Commit Graph

32 Commits

Author SHA1 Message Date
Chris Rohlf f328b13d5c rpc : use unordered_map::reserve and emplace (llama/18513) 2026-01-14 09:11:59 +02:00
o7si 54fe9a645d rpc: fix segfault on invalid endpoint format (llama/18387)
* rpc: fix segfault on invalid endpoint format

* rpc: add error log for failed endpoint connection
2025-12-31 17:52:09 +02:00
Chris Rohlf 9bdd4658f4 rpc : add check for rpc buffer type (llama/18242) 2025-12-31 17:52:09 +02:00
Johannes Gäßler b68b12f2d5 llama: fix RPC for -fit on (llama/18233) 2025-12-31 17:52:09 +02:00
Sky b67e3abdb2
ggml : improve error handling for search path existence checks (llama/17653)
* Improve error handling for search path existence checks

Refactor existence checks for search paths using std::error_code to handle potential errors.

* Improve cache file existence check with error code

Update fs::exists to use std::error_code for error handling.

* Simplify existence check for search paths

Simplify existence check for search paths

* Fix logging path in error message for posix_stat

* Update ggml/src/ggml-backend-reg.cpp

Co-authored-by: Aman Gupta <amangupta052@gmail.com>

* Adapt to the coding standard

---------

Co-authored-by: Aman Gupta <amangupta052@gmail.com>
2025-12-12 17:53:20 +02:00
Georgi Gerganov aefcd75f4f
rpc : fix alloc size logic (llama/17116)
* rpc : fix alloc size logic

* rpc : bump version
2025-12-12 17:53:18 +02:00
Radoslav Gerganov d26d1c8b85
rpc : cache and reuse compute graphs (llama/15405)
Store the last computed graph and reuse it when possible.
Also do not return response from GRAPH_COMPUTE and assume it always
completes successfully. If this this is not the case, the server closes
the connection. This saves us a network round trip to the server.
2025-12-12 17:53:11 +02:00
Radoslav Gerganov 6aa18cccd8 rpc : report actual free memory (llama/16616)
* rpc : report actual free memory

Start reporting the free memory on every device instead of using
fixed values. Now llama-cli users can get a nice memory breakdown
when using RPC devices.

* drop --mem in rpc-server
2025-10-22 12:58:11 +03:00
Radoslav Gerganov 93882335a8 rpc : check src buffer when copying tensor (llama/16421)
Only dst buffer is guaranteed to be an RPC buffer. Add check for the src
one.
2025-10-12 11:16:23 +03:00
Radoslav Gerganov af51bbab88 rpc : add support for multiple devices (llama/16276)
* rpc : add support for multiple devices

Allow rpc-server to expose multiple devices from a single endpoint.
Change RPC protocol to include device identifier where needed.

closes: #15210

* fixes

* use ggml_backend_reg_t

* address review comments

* fix llama-bench backend report

* address review comments, change device naming

* fix cmd order
2025-10-12 11:16:23 +03:00
Radoslav Gerganov 0946619662
rpc : use ggml logging facilities
Use RPC_DEBUG environment variable to enable debug messages.
Add helper macro LOG_DBG() which does an early
check of the env var before calling GGML_LOG_DEBUG().
Make sure we log a debug message for every server function.
2025-09-29 15:18:10 +03:00
Jeff Bolz 7fcb7e83ec
rename optimize_graph to graph_optimize (llama/16082) 2025-09-20 13:46:39 +03:00
Jeff Bolz c29cd54818
vulkan: sort graph to allow more parallel execution (llama/15850)
* vulkan: sort graph to allow more parallel execution

Add a backend proc to allow the backend to modify the graph. The
vulkan implementation looks at which nodes depend on each other
and greedily reorders them to group together nodes that don't
depend on each other. It only reorders the nodes, doesn't change
the contents of any of them.

With #15489, this reduces the number of synchronizations needed.

* call optimize_graph per-split
2025-09-20 13:42:52 +03:00
Tak-RS 4e234ac013 ggml-rpc: chunk send()/recv() to avoid EINVAL for very large tensors over RPC (macOS & others) (llama/15188)
* ggml-rpc: chunk send()/recv() to avoid EINVAL for very large tensors over RPC (macOS & others). Fixes #15055

* ggml-rpc: rename RPC_IO_CHUNK->MAX_CHUNK_SIZE, use std::min() for cap, switch to GGML_LOG_ERROR, handle 0-length send/recv

* rpc: drop n==0 special case in send_data(); retry in loop per review

* rpc: remove trailing whitespace in send_data()

---------

Co-authored-by: Shinnosuke Takagi <nosuke@nosukenoMacBook-Pro.local>
2025-08-18 20:30:45 +03:00
AN Long 573bf9d128 ggml : fix field name when new ggml_backend (llama/14944) 2025-08-18 20:30:45 +03:00
Chris Rohlf 56350ecc12 rpc : check for null buffers in get/set/copy tensor endpoints (llama/14868) 2025-07-28 13:02:32 +03:00
Isaac McFadyen 26dcc196c7 rpc : nicer error messages for RPC server crash (llama/14076) 2025-06-18 12:40:34 +03:00
Radoslav Gerganov e27c91f6d6 rpc : add rpc_msg_set_tensor_hash_req (llama/13353)
* rpc : add rpc_msg_set_tensor_hash_req

Use a dedicated struct for the request of RPC_CMD_SET_TENSOR_HASH which
makes the code cleaner.

* fix
2025-05-13 13:59:21 +03:00
Diego Devesa 1e1fa27add rpc : use backend registry, support dl backends (llama/13304) 2025-05-07 21:00:32 +03:00
Justin Santa Barbara a8fe90ae15 rpc : avoid uninitialized memory in serialize_tensor (llama/13210)
Zero out the name and padding buffers.
2025-05-07 15:39:32 +03:00
Ville Vesilehto 4872355f6e fix(rpc): Improve input validation and error handling (llama/13069)
* fix(rpc): Improve input validation and error handling

The `rpc-server` was vulnerable to Denial of Service attacks via
several RPC commands (`SET_TENSOR`, `GRAPH_COMPUTE`, etc.). Malformed
messages could trigger failed assertions (e.g., invalid `ggml_type`)
or out-of-bounds reads/writes leading to `GGML_ABORT` calls,
crashing the server process.

This PR introduces robust input validation and replaces `abort()`
calls with graceful error handling:

- **Type Validation:** `deserialize_tensor` now checks if the
  `tensor->type` is within the valid `GGML_TYPE_COUNT` range
  *before* calling `ggml_new_tensor_4d`. Returns `nullptr` on
  invalid type.
- **Bounds Checks:** Replaced `GGML_ABORT` in `set_tensor`,
  `set_tensor_hash`, and `get_tensor` handlers with error
  logging and returning `false` when data/offset parameters
  are out of buffer bounds.
- **Size Checks:** Added safe arithmetic checks (for overflow) in
  `graph_compute` when calculating required message sizes based
  on client-provided `n_nodes` and `n_tensors`. Returns early
  if the reported sizes conflict with the actual message size or
  would lead to overflow.
- **Error Propagation:**
    - `create_node` now checks for `nullptr` return values from
      `deserialize_tensor` and its recursive calls, propagating
      `nullptr` upwards on failure. Uses `find` instead of `at`
      for safer map access.
    - `copy_tensor` now checks for `nullptr` from `deserialize_tensor`
      and sets the response status to failure if deserialization
      or bounds checks fail.
    - `graph_compute` now checks for `nullptr` return from
      `create_node` and returns failure status correctly. The final
      return value now reflects the actual computation status.

These changes improve the RPC server's resilience
against malformed client requests, preventing crashes and ensuring
errors are handled more gracefully.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): address pr comments

removed comments and unnecessary returns

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): ambiguous nullptr from create_node

rpc_server::create_node could previously return nullptr if the input ID
was 0 (valid) or if an internal error (deserialization, recursion
failure) occurred (invalid). This ambiguity made error handling
difficult for the caller (`graph_compute`).

This commit clarifies the meaning of nullptr:
- `graph_compute` now checks if the input 'id' was non-zero when
  `create_node` returns nullptr, correctly identifying failures
  versus intentional null links.
- `create_node` avoids recursive calls for zero IDs and propagates
  nullptr unambiguously on failure during recursion.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): initial zero check in create_node

The caller (`graph_compute`) already checks `id != 0` when handling
a `nullptr` return from `create_node`, correctly distinguishing
intentional null links from actual errors. This makes the initial
`if (id == 0)` check redundant.

Also removes the log message when a tensor ID is not found in the
provided map which was added in this branch.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* fix(rpc): Handle get_alloc_size failure in server

Check the return value of `server.get_alloc_size` in the RPC server
loop. If the call fails, return early to close the connection.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): input size validation in graph_compute

Removes detailed, step-by-step size calculations and overflow
checks in favor of simpler direct comparisons, assuming 64-bit
overflow is unlikely.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): remove extra status code setting

Removes the explicit setting of `response.result = GGML_STATUS_FAILED`
when `create_node` returns `nullptr` within `graph_compute`.
Primary signal is the `false` return value in case of failure.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

* refactor(rpc): remove redundant check for tensor->type

Breaks CI on ubuntu-cpu-make. Tensor type is uint32_t, thus
the check is not needed.

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>

---------

Signed-off-by: Ville Vesilehto <ville@vesilehto.fi>
2025-05-01 13:29:02 +03:00
Radoslav Gerganov fe21ddf0dc rpc : do not wait for response when sending RPC_CMD_SET_TENSOR (llama/12943)
RPC_CMD_SET_TENSOR always returns an empty response and we send this 4
times per token. We can improve TG speed if we don't wait for this empty
response.

The performance impact of this change depends on the network latency.
2025-05-01 13:29:02 +03:00
Radoslav Gerganov 24d29c55df rpc : add RPC_CMD_HELLO (llama/12955)
Add RPC_CMD_HELLO for getting the version of the protocol implemend by
the server. Follow the semantic versioning rules at https://semver.org

Hopefully this bring better user experience when we make breaking
changes at the protocol level and avoid issues like #12465
2025-04-24 20:39:16 +03:00
Radoslav Gerganov 877308838e rpc : use ggml_context_ptr (llama/12938) 2025-04-24 20:39:16 +03:00
Radoslav Gerganov 5bad2e5099 rpc : send hash when tensor data is above some fixed threshold (llama/12496)
* rpc : send hash when tensor data is above some fixed threshold

ref #10095

* rpc : put cache under $HOME/.cache/llama.cpp

* try to fix win32 build

* another try to fix win32 build

* remove llama as dependency
2025-03-28 21:47:42 +02:00
William Tambellini c98681e6d5 ggml : upgrade init_tensor API to return a ggml_status (llama/11854)
* Upgrade init_tensor API to return a ggml_status

To prepare for an 'abort-free' ggml
(ggml not to abort on OOMs but return a OOM status),
as agreeed with Diego in the ggml repo,
upgrade the init_tensor() and view_init() APIs
to return a ggml_status.

* misc fixes

---------

Co-authored-by: slaren <slarengh@gmail.com>
2025-03-08 15:13:01 +02:00
Patrick Peng ba4645db2c rpc: fix known RCE in rpc-server (ggml/1103)
Add bounds checking in `rpc_server::copy_tensor` to prevent out-of-bounds writes
+ Check if  `(uint8_t *)dst->data + ggml_nbytes(src)` remains within the destination buffer’s allocated region.
2025-02-27 08:55:36 +02:00
Radoslav Gerganov 58640aa456 rpc : better caching of the base buffer pointer (llama/11331)
There is no need to use map, just store the base pointer in the buffer
context.
2025-02-03 22:00:57 +02:00
Radoslav Gerganov c8c63eeec0 rpc : code cleanup (llama/11107)
Remove duplicated macros, use GGML_LOG_ERROR for errors
2025-01-14 10:38:01 +02:00
matt23654 dcbb375779 Support for models with non-512-aligned tensors over RPC. (llama/11047)
* Added init tensor calling code

* Added get_alloc_size forwarding

* Cleaned up and improved type/error handling.

* fix: remove trailing whitespaces.

* Cleanup and use GGML error logging functions.

* Handle potentially dangerous edge cases.

* Apply suggestions from code review

Co-authored-by: Diego Devesa <slarengh@gmail.com>

---------

Co-authored-by: Diego Devesa <slarengh@gmail.com>
2025-01-14 10:38:01 +02:00
Diego Devesa 77e3e4a090 ggml : add support for dynamic loading of backends (llama/10469)
* ggml : add support for dynamic loading of backends

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-12-08 20:14:35 +02:00
Diego Devesa 746bf2596f ggml : build backends as libraries (llama/10256)
* ggml : build backends as libraries

---------

Signed-off-by: Xiaodong Ye <xiaodong.ye@mthreads.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: R0CKSTAR <xiaodong.ye@mthreads.com>
2024-11-20 21:00:08 +02:00