map-backed approach therefore provides policy over selected socket traffic, not an invisible rerouting layer that automatically follows an evicted process. Linux kernel documentation: sockmap and sockhash.
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Attaching a map changes socket behavior
Inserting a socket into a map attaches sk_psock behavior and replaces socket callbacks; sockets inherit the map’s programs. The documentation describes compatibility limits: a socket cannot inherit multiple parser or verdict programs of the same relevant category, conflicting parser attachment can fail with EBUSY, and one map cannot attach both stream-verdict and skb-verdict programs. An implementation must design around those rules rather than assume arbitrary existing sockets can be added without consequences.
Parsing helpers are not state capture
bpf_msg_cork_bytes() can defer a verdict until a chosen number of bytes arrive, and bpf_msg_apply_bytes() can apply a verdict over a byte span. bpf_msg_pull_data() may copy data and invalidate earlier verifier pointer checks in relevant cases, requiring checks to be repeated. These controls help implement data-path parsing and policy; they do not serialize the application state represented by those bytes.
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Why sk_lookup is not a universal failover hook
The kernel’s documented invocation boundary is specific: a sk_lookup program runs when the transport layer needs to find a listening TCP or unconnected UDP socket for an incoming packet. It does not run for traffic delivered to an established TCP socket or a connected UDP socket. Linux kernel documentation: BPF sk_lookup.
That makes it a possible part of a connection-steering or proxy design—for example, selecting which local listener receives a new eligible connection. It does not by itself tell clients where a replacement instance is, recreate an application session, or transfer a connection already associated with an established socket. A proposed design needs to state whether it handles only new connections, how the replacement endpoint is discovered, and what clients or a proxy do with interrupted sessions.
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AF_XDP and XDP redirect add packet-path constraints
AF_XDP is designed for high-performance packet processing. An XDP program can use an XSKMAP to direct ingress frames to a user-space AF_XDP socket, but the socket must be associated with the network device and queue that received the packet. A mismatched socket or empty map entry drops the frame. AF_XDP also uses UMEM and producer/consumer rings; sharing UMEM does not mean separate processes can freely share every ring. Linux kernel documentation: AF_XDP.
Do not assume portable zero-copy or redirect behavior
AF_XDP may use copy or zero-copy mode according to driver capabilities and requested flags; requesting forced zero-copy can fail when it is unsupported. The documentation’s overview describes data being copied to user space even while discussing driver-supported operation, so an implementation should not promise universal zero-copy behavior based on the API name alone. Validate the target NIC, driver, kernel, and mode.
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XDP redirect supports selected map types, including devmap, cpumap, and XSKMAP. The documented path records a target, enqueues the frame through the driver, then flushes the redirect queue before the NAPI poll completes. Not all drivers support transmit after redirect, and support for non-linear frames is not universal among those that do. The kernel documents XDP tracepoints for diagnosing redirect errors and drops. Linux kernel documentation: redirect.
What a credible GPU recovery design would need
eBPF can be considered for the network-steering portion of a larger design, but a recovery plan needs an independent mechanism for durable progress and a replacement worker. The following is an architecture to investigate, not a capability established by the eBPF documentation.
- Define the recoverable context. Decide whether recovery must preserve model weights, optimizer state, KV cache, in-flight requests, session state, or only service availability. Each has different persistence and consistency needs.
- Save application progress durably. The application or framework needs a checkpoint format and a way to write valid progress somewhere the replacement can access. Establish what is included, how often it is committed, and what work may be lost between commits.
- Start and restore a replacement worker. Orchestration must provision a compatible execution environment and load the checkpoint. GPU, framework, and process recovery belong here, not in socket redirection.
- Re-establish service identity and traffic flow. Define how clients or a proxy reach the replacement and whether recovery supports only new requests or also application-level session reconstruction. Use socket steering only where the chosen hook and traffic type actually apply.
- Make interruption and retry semantics explicit. Decide how an interrupted request is detected, retried, deduplicated, or reported, and how the system avoids treating a partially completed operation as completed.
- Measure the whole recovery path. Test checkpoint durability, restore time, lost-work window, endpoint change, connection behavior, and failures in steering, driver support, and replacement provisioning. A successful packet redirect alone does not prove successful job recovery.
How to evaluate a proposed implementation
- State coverage: What exact application and GPU state is checkpointed, and what is deliberately not recoverable?
- Recovery behavior: How much progress can be lost between checkpoints, how long does restore take, and which workload and GPU combinations are supported?
- Network scope: Does the mechanism steer only new inbound connections, selected socket traffic, or packets to user space? What happens to established sessions?
- Environment requirements: Which kernel, NIC driver, eBPF attachment permissions, and cloud networking setup are required? Are these available on both the original and replacement instances?
- Failure and performance evidence: What are the measured throughput and latency effects, and how are redirect drops, empty or mismatched XSKMAP entries, and unsupported driver operations detected?
- Provider behavior: What is the exact interruption notice and termination behavior for the relevant provider, region, instance, and service? Those details are not established by the kernel API references and must not be assumed.
Kernel documentation is API guidance, not a portability guarantee for a particular cloud image or NIC. Check the documentation and support against the target kernel, driver, and environment before relying on an attach mode or redirect path.
Verdict: treat socket hijacking as network steering, not GPU checkpointing
Kernel-level eBPF socket or packet redirection may be useful after a replacement service exists, provided the traffic falls within the hook’s documented scope and the target system supports the required path. It does not establish preservation of GPU context or running-job progress. A defensible solution must separately checkpoint and restore the application’s durable state, then prove that endpoint and session recovery work for the actual workload and cloud environment.
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