* hex-mm: add support for Q4_1 matmul/matvec, hvx-only for now
* hmx-mm: add support for Q4_1
* hex-mm: use Q8_1 dynamic quantization to avoid having to compute sums in the vec_dot
* hexagon: fix repack scratch buffer overflow
* hex-mm: fix Q4_1 repack buffer sizing
* hexagon: flip the build order for mm and fa (seems to help LTO)
* hex-mm: add vec_dot 4x1s and minor HMX cleanup after adding Q4_1
* hex-mm: fix fp16 vec_dot fallback to 2x1 and another issue that could cause incorrect output
* hexagon: resurrect early-wake and add support for polling for op-batch completions
With Q4_1 ggml-hexagon now claims pretty much the entire graphs which gives the CPU more time to chilax.
This is a good thing! But it does add extra latency for the pure benchmark runs.
Early wakeup helps recover the latency a bit in the normals runs and op-batch polling is just for benchmarking.
---------
Co-authored-by: Todor Boinovski <todorb@qti.qualcomm.com>
* hmx-mm: update debug logging in hmx-mm
* hmx-mm: update dequant logic to use HVX_vector_x2/4
* hmx-mm: remove non-pipelined version of the quantize matmul
It seems that we don't reall need non-pipelined version
* hmx-mm: use activation depth mode and update naming
Co-authored-by: Kim-Chyan Gan <kgan@qti.qualcomm.com>
* hex-mm: minor hmx matmul naming updates
* hmx-mm: remove unused vars
* snapdragon: scripts bump default ubatch-size to 1K
* hexagon: combine HMX and power and clock settings into a single set_power call
* hmx-mm: remove leftover of the scale repl helper
* hexagon: fix editconf error
---------
Co-authored-by: Kim-Chyan Gan <kgan@qti.qualcomm.com>
* update test scripts
* align CI behavior between linux and android
* remove automatically cancel in 15min
* enable cancel-in-progress
* fix ty check issue
* update and fix pylint issue
* update runner such that we are not restricted by the 15min limit rule
* fix flake8 lint issue
* update runner according to review feedback
* code update according to review feedback
* switch from llama-cli to llama-completion binary with -no-cnv flag
* fix: Propagate version tag to WebUI asset download in self-hosted CI
* refactor: Apply suggestions from @CISC
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* fix: Skip npm build when Node.js is not installed
Avoid 'no such file or directory' errors on CI runners that lack
Node.js. Check if npm is available via find_program before attempting
npm install + npm run build. Falls back to HF Bucket download.
* fix: Use + separator for ASSETS list to fix Windows build
Replace fragile \; escaping with a + separator when passing the
WebUI asset list via -DASSETS to the download script. On Windows,
the \; escaping was not reliably preserved through the CMake build
system, causing all asset filenames to be concatenated into one
(e.g., 'index.html;bundle.js;bundle.css;loading.html' as a single
file), which broke the HF Bucket download and subsequent xxd.cmake
step.
+ is safe because it is not special in cmd.exe (unlike | which is a
pipe operator), not special in CMake's -D argument parser, and not
a valid Windows filename character. CMakeLists.txt joins assets
with + and webui-download.cmake splits them back via regex.
* fix: Validate HF_WEBUI_VERSION environment variable with regex
Add input validation for the HF_WEBUI_VERSION env var to prevent
CMake list separator or path-traversal issues in stamp filenames
and download URLs. Rejects non-conforming characters early.
* fix: Remove 'latest' fallback for HF_WEBUI_VERSION
When needs.determine-tag.outputs.tag_name is empty, let CMake's
default resolution handle it (empty -> git-based version lookup)
instead of falling back to 'latest'. This ensures the sentinel
stamp file is consistent with CMake's resolution logic.
* fix: Demote checksum verification failure to warning instead of hard gate
* fix: End line character
---------
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* hexagon: add hvx_vec_repl helpers and use those for splat-from-vtcm usecase
* hmx-mm: optimize per-group scale handling
* hmx-fa: optimize slope load from vtcm
* hmx-fa: use aligned access where possible in hmx-utils
* hexagon: add hvx_vec_repl_2x_f16 helper and consolidate repl helpers
---------
Co-authored-by: Max Krasnyansky <maxk@qti.qualcomm.com>
* chat/autoparser: the fixes
* Move optspace() to chat-peg-parser, comment out server tests invalidated due to content now allowed with forced tool calls.
* Trim whitespace on apply instead
* scripts : add wc2wt.sh - create worktree from current HEAD
Add a script to create a git worktree on a new branch from the current
HEAD. Similar to pr2wt.sh but for local development branches instead of
PRs.
Usage:
./scripts/wc2wt.sh gg/new-feature
./scripts/wc2wt.sh gg/new-feature "bash -l"
Assisted-by: llama.cpp:local pi
* cont : no need to try to delete the branch
* hexagon: allow host to set max vmem size
We use a sane default but it's helpful to allow for an override if needed.
* hexagon: add support for measuring vmem space and move pinned mmaping management to host
* hexagon: update vmem checks to use uint64
* hexagon: bump op buffers to 16 (matches max mmaps)
* hexagon: bump default vmem to 3.2GB
* hexagon: add support for autodetecting vmem space and some logging cleanup in that area
* hexagon: fix whitespace warnings
* Update scripts/snapdragon/adb/run-cli.sh
Co-authored-by: Pascal <admin@serveurperso.com>
* hex-adb: fix run-completion script
---------
Co-authored-by: Pascal <admin@serveurperso.com>
* hexagon: restore HTP_OPMASK_QUEUE
* hexagon: honor OPMASK_SKIP_COMPUTE in hmx-matmul
* hex-prof: restore op profiling
* hex-prof: enable PMU
* hexagon: simplify and improve op-queuing with full profiling support
Add separate profile descriptors.
* hexagon: remove opsync and rename opmask into opstage
opsync is no longer needed since the profiler is fully async now.
opmask name was confusing and opstage is more accurate.
* hexagon: refactor opbatch queue handling
* hexagon: add iface hooks for enabling profiler from the host
Also move all the PMU setup stuff out of the hex-utils since it's not inteded for normal use.
* hexagon: make profiler mode configurable
On older devices getting PMU counters is expensive so it's now optional.
* hexagon: add support for setting profiler pmu events from env
* hexagon: simplify profiler output (no need to print buffs, etc)
* hexagon: simplify pmu counter formating
* hexagon: add a simple profile post-proc tool
* hex-prof: add support for reading logs from stdin
* hexagon: document GGML_HEXAGON_PROFILE
* hex-prof: update default width for dims field
* hex-prof: fix linter warnings and errors
* Update ggml/src/ggml-hexagon/htp/htp-ops.h
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* Update scripts/snapdragon/ggml-hexagon-profile.py
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
---------
Co-authored-by: Trivikram Reddy <tamarnat@qti.qualcomm.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
* Add the tests that we want to run on external CI
* remove extra files
* Fixes python issues, reove the deadlock on CI
* remove unecessary changes
* use override to ty.toml
* fix pre-commit and try tests with secret in external repo not upstream
* skip if key is unavailable
* Fix feedback
* switch hexagon to snapdragon
* cleanup
* fix secrets
* remove the copyrights at the top of the files
* chat: fix parallel_tool_calls default setting based on model capabilities, add tests for parallel tool calls and structured outputs
* Fix ty errors.
* Fix flake8 err
* hexagon: introduce op request batching and rewrite buffer managment
The host now prepares batches of requests and dispatches them via a single dspqueue message.
Buffers are mapped explicitly by NPU while processing batches.
* hex-dma: disable l2 bypass since to work around new issue due to no flushes between Ops
* hex-utils: add explicit l2flush and l2clear helpers
* hex-opreq: use fine-grain per tensor l2 management
* hex-opreq: avoid redundant invalidates for tensors we already flushed
* hex-opreq: update debug messages
* htp-opreq: reuse ops_context
* hex-opreq: do not flush or invalidate cache lines beyond buffer boundry
* hex-opreq: fix errors in log message
* Revert "hex-opreq: do not flush or invalidate cache lines beyond buffer boundry"
This reverts commit 8b7f0a55a750a6430ce4eb1874c7feb3d720056d.
* hexagon: limit l2 flushes to 1MB which covers l2 cache
* hex-opreq: limit cache flush to 4MB
Looks like 4MB cont. vitual space should cover the 1MB cache.
* hexagon: drop cache flush size to 2MB
* hex-opreq: start reworking opreq packing
* hex-opreq: introduce new way of packing opbatch where tensors are stored separately
* hex-opreq: add a simple fastrpc call to force unmap all buffers
* hex-l2flush: somehow 2MB does not seem robust, also cleanup step size to use line-size
* hex-opreq: bump opreq batch size to 256
* hex-mm: place src1 spad at the top of vtcm for easy reuse
* hex-ops: introduce internal types and disable src1 reuse for now
Nothing new just formalizing the repack / qyn.quant types we've been using.
* htp-opreq: use tensor pointers instead of copies
* hex-opreq: introduce more robust way for tracking vtcm/spad reuse
This removes the SKIP_QUANTIZE flag that became fragile with the addition of HMX and other ops.
* hex-cumsum: fix error post opreq merge
* hex-opreq: move request batch handling into the session
Prepping everything for using dspqueue buffers and doing that inside the session is much cleaner.
* hex-mm: yet another fix for src1 reuse when we're mixing hmx/hvx
* hex-bufs: introduce pinned mmapings and use non-pinned ones for model buffers
* hex-buf: add support for allocating shared/pinned buffer for opreqs
* hex-opbatch: make opbatches configurable
* hex-naming: better name for ggml_hexagon_shared_buffer
* hex-naming: add session->c_name() helper
* hex-opbatch: start using shm but still copy for now
* hex-opbatch: use shared buffer for packing opbatch
* hex-opbatch: beter naming for opbatch related classes and code
* hex-opbatch: reuse batched tensors with same data/dims/strides
* hex-opbatch: update logging
* hex-opbatch: add support for vmem limit for op batching
* hex-opbatch: update htp side to properly support dynamic mmap/unmap
* hex-opbatch: add OB and OQ params for run-completion script and fix the asserts in batch processing
* hex-opbatch: fixed src1 handling in act ops
* hex-act: fix empty src1 handling in swiglu and friends
Simplify preamble macro while at it
* hex-mm: minor fix vtcm and dma handling in matmul
cleaning up some left-overs from merges
* hex-opbatch: allocate extra 1KB for dspqueue overhead
* hexagon: fix softmax for non-aligned tensors and cleanup vtcm alloc
* hex-mm: properly handle hmx_disabled flag
* hex-ops: update comments
* hex-ops: add debug output for get/set-rows
* hex-mmap: optimize un/mapping of buffers
* hex-opreq: global cache flush and invalidate beyond 128KB threshold
* hex-ops: add super simple opfilter regex for debugging
If an Op matches the regex hex backend will reject it.
* hex-opbatch: wireup newer ops missed in merge and update main switch to detect this in future
* hexagon: improved vtcm acquision to remove inter-op overhead
Fully compatible with QNN-HTP coex
* hex-mm: fixed hvx fallback path
* hex-mm: lower the vmem threshold a bit further to ~3GB
* hexagon: update debug & error logs
This also fixes an issue with newer llvm merging repack and non-repack
functions. We use those pointer to distinguish between buffer types.
* hexagon: move ops context into main context
Just a cleanup. We don't need separate contexts at this point.
* hex-opbatch: cleanup naming and headers for opbatch and related descriptors
* hex-fa: it's now better to enable FA during TG to reduce graph splits
* hexagon: remove GGML_HEXAGON_EXPERIMENTAL env var
It's no longer useful. Please use more flexible GGML_HEXAGON_OPFILTER to disable Ops
if needed for debugging or validation.
* hexagon: fixed editorconfig check
* Update ggml/src/ggml-hexagon/ggml-hexagon.cpp
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
---------
Co-authored-by: Trivikram Reddy <tamarnat@qti.qualcomm.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Aleksander Grygier