diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index ad205f3ec..383427f36 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -243,7 +243,7 @@ jobs: echo "Fetch llama2c model" wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf - ./bin/llama-cli -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 - name: Test llama2c (s390x) id: llama2c_test_s390x @@ -252,7 +252,7 @@ jobs: cd build echo "Fetch llama2c big-endian model" wget https://huggingface.co/ggml-org/models/resolve/main/tinyllamas/stories260K-be.gguf - ./bin/llama-cli -m stories260K-be.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + ./bin/llama-completion -m stories260K-be.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 ubuntu-latest-cmake-sanitizer: runs-on: ubuntu-latest @@ -1770,7 +1770,7 @@ jobs: echo "Fetch llama2c model" wget https://huggingface.co/karpathy/tinyllamas/resolve/main/stories260K/stories260K.bin ./bin/llama-convert-llama2c-to-ggml --copy-vocab-from-model ./tok512.bin --llama2c-model stories260K.bin --llama2c-output-model stories260K.gguf - ./bin/llama-cli -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 + ./bin/llama-completion -m stories260K.gguf -p "One day, Lily met a Shoggoth" -n 500 -c 256 ubuntu-cmake-sanitizer-riscv64-native: runs-on: RISCV64 diff --git a/CMakePresets.json b/CMakePresets.json index b5afeb3c0..77c654089 100644 --- a/CMakePresets.json +++ b/CMakePresets.json @@ -30,6 +30,8 @@ { "name": "static", "hidden": true, "cacheVariables": { "GGML_STATIC": "ON" } }, { "name": "sycl_f16", "hidden": true, "cacheVariables": { "GGML_SYCL_F16": "ON" } }, { "name": "vulkan", "hidden": true, "cacheVariables": { "GGML_VULKAN": "ON" } }, + { "name": "remoting_frontend", "hidden": true, "cacheVariables": { "GGML_REMOTING_FRONTEND": "ON" } }, + { "name": "remoting_backend", "hidden": true, "cacheVariables": { "GGML_REMOTING_BACKEND": "ON" } }, { "name": "x64-windows-llvm", "hidden": true, diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index e4f05258d..4545ff8f9 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -15,6 +15,7 @@ The project differentiates between 3 levels of contributors: - If you modified the `ggml` source, run the `test-backend-ops` tool to check whether different backend implementations of the `ggml` operators produce consistent results (this requires access to at least two different `ggml` backends) - If you modified a `ggml` operator or added a new one, add the corresponding test cases to `test-backend-ops` - Create separate PRs for each feature or fix. Avoid combining unrelated changes in a single PR +- When adding support for a new model or feature, focus on **CPU support only** in the initial PR unless you have a good reason not to. Add support for other backends like CUDA in follow-up PRs - Consider allowing write access to your branch for faster reviews, as reviewers can push commits directly - If your PR becomes stale, rebase it on top of latest `master` to get maintainers attention - Maintainers will rely on your insights and approval when making a final decision to approve and merge a PR diff --git a/OWNERS b/OWNERS new file mode 100644 index 000000000..9de8c5639 --- /dev/null +++ b/OWNERS @@ -0,0 +1,13 @@ +approvers: +- kpouget +- cfergeau +- praveenkumar +- vyasgun +- gbraad +options: {} +reviewers: +- kpouget +- cfergeau +- praveenkumar +- vyasgun +- gbraad diff --git a/README.md b/README.md index 7dd2bfd8a..b7d24c9dd 100644 --- a/README.md +++ b/README.md @@ -347,19 +347,6 @@ To learn more about model quantization, [read this documentation](tools/quantize --
- Run simple text completion - - To disable conversation mode explicitly, use `-no-cnv` - - ```bash - llama-cli -m model.gguf -p "I believe the meaning of life is" -n 128 -no-cnv - - # I believe the meaning of life is to find your own truth and to live in accordance with it. For me, this means being true to myself and following my passions, even if they don't align with societal expectations. I think that's what I love about yoga – it's not just a physical practice, but a spiritual one too. It's about connecting with yourself, listening to your inner voice, and honoring your own unique journey. - ``` - -
- -
Constrain the output with a custom grammar diff --git a/build.backend.sh b/build.backend.sh new file mode 100755 index 000000000..3994ae580 --- /dev/null +++ b/build.backend.sh @@ -0,0 +1,37 @@ +# force isatty-->true, so that $0 |& head -50 has colors ... +rm -f READY_backend FAILED_backend + +echo "int isatty(int fd) { return 1; }" | gcc -O2 -fpic -shared -ldl -o /tmp/isatty.so -xc - +export LD_PRELOAD=/tmp/isatty.so + +if [[ "${PERF_MODE:-}" ]]; then + FLAVOR="-prod" +else + FLAVOR="" +fi + +export SDKROOT=$(xcrun --sdk macosx --show-sdk-path) + +if [[ "$FLAVOR" == "-prod" ]]; then + cat <true, so that $0 |& head -50 has colors ... +rm -f READY FAILED + +echo "int isatty(int fd) { return 1; }" | gcc -O2 -fpic -shared -ldl -o /tmp/isatty.so -xc - +export LD_PRELOAD=/tmp/isatty.so + +TARGETS="ggml-remotingfrontend" + +TARGETS="$BUILD_TARGET llama-run" +set -x +if [[ "${BENCH_MODE:-}" == "bench" ]]; then + TARGETS="$TARGETS llama-bench" +elif [[ "${BENCH_MODE:-}" == "server" ]]; then + TARGETS="$TARGETS llama-server" +elif [[ "${BENCH_MODE:-}" == "perf" ]]; then + TARGETS="$TARGETS test-backend-ops" +fi + +cmake --build ../build.remoting-frontend$FLAVOR --parallel 8 --target $TARGETS "$@" + +if [[ $? == 0 ]]; then + touch READY +else + touch FAILED + exit 1 +fi diff --git a/build.sh b/build.sh new file mode 100755 index 000000000..df7f3f2c8 --- /dev/null +++ b/build.sh @@ -0,0 +1 @@ +cmake --build ./build/ --parallel 8 diff --git a/build.vulkan.sh b/build.vulkan.sh new file mode 100644 index 000000000..dd693442a --- /dev/null +++ b/build.vulkan.sh @@ -0,0 +1,10 @@ +rm -f READY FAILED + +cmake --build ../build.vulkan --parallel 8 --target llama-run + +if [[ $? == 0 ]]; then + touch READY +else + touch FAILED + exit 1 +fi diff --git a/ci/run.sh b/ci/run.sh index 83b2603e8..0676504b3 100755 --- a/ci/run.sh +++ b/ci/run.sh @@ -398,18 +398,18 @@ function gg_run_qwen3_0_6b { ./bin/llama-quantize ${model_bf16} ${model_q5_k} q5_k $(nproc) ./bin/llama-quantize ${model_bf16} ${model_q6_k} q6_k $(nproc) - (time ./bin/llama-cli -no-cnv --model ${model_f16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log - (time ./bin/llama-cli -no-cnv --model ${model_bf16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log - (time ./bin/llama-cli -no-cnv --model ${model_q8_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log - (time ./bin/llama-cli -no-cnv --model ${model_q2_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q3_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q4_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q5_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log - (time ./bin/llama-cli -no-cnv --model ${model_q6_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log + (time ./bin/llama-completion -no-cnv --model ${model_f16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log + (time ./bin/llama-completion -no-cnv --model ${model_bf16} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-bf16.log + (time ./bin/llama-completion -no-cnv --model ${model_q8_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q8_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_1.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_0} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_0.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_1} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_1.log + (time ./bin/llama-completion -no-cnv --model ${model_q2_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q2_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q3_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q3_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q4_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q4_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q5_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q5_k.log + (time ./bin/llama-completion -no-cnv --model ${model_q6_k} -ngl 99 -c 1024 -s 1234 -n 64 --ignore-eos -p "I believe the meaning of life is" ) 2>&1 | tee -a $OUT/${ci}-tg-q6_k.log (time ./bin/llama-perplexity --model ${model_f16} -f ${wiki_test} -ngl 99 -c 1024 -b 512 --chunks 2 ) 2>&1 | tee -a $OUT/${ci}-tg-f16.log if [ -z ${GG_BUILD_NO_BF16} ]; then diff --git a/common/CMakeLists.txt b/common/CMakeLists.txt index 377b26846..0182767c2 100644 --- a/common/CMakeLists.txt +++ b/common/CMakeLists.txt @@ -73,6 +73,8 @@ add_library(${TARGET} STATIC ngram-cache.h peg-parser.cpp peg-parser.h + preset.cpp + preset.h regex-partial.cpp regex-partial.h sampling.cpp diff --git a/common/arg.cpp b/common/arg.cpp index 4203da4a0..a31dcbc68 100644 --- a/common/arg.cpp +++ b/common/arg.cpp @@ -47,10 +47,12 @@ #define LLAMA_MAX_URL_LENGTH 2084 // Maximum URL Length in Chrome: 2083 using json = nlohmann::ordered_json; +using namespace common_arg_utils; static std::initializer_list mmproj_examples = { LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_SERVER, + LLAMA_EXAMPLE_CLI, }; static std::string read_file(const std::string & fname) { @@ -63,6 +65,15 @@ static std::string read_file(const std::string & fname) { return content; } +static const std::vector & get_common_arg_defs() { + static const std::vector options = [] { + common_params params; + auto ctx = common_params_parser_init(params, LLAMA_EXAMPLE_SERVER, nullptr); + return ctx.options; + }(); + return options; +} + common_arg & common_arg::set_examples(std::initializer_list examples) { this->examples = examples; return *this; @@ -133,7 +144,7 @@ static std::vector break_str_into_lines(std::string input, size_t m return result; } -std::string common_arg::to_string() { +std::string common_arg::to_string() const { // params for printing to console const static int n_leading_spaces = 40; const static int n_char_per_line_help = 70; // TODO: detect this based on current console @@ -468,6 +479,8 @@ static bool common_params_parse_ex(int argc, char ** argv, common_params_context )); } + common_log_set_verbosity_thold(params.verbosity); + return true; } @@ -644,6 +657,53 @@ static void add_rpc_devices(const std::string & servers) { } } +bool common_params_parse(int argc, char ** argv, llama_example ex, std::map & out_map) { + common_params dummy_params; + common_params_context ctx_arg = common_params_parser_init(dummy_params, ex, nullptr); + + std::unordered_map arg_to_options; + for (auto & opt : ctx_arg.options) { + for (const auto & arg : opt.args) { + arg_to_options[arg] = &opt; + } + } + + // TODO @ngxson : find a way to deduplicate this code + + // handle command line arguments + auto check_arg = [&](int i) { + if (i+1 >= argc) { + throw std::invalid_argument("expected value for argument"); + } + }; + + for (int i = 1; i < argc; i++) { + const std::string arg_prefix = "--"; + + std::string arg = argv[i]; + if (arg.compare(0, arg_prefix.size(), arg_prefix) == 0) { + std::replace(arg.begin(), arg.end(), '_', '-'); + } + if (arg_to_options.find(arg) == arg_to_options.end()) { + throw std::invalid_argument(string_format("error: invalid argument: %s", arg.c_str())); + } + auto opt = *arg_to_options[arg]; + std::string val; + if (opt.value_hint != nullptr) { + // arg with single value + check_arg(i); + val = argv[++i]; + } + if (opt.value_hint_2 != nullptr) { + // TODO: support arg with 2 values + throw std::invalid_argument("error: argument with 2 values is not yet supported\n"); + } + out_map[opt] = val; + } + + return true; +} + bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **)) { auto ctx_arg = common_params_parser_init(params, ex, print_usage); const common_params params_org = ctx_arg.params; // the example can modify the default params @@ -689,25 +749,19 @@ static std::string list_builtin_chat_templates() { return msg.str(); } -static bool is_truthy(const std::string & value) { +bool common_arg_utils::is_truthy(const std::string & value) { return value == "on" || value == "enabled" || value == "1"; } -static bool is_falsey(const std::string & value) { +bool common_arg_utils::is_falsey(const std::string & value) { return value == "off" || value == "disabled" || value == "0"; } -static bool is_autoy(const std::string & value) { +bool common_arg_utils::is_autoy(const std::string & value) { return value == "auto" || value == "-1"; } common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **)) { - // default values specific to example - // note: we place it here instead of inside server.cpp to allow llama-gen-docs to pick it up - if (ex == LLAMA_EXAMPLE_SERVER) { - params.use_jinja = true; - } - params.use_color = tty_can_use_colors(); // load dynamic backends @@ -790,7 +844,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.display_prompt = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-co", "--color"}, "[on|off|auto]", "Colorize output to distinguish prompt and user input from generations ('on', 'off', or 'auto', default: 'auto')\n" @@ -807,7 +861,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex string_format("error: unknown value for --color: '%s'\n", value.c_str())); } } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP})); add_opt(common_arg( {"-t", "--threads"}, "N", string_format("number of CPU threads to use during generation (default: %d)", params.cpuparams.n_threads), @@ -940,7 +994,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex add_opt(common_arg( {"-n", "--predict", "--n-predict"}, "N", string_format( - ex == LLAMA_EXAMPLE_MAIN + ex == LLAMA_EXAMPLE_COMPLETION ? "number of tokens to predict (default: %d, -1 = infinity, -2 = until context filled)" : "number of tokens to predict (default: %d, -1 = infinity)", params.n_predict), @@ -984,7 +1038,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.n_ctx_checkpoints = value; } - ).set_env("LLAMA_ARG_CTX_CHECKPOINTS").set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_env("LLAMA_ARG_CTX_CHECKPOINTS").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--cache-ram", "-cram"}, "N", string_format("set the maximum cache size in MiB (default: %d, -1 - no limit, 0 - disable)\n" @@ -992,7 +1046,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.cache_ram_mib = value; } - ).set_env("LLAMA_ARG_CACHE_RAM").set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_env("LLAMA_ARG_CACHE_RAM").set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--kv-unified", "-kvu"}, string_format("use single unified KV buffer for the KV cache of all sequences (default: %s)\n" @@ -1007,14 +1061,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.ctx_shift = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_NO_CONTEXT_SHIFT")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_NO_CONTEXT_SHIFT")); add_opt(common_arg( {"--context-shift"}, string_format("enables context shift on infinite text generation (default: %s)", params.ctx_shift ? "enabled" : "disabled"), [](common_params & params) { params.ctx_shift = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_CONTEXT_SHIFT")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_IMATRIX, LLAMA_EXAMPLE_PERPLEXITY}).set_env("LLAMA_ARG_CONTEXT_SHIFT")); add_opt(common_arg( {"--chunks"}, "N", string_format("max number of chunks to process (default: %d, -1 = all)", params.n_chunks), @@ -1050,7 +1104,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.system_prompt = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_DIFFUSION})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_DIFFUSION})); add_opt(common_arg( {"--no-perf"}, string_format("disable internal libllama performance timings (default: %s)", params.no_perf ? "true" : "false"), @@ -1059,6 +1113,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.sampling.no_perf = true; } ).set_env("LLAMA_ARG_NO_PERF")); + add_opt(common_arg( + {"--no-show-timings"}, + string_format("disable timing information after each response (default: %s)", params.show_timings ? "true" : "false"), + [](common_params & params) { + params.show_timings = false; + } + ).set_examples({LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_NO_SHOW_TIMINGS")); add_opt(common_arg( {"-f", "--file"}, "FNAME", "a file containing the prompt (default: none)", @@ -1080,7 +1141,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.system_prompt.pop_back(); } } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_DIFFUSION})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_DIFFUSION})); add_opt(common_arg( {"--in-file"}, "FNAME", "an input file (repeat to specify multiple files)", @@ -1128,42 +1189,42 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.n_print = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache"}, "FNAME", "file to cache prompt state for faster startup (default: none)", [](common_params & params, const std::string & value) { params.path_prompt_cache = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache-all"}, "if specified, saves user input and generations to cache as well\n", [](common_params & params) { params.prompt_cache_all = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--prompt-cache-ro"}, "if specified, uses the prompt cache but does not update it", [](common_params & params) { params.prompt_cache_ro = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-r", "--reverse-prompt"}, "PROMPT", "halt generation at PROMPT, return control in interactive mode\n", [](common_params & params, const std::string & value) { params.antiprompt.emplace_back(value); } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"-sp", "--special"}, string_format("special tokens output enabled (default: %s)", params.special ? "true" : "false"), [](common_params & params) { params.special = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER})); add_opt(common_arg( {"-cnv", "--conversation"}, "run in conversation mode:\n" @@ -1173,14 +1234,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.conversation_mode = COMMON_CONVERSATION_MODE_ENABLED; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-no-cnv", "--no-conversation"}, "force disable conversation mode (default: false)", [](common_params & params) { params.conversation_mode = COMMON_CONVERSATION_MODE_DISABLED; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-st", "--single-turn"}, "run conversation for a single turn only, then exit when done\n" @@ -1189,28 +1250,28 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.single_turn = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-i", "--interactive"}, string_format("run in interactive mode (default: %s)", params.interactive ? "true" : "false"), [](common_params & params) { params.interactive = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-if", "--interactive-first"}, string_format("run in interactive mode and wait for input right away (default: %s)", params.interactive_first ? "true" : "false"), [](common_params & params) { params.interactive_first = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-mli", "--multiline-input"}, "allows you to write or paste multiple lines without ending each in '\\'", [](common_params & params) { params.multiline_input = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--in-prefix-bos"}, "prefix BOS to user inputs, preceding the `--in-prefix` string", @@ -1218,7 +1279,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_prefix_bos = true; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--in-prefix"}, "STRING", "string to prefix user inputs with (default: empty)", @@ -1226,7 +1287,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_prefix = value; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--in-suffix"}, "STRING", "string to suffix after user inputs with (default: empty)", @@ -1234,14 +1295,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.input_suffix = value; params.enable_chat_template = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"--no-warmup"}, "skip warming up the model with an empty run", [](common_params & params) { params.warmup = false; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_RETRIEVAL, LLAMA_EXAMPLE_PERPLEXITY})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_RETRIEVAL, LLAMA_EXAMPLE_PERPLEXITY})); add_opt(common_arg( {"--spm-infill"}, string_format( @@ -1632,14 +1693,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.grp_attn_n = value; } - ).set_env("LLAMA_ARG_GRP_ATTN_N").set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_PASSKEY})); + ).set_env("LLAMA_ARG_GRP_ATTN_N").set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_PASSKEY})); add_opt(common_arg( {"-gaw", "--grp-attn-w"}, "N", string_format("group-attention width (default: %d)", params.grp_attn_w), [](common_params & params, int value) { params.grp_attn_w = value; } - ).set_env("LLAMA_ARG_GRP_ATTN_W").set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_env("LLAMA_ARG_GRP_ATTN_W").set_examples({LLAMA_EXAMPLE_COMPLETION})); add_opt(common_arg( {"-nkvo", "--no-kv-offload"}, "disable KV offload", @@ -1829,7 +1890,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.image.emplace_back(value); } - ).set_examples({LLAMA_EXAMPLE_MTMD})); + ).set_examples({LLAMA_EXAMPLE_MTMD, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--image-min-tokens"}, "N", "minimum number of tokens each image can take, only used by vision models with dynamic resolution (default: read from model)", @@ -1922,7 +1983,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "override tensor buffer type for draft model", [](common_params & params, const std::string & value) { parse_tensor_buffer_overrides(value, params.speculative.tensor_buft_overrides); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--cpu-moe", "-cmoe"}, "keep all Mixture of Experts (MoE) weights in the CPU", @@ -1951,7 +2012,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.speculative.tensor_buft_overrides.push_back(llm_ffn_exps_cpu_override()); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CPU_MOE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_CPU_MOE_DRAFT")); add_opt(common_arg( {"--n-cpu-moe-draft", "-ncmoed"}, "N", "keep the Mixture of Experts (MoE) weights of the first N layers in the CPU for the draft model", @@ -1965,7 +2026,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.speculative.tensor_buft_overrides.push_back({buft_overrides_draft.back().c_str(), ggml_backend_cpu_buffer_type()}); } } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_N_CPU_MOE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_N_CPU_MOE_DRAFT")); add_opt(common_arg( {"-ngl", "--gpu-layers", "--n-gpu-layers"}, "N", string_format("max. number of layers to store in VRAM (default: %d)", params.n_gpu_layers), @@ -2444,7 +2505,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.default_template_kwargs[item.key()] = item.value().dump(); } } - ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_CHAT_TEMPLATE_KWARGS")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_CHAT_TEMPLATE_KWARGS")); add_opt(common_arg( {"-to", "--timeout"}, "N", string_format("server read/write timeout in seconds (default: %d)", params.timeout_read), @@ -2533,6 +2594,13 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.models_dir = value; } ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_DIR")); + add_opt(common_arg( + {"--models-preset"}, "PATH", + "path to INI file containing model presets for the router server (default: disabled)", + [](common_params & params, const std::string & value) { + params.models_preset = value; + } + ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODELS_PRESET")); add_opt(common_arg( {"--models-max"}, "N", string_format("for router server, maximum number of models to load simultaneously (default: %d, 0 = unlimited)", params.models_max), @@ -2549,18 +2617,18 @@ common_params_context common_params_parser_init(common_params & params, llama_ex ).set_examples({LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_NO_MODELS_AUTOLOAD")); add_opt(common_arg( {"--jinja"}, - string_format("use jinja template for chat (default: %s)\n", params.use_jinja ? "enabled" : "disabled"), + string_format("use jinja template for chat (default: %s)", params.use_jinja ? "enabled" : "disabled"), [](common_params & params) { params.use_jinja = true; } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_JINJA")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_JINJA")); add_opt(common_arg( {"--no-jinja"}, - string_format("disable jinja template for chat (default: %s)\n", params.use_jinja ? "enabled" : "disabled"), + string_format("disable jinja template for chat (default: %s)", params.use_jinja ? "disabled" : "enabled"), [](common_params & params) { params.use_jinja = false; } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_NO_JINJA")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_NO_JINJA")); add_opt(common_arg( {"--reasoning-format"}, "FORMAT", "controls whether thought tags are allowed and/or extracted from the response, and in which format they're returned; one of:\n" @@ -2571,7 +2639,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.reasoning_format = common_reasoning_format_from_name(value); } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN}).set_env("LLAMA_ARG_THINK")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK")); add_opt(common_arg( {"--reasoning-budget"}, "N", "controls the amount of thinking allowed; currently only one of: -1 for unrestricted thinking budget, or 0 to disable thinking (default: -1)", @@ -2579,7 +2647,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex if (value != 0 && value != -1) { throw std::invalid_argument("invalid value"); } params.reasoning_budget = value; } - ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MAIN}).set_env("LLAMA_ARG_THINK_BUDGET")); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_THINK_BUDGET")); add_opt(common_arg( {"--chat-template"}, "JINJA_TEMPLATE", string_format( @@ -2591,7 +2659,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.chat_template = value; } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_CHAT_TEMPLATE")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_MTMD}).set_env("LLAMA_ARG_CHAT_TEMPLATE")); add_opt(common_arg( {"--chat-template-file"}, "JINJA_TEMPLATE_FILE", string_format( @@ -2603,7 +2671,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.chat_template = read_file(value); } - ).set_examples({LLAMA_EXAMPLE_MAIN, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CHAT_TEMPLATE_FILE")); add_opt(common_arg( {"--no-prefill-assistant"}, string_format( @@ -2634,7 +2702,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params) { params.simple_io = true; } - ).set_examples({LLAMA_EXAMPLE_MAIN})); + ).set_examples({LLAMA_EXAMPLE_COMPLETION, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--positive-file"}, "FNAME", string_format("positive prompts file, one prompt per line (default: '%s')", params.cvector_positive_file.c_str()), @@ -2717,7 +2785,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "Set verbosity level to infinity (i.e. log all messages, useful for debugging)", [](common_params & params) { params.verbosity = INT_MAX; - common_log_set_verbosity_thold(INT_MAX); } )); add_opt(common_arg( @@ -2738,7 +2805,6 @@ common_params_context common_params_parser_init(common_params & params, llama_ex "(default: %d)\n", params.verbosity), [](common_params & params, int value) { params.verbosity = value; - common_log_set_verbosity_thold(value); } ).set_env("LLAMA_LOG_VERBOSITY")); add_opt(common_arg( @@ -2871,14 +2937,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, int value) { params.speculative.n_max = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_MAX")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_MAX")); add_opt(common_arg( {"--draft-min", "--draft-n-min"}, "N", string_format("minimum number of draft tokens to use for speculative decoding (default: %d)", params.speculative.n_min), [](common_params & params, int value) { params.speculative.n_min = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_MIN")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_LOOKUP, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_MIN")); add_opt(common_arg( {"--draft-p-split"}, "P", string_format("speculative decoding split probability (default: %.1f)", (double)params.speculative.p_split), @@ -2892,14 +2958,14 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.speculative.p_min = std::stof(value); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_DRAFT_P_MIN")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_DRAFT_P_MIN")); add_opt(common_arg( {"-cd", "--ctx-size-draft"}, "N", string_format("size of the prompt context for the draft model (default: %d, 0 = loaded from model)", params.speculative.n_ctx), [](common_params & params, int value) { params.speculative.n_ctx = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_CTX_SIZE_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_CTX_SIZE_DRAFT")); add_opt(common_arg( {"-devd", "--device-draft"}, "", "comma-separated list of devices to use for offloading the draft model (none = don't offload)\n" @@ -2907,7 +2973,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex [](common_params & params, const std::string & value) { params.speculative.devices = parse_device_list(value); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-ngld", "--gpu-layers-draft", "--n-gpu-layers-draft"}, "N", "number of layers to store in VRAM for the draft model", @@ -2919,21 +2985,21 @@ common_params_context common_params_parser_init(common_params & params, llama_ex fprintf(stderr, "warning: consult docs/build.md for compilation instructions\n"); } } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_N_GPU_LAYERS_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_N_GPU_LAYERS_DRAFT")); add_opt(common_arg( {"-md", "--model-draft"}, "FNAME", "draft model for speculative decoding (default: unused)", [](common_params & params, const std::string & value) { params.speculative.model.path = value; } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER}).set_env("LLAMA_ARG_MODEL_DRAFT")); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI}).set_env("LLAMA_ARG_MODEL_DRAFT")); add_opt(common_arg( {"--spec-replace"}, "TARGET", "DRAFT", "translate the string in TARGET into DRAFT if the draft model and main model are not compatible", [](common_params & params, const std::string & tgt, const std::string & dft) { params.speculative.replacements.push_back({ tgt, dft }); } - ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SPECULATIVE, LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"-ctkd", "--cache-type-k-draft"}, "TYPE", string_format( @@ -3197,7 +3263,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.use_jinja = true; //params.default_template_kwargs["reasoning_effort"] = "\"high\""; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--gpt-oss-120b-default"}, @@ -3216,7 +3282,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.use_jinja = true; //params.default_template_kwargs["reasoning_effort"] = "\"high\""; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--vision-gemma-4b-default"}, @@ -3227,7 +3293,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.n_ctx = 0; params.use_jinja = true; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); add_opt(common_arg( {"--vision-gemma-12b-default"}, @@ -3238,7 +3304,7 @@ common_params_context common_params_parser_init(common_params & params, llama_ex params.n_ctx = 0; params.use_jinja = true; } - ).set_examples({LLAMA_EXAMPLE_SERVER})); + ).set_examples({LLAMA_EXAMPLE_SERVER, LLAMA_EXAMPLE_CLI})); return ctx_arg; } diff --git a/common/arg.h b/common/arg.h index 7ab7e2cea..219c115e6 100644 --- a/common/arg.h +++ b/common/arg.h @@ -3,8 +3,10 @@ #include "common.h" #include +#include #include #include +#include // // CLI argument parsing @@ -24,6 +26,8 @@ struct common_arg { void (*handler_str_str)(common_params & params, const std::string &, const std::string &) = nullptr; void (*handler_int) (common_params & params, int) = nullptr; + common_arg() = default; + common_arg( const std::initializer_list & args, const char * value_hint, @@ -61,9 +65,29 @@ struct common_arg { bool is_exclude(enum llama_example ex); bool get_value_from_env(std::string & output) const; bool has_value_from_env() const; - std::string to_string(); + std::string to_string() const; + + // for using as key in std::map + bool operator<(const common_arg& other) const { + if (args.empty() || other.args.empty()) { + return false; + } + return strcmp(args[0], other.args[0]) < 0; + } + bool operator==(const common_arg& other) const { + if (args.empty() || other.args.empty()) { + return false; + } + return strcmp(args[0], other.args[0]) == 0; + } }; +namespace common_arg_utils { + bool is_truthy(const std::string & value); + bool is_falsey(const std::string & value); + bool is_autoy(const std::string & value); +} + struct common_params_context { enum llama_example ex = LLAMA_EXAMPLE_COMMON; common_params & params; @@ -76,7 +100,11 @@ struct common_params_context { // if one argument has invalid value, it will automatically display usage of the specific argument (and not the full usage message) bool common_params_parse(int argc, char ** argv, common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr); -// function to be used by test-arg-parser +// parse input arguments from CLI into a map +// TODO: support repeated args in the future +bool common_params_parse(int argc, char ** argv, llama_example ex, std::map & out_map); + +// initialize argument parser context - used by test-arg-parser and preset common_params_context common_params_parser_init(common_params & params, llama_example ex, void(*print_usage)(int, char **) = nullptr); struct common_remote_params { diff --git a/common/chat.cpp b/common/chat.cpp index 41a5bb42d..c371edaa5 100644 --- a/common/chat.cpp +++ b/common/chat.cpp @@ -1,5 +1,6 @@ #include "chat.h" #include "chat-parser.h" +#include "chat-peg-parser.h" #include "common.h" #include "json-partial.h" #include "json-schema-to-grammar.h" @@ -150,6 +151,7 @@ struct templates_params { common_chat_tool_choice tool_choice; json json_schema; bool parallel_tool_calls; + common_reasoning_format reasoning_format; bool stream; std::string grammar; bool add_generation_prompt = true; @@ -589,6 +591,16 @@ common_chat_templates_ptr common_chat_templates_init( "{%- if false %}"); } + // TODO @aldehir : this is a temporary fix, pending Minja changes + // Ref: https://github.com/ggml-org/llama.cpp/pull/17713#issuecomment-3631342664 + if (default_template_src.find("[TOOL_CALLS]") != std::string::npos + // search for the error message and patch it + && default_template_src.find("if (message['content'] is none or") != std::string::npos) { + string_replace_all(default_template_src, + "{%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}", + "{%- if false %}"); + } + std::string token_bos = bos_token_override; std::string token_eos = eos_token_override; bool add_bos = false; @@ -987,6 +999,118 @@ static common_chat_params common_chat_params_init_lfm2(const common_chat_templat return data; } +static common_chat_params common_chat_params_init_ministral_3(const common_chat_template & tmpl, const struct templates_params & inputs) { + common_chat_params data; + + // Build up messages to follow the format: https://huggingface.co/mistralai/Ministral-3-14B-Reasoning-2512/blob/main/chat_template.jinja + auto adjusted_messages = json::array(); + for (const auto & msg : inputs.messages) { + auto role = msg.value("role", ""); + if (role != "system" && role != "assistant") { + // Only adjust system and assistant messages. Interestingly, the system message may contain thinking. + adjusted_messages.push_back(msg); + continue; + } + + auto content = json::array(); + + // If message contains `reasoning_content`, add it as a block of type `thinking` + if (msg.contains("reasoning_content") && msg.at("reasoning_content").is_string()) { + content.push_back({ + {"type", "thinking"}, + {"thinking", msg.at("reasoning_content").get()}, + }); + } + + // If message contains `content`, add it as a block of type `text` + if (msg.contains("content")) { + if (msg.at("content").is_string()) { + content.push_back({ + {"type", "text"}, + {"text", msg.at("content").get()}, + }); + } else if (msg.at("content").is_array()) { + auto blocks = msg.at("content"); + content.insert(content.end(), blocks.begin(), blocks.end()); + } + } + + auto adjusted = msg; + adjusted["content"] = content; + adjusted.erase("reasoning_content"); + adjusted_messages.push_back(adjusted); + } + + auto has_tools = inputs.tools.is_array() && !inputs.tools.empty(); + auto extract_reasoning = inputs.reasoning_format != COMMON_REASONING_FORMAT_NONE; + auto include_grammar = true; + + data.prompt = apply(tmpl, inputs, /* messages_override = */ adjusted_messages); + data.format = COMMON_CHAT_FORMAT_PEG_NATIVE; + data.preserved_tokens = { + "[THINK]", + "[/THINK]", + "[TOOL_CALLS]", + "[ARGS]", + }; + + auto parser = build_chat_peg_native_parser([&](common_chat_peg_native_builder & p) { + auto reasoning = extract_reasoning ? p.optional("[THINK]" + p.reasoning(p.until("[/THINK]")) + "[/THINK]") : p.eps(); + + // Response format parser + if (inputs.json_schema.is_object() && !inputs.json_schema.empty()) { + // Ministral wants to emit json surrounded by code fences + return reasoning << "```json" << p.content(p.schema(p.json(), "response-format", inputs.json_schema)) << "```"; + } + + // Tool call parser + if (has_tools && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { + auto tool_choice = p.choice(); + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + std::string name = function.at("name"); + const auto & schema = function.at("parameters"); + + tool_choice |= p.rule("tool-" + name, + p.tool_open(p.tool_name(p.literal(name)) + "[ARGS]") + + p.tool_args(p.schema(p.json(), "tool-" + name + "-schema", schema)) + ); + }); + + auto min_calls = inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_REQUIRED ? 1 : 0; + auto max_calls = inputs.parallel_tool_calls ? -1 : 1; + auto tool_calls = p.trigger_rule("tool-call", p.repeat("[TOOL_CALLS]" + tool_choice, min_calls, max_calls)); + + return reasoning << p.content(p.until("[TOOL_CALLS]")) << tool_calls; + } + + // Content only parser + include_grammar = false; + return reasoning << p.content(p.rest()); + }); + + data.parser = parser.save(); + + if (include_grammar) { + data.grammar_lazy = has_tools && inputs.tool_choice == COMMON_CHAT_TOOL_CHOICE_AUTO; + + data.grammar = build_grammar([&](const common_grammar_builder & builder) { + foreach_function(inputs.tools, [&](const json & tool) { + const auto & function = tool.at("function"); + auto schema = function.at("parameters"); + builder.resolve_refs(schema); + }); + parser.build_grammar(builder, data.grammar_lazy); + }); + + data.grammar_triggers = { + {COMMON_GRAMMAR_TRIGGER_TYPE_WORD, "[TOOL_CALLS]"} + }; + } + + return data; +} + static common_chat_params common_chat_params_init_magistral(const common_chat_template & tmpl, const struct templates_params & inputs) { common_chat_params data; data.prompt = apply(tmpl, inputs); @@ -2341,6 +2465,7 @@ static common_chat_params common_chat_templates_apply_jinja( params.messages = common_chat_msgs_to_json_oaicompat(inputs.messages, /* concat_text= */ !tmpl.original_caps().requires_typed_content); params.add_generation_prompt = inputs.add_generation_prompt; params.tool_choice = inputs.tool_choice; + params.reasoning_format = inputs.reasoning_format; params.enable_thinking = inputs.enable_thinking; params.grammar = inputs.grammar; params.now = inputs.now; @@ -2504,6 +2629,13 @@ static common_chat_params common_chat_templates_apply_jinja( return common_chat_params_init_llama_3_x(tmpl, params, allow_python_tag_builtin_tools); } + // Ministral/Mistral Large 3 + if (src.find("[SYSTEM_PROMPT]") != std::string::npos && + src.find("[TOOL_CALLS]") != std::string::npos && + src.find("[ARGS]") != std::string::npos) { + return common_chat_params_init_ministral_3(tmpl, params); + } + if (src.find("[THINK]") != std::string::npos && src.find("[/THINK]") != std::string::npos) { return common_chat_params_init_magistral(tmpl, params); } diff --git a/common/common.h b/common/common.h index d28e48991..2fd83f0cf 100644 --- a/common/common.h +++ b/common/common.h @@ -82,7 +82,8 @@ int32_t cpu_get_num_math(); enum llama_example { LLAMA_EXAMPLE_COMMON, LLAMA_EXAMPLE_SPECULATIVE, - LLAMA_EXAMPLE_MAIN, + LLAMA_EXAMPLE_COMPLETION, + LLAMA_EXAMPLE_CLI, LLAMA_EXAMPLE_EMBEDDING, LLAMA_EXAMPLE_PERPLEXITY, LLAMA_EXAMPLE_RETRIEVAL, @@ -406,6 +407,7 @@ struct common_params { bool simple_io = false; // improves compatibility with subprocesses and limited consoles bool cont_batching = true; // insert new sequences for decoding on-the-fly bool no_perf = false; // disable performance metrics + bool show_timings = true; // show timing information on CLI bool ctx_shift = false; // context shift on infinite text generation bool swa_full = false; // use full-size SWA cache (https://github.com/ggml-org/llama.cpp/pull/13194#issuecomment-2868343055) bool kv_unified = false; // enable unified KV cache @@ -462,7 +464,7 @@ struct common_params { std::string public_path = ""; // NOLINT std::string api_prefix = ""; // NOLINT std::string chat_template = ""; // NOLINT - bool use_jinja = false; // NOLINT + bool use_jinja = true; // NOLINT bool enable_chat_template = true; common_reasoning_format reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; int reasoning_budget = -1; @@ -482,9 +484,10 @@ struct common_params { bool endpoint_metrics = false; // router server configs - std::string models_dir = ""; // directory containing models for the router server - int models_max = 4; // maximum number of models to load simultaneously - bool models_autoload = true; // automatically load models when requested via the router server + std::string models_dir = ""; // directory containing models for the router server + std::string models_preset = ""; // directory containing model presets for the router server + int models_max = 4; // maximum number of models to load simultaneously + bool models_autoload = true; // automatically load models when requested via the router server bool log_json = false; diff --git a/common/console.cpp b/common/console.cpp index 078a8d678..2ea178f81 100644 --- a/common/console.cpp +++ b/common/console.cpp @@ -1,6 +1,16 @@ #include "console.h" +#include "log.h" #include #include +#include +#include +#include +#include +#include +#include +#include +#include +#include #if defined(_WIN32) #define WIN32_LEAN_AND_MEAN @@ -30,26 +40,44 @@ #define ANSI_COLOR_BLUE "\x1b[34m" #define ANSI_COLOR_MAGENTA "\x1b[35m" #define ANSI_COLOR_CYAN "\x1b[36m" +#define ANSI_COLOR_GRAY "\x1b[90m" #define ANSI_COLOR_RESET "\x1b[0m" #define ANSI_BOLD "\x1b[1m" namespace console { +#if defined (_WIN32) + namespace { + // Use private-use unicode values to represent special keys that are not reported + // as characters (e.g. arrows on Windows). These values should never clash with + // real input and let the rest of the code handle navigation uniformly. + static constexpr char32_t KEY_ARROW_LEFT = 0xE000; + static constexpr char32_t KEY_ARROW_RIGHT = 0xE001; + static constexpr char32_t KEY_ARROW_UP = 0xE002; + static constexpr char32_t KEY_ARROW_DOWN = 0xE003; + static constexpr char32_t KEY_HOME = 0xE004; + static constexpr char32_t KEY_END = 0xE005; + static constexpr char32_t KEY_CTRL_ARROW_LEFT = 0xE006; + static constexpr char32_t KEY_CTRL_ARROW_RIGHT = 0xE007; + static constexpr char32_t KEY_DELETE = 0xE008; + } + // // Console state // +#endif - static bool advanced_display = false; - static bool simple_io = true; - static display_t current_display = reset; + static bool advanced_display = false; + static bool simple_io = true; + static display_type current_display = DISPLAY_TYPE_RESET; - static FILE* out = stdout; + static FILE* out = stdout; #if defined (_WIN32) - static void* hConsole; + static void* hConsole; #else - static FILE* tty = nullptr; - static termios initial_state; + static FILE* tty = nullptr; + static termios initial_state; #endif // @@ -120,7 +148,7 @@ namespace console { void cleanup() { // Reset console display - set_display(reset); + set_display(DISPLAY_TYPE_RESET); #if !defined(_WIN32) // Restore settings on POSIX systems @@ -140,20 +168,26 @@ namespace console { // // Keep track of current display and only emit ANSI code if it changes - void set_display(display_t display) { + void set_display(display_type display) { if (advanced_display && current_display != display) { - fflush(stdout); + common_log_flush(common_log_main()); switch(display) { - case reset: + case DISPLAY_TYPE_RESET: fprintf(out, ANSI_COLOR_RESET); break; - case prompt: + case DISPLAY_TYPE_INFO: + fprintf(out, ANSI_COLOR_MAGENTA); + break; + case DISPLAY_TYPE_PROMPT: fprintf(out, ANSI_COLOR_YELLOW); break; - case user_input: + case DISPLAY_TYPE_REASONING: + fprintf(out, ANSI_COLOR_GRAY); + break; + case DISPLAY_TYPE_USER_INPUT: fprintf(out, ANSI_BOLD ANSI_COLOR_GREEN); break; - case error: + case DISPLAY_TYPE_ERROR: fprintf(out, ANSI_BOLD ANSI_COLOR_RED); } current_display = display; @@ -176,7 +210,18 @@ namespace console { if (record.EventType == KEY_EVENT && record.Event.KeyEvent.bKeyDown) { wchar_t wc = record.Event.KeyEvent.uChar.UnicodeChar; if (wc == 0) { - continue; + const DWORD ctrl_mask = LEFT_CTRL_PRESSED | RIGHT_CTRL_PRESSED; + const bool ctrl_pressed = (record.Event.KeyEvent.dwControlKeyState & ctrl_mask) != 0; + switch (record.Event.KeyEvent.wVirtualKeyCode) { + case VK_LEFT: return ctrl_pressed ? KEY_CTRL_ARROW_LEFT : KEY_ARROW_LEFT; + case VK_RIGHT: return ctrl_pressed ? KEY_CTRL_ARROW_RIGHT : KEY_ARROW_RIGHT; + case VK_UP: return KEY_ARROW_UP; + case VK_DOWN: return KEY_ARROW_DOWN; + case VK_HOME: return KEY_HOME; + case VK_END: return KEY_END; + case VK_DELETE: return KEY_DELETE; + default: continue; + } } if ((wc >= 0xD800) && (wc <= 0xDBFF)) { // Check if wc is a high surrogate @@ -315,6 +360,52 @@ namespace console { #endif } + static char32_t decode_utf8(const std::string & input, size_t pos, size_t & advance) { + unsigned char c = static_cast(input[pos]); + if ((c & 0x80u) == 0u) { + advance = 1; + return c; + } + if ((c & 0xE0u) == 0xC0u && pos + 1 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + if ((c1 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 2; + return ((c & 0x1Fu) << 6) | (static_cast(input[pos + 1]) & 0x3Fu); + } + if ((c & 0xF0u) == 0xE0u && pos + 2 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + unsigned char c2 = static_cast(input[pos + 2]); + if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 3; + return ((c & 0x0Fu) << 12) | + ((static_cast(input[pos + 1]) & 0x3Fu) << 6) | + (static_cast(input[pos + 2]) & 0x3Fu); + } + if ((c & 0xF8u) == 0xF0u && pos + 3 < input.size()) { + unsigned char c1 = static_cast(input[pos + 1]); + unsigned char c2 = static_cast(input[pos + 2]); + unsigned char c3 = static_cast(input[pos + 3]); + if ((c1 & 0xC0u) != 0x80u || (c2 & 0xC0u) != 0x80u || (c3 & 0xC0u) != 0x80u) { + advance = 1; + return 0xFFFD; + } + advance = 4; + return ((c & 0x07u) << 18) | + ((static_cast(input[pos + 1]) & 0x3Fu) << 12) | + ((static_cast(input[pos + 2]) & 0x3Fu) << 6) | + (static_cast(input[pos + 3]) & 0x3Fu); + } + + advance = 1; + return 0xFFFD; // replacement character for invalid input + } + static void append_utf8(char32_t ch, std::string & out) { if (ch <= 0x7F) { out.push_back(static_cast(ch)); @@ -336,22 +427,319 @@ namespace console { } // Helper function to remove the last UTF-8 character from a string - static void pop_back_utf8_char(std::string & line) { - if (line.empty()) { + static size_t prev_utf8_char_pos(const std::string & line, size_t pos) { + if (pos == 0) return 0; + pos--; + while (pos > 0 && (line[pos] & 0xC0) == 0x80) { + pos--; + } + return pos; + } + + static size_t next_utf8_char_pos(const std::string & line, size_t pos) { + if (pos >= line.length()) return line.length(); + pos++; + while (pos < line.length() && (line[pos] & 0xC0) == 0x80) { + pos++; + } + return pos; + } + + static void move_cursor(int delta); + static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector & widths); + static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line); + + static void delete_at_cursor(std::string & line, std::vector & widths, size_t & char_pos, size_t & byte_pos) { + if (char_pos >= widths.size()) { + return; + } + + size_t next_pos = next_utf8_char_pos(line, byte_pos); + int w = widths[char_pos]; + size_t char_len = next_pos - byte_pos; + + line.erase(byte_pos, char_len); + widths.erase(widths.begin() + char_pos); + + size_t p = byte_pos; + int tail_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + size_t following = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, following - p, widths[i]); + tail_width += widths[i]; + p = following; + } + + for (int i = 0; i < w; ++i) { + fputc(' ', out); + } + + move_cursor(-(tail_width + w)); + } + + static void clear_current_line(const std::vector & widths) { + int total_width = 0; + for (int w : widths) { + total_width += (w > 0 ? w : 1); + } + + if (total_width > 0) { + std::string spaces(total_width, ' '); + fwrite(spaces.c_str(), 1, total_width, out); + move_cursor(-total_width); + } + } + + static void set_line_contents(std::string new_line, std::string & line, std::vector & widths, size_t & char_pos, + size_t & byte_pos) { + move_to_line_start(char_pos, byte_pos, widths); + clear_current_line(widths); + + line = std::move(new_line); + widths.clear(); + byte_pos = 0; + char_pos = 0; + + size_t idx = 0; + while (idx < line.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, idx, advance); + int expected_width = estimateWidth(cp); + int real_width = put_codepoint(line.c_str() + idx, advance, expected_width); + if (real_width < 0) real_width = 0; + widths.push_back(real_width); + idx += advance; + ++char_pos; + byte_pos = idx; + } + } + + static void move_to_line_start(size_t & char_pos, size_t & byte_pos, const std::vector & widths) { + int back_width = 0; + for (size_t i = 0; i < char_pos; ++i) { + back_width += widths[i]; + } + move_cursor(-back_width); + char_pos = 0; + byte_pos = 0; + } + + static void move_to_line_end(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + int forward_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + forward_width += widths[i]; + } + move_cursor(forward_width); + char_pos = widths.size(); + byte_pos = line.length(); + } + + static bool has_ctrl_modifier(const std::string & params) { + size_t start = 0; + while (start < params.size()) { + size_t end = params.find(';', start); + size_t len = (end == std::string::npos) ? params.size() - start : end - start; + if (len > 0) { + int value = 0; + for (size_t i = 0; i < len; ++i) { + char ch = params[start + i]; + if (!std::isdigit(static_cast(ch))) { + value = -1; + break; + } + value = value * 10 + (ch - '0'); + } + if (value == 5) { + return true; + } + } + + if (end == std::string::npos) { + break; + } + start = end + 1; + } + return false; + } + + static bool is_space_codepoint(char32_t cp) { + return std::iswspace(static_cast(cp)) != 0; + } + + static void move_word_left(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + if (char_pos == 0) { return; } - size_t pos = line.length() - 1; + size_t new_char_pos = char_pos; + size_t new_byte_pos = byte_pos; + int move_width = 0; - // Find the start of the last UTF-8 character (checking up to 4 bytes back) - for (size_t i = 0; i < 3 && pos > 0; ++i, --pos) { - if ((line[pos] & 0xC0) != 0x80) { - break; // Found the start of the character + while (new_char_pos > 0) { + size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos); + size_t advance = 0; + char32_t cp = decode_utf8(line, prev_byte, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos - 1]; + new_char_pos--; + new_byte_pos = prev_byte; + } + + while (new_char_pos > 0) { + size_t prev_byte = prev_utf8_char_pos(line, new_byte_pos); + size_t advance = 0; + char32_t cp = decode_utf8(line, prev_byte, advance); + if (is_space_codepoint(cp)) { + break; } + move_width += widths[new_char_pos - 1]; + new_char_pos--; + new_byte_pos = prev_byte; } - line.erase(pos); + + move_cursor(-move_width); + char_pos = new_char_pos; + byte_pos = new_byte_pos; } + static void move_word_right(size_t & char_pos, size_t & byte_pos, const std::vector & widths, const std::string & line) { + if (char_pos >= widths.size()) { + return; + } + + size_t new_char_pos = char_pos; + size_t new_byte_pos = byte_pos; + int move_width = 0; + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + while (new_char_pos < widths.size()) { + size_t advance = 0; + char32_t cp = decode_utf8(line, new_byte_pos, advance); + if (!is_space_codepoint(cp)) { + break; + } + move_width += widths[new_char_pos]; + new_char_pos++; + new_byte_pos += advance; + } + + move_cursor(move_width); + char_pos = new_char_pos; + byte_pos = new_byte_pos; + } + + static void move_cursor(int delta) { + if (delta == 0) return; +#if defined(_WIN32) + if (hConsole != NULL) { + CONSOLE_SCREEN_BUFFER_INFO bufferInfo; + GetConsoleScreenBufferInfo(hConsole, &bufferInfo); + COORD newCursorPosition = bufferInfo.dwCursorPosition; + int width = bufferInfo.dwSize.X; + int newX = newCursorPosition.X + delta; + int newY = newCursorPosition.Y; + + while (newX >= width) { + newX -= width; + newY++; + } + while (newX < 0) { + newX += width; + newY--; + } + + newCursorPosition.X = newX; + newCursorPosition.Y = newY; + SetConsoleCursorPosition(hConsole, newCursorPosition); + } +#else + if (delta < 0) { + for (int i = 0; i < -delta; i++) fprintf(out, "\b"); + } else { + for (int i = 0; i < delta; i++) fprintf(out, "\033[C"); + } +#endif + } + + struct history_t { + std::vector entries; + size_t viewing_idx = SIZE_MAX; + std::string backup_line; // current line before viewing history + void add(const std::string & line) { + if (line.empty()) { + return; + } + // avoid duplicates with the last entry + if (entries.empty() || entries.back() != line) { + entries.push_back(line); + } + // also clear viewing state + end_viewing(); + } + bool prev(std::string & cur_line) { + if (entries.empty()) { + return false; + } + if (viewing_idx == SIZE_MAX) { + return false; + } + if (viewing_idx > 0) { + viewing_idx--; + } + cur_line = entries[viewing_idx]; + return true; + } + bool next(std::string & cur_line) { + if (entries.empty() || viewing_idx == SIZE_MAX) { + return false; + } + viewing_idx++; + if (viewing_idx >= entries.size()) { + cur_line = backup_line; + end_viewing(); + } else { + cur_line = entries[viewing_idx]; + } + return true; + } + void begin_viewing(const std::string & line) { + backup_line = line; + viewing_idx = entries.size(); + } + void end_viewing() { + viewing_idx = SIZE_MAX; + backup_line.clear(); + } + bool is_viewing() const { + return viewing_idx != SIZE_MAX; + } + } history; + static bool readline_advanced(std::string & line, bool multiline_input) { if (out != stdout) { fflush(stdout); @@ -362,8 +750,33 @@ namespace console { bool is_special_char = false; bool end_of_stream = false; + size_t byte_pos = 0; // current byte index + size_t char_pos = 0; // current character index (one char can be multiple bytes) + char32_t input_char; while (true) { + assert(char_pos <= byte_pos); + assert(char_pos <= widths.size()); + auto history_prev = [&]() { + if (!history.is_viewing()) { + history.begin_viewing(line); + } + std::string new_line; + if (!history.prev(new_line)) { + return; + } + set_line_contents(new_line, line, widths, char_pos, byte_pos); + }; + auto history_next = [&]() { + if (history.is_viewing()) { + std::string new_line; + if (!history.next(new_line)) { + return; + } + set_line_contents(new_line, line, widths, char_pos, byte_pos); + } + }; + fflush(out); // Ensure all output is displayed before waiting for input input_char = getchar32(); @@ -371,20 +784,83 @@ namespace console { break; } - if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D*/) { + if (input_char == (char32_t) WEOF || input_char == 0x04 /* Ctrl+D */) { end_of_stream = true; break; } if (is_special_char) { - set_display(user_input); replace_last(line.back()); is_special_char = false; } if (input_char == '\033') { // Escape sequence char32_t code = getchar32(); - if (code == '[' || code == 0x1B) { + if (code == '[') { + std::string params; + while (true) { + code = getchar32(); + if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~' || code == (char32_t) WEOF) { + break; + } + params.push_back(static_cast(code)); + } + + const bool ctrl_modifier = has_ctrl_modifier(params); + + if (code == 'D') { // left + if (ctrl_modifier) { + move_word_left(char_pos, byte_pos, widths, line); + } else if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + byte_pos = prev_utf8_char_pos(line, byte_pos); + } + } else if (code == 'C') { // right + if (ctrl_modifier) { + move_word_right(char_pos, byte_pos, widths, line); + } else if (char_pos < widths.size()) { + int w = widths[char_pos]; + move_cursor(w); + char_pos++; + byte_pos = next_utf8_char_pos(line, byte_pos); + } + } else if (code == 'H') { // home + move_to_line_start(char_pos, byte_pos, widths); + } else if (code == 'F') { // end + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (code == 'A' || code == 'B') { + // up/down + if (code == 'A') { + history_prev(); + is_special_char = false; + } else if (code == 'B') { + history_next(); + is_special_char = false; + } + } else if ((code == '~' || (code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z')) && !params.empty()) { + std::string digits; + for (char ch : params) { + if (ch == ';') { + break; + } + if (std::isdigit(static_cast(ch))) { + digits.push_back(ch); + } + } + + if (code == '~') { + if (digits == "1" || digits == "7") { // home + move_to_line_start(char_pos, byte_pos, widths); + } else if (digits == "4" || digits == "8") { // end + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (digits == "3") { // delete + delete_at_cursor(line, widths, char_pos, byte_pos); + } + } + } + } else if (code == 0x1B) { // Discard the rest of the escape sequence while ((code = getchar32()) != (char32_t) WEOF) { if ((code >= 'A' && code <= 'Z') || (code >= 'a' && code <= 'z') || code == '~') { @@ -392,32 +868,110 @@ namespace console { } } } +#if defined(_WIN32) + } else if (input_char == KEY_ARROW_LEFT) { + if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + byte_pos = prev_utf8_char_pos(line, byte_pos); + } + } else if (input_char == KEY_ARROW_RIGHT) { + if (char_pos < widths.size()) { + int w = widths[char_pos]; + move_cursor(w); + char_pos++; + byte_pos = next_utf8_char_pos(line, byte_pos); + } + } else if (input_char == KEY_CTRL_ARROW_LEFT) { + move_word_left(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_CTRL_ARROW_RIGHT) { + move_word_right(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_HOME) { + move_to_line_start(char_pos, byte_pos, widths); + } else if (input_char == KEY_END) { + move_to_line_end(char_pos, byte_pos, widths, line); + } else if (input_char == KEY_DELETE) { + delete_at_cursor(line, widths, char_pos, byte_pos); + } else if (input_char == KEY_ARROW_UP || input_char == KEY_ARROW_DOWN) { + if (input_char == KEY_ARROW_UP) { + history_prev(); + is_special_char = false; + } else if (input_char == KEY_ARROW_DOWN) { + history_next(); + is_special_char = false; + } +#endif } else if (input_char == 0x08 || input_char == 0x7F) { // Backspace - if (!widths.empty()) { - int count; - do { - count = widths.back(); - widths.pop_back(); - // Move cursor back, print space, and move cursor back again - for (int i = 0; i < count; i++) { - replace_last(' '); - pop_cursor(); - } - pop_back_utf8_char(line); - } while (count == 0 && !widths.empty()); + if (char_pos > 0) { + int w = widths[char_pos - 1]; + move_cursor(-w); + char_pos--; + size_t prev_pos = prev_utf8_char_pos(line, byte_pos); + size_t char_len = byte_pos - prev_pos; + byte_pos = prev_pos; + + // remove the character + line.erase(byte_pos, char_len); + widths.erase(widths.begin() + char_pos); + + // redraw tail + size_t p = byte_pos; + int tail_width = 0; + for (size_t i = char_pos; i < widths.size(); ++i) { + size_t next_p = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, next_p - p, widths[i]); + tail_width += widths[i]; + p = next_p; + } + + // clear display + for (int i = 0; i < w; ++i) { + fputc(' ', out); + } + move_cursor(-(tail_width + w)); } } else { - int offset = line.length(); - append_utf8(input_char, line); - int width = put_codepoint(line.c_str() + offset, line.length() - offset, estimateWidth(input_char)); - if (width < 0) { - width = 0; + // insert character + std::string new_char_str; + append_utf8(input_char, new_char_str); + int w = estimateWidth(input_char); + + if (char_pos == widths.size()) { + // insert at the end + line += new_char_str; + int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w); + if (real_w < 0) real_w = 0; + widths.push_back(real_w); + byte_pos += new_char_str.length(); + char_pos++; + } else { + // insert in middle + line.insert(byte_pos, new_char_str); + + int real_w = put_codepoint(new_char_str.c_str(), new_char_str.length(), w); + if (real_w < 0) real_w = 0; + + widths.insert(widths.begin() + char_pos, real_w); + + // print the tail + size_t p = byte_pos + new_char_str.length(); + int tail_width = 0; + for (size_t i = char_pos + 1; i < widths.size(); ++i) { + size_t next_p = next_utf8_char_pos(line, p); + put_codepoint(line.c_str() + p, next_p - p, widths[i]); + tail_width += widths[i]; + p = next_p; + } + + move_cursor(-tail_width); + + byte_pos += new_char_str.length(); + char_pos++; } - widths.push_back(width); } if (!line.empty() && (line.back() == '\\' || line.back() == '/')) { - set_display(prompt); replace_last(line.back()); is_special_char = true; } @@ -451,6 +1005,15 @@ namespace console { } } + if (!end_of_stream && !line.empty()) { + // remove the trailing newline for history storage + if (!line.empty() && line.back() == '\n') { + line.pop_back(); + } + // TODO: maybe support multiline history entries? + history.add(line); + } + fflush(out); return has_more; } @@ -493,12 +1056,82 @@ namespace console { } bool readline(std::string & line, bool multiline_input) { - set_display(user_input); - if (simple_io) { return readline_simple(line, multiline_input); } return readline_advanced(line, multiline_input); } + namespace spinner { + static const char LOADING_CHARS[] = {'|', '/', '-', '\\'}; + static std::condition_variable cv_stop; + static std::thread th; + static size_t frame = 0; // only modified by one thread + static bool running = false; + static std::mutex mtx; + static auto wait_time = std::chrono::milliseconds(100); + static void draw_next_frame() { + // don't need lock because only one thread modifies running + frame = (frame + 1) % sizeof(LOADING_CHARS); + replace_last(LOADING_CHARS[frame]); + fflush(out); + } + void start() { + std::unique_lock lock(mtx); + if (simple_io || running) { + return; + } + common_log_flush(common_log_main()); + fprintf(out, "%c", LOADING_CHARS[0]); + fflush(out); + frame = 1; + running = true; + th = std::thread([]() { + std::unique_lock lock(mtx); + while (true) { + if (cv_stop.wait_for(lock, wait_time, []{ return !running; })) { + break; + } + draw_next_frame(); + } + }); + } + void stop() { + { + std::unique_lock lock(mtx); + if (simple_io || !running) { + return; + } + running = false; + cv_stop.notify_all(); + } + if (th.joinable()) { + th.join(); + } + replace_last(' '); + pop_cursor(); + fflush(out); + } + } + + void log(const char * fmt, ...) { + va_list args; + va_start(args, fmt); + vfprintf(out, fmt, args); + va_end(args); + } + + void error(const char * fmt, ...) { + va_list args; + va_start(args, fmt); + display_type cur = current_display; + set_display(DISPLAY_TYPE_ERROR); + vfprintf(out, fmt, args); + set_display(cur); // restore previous color + va_end(args); + } + + void flush() { + fflush(out); + } } diff --git a/common/console.h b/common/console.h index ec175269b..fad6d3953 100644 --- a/common/console.h +++ b/common/console.h @@ -2,18 +2,40 @@ #pragma once +#include "common.h" + #include -namespace console { - enum display_t { - reset = 0, - prompt, - user_input, - error - }; +enum display_type { + DISPLAY_TYPE_RESET = 0, + DISPLAY_TYPE_INFO, + DISPLAY_TYPE_PROMPT, + DISPLAY_TYPE_REASONING, + DISPLAY_TYPE_USER_INPUT, + DISPLAY_TYPE_ERROR +}; +namespace console { void init(bool use_simple_io, bool use_advanced_display); void cleanup(); - void set_display(display_t display); + void set_display(display_type display); bool readline(std::string & line, bool multiline_input); + + namespace spinner { + void start(); + void stop(); + } + + // note: the logging API below output directly to stdout + // it can negatively impact performance if used on inference thread + // only use in in a dedicated CLI thread + // for logging in inference thread, use log.h instead + + LLAMA_COMMON_ATTRIBUTE_FORMAT(1, 2) + void log(const char * fmt, ...); + + LLAMA_COMMON_ATTRIBUTE_FORMAT(1, 2) + void error(const char * fmt, ...); + + void flush(); } diff --git a/common/log.cpp b/common/log.cpp index 00a03f158..b17d2b62c 100644 --- a/common/log.cpp +++ b/common/log.cpp @@ -420,6 +420,11 @@ void common_log_set_timestamps(struct common_log * log, bool timestamps) { log->set_timestamps(timestamps); } +void common_log_flush(struct common_log * log) { + log->pause(); + log->resume(); +} + static int common_get_verbosity(enum ggml_log_level level) { switch (level) { case GGML_LOG_LEVEL_DEBUG: return LOG_LEVEL_DEBUG; diff --git a/common/log.h b/common/log.h index b24f5f000..f0f8471b5 100644 --- a/common/log.h +++ b/common/log.h @@ -84,6 +84,7 @@ void common_log_set_file (struct common_log * log, const char * file); // n void common_log_set_colors (struct common_log * log, log_colors colors); // not thread-safe void common_log_set_prefix (struct common_log * log, bool prefix); // whether to output prefix to each log void common_log_set_timestamps(struct common_log * log, bool timestamps); // whether to output timestamps in the prefix +void common_log_flush (struct common_log * log); // flush all pending log messages // helper macros for logging // use these to avoid computing log arguments if the verbosity of the log is higher than the threshold diff --git a/common/preset.cpp b/common/preset.cpp new file mode 100644 index 000000000..09ac171b7 --- /dev/null +++ b/common/preset.cpp @@ -0,0 +1,180 @@ +#include "arg.h" +#include "preset.h" +#include "peg-parser.h" +#include "log.h" + +#include +#include +#include + +static std::string rm_leading_dashes(const std::string & str) { + size_t pos = 0; + while (pos < str.size() && str[pos] == '-') { + ++pos; + } + return str.substr(pos); +} + +std::vector common_preset::to_args() const { + std::vector args; + + for (const auto & [opt, value] : options) { + args.push_back(opt.args.back()); // use the last arg as the main arg + if (opt.value_hint == nullptr && opt.value_hint_2 == nullptr) { + // flag option, no value + if (common_arg_utils::is_falsey(value)) { + // skip the flag + args.pop_back(); + } + } + if (opt.value_hint != nullptr) { + // single value + args.push_back(value); + } + if (opt.value_hint != nullptr && opt.value_hint_2 != nullptr) { + throw std::runtime_error(string_format( + "common_preset::to_args(): option '%s' has two values, which is not supported yet", + opt.args.back() + )); + } + } + + return args; +} + +std::string common_preset::to_ini() const { + std::ostringstream ss; + + ss << "[" << name << "]\n"; + for (const auto & [opt, value] : options) { + auto espaced_value = value; + string_replace_all(espaced_value, "\n", "\\\n"); + ss << rm_leading_dashes(opt.args.back()) << " = "; + ss << espaced_value << "\n"; + } + ss << "\n"; + + return ss.str(); +} + +static std::map> parse_ini_from_file(const std::string & path) { + std::map> parsed; + + if (!std::filesystem::exists(path)) { + throw std::runtime_error("preset file does not exist: " + path); + } + + std::ifstream file(path); + if (!file.good()) { + throw std::runtime_error("failed to open server preset file: " + path); + } + + std::string contents((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + + static const auto parser = build_peg_parser([](auto & p) { + // newline ::= "\r\n" / "\n" / "\r" + auto newline = p.rule("newline", p.literal("\r\n") | p.literal("\n") | p.literal("\r")); + + // ws ::= [ \t]* + auto ws = p.rule("ws", p.chars("[ \t]", 0, -1)); + + // comment ::= [;#] (!newline .)* + auto comment = p.rule("comment", p.chars("[;#]", 1, 1) + p.zero_or_more(p.negate(newline) + p.any())); + + // eol ::= ws comment? (newline / EOF) + auto eol = p.rule("eol", ws + p.optional(comment) + (newline | p.end())); + + // ident ::= [a-zA-Z_] [a-zA-Z0-9_.-]* + auto ident = p.rule("ident", p.chars("[a-zA-Z_]", 1, 1) + p.chars("[a-zA-Z0-9_.-]", 0, -1)); + + // value ::= (!eol-start .)* + auto eol_start = p.rule("eol-start", ws + (p.chars("[;#]", 1, 1) | newline | p.end())); + auto value = p.rule("value", p.zero_or_more(p.negate(eol_start) + p.any())); + + // header-line ::= "[" ws ident ws "]" eol + auto header_line = p.rule("header-line", "[" + ws + p.tag("section-name", p.chars("[^]]")) + ws + "]" + eol); + + // kv-line ::= ident ws "=" ws value eol + auto kv_line = p.rule("kv-line", p.tag("key", ident) + ws + "=" + ws + p.tag("value", value) + eol); + + // comment-line ::= ws comment (newline / EOF) + auto comment_line = p.rule("comment-line", ws + comment + (newline | p.end())); + + // blank-line ::= ws (newline / EOF) + auto blank_line = p.rule("blank-line", ws + (newline | p.end())); + + // line ::= header-line / kv-line / comment-line / blank-line + auto line = p.rule("line", header_line | kv_line | comment_line | blank_line); + + // ini ::= line* EOF + auto ini = p.rule("ini", p.zero_or_more(line) + p.end()); + + return ini; + }); + + common_peg_parse_context ctx(contents); + const auto result = parser.parse(ctx); + if (!result.success()) { + throw std::runtime_error("failed to parse server config file: " + path); + } + + std::string current_section = COMMON_PRESET_DEFAULT_NAME; + std::string current_key; + + ctx.ast.visit(result, [&](const auto & node) { + if (node.tag == "section-name") { + const std::string section = std::string(node.text); + current_section = section; + parsed[current_section] = {}; + } else if (node.tag == "key") { + const std::string key = std::string(node.text); + current_key = key; + } else if (node.tag == "value" && !current_key.empty() && !current_section.empty()) { + parsed[current_section][current_key] = std::string(node.text); + current_key.clear(); + } + }); + + return parsed; +} + +static std::map get_map_key_opt(common_params_context & ctx_params) { + std::map mapping; + for (const auto & opt : ctx_params.options) { + if (opt.env != nullptr) { + mapping[opt.env] = opt; + } + for (const auto & arg : opt.args) { + mapping[rm_leading_dashes(arg)] = opt; + } + } + return mapping; +} + +common_presets common_presets_load(const std::string & path, common_params_context & ctx_params) { + common_presets out; + auto key_to_opt = get_map_key_opt(ctx_params); + auto ini_data = parse_ini_from_file(path); + + for (auto section : ini_data) { + common_preset preset; + if (section.first.empty()) { + preset.name = COMMON_PRESET_DEFAULT_NAME; + } else { + preset.name = section.first; + } + LOG_DBG("loading preset: %s\n", preset.name.c_str()); + for (const auto & [key, value] : section.second) { + LOG_DBG("option: %s = %s\n", key.c_str(), value.c_str()); + if (key_to_opt.find(key) != key_to_opt.end()) { + preset.options[key_to_opt[key]] = value; + LOG_DBG("accepted option: %s = %s\n", key.c_str(), value.c_str()); + } else { + // TODO: maybe warn about unknown key? + } + } + out[preset.name] = preset; + } + + return out; +} diff --git a/common/preset.h b/common/preset.h new file mode 100644 index 000000000..dceb849eb --- /dev/null +++ b/common/preset.h @@ -0,0 +1,32 @@ +#pragma once + +#include "common.h" +#include "arg.h" + +#include +#include +#include + +// +// INI preset parser and writer +// + +constexpr const char * COMMON_PRESET_DEFAULT_NAME = "default"; + +struct common_preset { + std::string name; + // TODO: support repeated args in the future + std::map options; + + // convert preset to CLI argument list + std::vector to_args() const; + + // convert preset to INI format string + std::string to_ini() const; + + // TODO: maybe implement to_env() if needed +}; + +// interface for multiple presets in one file +using common_presets = std::map; +common_presets common_presets_load(const std::string & path, common_params_context & ctx_params); diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 2cc2a3882..867bc9053 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -383,6 +383,17 @@ def dequant_packed(w: Tensor, scale: Tensor, shape_tensor: Tensor, zero_point: T s = self.model_tensors[name] self.model_tensors[weight_name] = lambda w=w, s=s, bs=block_size: dequant_simple(w(), s(), bs) tensors_to_remove.append(name) + if name.endswith(".activation_scale"): # unused + tensors_to_remove.append(name) + # mistral format + if name.endswith(".qscale_weight"): + weight_name = name.removesuffix("qscale_weight") + "weight" + w = self.model_tensors[weight_name] + s = self.model_tensors[name] + self.model_tensors[weight_name] = lambda w=w, s=s, bs=block_size: dequant_simple(w(), s(), bs) + tensors_to_remove.append(name) + if name.endswith(".qscale_act"): + tensors_to_remove.append(name) elif quant_method == "gptq": for name in self.model_tensors.keys(): if name.endswith(".qweight"): @@ -2854,13 +2865,10 @@ def set_gguf_parameters(self): self.gguf_writer.add_attn_temperature_scale(rope_params["llama_4_scaling_beta"]) def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None): - # TODO: probably not worth supporting quantized weight, as official BF16 is also available - if name.endswith("weight_scale_inv"): - raise ValueError("This is a quantized weight, please use BF16 weight instead") - name = name.replace("language_model.", "") if "multi_modal_projector" in name or "vision_tower" in name: return [] + return super().modify_tensors(data_torch, name, bid) @@ -9898,6 +9906,18 @@ def __init__(self, *args, **kwargs): self.gguf_writer.add_architecture() self.tensor_map = gguf.get_tensor_name_map(self.model_arch, self.block_count) + def dequant_model(self): + # transform quantization config into HF format + quant_config = self.hparams.get("quantization") + if quant_config is not None: + assert quant_config["qformat_weight"] == "fp8_e4m3" + self.hparams["quantization_config"] = { + "activation_scheme": "static", + "quant_method": "fp8", + "weight_block_size": None, + } + return super().dequant_model() + @staticmethod def get_community_chat_template(vocab: MistralVocab, templates_dir: Path, is_mistral_format: bool): assert TokenizerVersion is not None and Tekkenizer is not None and SentencePieceTokenizer is not None, _mistral_import_error_msg diff --git a/docs/ops.md b/docs/ops.md index ef1febcca..43163b39a 100644 --- a/docs/ops.md +++ b/docs/ops.md @@ -16,12 +16,12 @@ Legend: |-----------|------|------|------|------|------|------|------|------|------|------|------| | ABS | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | ACC | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| ADD | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | ADD1 | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| ADD_ID | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | | ARANGE | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ARGMAX | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| ARGSORT | ❌ | ✅ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | | CEIL | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | | CLAMP | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | | CONCAT | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | @@ -36,15 +36,16 @@ Legend: | CPY | ❌ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | | CROSS_ENTROPY_LOSS | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | CROSS_ENTROPY_LOSS_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| CUMSUM | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| CUMSUM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| DIAG | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | DIAG_MASK_INF | ❌ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | -| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| DIV | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | DUP | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | ✅ | ✅ | ❌ | ❌ | ❌ | | ELU | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | | EXP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | | EXPM1 | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| FILL | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | -| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| FILL | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| FLASH_ATTN_EXT | ❌ | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | ❌ | 🟡 | ❌ | ❌ | ❌ | | FLOOR | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | | GATED_LINEAR_ATTN | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | | GEGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | @@ -64,8 +65,8 @@ Legend: | L2_NORM | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | LEAKY_RELU | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | | LOG | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | -| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| MEAN | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | +| MUL | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | MUL_MAT | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | 🟡 | | MUL_MAT_ID | ❌ | 🟡 | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | | NEG | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | @@ -74,7 +75,7 @@ Legend: | OPT_STEP_ADAMW | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | OPT_STEP_SGD | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | OUT_PROD | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | ❌ | -| PAD | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | 🟡 | ✅ | ❌ | ❌ | ❌ | +| PAD | ❌ | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | | PAD_REFLECT_1D | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | | POOL_2D | ❌ | 🟡 | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | REGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | @@ -83,7 +84,7 @@ Legend: | REPEAT_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | RMS_NORM | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | RMS_NORM_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | -| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | +| RMS_NORM_MUL_ADD | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | | ROLL | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | | ROPE | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | ROPE_BACK | ❌ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | @@ -102,21 +103,21 @@ Legend: | SOFTPLUS | ❌ | ❌ | ✅ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | | SOFT_MAX | ❌ | 🟡 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SOFT_MAX_BACK | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | ❌ | -| SOLVE_TRI | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | -| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | -| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | -| SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | +| SOLVE_TRI | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| SQR | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| SQRT | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| SSM_CONV | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | | SSM_SCAN | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | | STEP | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | ✅ | ❌ | ❌ | +| SUB | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | | SUM | ❌ | ✅ | ✅ | 🟡 | 🟡 | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | -| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | ❌ | +| SUM_ROWS | ❌ | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ✅ | ❌ | ❌ | ❌ | | SWIGLU | ❌ | ✅ | ✅ | ✅ | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | -| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | 🟡 | ✅ | ❌ | ❌ | +| SWIGLU_OAI | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | ❌ | 🟡 | ✅ | ❌ | ❌ | | TANH | ❌ | ✅ | ✅ | 🟡 | 🟡 | ✅ | ✅ | 🟡 | ✅ | ❌ | ❌ | | TIMESTEP_EMBEDDING | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | -| TOP_K | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | -| TRI | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | +| TOP_K | ❌ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | 🟡 | ❌ | ❌ | ❌ | +| TRI | ❌ | ❌ | ✅ | ✅ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | | TRUNC | ❌ | ❌ | ✅ | 🟡 | ❌ | ❌ | 🟡 | 🟡 | ❌ | ❌ | ❌ | -| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | ✅ | 🟡 | 🟡 | ❌ | ❌ | ❌ | +| UPSCALE | ❌ | 🟡 | ✅ | ✅ | 🟡 | 🟡 | 🟡 | 🟡 | ❌ | ❌ | ❌ | | XIELU | ❌ | ❌ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ | ❌ | diff --git a/docs/ops/CPU.csv b/docs/ops/CPU.csv index 7c223e279..fef3bbce7 100644 --- a/docs/ops/CPU.csv +++ b/docs/ops/CPU.csv @@ -4964,6 +4964,7 @@ "CPU","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","CPU" "CPU","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","CPU" "CPU","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","CPU" +"CPU","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","CPU" "CPU","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","CPU" "CPU","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","CPU" "CPU","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","CPU" @@ -5419,17 +5420,45 @@ "CPU","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" "CPU","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" +"CPU","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CPU" +"CPU","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CPU" "CPU","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CPU" -"CPU","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","CPU" -"CPU","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","CPU" -"CPU","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","CPU" -"CPU","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","CPU" -"CPU","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","CPU" -"CPU","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","CPU" -"CPU","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","CPU" -"CPU","CONT","type=bf16,ne=[2,1,1,1]","support","1","yes","CPU" -"CPU","CONT","type=bf16,ne=[2,1,3,5]","support","1","yes","CPU" -"CPU","CONT","type=bf16,ne=[2,3,5,7]","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CPU" +"CPU","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CPU" "CPU","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" "CPU","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" "CPU","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" @@ -5655,6 +5684,7 @@ "CPU","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" "CPU","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CPU" "CPU","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" +"CPU","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","CPU" 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+"CPU","TOP_K","type=f32,ne=[2048,2,1,3],k=7,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[2049,2,1,3],k=7,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[16,10,10,10],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[60,10,10,10],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[1023,2,1,3],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[1024,2,1,3],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[1025,2,1,3],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[16384,1,1,1],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[2047,2,1,3],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[2048,2,1,3],k=15,ties=0","support","1","yes","CPU" +"CPU","TOP_K","type=f32,ne=[2049,2,1,3],k=15,ties=0","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=0","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=nearest,transpose=1","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=nearest,flags=none","support","1","yes","CPU" @@ -9435,6 +9860,10 @@ "CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=bicubic,transpose=1","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bicubic,flags=none","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bicubic,flags=none","support","1","yes","CPU" +"CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=0","support","1","yes","CPU" +"CPU","UPSCALE","type=f32,ne=[512,512,3,2],scale_factor=2,mode=513,transpose=1","support","1","yes","CPU" +"CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","1","yes","CPU" +"CPU","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","CPU" "CPU","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","CPU" @@ -9463,15 +9892,30 @@ "CPU","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","CPU" "CPU","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","CPU" "CPU","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","1","yes","CPU" "CPU","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","CPU" "CPU","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","CPU" "CPU","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","CPU" "CPU","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","CPU" +"CPU","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","CPU" "CPU","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","CPU" "CPU","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","CPU" "CPU","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","CPU" +"CPU","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","CPU" "CPU","XIELU","type=f32,ne=[10,5,4,3]","support","1","yes","CPU" "CPU","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","CPU" "CPU","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","CPU" @@ -9480,6 +9924,10 @@ "CPU","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","CPU" "CPU","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","CPU" "CPU","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","CPU" +"CPU","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","CPU" +"CPU","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","CPU" @@ -9487,10 +9935,16 @@ "CPU","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","CPU" "CPU","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","1","yes","CPU" -"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","1","yes","CPU" +"CPU","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","1","yes","CPU" +"CPU","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[300,64,4,4]","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","1","yes","CPU" +"CPU","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CPU" "CPU","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","1","yes","CPU" diff --git a/docs/ops/CUDA.csv b/docs/ops/CUDA.csv index 56ba32273..22c84dd14 100644 --- a/docs/ops/CUDA.csv +++ b/docs/ops/CUDA.csv @@ -4964,6 +4964,7 @@ "CUDA0","CONV_TRANSPOSE_1D","ne_input=[2,1,1,1],ne_kernel=[3,1,1,1],s0=1,p0=0,d0=1","support","1","yes","CUDA" "CUDA0","CONV_TRANSPOSE_2D","ne_input=[3,2,3,1],ne_kernel=[2,2,1,3],stride=1","support","1","yes","CUDA" "CUDA0","CONV_TRANSPOSE_2D","ne_input=[10,10,9,1],ne_kernel=[3,3,1,9],stride=2","support","1","yes","CUDA" +"CUDA0","CONV_TRANSPOSE_2D","ne_input=[129,63,35,1],ne_kernel=[3,3,48,35],stride=1","support","1","yes","CUDA" "CUDA0","COUNT_EQUAL","type=f32,ne=[4,500,1,1]","support","1","yes","CUDA" "CUDA0","COUNT_EQUAL","type=f32,ne=[4,5000,1,1]","support","1","yes","CUDA" "CUDA0","ARGMAX","type=f32,ne=[32,1,1,1]","support","1","yes","CUDA" @@ -5419,17 +5420,45 @@ "CUDA0","CPY","type_src=f16,type_dst=f16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" "CUDA0","CPY","type_src=f32,type_dst=f32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" "CUDA0","CPY","type_src=bf16,type_dst=bf16,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" +"CUDA0","CPY","type_src=i32,type_dst=i32,ne=[256,4,1,1],permute_src=[0,0,0,0],permute_dst=[0,0,0,0],_src_transpose=1","support","1","yes","CUDA" +"CUDA0","CPY","type_src=i32,type_dst=i32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CUDA" "CUDA0","CPY","type_src=f32,type_dst=f32,ne=[256,1,4,1],permute_src=[1,2,0,3],permute_dst=[0,0,0,0],_src_transpose=0","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[10,10,10,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=f32,ne=[2,3,5,7]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=f16,ne=[2,3,5,7]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,1,1,1]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,1,3,5]","support","1","yes","CUDA" -"CUDA0","CONT","type=bf16,ne=[2,3,5,7]","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=1","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=i32,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=f16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,1,1,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,1,3,5],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[2,3,5,7],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[1,4,4,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[1,8,17,1],use_view_slice=0","support","1","yes","CUDA" +"CUDA0","CONT","type=bf16,ne=[10,10,10,1],use_view_slice=0","support","1","yes","CUDA" "CUDA0","ADD","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","SUB","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","MUL","type=f16,ne=[1,1,8,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" @@ -5655,6 +5684,7 @@ "CUDA0","MUL","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","DIV","type=f32,ne=[64,262144,1,1],nr=[1,1,1,1],nf=1","support","1","yes","CUDA" "CUDA0","ADD1","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" +"CUDA0","ADD1","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=0.000000,inplace=0","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=0","support","1","yes","CUDA" "CUDA0","SCALE","type=f32,ne=[10,10,10,10],scale=2.000000,bias=1.000000,inplace=1","support","1","yes","CUDA" @@ -8644,9 +8674,13 @@ "CUDA0","CLAMP","type=f16,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f16,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CUDA" "CUDA0","FLOOR","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","FLOOR","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","CEIL","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","CEIL","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","ROUND","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","ROUND","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","TRUNC","type=f16,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","TRUNC","type=f16,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","SQR","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" "CUDA0","SQRT","type=f32,ne=[10,3,3,2]","support","1","yes","CUDA" "CUDA0","LOG","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" @@ -8666,9 +8700,13 @@ "CUDA0","CLAMP","type=f32,ne=[7,1,5,3],min=-0.500000,max=0.500000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f32,ne_a=[7,1,5,3],negative_slope=0.100000","support","1","yes","CUDA" "CUDA0","FLOOR","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","FLOOR","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","CEIL","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","CEIL","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","ROUND","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","ROUND","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","TRUNC","type=f32,ne=[7,1,5,3]","support","1","yes","CUDA" +"CUDA0","TRUNC","type=f32,ne=[1024,1024,1,1]","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,1,1],n_past=5","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,3,1],n_past=5","support","1","yes","CUDA" "CUDA0","DIAG_MASK_INF","type=f32,ne=[10,10,3,2],n_past=5","support","1","yes","CUDA" @@ -9411,18 +9449,405 @@ "CUDA0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=2,v=3","support","0","no","CUDA" "CUDA0","CONCAT","type=f32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","1","yes","CUDA" "CUDA0","CONCAT","type=i32,ne_a=[11,12,13,14],ne_b_d=7,dim=3,v=3","support","0","no","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","CUDA" "CUDA0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[512,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1023,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1024,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2047,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2048,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4095,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4096,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[8191,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[8192,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16383,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16384,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32767,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32768,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[65535,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[65536,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[131071,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[131072,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[262143,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[262144,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[524287,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[524288,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1048575,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1048576,1,1,1],order=0","support","1","yes","CUDA" "CUDA0","ARGSORT","type=f32,ne=[16,10,10,10],order=0","support","1","yes","CUDA" "CUDA0","ARGSORT","type=f32,ne=[60,10,10,10],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1023,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1024,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[1025,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2047,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2048,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2049,2,1,3],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[2,8,8192,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[3,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[4,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[7,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[8,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[15,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[16,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[31,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[32,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[63,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[64,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[127,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[128,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[255,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[256,1,1,1],order=0","support","1","yes","CUDA" +"CUDA0","ARGSORT","type=f32,ne=[511,1,1,1],order=0","support","1","yes","CUDA" 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+"CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=none","support","1","yes","CUDA" +"CUDA0","UPSCALE","type=f32,ne=[5,7,11,13],ne_tgt=[2,5,7,11],mode=bilinear,flags=none","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[2,5,7,11],ne_tgt=[5,7,11,13],mode=bilinear,flags=align_corners","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[1,4,3,2],ne_tgt=[2,8,3,2],mode=bilinear,flags=align_corners","support","1","yes","CUDA" "CUDA0","UPSCALE","type=f32,ne=[4,1,3,2],ne_tgt=[1,1,3,2],mode=bilinear,flags=align_corners","support","1","yes","CUDA" @@ -9463,34 +9892,59 @@ "CUDA0","GROUP_NORM","type=f32,ne=[64,64,320,1],num_groups=32,eps=0.000001","support","1","yes","CUDA" "CUDA0","GROUP_NORM","type=f32,ne=[9,9,1280,1],num_groups=32,eps=0.000001","support","1","yes","CUDA" "CUDA0","ACC","type=f32,ne_a=[256,17,1,1],ne_b=[256,16,1,1]","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],pad_0=1,pad_1=1,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[33,17,2,1],pad_0=4,pad_1=3,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,3,1],lp0=1,rp0=1,lp1=1,rp1=1,lp2=1,rp2=1,lp3=1,rp3=1,v=0,circular=0","support","1","yes","CUDA" "CUDA0","PAD_REFLECT_1D","type=f32,ne_a=[512,34,2,1],pad_0=10,pad_1=9","support","1","yes","CUDA" "CUDA0","PAD_REFLECT_1D","type=f32,ne_a=[3000,384,4,1],pad_0=10,pad_1=9","support","1","yes","CUDA" "CUDA0","ROLL","shift0=3,shift1=-2,shift3=1,shift4=-1","support","1","yes","CUDA" "CUDA0","ARANGE","type=f32,start=0.000000,stop=10.000000,step=1.000000","support","1","yes","CUDA" +"CUDA0","ARANGE","type=f32,start=0.000000,stop=1048576.000000,step=1.000000","support","1","yes","CUDA" "CUDA0","TIMESTEP_EMBEDDING","type=f32,ne_a=[2,1,1,1],dim=320,max_period=10000","support","1","yes","CUDA" "CUDA0","LEAKY_RELU","type=f32,ne_a=[10,5,4,3],negative_slope=0.100000","support","1","yes","CUDA" -"CUDA0","CUMSUM","type=f32,ne=[10,5,4,3]","support","0","no","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[10,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[127,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[128,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[128,128,4,4]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[255,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[256,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[511,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[512,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[1023,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[1024,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[2047,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[2048,5,4,3]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[242004,1,1,1]","support","1","yes","CUDA" +"CUDA0","CUMSUM","type=f32,ne=[375960,1,1,1]","support","1","yes","CUDA" "CUDA0","XIELU","type=f32,ne=[10,5,4,3]","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","0","no","CUDA" -"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","0","no","CUDA" -"CUDA0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","0","no","CUDA" -"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","0","no","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=3","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=2","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=1","support","1","yes","CUDA" +"CUDA0","TRI","type=f32,ne=[10,10,4,3],tri_type=0","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[10,10,4,3],c=0.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[303,207,11,3],c=2.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[800,600,4,4],c=-152.000000","support","1","yes","CUDA" +"CUDA0","FILL","type=f32,ne=[2048,512,2,2],c=3.500000","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[10,1,4,3]","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[79,1,19,13]","support","1","yes","CUDA" +"CUDA0","DIAG","type=f32,ne=[256,1,8,16]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[10,10,4,3],ne_rhs=[3,10,4,3]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[11,11,1,1],ne_rhs=[5,11,1,1]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[17,17,2,4],ne_rhs=[9,17,2,4]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[30,30,7,1],ne_rhs=[8,30,7,1]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[42,42,5,2],ne_rhs=[10,42,5,2]","support","1","yes","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,2,2],ne_rhs=[10,64,2,2]","support","1","yes","CUDA" "CUDA0","SOLVE_TRI","type=f32,ne_lhs=[100,100,4,4],ne_rhs=[41,100,4,4]","support","0","no","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0","support","1","yes","CUDA" -"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1","support","0","no","CUDA" -"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1","support","0","no","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[128,128,4,4],ne_rhs=[31,128,4,4]","support","0","no","CUDA" +"CUDA0","SOLVE_TRI","type=f32,ne_lhs=[64,64,4,4],ne_rhs=[300,64,4,4]","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=0","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=0,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=0,circular=1","support","1","yes","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=0","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=0","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[512,512,1,1],lp0=0,rp0=1,lp1=0,rp1=1,lp2=0,rp2=0,lp3=0,rp3=0,v=1,circular=1","support","0","no","CUDA" +"CUDA0","PAD","type=f32,ne_a=[11,22,33,44],lp0=1,rp0=2,lp1=3,rp1=4,lp2=5,rp2=6,lp3=7,rp3=8,v=1,circular=1","support","0","no","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","1","yes","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","1","yes","CUDA" "CUDA0","FLASH_ATTN_EXT","hsk=40,hsv=40,nh=4,nr23=[1,1],kv=113,nb=1,mask=1,sinks=1,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","CUDA" diff --git a/docs/ops/OpenCL.csv b/docs/ops/OpenCL.csv index df352e1ea..997d8a420 100644 --- a/docs/ops/OpenCL.csv +++ b/docs/ops/OpenCL.csv @@ -27,8 +27,20 @@ "OpenCL","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","SGN","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" @@ -57,8 +69,20 @@ "OpenCL","HARDSIGMOID","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","EXP","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","CEIL","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","ROUND","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f16,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","SGN","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" @@ -87,8 +111,20 @@ "OpenCL","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" "OpenCL","EXP","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","EXPM1","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","SOFTPLUS","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","GELU_ERF","type=f32,ne_a=[128,2,2,2],v=0","support","1","yes","OpenCL" "OpenCL","GELU_ERF","type=f32,ne_a=[5,7,11,13],v=0","support","1","yes","OpenCL" +"OpenCL","FLOOR","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","FLOOR","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","CEIL","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","ROUND","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f32,ne_a=[128,2,2,2],v=0","support","0","no","OpenCL" +"OpenCL","TRUNC","type=f32,ne_a=[5,7,11,13],v=0","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" "OpenCL","ABS","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" "OpenCL","SGN","type=f32,ne_a=[128,2,2,2],v=1","support","0","no","OpenCL" @@ -117,8 +153,20 @@ "OpenCL","HARDSIGMOID","type=f32,ne_a=[5,7,11,13],v=1","support","0","no","OpenCL" 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+"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=3,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=32,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f32,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=f16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=bf16,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q8_0,permute=[0,1,2,3]","support","0","no","OpenCL" +"OpenCL","FLASH_ATTN_EXT","hsk=576,hsv=512,nh=4,nr23=[4,1],kv=512,nb=35,mask=0,sinks=0,max_bias=0.000000,logit_softcap=0.000000,prec=f32,type_KV=q4_0,permute=[0,1,2,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS","type=f32,ne=[30000,1,1,1]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" "OpenCL","CROSS_ENTROPY_LOSS_BACK","type=f32,ne=[30000,1,1,1]","support","0","no","OpenCL" "OpenCL","OPT_STEP_ADAMW","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" +"OpenCL","OPT_STEP_SGD","type=f32,ne=[10,5,4,3]","support","0","no","OpenCL" diff --git a/examples/gen-docs/gen-docs.cpp b/examples/gen-docs/gen-docs.cpp index 77c59a836..420195f19 100644 --- a/examples/gen-docs/gen-docs.cpp +++ b/examples/gen-docs/gen-docs.cpp @@ -76,7 +76,7 @@ static void export_md(std::string fname, llama_example ex) { } int main(int, char **) { - export_md("autogen-main.md", LLAMA_EXAMPLE_MAIN); + export_md("autogen-main.md", LLAMA_EXAMPLE_COMPLETION); export_md("autogen-server.md", LLAMA_EXAMPLE_SERVER); return 0; diff --git a/ggml/CMakeLists.txt b/ggml/CMakeLists.txt index ab5b4760e..0d0a18c41 100644 --- a/ggml/CMakeLists.txt +++ b/ggml/CMakeLists.txt @@ -224,6 +224,8 @@ option(GGML_WEBGPU_CPU_PROFILE "ggml: enable WebGPU profiling (CPU) option(GGML_WEBGPU_GPU_PROFILE "ggml: enable WebGPU profiling (GPU)" OFF) option(GGML_WEBGPU_JSPI "ggml: use JSPI for WebGPU" ON) option(GGML_ZDNN "ggml: use zDNN" OFF) +option(GGML_REMOTING_FRONTEND "ggml: use the API Remoting frontend" OFF) +option(GGML_REMOTING_BACKEND "ggml: use the API Remoting backend" OFF) option(GGML_METAL "ggml: use Metal" ${GGML_METAL_DEFAULT}) option(GGML_METAL_NDEBUG "ggml: disable Metal debugging" OFF) option(GGML_METAL_SHADER_DEBUG "ggml: compile Metal with -fno-fast-math" OFF) @@ -315,6 +317,7 @@ set(GGML_PUBLIC_HEADERS include/ggml-opt.h include/ggml-metal.h include/ggml-rpc.h + include/ggml-remoting-frontend.h include/ggml-sycl.h include/ggml-vulkan.h include/ggml-webgpu.h diff --git a/ggml/include/ggml-remoting-frontend.h b/ggml/include/ggml-remoting-frontend.h new file mode 100644 index 000000000..4c7cd585e --- /dev/null +++ b/ggml/include/ggml-remoting-frontend.h @@ -0,0 +1,16 @@ +#pragma once + +#include "ggml.h" +#include "ggml-backend.h" + +#ifdef __cplusplus +extern "C" { +#endif + +#define GGML_REMOTING_FRONTEND_NAME "RemotingFrontend" + +GGML_BACKEND_API ggml_backend_reg_t ggml_backend_remoting_frontend_reg(); + +#ifdef __cplusplus +} +#endif diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 6bc762c06..686da3dbd 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -2305,13 +2305,11 @@ extern "C" { float stop, float step); -#define GGML_KQ_MASK_PAD 1 - - // q: [n_embd_k, n_batch, n_head, ne3 ] - // k: [n_embd_k, n_kv, n_head_kv, ne3 ] - // v: [n_embd_v, n_kv, n_head_kv, ne3 ] !! not transposed !! - // mask: [n_kv, n_batch_pad, ne32, ne33] !! n_batch_pad = GGML_PAD(n_batch, GGML_KQ_MASK_PAD) !! - // res: [n_embd_v, n_head, n_batch, ne3 ] !! permuted !! + // q: [n_embd_k, n_batch, n_head, ne3 ] + // k: [n_embd_k, n_kv, n_head_kv, ne3 ] + // v: [n_embd_v, n_kv, n_head_kv, ne3 ] !! not transposed !! + // mask: [n_kv, n_batch, ne32, ne33] + // res: [n_embd_v, n_head, n_batch, ne3 ] !! permuted !! // // broadcast: // n_head % n_head_kv == 0 diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index 4c04c3300..20438c57a 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -434,6 +434,8 @@ ggml_add_backend(HIP) ggml_add_backend(METAL) ggml_add_backend(MUSA) ggml_add_backend(RPC) +ggml_add_backend(RemotingFrontend) +ggml_add_backend(RemotingBackend) ggml_add_backend(SYCL) ggml_add_backend(Vulkan) ggml_add_backend(WebGPU) diff --git a/ggml/src/ggml-alloc.c b/ggml/src/ggml-alloc.c index 218222ece..a5995fdc2 100644 --- a/ggml/src/ggml-alloc.c +++ b/ggml/src/ggml-alloc.c @@ -25,6 +25,7 @@ static bool ggml_is_view(const struct ggml_tensor * t) { // ops that return true for this function must not use restrict pointers for their backend implementations bool ggml_op_can_inplace(enum ggml_op op) { switch (op) { + case GGML_OP_FILL: case GGML_OP_SCALE: case GGML_OP_DIAG_MASK_ZERO: case GGML_OP_DIAG_MASK_INF: diff --git a/ggml/src/ggml-backend-reg.cpp b/ggml/src/ggml-backend-reg.cpp index 4181a714a..81c53fe55 100644 --- a/ggml/src/ggml-backend-reg.cpp +++ b/ggml/src/ggml-backend-reg.cpp @@ -69,6 +69,10 @@ #include "ggml-rpc.h" #endif +#ifdef GGML_USE_REMOTINGFRONTEND +#include "ggml-remoting-frontend.h" +#endif + #ifdef GGML_USE_CANN #include "ggml-cann.h" #endif @@ -196,7 +200,12 @@ struct ggml_backend_registry { register_backend(ggml_backend_sycl_reg()); #endif #ifdef GGML_USE_VULKAN + // Add runtime disable check + if (getenv("GGML_DISABLE_VULKAN") == nullptr) { register_backend(ggml_backend_vk_reg()); + } else { + GGML_LOG_DEBUG("Vulkan backend disabled by GGML_DISABLE_VULKAN environment variable"); + } #endif #ifdef GGML_USE_WEBGPU register_backend(ggml_backend_webgpu_reg()); @@ -204,6 +213,10 @@ struct ggml_backend_registry { #ifdef GGML_USE_ZDNN register_backend(ggml_backend_zdnn_reg()); #endif +#ifdef GGML_USE_REMOTINGFRONTEND + register_backend(ggml_backend_remoting_frontend_reg()); +#endif + #ifdef GGML_USE_OPENCL register_backend(ggml_backend_opencl_reg()); #endif @@ -620,6 +633,7 @@ void ggml_backend_load_all_from_path(const char * dir_path) { ggml_backend_load_best("rpc", silent, dir_path); ggml_backend_load_best("sycl", silent, dir_path); ggml_backend_load_best("vulkan", silent, dir_path); + ggml_backend_load_best("remotingfrontend", silent, dir_path); ggml_backend_load_best("opencl", silent, dir_path); ggml_backend_load_best("hexagon", silent, dir_path); ggml_backend_load_best("musa", silent, dir_path); diff --git a/ggml/src/ggml-cann/aclnn_ops.cpp b/ggml/src/ggml-cann/aclnn_ops.cpp index 48f4b7db6..835b53f65 100644 --- a/ggml/src/ggml-cann/aclnn_ops.cpp +++ b/ggml/src/ggml-cann/aclnn_ops.cpp @@ -2251,12 +2251,12 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, int sections[4], bool mrope_used, bool is_imrope, - bool indep_sects) { - ggml_tensor * src0 = dst->src[0]; // input + bool indep_sects, + int64_t rope_dims) { ggml_tensor * src1 = dst->src[1]; // position ggml_tensor * src2 = dst->src[2]; // freq_factors - int64_t theta_scale_length = src0->ne[0] / 2; + int64_t theta_scale_length = rope_dims / 2; int64_t position_length = dst->ne[2]; // TODO: check theta_scale_length and position_length. @@ -2331,18 +2331,17 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, ACL_CHECK(aclrtMemcpyAsync(ctx.rope_cache.theta_scale_cache, theta_scale_length * sizeof(float), ctx.rope_cache.theta_scale_exp_host, theta_scale_length * sizeof(float), ACL_MEMCPY_HOST_TO_DEVICE, ctx.stream())); - - acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float), - theta_scale_ne, theta_scale_nb, 1); } + acl_theta_scale_tensor = ggml_cann_create_tensor(ctx.rope_cache.theta_scale_cache, ACL_FLOAT, sizeof(float), + theta_scale_ne, theta_scale_nb, 1); // Step1.2: prepare rope_yarn_ramp, if this part updated, should update theta_scale_tensor. + // TODO: acl_yarn_ramp_tensor use rope cache. bool yarn_ramp_tensor_updated = false; ggml_cann_pool_alloc yarn_ramp_allocator(ctx.pool()); acl_tensor_ptr acl_yarn_ramp_tensor; - if (ext_factor != 0 && - // TODO: check more parameter. - (ctx.rope_cache.theta_scale_length != theta_scale_length || ctx.rope_cache.freq_scale != freq_scale)) { + if (ext_factor != 0 && (theta_scale_updated || ctx.rope_cache.theta_scale_length != theta_scale_length || + ctx.rope_cache.freq_scale != freq_scale)) { yarn_ramp_tensor_updated = true; // -rope_yarn_ramp @@ -2590,7 +2589,7 @@ static void aclnn_rope_cache_init(ggml_backend_cann_context & ctx, aclnn_muls(ctx, acl_cos_tensor.get(), attn_factor, nullptr, true); } - int64_t sin_reshape_ne[4] = { src0->ne[0], 1, dst->ne[2], 1 }; + int64_t sin_reshape_ne[4] = { rope_dims, 1, dst->ne[2], 1 }; size_t sin_reshape_nb[GGML_MAX_DIMS]; sin_reshape_nb[0] = sizeof(float); for (int i = 1; i < GGML_MAX_DIMS; i++) { @@ -2645,7 +2644,7 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { // param float freq_base, freq_scale, ext_factor, attn_factor, beta_fast, beta_slow; - int sections[4]; + int sections[4]; // const int n_past = ((int32_t *) dst->op_params)[0]; const int n_dims = ((int32_t *) dst->op_params)[1]; const int mode = ((int32_t *) dst->op_params)[2]; @@ -2654,44 +2653,60 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { GGML_TENSOR_UNARY_OP_LOCALS - memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); - memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); - memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); - memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); - memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); - memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); - memcpy(§ions, (int32_t *) dst->op_params + 11, sizeof(int)*4); + memcpy(&freq_base, (int32_t *) dst->op_params + 5, sizeof(float)); + memcpy(&freq_scale, (int32_t *) dst->op_params + 6, sizeof(float)); + memcpy(&ext_factor, (int32_t *) dst->op_params + 7, sizeof(float)); + memcpy(&attn_factor, (int32_t *) dst->op_params + 8, sizeof(float)); + memcpy(&beta_fast, (int32_t *) dst->op_params + 9, sizeof(float)); + memcpy(&beta_slow, (int32_t *) dst->op_params + 10, sizeof(float)); + memcpy(§ions, (int32_t *) dst->op_params + 11, sizeof(int) * 4); - // TODO: n_dims <= ne0 - GGML_ASSERT(n_dims == ne0); GGML_ASSERT(n_dims % 2 == 0); + GGML_ASSERT(n_dims <= ne00); const float theta_scale = powf(freq_base, -2.0f / n_dims); float corr_dims[2]; ggml_rope_yarn_corr_dims(n_dims, n_ctx_orig, freq_base, beta_fast, beta_slow, corr_dims); - bool is_neox = mode & GGML_ROPE_TYPE_NEOX; - const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope - const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; // ggml_rope_multi, note: also true for vision (24 & 8 == true) and for imrope - const bool is_vision = mode == GGML_ROPE_TYPE_VISION; + bool is_neox = mode & GGML_ROPE_TYPE_NEOX; + const bool is_imrope = mode == GGML_ROPE_TYPE_IMROPE; // qwen3vl apply interleaved mrope + // mrope_used means the GGML_ROPE_TYPE_MROPE bit is set. + // Note: this bit is also set for imrope and some vision modes, + // so mrope_used does NOT exclusively indicate pure mrope. + const bool mrope_used = mode & GGML_ROPE_TYPE_MROPE; + const bool is_vision = mode == GGML_ROPE_TYPE_VISION; if (mrope_used) { GGML_ASSERT(sections[0] > 0 || sections[1] > 0 || sections[2] > 0); } if (is_vision) { - GGML_ASSERT(n_dims == ne0/2); + GGML_ASSERT(n_dims == ne0 / 2); } if (is_imrope || mrope_used) { is_neox = true; } + int64_t rope_dims = n_dims; + + //Our current RotaryPositionEmbedding does not support the VISION mode, + //but essentially it only modifies theta_base in mrope, + //then repeats it at the end in the same way as is_neox. + //In fact, RoPE is still applied across all dimensions. + if (is_vision) { + rope_dims = src0->ne[0]; + } + int64_t tail_dims = ne00 - rope_dims; + bool has_tail = tail_dims > 0; + // init ctx.rope_cos/rope_sin cache - aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, mrope_used, is_imrope, is_vision); + aclnn_rope_cache_init(ctx, dst, corr_dims, ext_factor, theta_scale, freq_scale, attn_factor, is_neox, sections, + mrope_used, is_imrope, is_vision, rope_dims); - int64_t sin_reshape_ne[4] = { ne00, 1, ne02, 1 }; + // Cache is generated with ne00 dimensions, so we use ne00 for reshape + int64_t sin_reshape_ne[4] = { rope_dims, 1, ne02, 1 }; size_t sin_reshape_nb[GGML_MAX_DIMS]; sin_reshape_nb[0] = sizeof(float); for (int i = 1; i < GGML_MAX_DIMS; i++) { @@ -2704,7 +2719,6 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { acl_tensor_ptr acl_src = ggml_cann_create_tensor(src0); acl_tensor_ptr acl_dst = ggml_cann_create_tensor(dst); - #ifdef ASCEND_310P // Special ROPE operation for 310P @@ -2844,46 +2858,124 @@ void ggml_cann_rope(ggml_backend_cann_context & ctx, ggml_tensor * dst) { } return; #endif - int64_t acl_mode = is_neox ? 0 : 1; - switch (src0->type) { - case GGML_TYPE_F32: - { - GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(), - acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get()); - break; - } - case GGML_TYPE_F16: - { - ggml_cann_pool_alloc src_trans_allocator(ctx.pool(), ggml_nelements(src0) * sizeof(float)); - void * src_trans_buffer = src_trans_allocator.get(); - ggml_cann_pool_alloc dst_trans_allocator(ctx.pool(), ggml_nelements(dst) * sizeof(float)); - void * dst_trans_buffer = dst_trans_allocator.get(); + // Pre-define head and tail dimensions for reuse + int64_t head_ne[GGML_MAX_DIMS] = { rope_dims, ne01, ne02, ne03 }; + int64_t tail_ne[GGML_MAX_DIMS] = { tail_dims, ne01, ne02, ne03 }; + + // Step 1: Prepare trans tensors for F16 type conversion to F32 if needed + bool src_dst_need_trans = false; + ggml_cann_pool_alloc src_trans_allocator(ctx.pool()); + ggml_cann_pool_alloc dst_trans_allocator(ctx.pool()); + acl_tensor_ptr acl_src_trans_tensor; + acl_tensor_ptr acl_dst_trans_tensor; + void * src_trans_buffer = nullptr; + void * dst_trans_buffer = nullptr; + size_t src_dst_trans_nb[GGML_MAX_DIMS]; + if (src0->type == GGML_TYPE_F16) { + src_dst_need_trans = true; + src_trans_buffer = src_trans_allocator.alloc(ggml_nelements(src0) * sizeof(float)); + dst_trans_buffer = dst_trans_allocator.alloc(ggml_nelements(dst) * sizeof(float)); + + src_dst_trans_nb[0] = sizeof(float); + for (int i = 1; i < GGML_MAX_DIMS; i++) { + src_dst_trans_nb[i] = src_dst_trans_nb[i - 1] * src0->ne[i - 1]; + } + acl_src_trans_tensor = ggml_cann_create_tensor(src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne, + src_dst_trans_nb, GGML_MAX_DIMS); + acl_dst_trans_tensor = ggml_cann_create_tensor(dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne, + src_dst_trans_nb, GGML_MAX_DIMS); + aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT); + } + + // Step 2: Prepare head tensors for tail splitting if needed + acl_tensor_ptr acl_src_head; + acl_tensor_ptr acl_dst_head; + if (has_tail) { + // Create head views for RotaryPositionEmbedding (only first rope_dims dimensions) + // RotaryPositionEmbedding requires contiguous dst tensor, so we use a temporary buffer + if (src_dst_need_trans) { + // Use F32 trans tensor strides + acl_src_head = ggml_cann_create_tensor((char *) src_trans_buffer, ACL_FLOAT, sizeof(float), head_ne, + src_dst_trans_nb, GGML_MAX_DIMS); + } else { + // Use original F32 tensor strides + acl_src_head = ggml_cann_create_tensor((char *) src0->data, ACL_FLOAT, sizeof(float), head_ne, src0->nb, + GGML_MAX_DIMS); + } - size_t src_trans_nb[GGML_MAX_DIMS]; - src_trans_nb[0] = sizeof(float); - for (int i = 1; i < GGML_MAX_DIMS; i++) { - src_trans_nb[i] = src_trans_nb[i - 1] * src0->ne[i - 1]; - } + int64_t head_elements = rope_dims * ne01 * ne02 * ne03; + ggml_cann_pool_alloc dst_head_contiguous_allocator(ctx.pool(), head_elements * sizeof(float)); + void * dst_head_contiguous_buffer = dst_head_contiguous_allocator.get(); - acl_tensor_ptr acl_src_trans_tensor = ggml_cann_create_tensor( - src_trans_buffer, ACL_FLOAT, sizeof(float), src0->ne, src_trans_nb, GGML_MAX_DIMS); - acl_tensor_ptr acl_dst_trans_tensor = ggml_cann_create_tensor( - dst_trans_buffer, ACL_FLOAT, sizeof(float), dst->ne, src_trans_nb, GGML_MAX_DIMS); + size_t head_contiguous_nb[GGML_MAX_DIMS]; + head_contiguous_nb[0] = sizeof(float); + for (int i = 1; i < GGML_MAX_DIMS; i++) { + head_contiguous_nb[i] = head_contiguous_nb[i - 1] * head_ne[i - 1]; + } + acl_dst_head = ggml_cann_create_tensor(dst_head_contiguous_buffer, ACL_FLOAT, sizeof(float), head_ne, + head_contiguous_nb, GGML_MAX_DIMS); + } - aclnn_cast(ctx, acl_src.get(), acl_src_trans_tensor.get(), ACL_FLOAT); + // Step 3: Execute RotaryPositionEmbedding + if (has_tail) { + // Rotate only the head portion (first rope_dims dimensions) + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_head.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst_head.get()); - GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), - acl_cos_reshape_tensor.get(), acl_sin_reshape_tensor.get(), acl_mode, - acl_dst_trans_tensor.get()); + // Copy head result from contiguous buffer back to destination tensor + if (src_dst_need_trans) { + acl_tensor_ptr acl_dst_head_target = ggml_cann_create_tensor( + (char *) dst_trans_buffer, ACL_FLOAT, sizeof(float), head_ne, src_dst_trans_nb, GGML_MAX_DIMS); + cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get()); + } else { + acl_tensor_ptr acl_dst_head_target = + ggml_cann_create_tensor((char *) dst->data, ACL_FLOAT, sizeof(float), head_ne, dst->nb, GGML_MAX_DIMS); + cann_copy(ctx, acl_dst_head.get(), acl_dst_head_target.get()); + } + } else if (src_dst_need_trans) { + // Rotate full tensor (no tail), using trans tensors + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src_trans_tensor.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst_trans_tensor.get()); + } else { + // Rotate full tensor (no tail), using original tensors + GGML_CANN_CALL_ACLNN_OP(ctx, RotaryPositionEmbedding, acl_src.get(), acl_cos_reshape_tensor.get(), + acl_sin_reshape_tensor.get(), acl_mode, acl_dst.get()); + } + + // Step 4: Copy unrotated tail portion from source to destination + if (has_tail) { + size_t src_tail_offset; + size_t dst_tail_offset; + + auto copy_tail_device = [&](void * src_ptr, void * dst_ptr, aclDataType dtype, size_t elem_size, + size_t * nb_src_arr, size_t * nb_dst_arr) { + acl_tensor_ptr acl_src_tail = + ggml_cann_create_tensor(src_ptr, dtype, elem_size, tail_ne, nb_src_arr, GGML_MAX_DIMS); + acl_tensor_ptr acl_dst_tail = + ggml_cann_create_tensor(dst_ptr, dtype, elem_size, tail_ne, nb_dst_arr, GGML_MAX_DIMS); + cann_copy(ctx, acl_src_tail.get(), acl_dst_tail.get()); + }; + + if (src_dst_need_trans) { + // Use F32 trans tensor strides and offsets + src_tail_offset = rope_dims * src_dst_trans_nb[0]; + dst_tail_offset = rope_dims * src_dst_trans_nb[0]; + copy_tail_device((char *) src_trans_buffer + src_tail_offset, (char *) dst_trans_buffer + dst_tail_offset, + ACL_FLOAT, sizeof(float), src_dst_trans_nb, src_dst_trans_nb); + } else { + // Use original tensor strides and offsets + src_tail_offset = rope_dims * nb00; + dst_tail_offset = rope_dims * nb0; + copy_tail_device((char *) src0->data + src_tail_offset, (char *) dst->data + dst_tail_offset, + ggml_cann_type_mapping(dst->type), ggml_element_size(dst), src0->nb, dst->nb); + } + } - aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16); - break; - } - default: - GGML_ABORT("Unsupported tensor type for GGML_OP_ROPE"); - break; + // Step 5: Cast back to F16 if needed + if (src_dst_need_trans) { + aclnn_cast(ctx, acl_dst_trans_tensor.get(), acl_dst.get(), ACL_FLOAT16); } } diff --git a/ggml/src/ggml-cann/common.h b/ggml/src/ggml-cann/common.h index b17445bb9..45c7294e6 100644 --- a/ggml/src/ggml-cann/common.h +++ b/ggml/src/ggml-cann/common.h @@ -315,7 +315,7 @@ struct ggml_cann_rope_cache { if (theta_scale_exp_host) { free(theta_scale_exp_host); } - if(position_select_index_host) { + if (position_select_index_host) { free(position_select_index_host); } } @@ -340,7 +340,7 @@ struct ggml_cann_rope_cache { void set(int64_t theta_scale_length, int64_t position_length, - float ext_factor, + float ext_factor, float theta_scale, float freq_scale, float attn_factor, diff --git a/ggml/src/ggml-cann/ggml-cann.cpp b/ggml/src/ggml-cann/ggml-cann.cpp index 23dc0433c..81288464c 100644 --- a/ggml/src/ggml-cann/ggml-cann.cpp +++ b/ggml/src/ggml-cann/ggml-cann.cpp @@ -2308,7 +2308,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, bool cann_graph_update_required = false; #ifdef USE_ACL_GRAPH - bool use_cann_graph = true; + bool use_cann_graph = true; static bool prefill_use_graph = parse_bool(get_env("GGML_CANN_PREFILL_USE_GRAPH").value_or("")); if (!prefill_use_graph) { @@ -2338,7 +2338,7 @@ static enum ggml_status ggml_backend_cann_graph_compute(ggml_backend_t backend, } } #else - bool use_cann_graph = false; + bool use_cann_graph = false; #endif // USE_ACL_GRAPH evaluate_and_capture_cann_graph(cann_ctx, cgraph, use_cann_graph, cann_graph_update_required); @@ -2474,16 +2474,14 @@ static bool ggml_backend_cann_supports_op(ggml_backend_dev_t dev, const ggml_ten } case GGML_OP_ROPE: { - // TODO: with ops-test v == 1 - // TODO: n_dims <= ne0 - if (op->src[0]->ne[0] != op->op_params[1]) { - return false; - } - if (op->src[0]->ne[0] > 896) { return false; } #ifdef ASCEND_310P + // TODO: Support rope_dim < ne00(dim) + if (op->src[0]->ne[0] != op->op_params[1]) { + return false; + } if (!ggml_is_contiguous(op->src[0])) { return false; } diff --git a/ggml/src/ggml-cpu/ggml-cpu.c b/ggml/src/ggml-cpu/ggml-cpu.c index b468b115a..c47511adc 100644 --- a/ggml/src/ggml-cpu/ggml-cpu.c +++ b/ggml/src/ggml-cpu/ggml-cpu.c @@ -187,6 +187,9 @@ typedef void * thread_ret_t; typedef pthread_t ggml_thread_t; +#define GGML_THREADPOOL_N_THREADS_MASK (0xffffU) +#define GGML_THREADPOOL_N_THREADS_BITS (16) + #if defined(__APPLE__) #include #include @@ -449,7 +452,7 @@ struct ggml_threadpool { struct ggml_cplan * cplan; // synchronization primitives - atomic_int n_graph; // incremented when there is work to be done (i.e each graph) + atomic_int n_graph; // updated when there is work to be done (i.e each graph) holds graph and active thread counts. atomic_int GGML_CACHE_ALIGN n_barrier; atomic_int GGML_CACHE_ALIGN n_barrier_passed; atomic_int GGML_CACHE_ALIGN current_chunk; // currently processing chunk during Mat_Mul, shared between all the threads. @@ -457,12 +460,10 @@ struct ggml_threadpool { // these are atomic as an annotation for thread-sanitizer atomic_bool stop; // Used for stopping the threadpool altogether atomic_bool pause; // Used for pausing the threadpool or individual threads - atomic_int abort; // Used for aborting processing of a graph + atomic_int abort; // Used for aborting processing of a graph struct ggml_compute_state * workers; // per thread state - int n_threads_max; // number of threads in the pool - atomic_int n_threads_cur; // number of threads used in the current graph - + int n_threads; // Number of threads in the pool int32_t prio; // Scheduling priority uint32_t poll; // Polling level (0 - no polling) @@ -539,7 +540,7 @@ struct ggml_state { static struct ggml_state g_state = {0}; void ggml_barrier(struct ggml_threadpool * tp) { - int n_threads = atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed); + int n_threads = atomic_load_explicit(&tp->n_graph, memory_order_relaxed) & GGML_THREADPOOL_N_THREADS_MASK; if (n_threads == 1) { return; } @@ -556,7 +557,7 @@ void ggml_barrier(struct ggml_threadpool * tp) { // last thread atomic_store_explicit(&tp->n_barrier, 0, memory_order_relaxed); - // exit barrier (fill seq-cst fence) + // exit barrier (full seq-cst fence) atomic_fetch_add_explicit(&tp->n_barrier_passed, 1, memory_order_seq_cst); return; } @@ -2628,7 +2629,7 @@ static void ggml_thread_cpumask_next(const bool * global_mask, bool * local_mask void ggml_threadpool_free(struct ggml_threadpool* threadpool) { if (!threadpool) return; - const int n_threads = threadpool->n_threads_max; + const int n_threads = threadpool->n_threads; #ifndef GGML_USE_OPENMP struct ggml_compute_state* workers = threadpool->workers; @@ -2704,7 +2705,7 @@ struct ggml_cplan ggml_graph_plan( //GGML_PRINT_DEBUG("Threadpool is not specified. Will create a disposable threadpool : n_threads %d\n", n_threads); } if (n_threads <= 0) { - n_threads = threadpool ? threadpool->n_threads_max : GGML_DEFAULT_N_THREADS; + n_threads = threadpool ? threadpool->n_threads : GGML_DEFAULT_N_THREADS; } #if defined(__EMSCRIPTEN__) && !defined(__EMSCRIPTEN_PTHREADS__) @@ -2912,12 +2913,14 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { struct ggml_compute_params params = { /*.ith =*/ state->ith, - /*.nth =*/ atomic_load_explicit(&tp->n_threads_cur, memory_order_relaxed), + /*.nth =*/ atomic_load_explicit(&tp->n_graph, memory_order_relaxed) & GGML_THREADPOOL_N_THREADS_MASK, /*.wsize =*/ cplan->work_size, /*.wdata =*/ cplan->work_data, /*.threadpool=*/ tp, }; + GGML_PRINT_DEBUG("thread #%d compute-start cplan %p last-graph %d \n", state->ith, cplan, state->last_graph); + for (int node_n = 0; node_n < cgraph->n_nodes && atomic_load_explicit(&tp->abort, memory_order_relaxed) != node_n; node_n++) { struct ggml_tensor * node = cgraph->nodes[node_n]; @@ -2939,6 +2942,8 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { } } + GGML_PRINT_DEBUG("thread #%d compute-done cplan %p last-graph %d \n", state->ith, cplan, state->last_graph); + ggml_barrier(state->threadpool); return 0; @@ -2946,27 +2951,23 @@ static thread_ret_t ggml_graph_compute_thread(void * data) { #ifndef GGML_USE_OPENMP -// check if thread is active -static inline bool ggml_graph_compute_thread_active(struct ggml_compute_state * state) { - struct ggml_threadpool * threadpool = state->threadpool; - int n_threads = atomic_load_explicit(&threadpool->n_threads_cur, memory_order_relaxed); - return (state->ith < n_threads); -} - // check if thread is ready to proceed (exit from polling or sleeping) +// returns true if loops should exit, sets state->pending to indicate new work static inline bool ggml_graph_compute_thread_ready(struct ggml_compute_state * state) { struct ggml_threadpool * threadpool = state->threadpool; if (state->pending || threadpool->stop || threadpool->pause) { return true; } // check for new graph/work - int new_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed); - if (new_graph != state->last_graph) { - state->pending = ggml_graph_compute_thread_active(state); - state->last_graph = new_graph; + int n_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed); + int n_threads = n_graph & GGML_THREADPOOL_N_THREADS_MASK; + if (n_graph != state->last_graph) { + state->pending = (state->ith < n_threads); + state->last_graph = n_graph; + return true; } - return state->pending; + return false; } // sync thread state after polling @@ -2983,11 +2984,6 @@ static inline void ggml_graph_compute_thread_sync(struct ggml_compute_state * st static inline bool ggml_graph_compute_poll_for_work(struct ggml_compute_state * state) { struct ggml_threadpool * threadpool = state->threadpool; - // Skip polling for unused threads - if (!ggml_graph_compute_thread_active(state)) { - return state->pending; - } - // This seems to make 0 ... 100 a decent range for polling level across modern processors. // Perhaps, we can adjust it dynamically based on load and things. const uint64_t n_rounds = 1024UL * 128 * threadpool->poll; @@ -3049,7 +3045,6 @@ static thread_ret_t ggml_graph_compute_secondary_thread(void* data) { ggml_graph_compute_check_for_work(state); if (state->pending) { state->pending = false; - ggml_graph_compute_thread(state); } } @@ -3064,14 +3059,15 @@ static void ggml_graph_compute_kickoff(struct ggml_threadpool * threadpool, int ggml_mutex_lock(&threadpool->mutex); - GGML_PRINT_DEBUG("threadpool: n_threads_cur %d n_threads %d\n", threadpool->n_threads_cur, n_threads); + // Update the number of active threads and the graph count + int n_graph = atomic_load_explicit(&threadpool->n_graph, memory_order_relaxed) >> GGML_THREADPOOL_N_THREADS_BITS; + n_graph = ((n_graph + 1) << GGML_THREADPOOL_N_THREADS_BITS) | (n_threads & GGML_THREADPOOL_N_THREADS_MASK); - // Update the number of active threads - atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed); + GGML_PRINT_DEBUG("compute-kickoff: n_threads %d n_graph %d\n", n_threads, n_graph); // Indicate the graph is ready to be processed // We need the full seq-cst fence here because of the polling threads (used in thread_sync) - atomic_fetch_add_explicit(&threadpool->n_graph, 1, memory_order_seq_cst); + atomic_store_explicit(&threadpool->n_graph, n_graph, memory_order_seq_cst); if (threadpool->pause) { // Update main thread prio and affinity to match the threadpool settings @@ -3109,8 +3105,7 @@ static struct ggml_threadpool * ggml_threadpool_new_impl( threadpool->pause = tpp->paused; threadpool->abort = -1; threadpool->workers = NULL; - threadpool->n_threads_max = tpp->n_threads; - threadpool->n_threads_cur = tpp->n_threads; + threadpool->n_threads = tpp->n_threads; threadpool->poll = tpp->poll; threadpool->prio = tpp->prio; threadpool->ec = GGML_STATUS_SUCCESS; @@ -3205,7 +3200,7 @@ enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cpl { // update the number of threads from the actual number of threads that we got from OpenMP n_threads = omp_get_num_threads(); - atomic_store_explicit(&threadpool->n_threads_cur, n_threads, memory_order_relaxed); + atomic_store_explicit(&threadpool->n_graph, n_threads, memory_order_relaxed); } // Apply thread CPU mask and priority @@ -3218,13 +3213,13 @@ enum ggml_status ggml_graph_compute(struct ggml_cgraph * cgraph, struct ggml_cpl ggml_graph_compute_thread(&threadpool->workers[ith]); } } else { - atomic_store_explicit(&threadpool->n_threads_cur, 1, memory_order_relaxed); + atomic_store_explicit(&threadpool->n_graph, 1, memory_order_relaxed); ggml_graph_compute_thread(&threadpool->workers[0]); } #else - if (n_threads > threadpool->n_threads_max) { - GGML_LOG_WARN("cplan requested more threads (%d) than available (%d)\n", n_threads, threadpool->n_threads_max); - n_threads = threadpool->n_threads_max; + if (n_threads > threadpool->n_threads) { + GGML_LOG_WARN("cplan requested more threads (%d) than available (%d)\n", n_threads, threadpool->n_threads); + n_threads = threadpool->n_threads; } // Kick all threads to start the new graph diff --git a/ggml/src/ggml-cpu/repack.cpp b/ggml/src/ggml-cpu/repack.cpp index 9f0d449bd..73109f25c 100644 --- a/ggml/src/ggml-cpu/repack.cpp +++ b/ggml/src/ggml-cpu/repack.cpp @@ -2142,8 +2142,10 @@ template name, ggml_type_name(t->type), (int) NB_COLS, (int) INTER_SIZE); +#endif return ggml::cpu::repack::repack(t, data, data_size); } }; diff --git a/ggml/src/ggml-cuda/diag.cu b/ggml/src/ggml-cuda/diag.cu new file mode 100644 index 000000000..5cea21051 --- /dev/null +++ b/ggml/src/ggml-cuda/diag.cu @@ -0,0 +1,77 @@ +#include "convert.cuh" +#include "diag.cuh" +#include "ggml.h" + +template +static __global__ void diag_kernel(T * __restrict__ dst, + const T * __restrict__ src, + const int64_t ne0, + const int64_t ne1, + const int64_t ne2, + const int64_t ne3, + const int64_t total_elements) { + const int64_t global_idx = blockIdx.x * blockDim.x + threadIdx.x; + + if (global_idx >= total_elements) { + return; + } + + const int64_t i0 = global_idx % ne0; + const int64_t i1 = (global_idx / ne0) % ne1; + const int64_t i2 = (global_idx / (ne0 * ne1)) % ne2; + const int64_t i3 = global_idx / (ne0 * ne1 * ne2); + + const int64_t dst_idx = ((i3 * ne2 + i2) * ne1 + i1) * ne0 + i0; + + if (i0 == i1) { + const int64_t batch_idx = i3 * ne2 + i2; + const int64_t src_idx = batch_idx * ne0 + i0; + dst[dst_idx] = src[src_idx]; + } else { + dst[dst_idx] = ggml_cuda_cast(0); + } + GGML_UNUSED_VARS(ne3); +} + +void ggml_cuda_op_diag(ggml_backend_cuda_context & ctx, ggml_tensor * dst) { + const ggml_tensor * src0 = dst->src[0]; + + void * dst_d = dst->data; + const void * src0_d = src0->data; + + cudaStream_t stream = ctx.stream(); + + GGML_ASSERT(ggml_is_contiguous(dst)); + GGML_ASSERT(ggml_is_contiguous(src0)); + + const int64_t ne00 = src0->ne[0]; + const int64_t ne01 = src0->ne[1]; + const int64_t ne02 = src0->ne[2]; + const int64_t ne03 = src0->ne[3]; + + const int64_t ne0 = dst->ne[0]; + const int64_t ne1 = dst->ne[1]; + const int64_t ne2 = dst->ne[2]; + const int64_t ne3 = dst->ne[3]; + + GGML_ASSERT(ne00 == ne0); + GGML_ASSERT(ne01 == 1); + GGML_ASSERT(ne02 == ne2); + GGML_ASSERT(ne03 == ne3); + + const int64_t n_elems = ggml_nelements(dst); + const int64_t num_blocks = (n_elems + CUDA_DIAG_BLOCK_SIZE - 1) / CUDA_DIAG_BLOCK_SIZE; + + switch (dst->type) { + case GGML_TYPE_F32: + diag_kernel<<>>((float *) dst_d, (const float *) src0_d, ne0, + ne1, ne2, ne3, n_elems); + break; + case GGML_TYPE_F16: + diag_kernel<<>>((half *) dst_d, (const half *) src0_d, ne0, + ne1, ne2, ne3, n_elems); + break; + default: + GGML_ABORT("unsupported type"); + } +} diff --git a/ggml/src/ggml-cuda/diag.cuh b/ggml/src/ggml-cuda/diag.cuh new file mode 100644 index 000000000..7d73e6a8e --- /dev/null +++ b/ggml/src/ggml-cuda/diag.cuh @@ -0,0 +1,5 @@ +#include "common.cuh" + +#define CUDA_DIAG_BLOCK_SIZE 256 + +void ggml_cuda_op_diag(ggml_backend_cuda_context & ctx, ggml_tensor * dst); diff --git a/ggml/src/ggml-cuda/fattn-mma-f16.cuh b/ggml/src/ggml-cuda/fattn-mma-f16.cuh index ade0773da..d51537f7d 100644 --- a/ggml/src/ggml-cuda/fattn-mma-f16.cuh +++ b/ggml/src/ggml-cuda/fattn-mma-f16.cuh @@ -955,22 +955,11 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( (K_h2 + int64_t(kb0)*nbatch_fa*stride_K, tile_K, nbatch_K2, stride_K, k_VKQ_sup); } - for (; kb0 < kb0_stop-1; ++kb0) { - constexpr bool last_iter = false; - constexpr bool oob_check = false; - constexpr int k_VKQ_sup = nbatch_fa; - flash_attn_ext_f16_iter - - (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, - ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, - KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); - } // kb0_start is always < kb0_stop so the last iter can be executed unconditionally. if constexpr (ncols2 == 1) { - if (ne11 % nbatch_fa == 0) { - constexpr bool last_iter = true; - constexpr bool oob_check = false; + constexpr bool oob_check = true; + for (; kb0 < kb0_stop-1; ++kb0) { + constexpr bool last_iter = false; constexpr int k_VKQ_sup = nbatch_fa; flash_attn_ext_f16_iter + (Q_f2, K_h2, V_h2, mask_h, dstk, dstk_fixup, scale, slope, logit_softcap, + ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, + KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); + } else { + constexpr bool oob_check = false; + for (; kb0 < kb0_stop-1; ++kb0) { + constexpr bool last_iter = false; + constexpr int k_VKQ_sup = nbatch_fa; flash_attn_ext_f16_iter @@ -989,9 +988,7 @@ static __device__ __forceinline__ void flash_attn_ext_f16_process_tile( ne01, ne02, stride_K, stride_V, stride_mask, tile_Q, tile_K, tile_V, tile_mask, Q_B, VKQ_C, KQ_max, KQ_rowsum, jt, kb0, k_VKQ_sup); } - } else { constexpr bool last_iter = true; - constexpr bool oob_check = false; constexpr int k_VKQ_sup = nbatch_fa; flash_attn_ext_f16_iter ( &Q_tmp[jc*(DKQ/2) + i0/2 + (threadIdx.y % np)*(warp_size*cpy_ne_D/2) + threadIdx.x*(cpy_ne_D/2)], diff --git a/ggml/src/ggml-cuda/fattn.cu b/ggml/src/ggml-cuda/fattn.cu index dec01ff8a..015540666 100644 --- a/ggml/src/ggml-cuda/fattn.cu +++ b/ggml/src/ggml-cuda/fattn.cu @@ -36,12 +36,26 @@ static void ggml_cuda_flash_attn_ext_mma_f16_switch_ncols2(ggml_backend_cuda_con const ggml_tensor * KQV = dst; const ggml_tensor * Q = dst->src[0]; const ggml_tensor * K = dst->src[1]; + const ggml_tensor * V = dst->src[2]; const ggml_tensor * mask = dst->src[3]; float max_bias = 0.0f; memcpy(&max_bias, (const float *) KQV->op_params + 1, sizeof(float)); - const bool use_gqa_opt = mask && max_bias == 0.0f && K->ne[1] % FATTN_KQ_STRIDE == 0; + // Edge cases like no mask, ALiBi, unpadded K/V, or misaligned addresses for large data transfers + // are put into the template specialization without GQA optimizations. + bool use_gqa_opt = mask && max_bias == 0.0f && K->ne[1] % FATTN_KQ_STRIDE == 0; + for (const ggml_tensor * t : {Q, K, V, mask}) { + if (t == nullptr) { + continue; + } + for (size_t i = 1; i < GGML_MAX_DIMS; ++i) { + if (t->nb[i] % 16 != 0) { + use_gqa_opt = false; + break; + } + } + } GGML_ASSERT(Q->ne[2] % K->ne[2] == 0); const int gqa_ratio = Q->ne[2] / K->ne[2]; diff --git a/ggml/src/ggml-cuda/fill.cu b/ggml/src/ggml-cuda/fill.cu index eb8ccb780..739062c40 100644 --- a/ggml/src/ggml-cuda/fill.cu +++ b/ggml/src/ggml-cuda/fill.cu @@ -4,7 +4,7 @@ #define CUDA_FILL_BLOCK_SIZE 256 template -static __global__ void fill_kernel(T * __restrict__ dst, const int64_t k, const T value) { +static __global__ void fill_kernel(T * dst, const int64_t k, const T value) { const int64_t i = (int64_t)blockDim.x * blockIdx.x + threadIdx.x; if (i >= k) { return; diff --git a/ggml/src/ggml-cuda/ggml-cuda.cu b/ggml/src/ggml-cuda/ggml-cuda.cu index d0463388c..8d17bc669 100644 --- a/ggml/src/ggml-cuda/ggml-cuda.cu +++ b/ggml/src/ggml-cuda/ggml-cuda.cu @@ -20,6 +20,7 @@ #include "ggml-cuda/cpy.cuh" #include "ggml-cuda/cross-entropy-loss.cuh" #include "ggml-cuda/diagmask.cuh" +#include "ggml-cuda/diag.cuh" #include "ggml-cuda/fattn.cuh" #include "ggml-cuda/getrows.cuh" #include "ggml-cuda/im2col.cuh" @@ -2641,6 +2642,9 @@ static bool ggml_cuda_compute_forward(ggml_backend_cuda_context & ctx, struct gg case GGML_OP_PERMUTE: case GGML_OP_TRANSPOSE: break; + case GGML_OP_DIAG: + ggml_cuda_op_diag(ctx, dst); + break; case GGML_OP_DIAG_MASK_INF: ggml_cuda_op_diag_mask_inf(ctx, dst); break; @@ -4309,6 +4313,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_UNARY_OP_EXPM1: case GGML_UNARY_OP_SOFTPLUS: case GGML_UNARY_OP_ELU: + case GGML_UNARY_OP_XIELU: case GGML_UNARY_OP_FLOOR: case GGML_UNARY_OP_CEIL: case GGML_UNARY_OP_ROUND: @@ -4624,6 +4629,7 @@ static bool ggml_backend_cuda_device_supports_op(ggml_backend_dev_t dev, const g case GGML_OP_FILL: case GGML_OP_CUMSUM: case GGML_OP_TRI: + case GGML_OP_DIAG: return true; case GGML_OP_SOLVE_TRI: return op->src[0]->ne[0] <= 64 && op->src[1]->ne[0] <= 32; diff --git a/ggml/src/ggml-hexagon/htp/rope-ops.c b/ggml/src/ggml-hexagon/htp/rope-ops.c index 00419bcba..a4399704f 100644 --- a/ggml/src/ggml-hexagon/htp/rope-ops.c +++ b/ggml/src/ggml-hexagon/htp/rope-ops.c @@ -73,15 +73,15 @@ static float rope_yarn_ramp(const float low, const float high, const int i0) { return (1 - MIN(1, MAX(0, y))); } -static void rope_cache_init(const float theta_base, - float freq_scale, - const float * freq_factors, - float * corr_dims, - uint32_t ne0, - float ext_factor, - float mscale, - float * cache, - float theta_scale) { +static void rope_cache_init(const float theta_base, + const float freq_scale, + const float * freq_factors, + float * corr_dims, + const uint32_t ne0, + const float ext_factor, + const float mscale, + float * cache, + const float theta_scale) { // ref: https://github.com/jquesnelle/yarn/blob/master/scaled_rope/LlamaYaRNScaledRotaryEmbedding.py float theta = theta_base; @@ -92,18 +92,19 @@ static void rope_cache_init(const float theta_base, // Get n-d rotational scaling corrected for extrapolation float theta_interp = freq_scale * theta_extrap; - float theta2 = theta_interp; + float theta_final = theta_interp; + float mscale_final = mscale; if (ext_factor != 0.0f) { float ramp_mix = rope_yarn_ramp(corr_dims[0], corr_dims[1], i0) * ext_factor; - theta2 = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix; + theta_final = theta_interp * (1 - ramp_mix) + theta_extrap * ramp_mix; // Get n-d magnitude scaling corrected for interpolation - mscale *= 1.0f + 0.1f * logf(1.0f / freq_scale); + mscale_final *= 1.0f + 0.1f * logf(1.0f / freq_scale); } - cache[i0 + 0] = cosf(theta2) * mscale; - cache[i0 + 1] = sinf(theta2) * mscale; + cache[i0 + 0] = cosf(theta_final) * mscale_final; + cache[i0 + 1] = sinf(theta_final) * mscale_final; theta *= theta_scale; } @@ -151,9 +152,9 @@ static void init_rope_ctx(struct rope_th_ctx * rope_ctx, struct htp_ops_context } static void hvx_calc_rope_neox_f32(const float * restrict src0, - float * restrict dst, - const int num_elems, - const float * restrict theta_cache) { + float * restrict dst, + const int num_elems, + const float * restrict theta_cache) { // for (int i = 0; i < num_elems; i += 2) { //const float cos_theta = theta_cache[i + 0]; //const float sin_theta = theta_cache[i + 1]; @@ -192,7 +193,7 @@ static void hvx_calc_rope_neox_f32(const float * restrict src0, HVX_Vector v4 = Q6_Vqf32_vsub_Vqf32Vqf32(vx0_c, vx1_s); HVX_Vector v5 = Q6_Vqf32_vadd_Vqf32Vqf32(vx0_s, vx1_c); - *(HVX_Vector *) dst_curr = Q6_Vsf_equals_Vqf32(v4); + *(HVX_Vector *) dst_curr = Q6_Vsf_equals_Vqf32(v4); *(HVX_Vector *) (dst_curr + half_size) = Q6_Vsf_equals_Vqf32(v5); src0_curr += VLEN; @@ -259,7 +260,7 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, const uint32_t ir1, int nth, int ith, - int opt_path) { + const int opt_path) { struct htp_ops_context * octx = rope_ctx->octx; const struct htp_tensor * src0 = &octx->src0; @@ -267,8 +268,8 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, const struct htp_tensor * src2 = &octx->src2; struct htp_tensor * dst = &octx->dst; - const int32_t mode = rope_ctx->mode; - const bool is_neox = mode & HTP_ROPE_TYPE_NEOX; + const int32_t mode = rope_ctx->mode; + const bool is_neox = mode & HTP_ROPE_TYPE_NEOX; htp_rope_preamble; @@ -281,8 +282,9 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, freq_factors = (const float *) src2->data; } - int ir = 0; - + const uint32_t i1_end = MIN(ir1, ne1); + const int32_t half_dims = rope_ctx->n_dims / 2; + const size_t remain_bytes = (ne0 - rope_ctx->n_dims) * sizeof(float); for (uint32_t i3 = 0; i3 < ne3; i3++) { // batch for (uint32_t i2 = 0; i2 < ne2; i2++) { // seq-len const int32_t p = pos[i2]; @@ -290,14 +292,7 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, rope_cache_init(p, rope_ctx->freq_scale, freq_factors, rope_ctx->corr_dims, ne0, rope_ctx->ext_factor, rope_ctx->attn_factor, wp0, rope_ctx->theta_scale); - for (uint32_t i1 = 0; i1 < ne1; i1++) { // attn-heads - if (ir++ < ir0) { - continue; - } - if (ir > ir1) { - break; - } - + for (uint32_t i1 = ir0; i1 < i1_end; i1++) { // attn-heads const float * src = (float *) ((char *) src0->data + i3 * nb03 + i2 * nb02 + i1 * nb01); float * dst_data = (float *) ((char *) dst->data + i3 * nb3 + i2 * nb2 + i1 * nb1); @@ -310,6 +305,9 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, } else { hvx_calc_rope_f32(src_loc, dst_data_loc, rope_ctx->n_dims, wp0); } + + src_loc += rope_ctx->n_dims; + dst_data_loc += rope_ctx->n_dims; } else { for (uint32_t i0 = 0; i0 < rope_ctx->n_dims; i0 += 2) { const float cos_theta = wp0[i0 + 0]; @@ -317,10 +315,10 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, if (is_neox) { const float x0 = src_loc[0]; - const float x1 = src_loc[rope_ctx->n_dims/2]; + const float x1 = src_loc[half_dims]; - dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; - dst_data_loc[rope_ctx->n_dims/2] = x0 * sin_theta + x1 * cos_theta; + dst_data_loc[0] = x0 * cos_theta - x1 * sin_theta; + dst_data_loc[half_dims] = x0 * sin_theta + x1 * cos_theta; src_loc += 1; dst_data_loc += 1; @@ -335,15 +333,13 @@ static void rope_hex_f32(struct rope_th_ctx * rope_ctx, dst_data_loc += 2; } } - } - - for (uint32_t i0 = rope_ctx->n_dims; i0 < ne0; i0 += 2) { - dst_data_loc[0] = src_loc[0]; - dst_data_loc[1] = src_loc[1]; - src_loc += 2; - dst_data_loc += 2; + src_loc += (is_neox ? half_dims : 0); + dst_data_loc += (is_neox ? half_dims : 0); } + + // TODO: use simd to speed up the remaining elements copy + memcpy(dst_data_loc, src_loc, remain_bytes); } } } diff --git a/ggml/src/ggml-metal/CMakeLists.txt b/ggml/src/ggml-metal/CMakeLists.txt index 63418fe14..e41ac8839 100644 --- a/ggml/src/ggml-metal/CMakeLists.txt +++ b/ggml/src/ggml-metal/CMakeLists.txt @@ -11,6 +11,7 @@ ggml_add_backend_library(ggml-metal ggml-metal-common.cpp ggml-metal-context.m ggml-metal-ops.cpp + ggml-metal-remoting.cpp ) target_link_libraries(ggml-metal PRIVATE diff --git a/ggml/src/ggml-metal/ggml-metal-context.m b/ggml/src/ggml-metal/ggml-metal-context.m index 42a35736e..b1b522a36 100644 --- a/ggml/src/ggml-metal/ggml-metal-context.m +++ b/ggml/src/ggml-metal/ggml-metal-context.m @@ -521,13 +521,13 @@ enum ggml_status ggml_metal_graph_compute(ggml_metal_t ctx, struct ggml_cgraph * } void ggml_metal_graph_optimize(ggml_metal_t ctx, struct ggml_cgraph * gf) { - //const int64_t t_start = ggml_time_us(); + const int64_t t_start = ggml_time_us(); if (ctx->use_graph_optimize) { ggml_graph_optimize(gf); } - //printf("%s: graph optimize took %.3f ms\n", __func__, (ggml_time_us() - t_start) / 1000.0); + printf("%s: graph optimize took %.3f ms\n", __func__, (ggml_time_us() - t_start) / 1000.0); } void ggml_metal_set_n_cb(ggml_metal_t ctx, int n_cb) { diff --git a/ggml/src/ggml-metal/ggml-metal-device.cpp b/ggml/src/ggml-metal/ggml-metal-device.cpp index ba3c34275..680904d13 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.cpp +++ b/ggml/src/ggml-metal/ggml-metal-device.cpp @@ -411,6 +411,38 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv(ggml_me return res; } +ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched(ggml_metal_library_t lib, const ggml_tensor * op, int ssm_conv_bs) { + GGML_ASSERT(op->src[0]->type == GGML_TYPE_F32); + GGML_ASSERT(op->src[1]->type == GGML_TYPE_F32); + + GGML_ASSERT(ggml_is_contiguous(op->src[0])); + GGML_ASSERT(ggml_is_contiguous(op->src[1])); + + char base[256]; + char name[256]; + + const char * suffix = ""; + if (op->src[1]->ne[0] % 4 == 0) { + suffix = "_4"; + } + + snprintf(base, 256, "kernel_ssm_conv_%s_%s_batched%s", ggml_type_name(op->src[0]->type), ggml_type_name(op->src[1]->type), suffix); + snprintf(name, 256, "%s_ssm_conv_bs=%d", base, ssm_conv_bs); + + ggml_metal_pipeline_with_params res = ggml_metal_library_get_pipeline(lib, name); + if (!res.pipeline) { + ggml_metal_cv_t cv = ggml_metal_cv_init(); + + ggml_metal_cv_set_int16(cv, ssm_conv_bs, FC_SSM_CONV + 0); + + res = ggml_metal_library_compile_pipeline(lib, base, name, cv); + + ggml_metal_cv_free(cv); + } + + return res; +} + ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan(ggml_metal_library_t lib, const ggml_tensor * op) { GGML_TENSOR_LOCALS( int32_t, ne0, op->src[0], ne); @@ -427,7 +459,12 @@ ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan(ggml_me res = ggml_metal_library_compile_pipeline(lib, base, name, nullptr); } - res.smem = 32*sizeof(float)*nsg; + // Shared memory layout: + // - sgptg * NW floats for partial sums (nsg * 32) + // - sgptg floats for shared_x_dt (nsg) + // - sgptg floats for shared_dA (nsg) + // Total: nsg * (32 + 2) floats + res.smem = (32 + 2)*sizeof(float)*nsg; return res; } diff --git a/ggml/src/ggml-metal/ggml-metal-device.h b/ggml/src/ggml-metal/ggml-metal-device.h index 77f2e98cf..0a8b9211a 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.h +++ b/ggml/src/ggml-metal/ggml-metal-device.h @@ -117,6 +117,7 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_cumsum_ad struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_tri (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_soft_max (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv (ggml_metal_library_t lib, const struct ggml_tensor * op); +struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_conv_batched (ggml_metal_library_t lib, const struct ggml_tensor * op, int ssm_conv_bs); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_ssm_scan (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_rwkv (ggml_metal_library_t lib, const struct ggml_tensor * op); struct ggml_metal_pipeline_with_params ggml_metal_library_get_pipeline_mul_mv_ext (ggml_metal_library_t lib, enum ggml_type tsrc0, enum ggml_type tsrc1, int nsg, int nxpsg, int r1ptg); diff --git a/ggml/src/ggml-metal/ggml-metal-device.m b/ggml/src/ggml-metal/ggml-metal-device.m index 7b7d1c123..3ea478b94 100644 --- a/ggml/src/ggml-metal/ggml-metal-device.m +++ b/ggml/src/ggml-metal/ggml-metal-device.m @@ -384,9 +384,9 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_compile_pipeline(ggml_ NSError * error = nil; NSString * base_func = [NSString stringWithUTF8String:base]; - +#if 0 GGML_LOG_DEBUG("%s: compiling pipeline: base = '%s', name = '%s'\n", __func__, base, name); - +#endif id mtl_function; if (!cv) { mtl_function = [lib->obj newFunctionWithName:base_func]; @@ -418,12 +418,12 @@ struct ggml_metal_pipeline_with_params ggml_metal_library_compile_pipeline(ggml_ return res; } - +#if 0 GGML_LOG_DEBUG("%s: loaded %-40s %16p | th_max = %4d | th_width = %4d\n", __func__, name, (void *) obj, (int) obj.maxTotalThreadsPerThreadgroup, (int) obj.threadExecutionWidth); - +#endif if (obj.maxTotalThreadsPerThreadgroup == 0 || obj.threadExecutionWidth == 0) { [obj release]; diff --git a/ggml/src/ggml-metal/ggml-metal-impl.h b/ggml/src/ggml-metal/ggml-metal-impl.h index 30109f83e..8944b07e9 100644 --- a/ggml/src/ggml-metal/ggml-metal-impl.h +++ b/ggml/src/ggml-metal/ggml-metal-impl.h @@ -77,6 +77,7 @@ #define FC_MUL_MV 600 #define FC_MUL_MM 700 #define FC_ROPE 800 +#define FC_SSM_CONV 900 // op-specific constants #define OP_FLASH_ATTN_EXT_NQPTG 8 diff --git a/ggml/src/ggml-metal/ggml-metal-ops.cpp b/ggml/src/ggml-metal/ggml-metal-ops.cpp index 9efd51abb..db2f02ec1 100644 --- a/ggml/src/ggml-metal/ggml-metal-ops.cpp +++ b/ggml/src/ggml-metal/ggml-metal-ops.cpp @@ -221,7 +221,7 @@ static int ggml_metal_op_encode_impl(ggml_metal_op_t ctx, int idx) { } if (ctx->debug_graph > 0) { - GGML_LOG_DEBUG("%s: node[%5d] - %-12s %s\n", __func__, idx, ggml_op_name(node->op), is_concurrent ? "(concurrent)" : ""); + GGML_LOG_DEBUG("%s: node[%5d] - %-12s %-12s %s\n", __func__, idx, ggml_op_name(node->op), ggml_get_name(node), is_concurrent ? "(concurrent)" : ""); } if (ctx->debug_graph > 1) { GGML_TENSOR_LOCALS( int64_t, ne0, node->src[0], ne); @@ -1365,15 +1365,43 @@ int ggml_metal_op_ssm_conv(ggml_metal_op_t ctx, int idx) { /*.nb2 =*/ nb2, }; - auto pipeline = ggml_metal_library_get_pipeline_ssm_conv(lib, op); + // Use batched kernel for prefill (ne1 > 1) to reduce threadgroup dispatch overhead + const bool use_batched = (ne1 > 1); - ggml_metal_encoder_set_pipeline(enc, pipeline); - ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); - ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); + if (use_batched) { + // Determine the smallest power of 2 that's >= ne1, but <= 256 + int BATCH_SIZE; + if (ne1 > 128) BATCH_SIZE = 256; + else if (ne1 > 64 ) BATCH_SIZE = 128; + else if (ne1 > 32 ) BATCH_SIZE = 64; + else if (ne1 > 16 ) BATCH_SIZE = 32; + else if (ne1 > 8 ) BATCH_SIZE = 16; + else if (ne1 > 4 ) BATCH_SIZE = 8; + else BATCH_SIZE = 2; + + auto pipeline = ggml_metal_library_get_pipeline_ssm_conv_batched(lib, op, BATCH_SIZE); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); - ggml_metal_encoder_dispatch_threadgroups(enc, ne01, ne1, ne02, 1, 1, 1); + // Dispatch: ne01 rows, ceil(ne1/BATCH_SIZE) token batches, ne02 sequences + // Each threadgroup has BATCH_SIZE threads, each handling one token + const int n_token_batches = (ne1 + BATCH_SIZE - 1) / BATCH_SIZE; + ggml_metal_encoder_dispatch_threadgroups(enc, ne01, n_token_batches, ne02, BATCH_SIZE, 1, 1); + } else { + auto pipeline = ggml_metal_library_get_pipeline_ssm_conv(lib, op); + + ggml_metal_encoder_set_pipeline(enc, pipeline); + ggml_metal_encoder_set_bytes(enc, &args, sizeof(args), 0); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[0]), 1); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op->src[1]), 2); + ggml_metal_encoder_set_buffer(enc, ggml_metal_get_buffer_id(op), 3); + + ggml_metal_encoder_dispatch_threadgroups(enc, ne01, ne1, ne02, 1, 1, 1); + } return 1; } @@ -2150,9 +2178,7 @@ size_t ggml_metal_op_flash_attn_ext_extra_pad(const ggml_tensor * op) { const bool has_mask = op->src[3] != nullptr; if (ggml_metal_op_flash_attn_ext_use_vec(op)) { - // note: always reserve the padding space to avoid graph reallocations - //const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_VEC_NCPSG != 0; - const bool has_kvpad = true; + const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_VEC_NCPSG != 0; if (has_kvpad) { res += OP_FLASH_ATTN_EXT_VEC_NCPSG*( @@ -2161,8 +2187,7 @@ size_t ggml_metal_op_flash_attn_ext_extra_pad(const ggml_tensor * op) { (has_mask ? ggml_type_size(GGML_TYPE_F16)*ne31*ne32*ne33 : 0)); } } else { - //const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_NCPSG != 0; - const bool has_kvpad = true; + const bool has_kvpad = ne11 % OP_FLASH_ATTN_EXT_NCPSG != 0; if (has_kvpad) { res += OP_FLASH_ATTN_EXT_NCPSG*( @@ -2198,10 +2223,9 @@ size_t ggml_metal_op_flash_attn_ext_extra_blk(const ggml_tensor * op) { const bool is_vec = ggml_metal_op_flash_attn_ext_use_vec(op); // this optimization is not useful for the vector kernels - // note: always reserve the blk buffer to avoid graph reallocations - //if (is_vec) { - // return res; - //} + if (is_vec) { + return res; + } const int nqptg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NQPTG : OP_FLASH_ATTN_EXT_NQPTG; const int ncpsg = is_vec ? OP_FLASH_ATTN_EXT_VEC_NCPSG : OP_FLASH_ATTN_EXT_NCPSG; @@ -2228,16 +2252,13 @@ size_t ggml_metal_op_flash_attn_ext_extra_tmp(const ggml_tensor * op) { size_t res = 0; - // note: always reserve the temp buffer to avoid graph reallocations - //if (ggml_metal_op_flash_attn_ext_use_vec(op)) { - if (true) { + if (ggml_metal_op_flash_attn_ext_use_vec(op)) { const int64_t nwg = 32; - const int64_t ne01_max = std::min(ne01, 32); // temp buffer for writing the results from each workgroup // - ne20: the size of the Value head // - + 2: the S and M values for each intermediate result - res += ggml_type_size(GGML_TYPE_F32)*(ne01_max*ne02*ne03*nwg*(ne20 + 2)); + res += ggml_type_size(GGML_TYPE_F32)*(ne01*ne02*ne03*nwg*(ne20 + 2)); } return res; diff --git a/ggml/src/ggml-metal/ggml-metal-remoting.cpp b/ggml/src/ggml-metal/ggml-metal-remoting.cpp new file mode 100644 index 000000000..420f5fa4e --- /dev/null +++ b/ggml/src/ggml-metal/ggml-metal-remoting.cpp @@ -0,0 +1,28 @@ +#include "ggml-backend.h" +#include "ggml-backend-impl.h" +#include "ggml-impl.h" + +#include "ggml-metal-device.h" +#include "ggml-metal-impl.h" +#include "ggml-metal-context.h" + +extern "C" { + GGML_BACKEND_API void ggml_backend_metal_get_device_context(ggml_backend_dev_t dev, + bool *has_simdgroup_mm, + bool *has_simdgroup_reduction, + bool *use_bfloat); + + GGML_BACKEND_API void + ggml_backend_metal_get_device_context(ggml_backend_dev_t dev, + bool *has_simdgroup_mm, + bool *has_simdgroup_reduction, + bool *has_bfloat) { + ggml_metal_device_t dev_ctx = (ggml_metal_device_t)dev->context; + + const struct ggml_metal_device_props *props = ggml_metal_device_get_props(dev_ctx); + + *has_bfloat = props->has_bfloat; + *has_simdgroup_reduction = props->has_simdgroup_reduction; + *has_simdgroup_mm = props->has_simdgroup_mm; + } +} diff --git a/ggml/src/ggml-metal/ggml-metal.metal b/ggml/src/ggml-metal/ggml-metal.metal index 4b78d5a2b..51bcbae30 100644 --- a/ggml/src/ggml-metal/ggml-metal.metal +++ b/ggml/src/ggml-metal/ggml-metal.metal @@ -2343,7 +2343,102 @@ kernel void kernel_ssm_conv_f32_f32_4( x[0] = sumf; } +constant short FC_ssm_conv_bs [[function_constant(FC_SSM_CONV + 0)]]; + +// Batched version: each threadgroup processes multiple tokens for better efficiency +// Thread layout: each thread handles one token, threadgroup covers BATCH_SIZE tokens +kernel void kernel_ssm_conv_f32_f32_batched( + constant ggml_metal_kargs_ssm_conv & args, + device const void * src0, + device const void * src1, + device float * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + // tgpig.x = row index (ir) + // tgpig.y = batch of tokens (i2_base / BATCH_SIZE) + // tgpig.z = sequence index (i3) + // tpitg.x = thread within batch (0..BATCH_SIZE-1) + const short BATCH_SIZE = FC_ssm_conv_bs; + + const int64_t ir = tgpig.x; + const int64_t i2_base = tgpig.y * BATCH_SIZE; + const int64_t i3 = tgpig.z; + const int64_t i2_off = tpitg.x; + const int64_t i2 = i2_base + i2_off; + + const int64_t nc = args.ne10; // conv kernel size (typically 4) + const int64_t n_t = args.ne1; // number of tokens + + // Bounds check for partial batches at the end + if (i2 >= n_t) { + return; + } + + // Load conv weights (shared across all tokens for this row) + device const float * c = (device const float *) ((device const char *) src1 + ir*args.nb11); + + // Load source for this specific token + device const float * s = (device const float *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02); + + // Output location for this token + device float * x = (device float *) ((device char *) dst + ir*args.nb0 + i2*args.nb1 + i3*args.nb2); + + float sumf = 0.0f; + for (int64_t i0 = 0; i0 < nc; ++i0) { + sumf += s[i0] * c[i0]; + } + + x[0] = sumf; +} + +kernel void kernel_ssm_conv_f32_f32_batched_4( + constant ggml_metal_kargs_ssm_conv & args, + device const void * src0, + device const void * src1, + device float * dst, + uint3 tgpig[[threadgroup_position_in_grid]], + uint3 tpitg[[thread_position_in_threadgroup]], + uint3 ntg[[threads_per_threadgroup]]) { + // tgpig.x = row index (ir) + // tgpig.y = batch of tokens (i2_base / BATCH_SIZE) + // tgpig.z = sequence index (i3) + // tpitg.x = thread within batch (0..BATCH_SIZE-1) + const short BATCH_SIZE = FC_ssm_conv_bs; + + const int64_t ir = tgpig.x; + const int64_t i2_base = tgpig.y * BATCH_SIZE; + const int64_t i3 = tgpig.z; + const int64_t i2_off = tpitg.x; + const int64_t i2 = i2_base + i2_off; + + const int64_t nc = args.ne10; // conv kernel size (typically 4) + const int64_t n_t = args.ne1; // number of tokens + + // Bounds check for partial batches at the end + if (i2 >= n_t) { + return; + } + + // Load conv weights (shared across all tokens for this row) + device const float4 * c = (device const float4 *) ((device const char *) src1 + ir*args.nb11); + + // Load source for this specific token + device const float4 * s = (device const float4 *) ((device const char *) src0 + ir*args.nb01 + i2*args.nb00 + i3*args.nb02); + + // Output location for this token + device float * x = (device float *) ((device char *) dst + ir*args.nb0 + i2*args.nb1 + i3*args.nb2); + + float sumf = 0.0f; + for (int64_t i0 = 0; i0 < nc/4; ++i0) { + sumf += dot(s[i0], c[i0]); + } + + x[0] = sumf; +} + // ref: ggml.c:ggml_compute_forward_ssm_scan_f32, Mamba-2 part +// Optimized version: reduces redundant memory loads by having one thread load shared values kernel void kernel_ssm_scan_f32( constant ggml_metal_kargs_ssm_scan & args, device const void * src0, @@ -2363,7 +2458,15 @@ kernel void kernel_ssm_scan_f32( uint3 tgpg[[threadgroups_per_grid]]) { constexpr short NW = N_SIMDWIDTH; - shared[tpitg.x] = 0.0f; + // Shared memory layout: + // [0..sgptg*NW-1]: partial sums for reduction (existing) + // [sgptg*NW..sgptg*NW+sgptg-1]: pre-computed x_dt values for each token in batch + // [sgptg*NW+sgptg..sgptg*NW+2*sgptg-1]: pre-computed dA values for each token in batch + threadgroup float * shared_sums = shared; + threadgroup float * shared_x_dt = shared + sgptg * NW; + threadgroup float * shared_dA = shared + sgptg * NW + sgptg; + + shared_sums[tpitg.x] = 0.0f; const int32_t i0 = tpitg.x; const int32_t i1 = tgpig.x; @@ -2403,32 +2506,47 @@ kernel void kernel_ssm_scan_f32( for (int i2 = 0; i2 < n_t; i2 += sgptg) { threadgroup_barrier(mem_flags::mem_threadgroup); - for (int t = 0; t < sgptg && i2 + t < n_t; t++) { - const float dt0 = dt[0]; + // Pre-compute x_dt and dA for this batch of tokens + // Only first sgptg threads do the loads and expensive math + if (i0 < sgptg && i2 + i0 < n_t) { + // ns12 and ns21 are element strides (nb12/nb10, nb21/nb20) + device const float * x_t = x + i0 * args.ns12; + device const float * dt_t = dt + i0 * args.ns21; + + const float dt0 = dt_t[0]; const float dtsp = dt0 <= 20.0f ? log(1.0f + exp(dt0)) : dt0; - const float x_dt = x[0] * dtsp; - const float dA = exp(dtsp * A0); + shared_x_dt[i0] = x_t[0] * dtsp; + shared_dA[i0] = dtsp; // Store dtsp, compute exp(dtsp * A0) per-thread since A0 varies + } + + threadgroup_barrier(mem_flags::mem_threadgroup); + + for (int t = 0; t < sgptg && i2 + t < n_t; t++) { + const float x_dt = shared_x_dt[t]; + const float dA = exp(shared_dA[t] * A0); s = (s0 * dA) + (B[i0] * x_dt); const float sumf = simd_sum(s * C[i0]); if (tiisg == 0) { - shared[t*NW + sgitg] = sumf; + shared_sums[t*NW + sgitg] = sumf; } // recurse s0 = s; - x += args.ns12; - dt += args.ns21; B += args.ns42; C += args.ns52; } + // Advance pointers for next batch + x += sgptg * args.ns12; + dt += sgptg * args.ns21; + threadgroup_barrier(mem_flags::mem_threadgroup); - const float sumf = simd_sum(shared[sgitg*NW + tiisg]); + const float sumf = simd_sum(shared_sums[sgitg*NW + tiisg]); if (tiisg == 0 && i2 + sgitg < n_t) { y[sgitg*nh*nr] = sumf; diff --git a/ggml/src/ggml-remotingbackend/CMakeLists.txt b/ggml/src/ggml-remotingbackend/CMakeLists.txt new file mode 100644 index 000000000..4b796ff42 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/CMakeLists.txt @@ -0,0 +1,21 @@ +cmake_minimum_required(VERSION 3.19) +cmake_policy(SET CMP0114 NEW) + +message(STATUS "Enable API Remoting backend") + +ggml_add_backend_library(ggml-remotingbackend + backend.cpp + backend-dispatched.cpp + backend-dispatched-backend.cpp + backend-dispatched-device.cpp + backend-dispatched-buffer.cpp + backend-dispatched-buffer-type.cpp + backend-dispatched-metal.cpp + backend-utils.cpp + shared/api_remoting.h + shared/apir_backend.h + shared/venus_cs.h + venus_cs_ggml-rpc-back.cpp + ) + +target_compile_options(ggml-remotingbackend PRIVATE -std=c++20) diff --git a/ggml/src/ggml-remotingbackend/backend-convert.h b/ggml/src/ggml-remotingbackend/backend-convert.h new file mode 100644 index 000000000..4b6b2cf13 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-convert.h @@ -0,0 +1,16 @@ +#include "backend-utils.h" +#include "shared/apir_backend.h" + +#define BUFFER_TO_HOST_HANDLE(name) ggml_buffer_to_apir_handle(name) + +static inline apir_buffer_host_handle_t +ggml_buffer_to_apir_handle(ggml_backend_buffer_t buffer) { + // in the backend, the buffer handle is the buffer pointer + return (apir_buffer_host_handle_t) buffer; +} + +static inline apir_buffer_type_host_handle_t +ggml_buffer_type_to_apir_handle(ggml_backend_buffer_type_t buft) { + // in the backend, the buffer handle is the buffer pointer + return (apir_buffer_type_host_handle_t) buft; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched-backend.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched-backend.cpp new file mode 100644 index 000000000..a46ce0bb7 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched-backend.cpp @@ -0,0 +1,105 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +#include "shared/apir_backend.h" + +struct timer_data graph_compute_timer = {0, 0, 0, "compute_timer"}; + +uint32_t +backend_graph_compute(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + static bool async_backend_initialized = false; + static bool async_backend; + + if (!async_backend_initialized) { + struct ggml_backend_dev_props props; + + dev->iface.get_props(dev, &props); + async_backend = props.caps.async; + async_backend_initialized = true; + } + + start_timer(&graph_compute_timer); + + uint32_t shmem_res_id; + vn_decode_virtgpu_shmem_res_id(dec, &shmem_res_id); + + const void *shmem_data = ctx->iface.get_shmem_ptr(ctx->virgl_ctx, shmem_res_id); + if (!shmem_data) { + FATAL("Couldn't get the shmem addr from virgl :/"); + } + size_t cgraph_size; + vn_decode_size_t(dec, &cgraph_size); + + struct vn_cs_decoder secondary_dec = vn_cs_new_decoder((const char *) shmem_data, cgraph_size); + + ggml_cgraph *cgraph = vn_decode_ggml_cgraph(&secondary_dec, cgraph_size); + + ggml_status status; +#if APIR_BACKEND_CHECK_SUPPORTS_OP == 1 + for (int idx = 0; idx < cgraph->n_nodes; idx++) { + ggml_tensor *op = ggml_graph_node(cgraph, idx); + if (dev->iface.supports_op(dev, op)) { + continue; + } + ERROR("Graph node %d (%s) not supported by the backend :/", idx, ggml_op_desc(op)); + + status = GGML_STATUS_ABORTED; + vn_encode_ggml_status(enc, &status); + + stop_timer(&graph_compute_timer); + return 0; + } +#endif + status = bck->iface.graph_compute(bck, cgraph); + + if (async_backend) { + bck->iface.synchronize(bck); + } + + vn_encode_ggml_status(enc, &status); + + stop_timer(&graph_compute_timer); + + return 0; +} + +uint32_t +backend_graph_optimize(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + uint32_t shmem_res_id; + vn_decode_virtgpu_shmem_res_id(dec, &shmem_res_id); + + void *shmem_data = ctx->iface.get_shmem_ptr(ctx->virgl_ctx, shmem_res_id); + if (!shmem_data) { + FATAL("Couldn't get the shmem addr from virgl :/"); + } + size_t cgraph_size; + vn_decode_size_t(dec, &cgraph_size); + + struct vn_cs_decoder secondary_dec = vn_cs_new_decoder((const char *) shmem_data, cgraph_size); + + ggml_cgraph *cgraph = vn_decode_ggml_cgraph(&secondary_dec, cgraph_size); + + bck->iface.graph_optimize(bck, cgraph); + + std::vector cgraph_data; + size_t cgraph_new_size = vn_serialize_ggml_cgraph(cgraph, cgraph_data); + + vn_encode_size_t(enc, &cgraph_new_size); + + struct vn_cs_encoder secondary_enc = vn_cs_new_encoder((char *)shmem_data, cgraph_new_size); + + vn_encode_cgraph_data(&secondary_enc, cgraph_data); + + return 0; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched-buffer-type.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched-buffer-type.cpp new file mode 100644 index 000000000..f925d1e06 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched-buffer-type.cpp @@ -0,0 +1,81 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +uint32_t +backend_buffer_type_get_name(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + ggml_backend_buffer_type_t buft; + buft = vn_decode_ggml_buffer_type(dec); + + const char *string = buft->iface.get_name(buft); + + const size_t string_size = strlen(string) + 1; + vn_encode_array_size(enc, string_size); + vn_encode_char_array(enc, string, string_size); + + return 0; +} + +uint32_t +backend_buffer_type_get_alignment(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + ggml_backend_buffer_type_t buft; + buft = vn_decode_ggml_buffer_type(dec); + + size_t value = buft->iface.get_alignment(buft); + vn_encode_size_t(enc, &value); + + return 0; +} + +uint32_t +backend_buffer_type_get_max_size(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + ggml_backend_buffer_type_t buft; + buft = vn_decode_ggml_buffer_type(dec); + + size_t value = buft->iface.get_max_size(buft); + vn_encode_size_t(enc, &value); + + return 0; +} + +uint32_t +backend_buffer_type_is_host(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + ggml_backend_buffer_type_t buft; + buft = vn_decode_ggml_buffer_type(dec); + + bool is_host = buft->iface.is_host(buft); + vn_encode_bool_t(enc, &is_host); + + return 0; +} + +uint32_t +backend_buffer_type_alloc_buffer(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + + ggml_backend_buffer_type_t buft; + buft = vn_decode_ggml_buffer_type(dec); + + size_t size; + vn_decode_size_t(dec, &size); + + ggml_backend_buffer_t buffer; + + buffer = buft->iface.alloc_buffer(buft, size); + + vn_encode_ggml_buffer(enc, buffer); + + if (buffer) { + track_backend_buffer(buffer); + } + + return 0; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched-buffer.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched-buffer.cpp new file mode 100644 index 000000000..3a05af8b1 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched-buffer.cpp @@ -0,0 +1,165 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +struct timer_data get_tensor_timer = {0, 0, 0, "get_tensor"}; +struct timer_data set_tensor_timer = {0, 0, 0, "set_tensor"}; +struct timer_data cpy_tensor_timer = {0, 0, 0, "set_tensor"}; + +uint32_t +backend_buffer_get_base(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + + uintptr_t base = (uintptr_t) buffer->iface.get_base(buffer); + vn_encode_uintptr_t(enc, &base); + + return 0; +} + +uint32_t +backend_buffer_set_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + start_timer(&set_tensor_timer); + + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + + ggml_tensor *tensor; + // safe to remove the const qualifier here + tensor = (ggml_tensor *) (uintptr_t) vn_decode_ggml_tensor(dec); + + uint32_t shmem_res_id; + vn_decode_virtgpu_shmem_res_id(dec, &shmem_res_id); + + size_t offset; + vn_decode_size_t(dec, &offset); + + size_t size; + vn_decode_size_t(dec, &size); + + void *shmem_data = ctx->iface.get_shmem_ptr(ctx->virgl_ctx, shmem_res_id); + + if (!shmem_data) { + FATAL("Couldn't get the shmem addr from virgl :/"); + } + +#if 0 + INFO("Calling (%p)->set_tensor(tensor=%p, data=%p, offset=%lu, size=%lu", + buffer, tensor, shmem_data, offset, size); +#endif +#if 0 + void **addr = (void **)(uintptr_t) shmem_data; + for (int i = 0; i <= 10; i++) { + INFO("%s: %p | %llx", __func__, addr, *addr); + addr++; + } + INFO("\n"); +#endif + + buffer->iface.set_tensor(buffer, tensor, shmem_data, offset, size); + + stop_timer(&set_tensor_timer); + + return 0; +} + +uint32_t +backend_buffer_get_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + start_timer(&get_tensor_timer); + + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + + + const ggml_tensor *tensor; + // safe to remove the const qualifier here + tensor = vn_decode_ggml_tensor(dec); + + uint32_t shmem_res_id; + vn_decode_virtgpu_shmem_res_id(dec, &shmem_res_id); + + size_t offset; + vn_decode_size_t(dec, &offset); + + size_t size; + vn_decode_size_t(dec, &size); + + void *shmem_data = ctx->iface.get_shmem_ptr(ctx->virgl_ctx, shmem_res_id); + if (!shmem_data) { + FATAL("Couldn't get the shmem addr from virgl :/"); + } + + buffer->iface.get_tensor(buffer, tensor, shmem_data, offset, size); + + stop_timer(&get_tensor_timer); + + return 0; +} + +uint32_t +backend_buffer_cpy_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + + start_timer(&cpy_tensor_timer); + + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + INFO("%s <---->", __func__); + const ggml_tensor *src; + // safe to remove the const qualifier here + src = vn_decode_ggml_tensor(dec); + ggml_tensor* dst = (ggml_tensor*)(uintptr_t) vn_decode_ggml_tensor(dec); + + bool ret = buffer->iface.cpy_tensor(buffer, src, (ggml_tensor*)dst); + + vn_encode_bool_t(enc, &ret); + + stop_timer(&cpy_tensor_timer); + + return 0; +} + +uint32_t +backend_buffer_clear(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + + uint8_t value; + vn_decode_uint8_t(dec, &value); + + buffer->iface.clear(buffer, value); + + return 0; +} + +uint32_t +backend_buffer_free_buffer(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(enc); + + ggml_backend_buffer_t buffer; + buffer = vn_decode_ggml_buffer(dec); + + if (!untrack_backend_buffer(buffer)) { + WARNING("%s: unknown buffer %p", (void *) buffer); + return 1; + } + + buffer->iface.free_buffer(buffer); + + return 0; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched-device.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched-device.cpp new file mode 100644 index 000000000..473e9d2db --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched-device.cpp @@ -0,0 +1,142 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +uint32_t backend_reg_get_device_count(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(ctx); + UNUSED(dec); + + int32_t dev_count = reg->iface.get_device_count(reg); + vn_encode_int32_t(enc, &dev_count); + + return 0; +} + +uint32_t backend_device_get_name(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + const char *string = dev->iface.get_name(dev); + + const size_t string_size = strlen(string) + 1; + vn_encode_array_size(enc, string_size); + vn_encode_char_array(enc, string, string_size); + + return 0; +} + +uint32_t +backend_device_get_description(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + const char *string = dev->iface.get_description(dev); + + const size_t string_size = strlen(string) + 1; + vn_encode_array_size(enc, string_size); + vn_encode_char_array(enc, string, string_size); + + return 0; +} + +uint32_t +backend_device_get_type(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + uint32_t type = dev->iface.get_type(dev); + vn_encode_uint32_t(enc, &type); + + return 0; +} + +uint32_t +backend_device_get_memory(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + size_t free, total; + dev->iface.get_memory(dev, &free, &total); + + vn_encode_size_t(enc, &free); + vn_encode_size_t(enc, &total); + + return 0; +} + +uint32_t +backend_device_supports_op(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + + const ggml_tensor *op = vn_decode_ggml_tensor_inplace(dec); + + bool supports_op = dev->iface.supports_op(dev, op); + + vn_encode_bool_t(enc, &supports_op); + + return 0; +} + +uint32_t +backend_device_get_buffer_type(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + ggml_backend_buffer_type_t bufft = dev->iface.get_buffer_type(dev); + + vn_encode_ggml_buffer_type(enc, bufft); + + return 0; +} + +uint32_t +backend_device_get_props(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + struct ggml_backend_dev_props props; + dev->iface.get_props(dev, &props); + + vn_encode_bool_t(enc, &props.caps.async); + vn_encode_bool_t(enc, &props.caps.host_buffer); + vn_encode_bool_t(enc, &props.caps.buffer_from_host_ptr); + vn_encode_bool_t(enc, &props.caps.events); + + return 0; +} + +uint32_t +backend_device_buffer_from_ptr(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + uint32_t shmem_res_id; + vn_decode_virtgpu_shmem_res_id(dec, &shmem_res_id); + + void *shmem_ptr = ctx->iface.get_shmem_ptr(ctx->virgl_ctx, shmem_res_id); + if (!shmem_ptr) { + FATAL("Couldn't get the shmem addr from virgl :/"); + } + + size_t size; + vn_decode_size_t(dec, &size); + size_t max_tensor_size; + vn_decode_size_t(dec, &max_tensor_size); + + ggml_backend_buffer_t buffer; + buffer = dev->iface.buffer_from_host_ptr(dev, shmem_ptr, size, max_tensor_size); + + vn_encode_ggml_buffer(enc, buffer); + vn_encode_ggml_buffer_type(enc, buffer->buft); + + if (buffer) { + track_backend_buffer(buffer); + } + + return 0; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched-metal.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched-metal.cpp new file mode 100644 index 000000000..38f02c070 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched-metal.cpp @@ -0,0 +1,41 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +void (*ggml_backend_metal_get_device_context_fct)(ggml_backend_dev_t dev, + bool *has_simdgroup_mm, + bool *has_simdgroup_reduction, + bool *has_bfloat) = NULL; + +uint32_t +backend_metal_get_device_context(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx) { + UNUSED(ctx); + UNUSED(dec); + + bool has_simdgroup_mm; + bool has_simdgroup_reduction; + bool has_bfloat; + + uint32_t ret = 0; + if (ggml_backend_metal_get_device_context_fct) { + + ggml_backend_metal_get_device_context_fct(dev, + &has_simdgroup_mm, + &has_simdgroup_reduction, + &has_bfloat + ); + } else { + ERROR("ggml_backend_metal_get_device_context not available :/"); + ret = 1; + } + + vn_encode_bool_t(enc, &has_simdgroup_mm); + vn_encode_bool_t(enc, &has_simdgroup_reduction); + vn_encode_bool_t(enc, &has_bfloat); + + return ret; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched.cpp b/ggml/src/ggml-remotingbackend/backend-dispatched.cpp new file mode 100644 index 000000000..e93f5bcce --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched.cpp @@ -0,0 +1,47 @@ +#include +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +#include "ggml-metal.h" + +ggml_backend_reg_t reg = NULL; +ggml_backend_dev_t dev = NULL; +ggml_backend_t bck = NULL; + +long long timer_start = 0; +long long timer_total = 0; +long long timer_count = 0; + +uint32_t backend_dispatch_initialize(void *ggml_backend_reg_fct_p, void *ggml_backend_init_fct_p) { + if (reg != NULL) { + FATAL("%s: already initialized :/", __func__); + } + ggml_backend_reg_t (* ggml_backend_reg_fct)(void) = (ggml_backend_reg_t (*)()) ggml_backend_reg_fct_p; + + reg = ggml_backend_reg_fct(); + if (reg == NULL) { + FATAL("%s: backend registration failed :/", __func__); + } + + if (reg->iface.get_device_count(reg)) { + dev = reg->iface.get_device(reg, 0); + } + + ggml_backend_t (* ggml_backend_fct)(int) = (ggml_backend_t (*)(int)) ggml_backend_init_fct_p; + + bck = ggml_backend_fct(0); + if (!bck) { + ERROR("%s: backend initialization failed :/", __func__); + return APIR_BACKEND_INITIALIZE_BACKEND_FAILED; + } + + size_t free, total; + dev->iface.get_memory(dev, &free, &total); + INFO("%s: free memory: %ld MB", __func__, (size_t) free/1024/1024); + + return APIR_BACKEND_INITIALIZE_SUCCESS; +} diff --git a/ggml/src/ggml-remotingbackend/backend-dispatched.h b/ggml/src/ggml-remotingbackend/backend-dispatched.h new file mode 100644 index 000000000..2bec85573 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-dispatched.h @@ -0,0 +1,134 @@ +#pragma once + +#include +#include + +#include + +#include "backend-utils.h" +#include "backend-convert.h" +#include "shared/apir_backend.h" +#include "shared/venus_cs.h" +#include "shared/venus_cs_ggml.h" + +uint32_t backend_dispatch_initialize(void *ggml_backend_reg_fct_p, void *ggml_backend_init_fct_p); + +typedef uint32_t (*backend_dispatch_t)(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* *** */ + +uint32_t backend_reg_get_device_count(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* device */ +uint32_t backend_device_get_name(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_get_description(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_get_type(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_get_memory(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_supports_op(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_get_buffer_type(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_get_props(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_device_buffer_from_ptr(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* buffer-type */ +uint32_t backend_buffer_type_get_name(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_type_get_alignment(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_type_get_max_size(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_type_is_host(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_type_alloc_buffer(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* buffer */ +uint32_t backend_buffer_get_base(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_set_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_get_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_cpy_tensor(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_clear(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_buffer_free_buffer(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* backend */ +uint32_t backend_graph_compute(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); +uint32_t backend_graph_optimize(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +/* metal */ +uint32_t backend_metal_get_device_context(struct vn_cs_encoder *enc, struct vn_cs_decoder *dec, struct virgl_apir_context *ctx); + +static inline const char *backend_dispatch_command_name(ApirBackendCommandType type) +{ + switch (type) { + /* device */ + case APIR_COMMAND_TYPE_DEVICE_GET_COUNT: return "backend_get_device_count"; + case APIR_COMMAND_TYPE_DEVICE_GET_NAME: return "backend_get_device_name"; + case APIR_COMMAND_TYPE_DEVICE_GET_DESCRIPTION: return "backend_get_device_description"; + case APIR_COMMAND_TYPE_DEVICE_GET_TYPE: return "backend_device_get_type"; + case APIR_COMMAND_TYPE_DEVICE_GET_MEMORY: return "backend_get_device_memory"; + case APIR_COMMAND_TYPE_DEVICE_SUPPORTS_OP: return "backend_device_supports_op"; + case APIR_COMMAND_TYPE_DEVICE_GET_BUFFER_TYPE: return "backend_get_buffer_type"; + case APIR_COMMAND_TYPE_DEVICE_GET_PROPS: return "backend_get_props"; + case APIR_COMMAND_TYPE_DEVICE_BUFFER_FROM_PTR: return "backend_buffer_from_ptr"; + + /* buffer-type */ + case APIR_COMMAND_TYPE_BUFFER_TYPE_GET_NAME: return "backend_buffer_type_get_name"; + case APIR_COMMAND_TYPE_BUFFER_TYPE_GET_ALIGNMENT: return "backend_buffer_type_get_alignment"; + case APIR_COMMAND_TYPE_BUFFER_TYPE_GET_MAX_SIZE: return "backend_buffer_type_get_max_size"; + case APIR_COMMAND_TYPE_BUFFER_TYPE_IS_HOST: return "backend_buffer_type_is_host"; + case APIR_COMMAND_TYPE_BUFFER_TYPE_ALLOC_BUFFER: return "backend_buffer_type_alloc_buffer"; + + /* buffer */ + case APIR_COMMAND_TYPE_BUFFER_GET_BASE: return "backend_buffer_get_base"; + case APIR_COMMAND_TYPE_BUFFER_SET_TENSOR: return "backend_buffer_set_tensor"; + case APIR_COMMAND_TYPE_BUFFER_GET_TENSOR: return "backend_buffer_get_tensor"; + case APIR_COMMAND_TYPE_BUFFER_CPY_TENSOR: return "backend_buffer_cpy_tensor"; + case APIR_COMMAND_TYPE_BUFFER_CLEAR: return "backend_buffer_clear"; + case APIR_COMMAND_TYPE_BUFFER_FREE_BUFFER: return "backend_buffer_free_buffer"; + + /* backend */ + case APIR_COMMAND_TYPE_BACKEND_GRAPH_COMPUTE: return "backend_graph_compute"; + case APIR_COMMAND_TYPE_BACKEND_GRAPH_OPTIMIZE: return "backend_graph_optimize"; + + /* metal */ + case APIR_COMMAND_TYPE_METAL_GET_DEVICE_CONTEXT: return "metal_get_device_context"; + + default: return "unknown"; + } +} + +extern "C" { +static const backend_dispatch_t apir_backend_dispatch_table[APIR_BACKEND_DISPATCH_TABLE_COUNT] = { + /* device */ + + /* APIR_COMMAND_TYPE_DEVICE_GET_COUNT = */ backend_reg_get_device_count, + /* APIR_COMMAND_TYPE_DEVICE_GET_NAME = */ backend_device_get_name, + /* APIR_COMMAND_TYPE_DEVICE_GET_DESCRIPTION = */ backend_device_get_description, + /* APIR_COMMAND_TYPE_DEVICE_GET_TYPE = */ backend_device_get_type, + /* APIR_COMMAND_TYPE_DEVICE_GET_MEMORY = */ backend_device_get_memory, + /* APIR_COMMAND_TYPE_DEVICE_SUPPORTS_OP = */ backend_device_supports_op, + /* APIR_COMMAND_TYPE_DEVICE_GET_BUFFER_TYPE = */ backend_device_get_buffer_type, + /* APIR_COMMAND_TYPE_DEVICE_GET_PROPS = */ backend_device_get_props, + /* APIR_COMMAND_TYPE_DEVICE_BUFFER_FROM_PTR = */ backend_device_buffer_from_ptr, + + /* buffer-type */ + + /* APIR_COMMAND_TYPE_BUFFER_TYPE_GET_NAME = */ backend_buffer_type_get_name, + /* APIR_COMMAND_TYPE_BUFFER_TYPE_GET_ALIGNMENT = */ backend_buffer_type_get_alignment, + /* APIR_COMMAND_TYPE_BUFFER_TYPE_GET_MAX_SIZE = */ backend_buffer_type_get_max_size, + /* APIR_COMMAND_TYPE_BUFFER_TYPE_IS_HOST = */ backend_buffer_type_is_host, + /* APIR_COMMAND_TYPE_BUFFER_TYPE_ALLOC_BUFFER = */ backend_buffer_type_alloc_buffer, + + /* buffer */ + + /* APIR_COMMAND_TYPE_BUFFER_GET_BASE = */ backend_buffer_get_base, + /* APIR_COMMAND_TYPE_BUFFER_SET_TENSOR = */ backend_buffer_set_tensor, + /* APIR_COMMAND_TYPE_BUFFER_GET_TENSOR = */ backend_buffer_get_tensor, + /* APIR_COMMAND_TYPE_BUFFER_CPY_TENSOR = */ backend_buffer_cpy_tensor, + /* APIR_COMMAND_TYPE_BUFFER_CLEAR = */ backend_buffer_clear, + /* APIR_COMMAND_TYPE_BUFFER_FREE_BUFFER = */ backend_buffer_free_buffer, + + /* backend */ + + /* APIR_COMMAND_TYPE_BACKEND_GRAPH_COMPUTE = */ backend_graph_compute, + /* APIR_COMMAND_TYPE_BACKEND_GRAPH_OPTIMIZE = */ backend_graph_optimize, + + /* metal */ + + /* APIR_COMMAND_TYPE_METAL_GET_DEVICE_CONTEXT = */ backend_metal_get_device_context, +}; +} diff --git a/ggml/src/ggml-remotingbackend/backend-internal.h b/ggml/src/ggml-remotingbackend/backend-internal.h new file mode 100644 index 000000000..4d7ef19e8 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-internal.h @@ -0,0 +1,35 @@ +#include +#include +#include + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" +#include "shared/api_remoting.h" + +extern ggml_backend_reg_t reg; +extern ggml_backend_dev_t dev; +extern ggml_backend_t bck; + +#define NOT_IMPLEMENTED \ + do { \ + static bool first = true; \ + if (first) { \ + printf("\nWARN: ###\nWARN: ### reached unimplemented function %s\nWARN: ###\n\n", __func__); \ + first = false; \ + } \ + } while(0) + +extern "C" { + ApirLoadLibraryReturnCode apir_backend_initialize(); + void apir_backend_deinit(void); + uint32_t apir_backend_dispatcher(uint32_t cmd_type, struct virgl_apir_context *ctx, + char *dec_cur, const char *dec_end, + char *enc_cur, const char *enc_end, + char **enc_cur_after); +} + +extern void (*ggml_backend_metal_get_device_context_fct)(ggml_backend_dev_t dev, + bool *has_simdgroup_mm, + bool *has_simdgroup_reduction, + bool *use_bfloat); diff --git a/ggml/src/ggml-remotingbackend/backend-utils.cpp b/ggml/src/ggml-remotingbackend/backend-utils.cpp new file mode 100644 index 000000000..e69de29bb diff --git a/ggml/src/ggml-remotingbackend/backend-utils.h b/ggml/src/ggml-remotingbackend/backend-utils.h new file mode 100644 index 000000000..d3abf3a2a --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend-utils.h @@ -0,0 +1,61 @@ +#pragma once + +#include +#include +#include + +#include + +#define UNUSED GGML_UNUSED +#define APIR_LLAMA_CPP_LOG_TO_FILE_ENV "APIR_LLAMA_CPP_LOG_TO_FILE" + +static FILE * +get_log_dest(void) +{ + static FILE *dest = NULL; + if (dest) { + return dest; + } + const char *apir_log_to_file = getenv(APIR_LLAMA_CPP_LOG_TO_FILE_ENV); + if (!apir_log_to_file) { + dest = stderr; + return dest; + } + + dest = fopen(apir_log_to_file, "w"); + + return dest; +} + +#define APIR_VA_PRINT(prefix, format) \ + do { \ + FILE *dest = get_log_dest(); \ + fprintf(dest, prefix); \ + va_list argptr; \ + va_start(argptr, format); \ + vfprintf(dest, format, argptr); \ + fprintf(dest, "\n"); \ + va_end(argptr); \ + fflush(dest); \ + } while (0) + +inline void +INFO(const char *format, ...) { + APIR_VA_PRINT("INFO: ", format); +} + +inline void +WARNING(const char *format, ...) { + APIR_VA_PRINT("WARNING: ", format); +} + +inline void +ERROR(const char *format, ...) { + APIR_VA_PRINT("ERROR: ", format); +} + +[[noreturn]] inline void +FATAL(const char *format, ...) { + APIR_VA_PRINT("FATAL: ", format); + abort(); +} diff --git a/ggml/src/ggml-remotingbackend/backend.cpp b/ggml/src/ggml-remotingbackend/backend.cpp new file mode 100644 index 000000000..b7f373dd0 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/backend.cpp @@ -0,0 +1,154 @@ +#include +#include + +#include + +#include "backend-utils.h" +#include "backend-internal.h" +#include "backend-dispatched.h" + +#include "shared/api_remoting.h" +#include "shared/apir_backend.h" +#include "shared/venus_cs.h" + +#define GGML_BACKEND_LIBRARY_PATH_ENV "APIR_LLAMA_CPP_GGML_LIBRARY_PATH" +#define GGML_BACKEND_LIBRARY_REG_ENV "APIR_LLAMA_CPP_GGML_LIBRARY_REG" +#define GGML_BACKEND_LIBRARY_INIT_ENV "APIR_LLAMA_CPP_GGML_LIBRARY_INIT" + +#define GGML_BACKEND_LIBRARY_METAL_DEVICE_CONTEXT "ggml_backend_metal_get_device_context" + +static void *backend_library_handle = NULL; + +extern "C" { + void apir_backend_deinit(void) { + auto buffers = get_track_backend_buffers(); + for (const auto& buffer: buffers) { + untrack_backend_buffer(buffer); + buffer->iface.free_buffer(buffer); + } + + if (dev) { + size_t free, total; + dev->iface.get_memory(dev, &free, &total); + INFO("%s: free memory: %ld MB", __func__, (size_t) free/1024/1024); + } + + show_timer(&graph_compute_timer); + show_timer(&set_tensor_timer); + show_timer(&get_tensor_timer); + /* *** */ + + if (backend_library_handle) { + INFO("%s: The GGML backend library was loaded. Unloading it.", __func__); + dlclose(backend_library_handle); + } + + INFO("%s: bye-bye", __func__); + } + + ApirLoadLibraryReturnCode apir_backend_initialize() { + const char* dlsym_error; + + const char* library_name = getenv(GGML_BACKEND_LIBRARY_PATH_ENV); + const char* library_reg = getenv(GGML_BACKEND_LIBRARY_REG_ENV); + const char* library_init = getenv(GGML_BACKEND_LIBRARY_INIT_ENV); + + INFO("%s: loading %s (%s|%s)", __func__, library_name, library_reg, library_init); + + if (!library_name) { + ERROR("cannot open the GGML library: env var '%s' not defined\n", GGML_BACKEND_LIBRARY_PATH_ENV); + + return APIR_LOAD_LIBRARY_ENV_VAR_MISSING; + } + + backend_library_handle = dlopen(library_name, RTLD_LAZY); + + if (!backend_library_handle) { + ERROR("cannot open the GGML library: %s", dlerror()); + + return APIR_LOAD_LIBRARY_CANNOT_OPEN; + } + + if (!library_reg) { + ERROR("cannot register the GGML library: env var '%s' not defined", GGML_BACKEND_LIBRARY_REG_ENV); + + return APIR_LOAD_LIBRARY_ENV_VAR_MISSING; + } + + void *ggml_backend_reg_fct = dlsym(backend_library_handle, library_reg); + dlsym_error = dlerror(); + if (dlsym_error) { + ERROR("cannot find the GGML backend registration symbol '%s' (from %s): %s", + library_reg, GGML_BACKEND_LIBRARY_REG_ENV, dlsym_error); + + return APIR_LOAD_LIBRARY_SYMBOL_MISSING; + } + + if (!library_init) { + ERROR("cannot initialize the GGML library: env var '%s' not defined", library_init); + + return APIR_LOAD_LIBRARY_ENV_VAR_MISSING; + } + + void *ggml_backend_init_fct = dlsym(backend_library_handle, library_init); + dlsym_error = dlerror(); + if (dlsym_error) { + ERROR("cannot find the GGML backend init symbol '%s' (from %s): %s", + library_init, GGML_BACKEND_LIBRARY_INIT_ENV, dlsym_error); + + return APIR_LOAD_LIBRARY_SYMBOL_MISSING; + } + +#if 0 + ggml_backend_metal_get_device_context_fct = (void (*)(ggml_backend_dev_t, bool *, bool *, bool *)) dlsym(backend_library_handle, GGML_BACKEND_LIBRARY_METAL_DEVICE_CONTEXT); + dlsym_error = dlerror(); + if (dlsym_error) { + ERROR("cannot find the GGML device context symbol '%s': %s\n", + GGML_BACKEND_LIBRARY_METAL_DEVICE_CONTEXT, dlsym_error); + + return APIR_LOAD_LIBRARY_SYMBOL_MISSING; + } +#endif + + uint32_t ret = backend_dispatch_initialize(ggml_backend_reg_fct, ggml_backend_init_fct); + + return (ApirLoadLibraryReturnCode) (APIR_LOAD_LIBRARY_INIT_BASE_INDEX + ret); + } + + uint32_t apir_backend_dispatcher(uint32_t cmd_type, struct virgl_apir_context *ctx, + char *dec_cur, const char *dec_end, + char *enc_cur, const char *enc_end, + char **enc_cur_after) { + struct vn_cs_encoder _enc = { + .cur = enc_cur, + .start = enc_cur, + .end = enc_end, + }; + struct vn_cs_encoder *enc = &_enc; + + struct vn_cs_decoder _dec = { + .cur = dec_cur, + .end = dec_end, + }; + struct vn_cs_decoder *dec = &_dec; + + + if (cmd_type >= APIR_BACKEND_DISPATCH_TABLE_COUNT) { + ERROR("Received an invalid dispatch index (%d >= %d)\n", + cmd_type, APIR_BACKEND_DISPATCH_TABLE_COUNT); + return APIR_BACKEND_FORWARD_INDEX_INVALID; + } + +#if 0 + static long long count = 0; + INFO("[%lld] Calling %s", count, backend_dispatch_command_name((ApirBackendCommandType) cmd_type)); + count += 1; +#endif + backend_dispatch_t forward_fct = apir_backend_dispatch_table[cmd_type]; + uint32_t ret = forward_fct(enc, dec, ctx); + + *enc_cur_after = enc->cur; + + return ret; + } +} diff --git a/ggml/src/ggml-remotingbackend/shared/api_remoting.h b/ggml/src/ggml-remotingbackend/shared/api_remoting.h new file mode 100644 index 000000000..fe9d89bdc --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/api_remoting.h @@ -0,0 +1,88 @@ +#pragma once + +/* the rest of this file must match virglrenderer/src/apir-protocol.h */ + +#include + +#define VENUS_COMMAND_TYPE_LENGTH 331 + +#define APIR_PROTOCOL_MAJOR 0 +#define APIR_PROTOCOL_MINOR 1 + +#define APIR_HANDSHAKE_MAGIC 0xab1e + +typedef enum { + APIR_COMMAND_TYPE_HandShake = 0, + APIR_COMMAND_TYPE_LoadLibrary = 1, + APIR_COMMAND_TYPE_Forward = 2, + + APIR_COMMAND_TYPE_LENGTH = 3, +} ApirCommandType; + +typedef uint64_t ApirCommandFlags; + +typedef enum { + APIR_LOAD_LIBRARY_SUCCESS = 0, + APIR_LOAD_LIBRARY_HYPERCALL_INITIALIZATION_ERROR = 1, + APIR_LOAD_LIBRARY_ALREADY_LOADED = 2, + APIR_LOAD_LIBRARY_ENV_VAR_MISSING = 3, + APIR_LOAD_LIBRARY_CANNOT_OPEN = 4, + APIR_LOAD_LIBRARY_SYMBOL_MISSING = 5, + APIR_LOAD_LIBRARY_INIT_BASE_INDEX = 6, // anything above this is a APIR backend library initialization return code +} ApirLoadLibraryReturnCode; + +typedef enum { + APIR_FORWARD_SUCCESS = 0, + APIR_FORWARD_NO_DISPATCH_FCT = 1, + APIR_FORWARD_TIMEOUT = 2, + + APIR_FORWARD_BASE_INDEX = 3, // anything above this is a APIR backend library forward return code +} ApirForwardReturnCode; + +__attribute__((unused)) +static inline const char *apir_command_name(ApirCommandType type) +{ + switch (type) { + case APIR_COMMAND_TYPE_HandShake: return "HandShake"; + case APIR_COMMAND_TYPE_LoadLibrary: return "LoadLibrary"; + case APIR_COMMAND_TYPE_Forward: return "Forward"; + default: return "unknown"; + } +} + +__attribute__((unused)) +static const char *apir_load_library_error(ApirLoadLibraryReturnCode code) { +#define APIR_LOAD_LIBRARY_ERROR(code_name) \ + do { \ + if (code == code_name) return #code_name; \ + } while (0) \ + + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_SUCCESS); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_HYPERCALL_INITIALIZATION_ERROR); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_ALREADY_LOADED); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_ENV_VAR_MISSING); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_CANNOT_OPEN); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_SYMBOL_MISSING); + APIR_LOAD_LIBRARY_ERROR(APIR_LOAD_LIBRARY_INIT_BASE_INDEX); + + return "Unknown APIR_COMMAND_TYPE_LoadLibrary error"; + +#undef APIR_LOAD_LIBRARY_ERROR +} + +__attribute__((unused)) +static const char *apir_forward_error(ApirForwardReturnCode code) { +#define APIR_FORWARD_ERROR(code_name) \ + do { \ + if (code == code_name) return #code_name; \ + } while (0) \ + + APIR_FORWARD_ERROR(APIR_FORWARD_SUCCESS); + APIR_FORWARD_ERROR(APIR_FORWARD_NO_DISPATCH_FCT); + APIR_FORWARD_ERROR(APIR_FORWARD_TIMEOUT); + APIR_FORWARD_ERROR(APIR_FORWARD_BASE_INDEX); + + return "Unknown APIR_COMMAND_TYPE_Forward error"; + +#undef APIR_FORWARD_ERROR +} diff --git a/ggml/src/ggml-remotingbackend/shared/apir_backend.h b/ggml/src/ggml-remotingbackend/shared/apir_backend.h new file mode 100644 index 000000000..47f62925f --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/apir_backend.h @@ -0,0 +1,145 @@ +#pragma once + +#include // for struct timespec, clock_gettime +#include // for uintptr_t + +#define APIR_BACKEND_INITIALIZE_SUCCESS 0 +#define APIR_BACKEND_INITIALIZE_CANNOT_OPEN_BACKEND_LIBRARY 1 +#define APIR_BACKEND_INITIALIZE_CANNOT_OPEN_GGML_LIBRARY 2 +#define APIR_BACKEND_INITIALIZE_MISSING_BACKEND_SYMBOLS 3 +#define APIR_BACKEND_INITIALIZE_MISSING_GGML_SYMBOLS 4 + +#define APIR_BACKEND_INITIALIZE_BACKEND_FAILED 5 +// new entries here need to be added to the apir_backend_initialize_error function below + +#define APIR_BACKEND_FORWARD_INDEX_INVALID 6 + +// 0 is fast, 1 avoids the backend to crash if an unsupported tensor is received +#define APIR_BACKEND_CHECK_SUPPORTS_OP 0 + +typedef uintptr_t apir_buffer_type_host_handle_t; +typedef uintptr_t apir_buffer_host_handle_t; + +typedef struct { + apir_buffer_host_handle_t host_handle; + + struct vn_renderer_shmem *shmem; + apir_buffer_type_host_handle_t buft_host_handle; +} apir_buffer_context_t; + +struct vn_dispatch_context; +struct virgl_apir_context; + +typedef enum ApirBackendCommandType { + /* device */ + APIR_COMMAND_TYPE_DEVICE_GET_COUNT = 0, + APIR_COMMAND_TYPE_DEVICE_GET_NAME = 1, + APIR_COMMAND_TYPE_DEVICE_GET_DESCRIPTION = 2, + APIR_COMMAND_TYPE_DEVICE_GET_TYPE = 3, + APIR_COMMAND_TYPE_DEVICE_GET_MEMORY = 4, + APIR_COMMAND_TYPE_DEVICE_SUPPORTS_OP = 5, + APIR_COMMAND_TYPE_DEVICE_GET_BUFFER_TYPE = 6, + APIR_COMMAND_TYPE_DEVICE_GET_PROPS = 7, + APIR_COMMAND_TYPE_DEVICE_BUFFER_FROM_PTR = 8, + + /* buffer-type */ + APIR_COMMAND_TYPE_BUFFER_TYPE_GET_NAME = 9, + APIR_COMMAND_TYPE_BUFFER_TYPE_GET_ALIGNMENT = 10, + APIR_COMMAND_TYPE_BUFFER_TYPE_GET_MAX_SIZE = 11, + APIR_COMMAND_TYPE_BUFFER_TYPE_IS_HOST = 12, + APIR_COMMAND_TYPE_BUFFER_TYPE_ALLOC_BUFFER = 13, + + /* buffer */ + APIR_COMMAND_TYPE_BUFFER_GET_BASE = 14, + APIR_COMMAND_TYPE_BUFFER_SET_TENSOR = 15, + APIR_COMMAND_TYPE_BUFFER_GET_TENSOR = 16, + APIR_COMMAND_TYPE_BUFFER_CPY_TENSOR = 17, + APIR_COMMAND_TYPE_BUFFER_CLEAR = 18, + APIR_COMMAND_TYPE_BUFFER_FREE_BUFFER = 19, + + /* backend */ + APIR_COMMAND_TYPE_BACKEND_GRAPH_COMPUTE = 20, + APIR_COMMAND_TYPE_BACKEND_GRAPH_OPTIMIZE = 21, + + /* metal */ + APIR_COMMAND_TYPE_METAL_GET_DEVICE_CONTEXT = 22, + + // last command_type index + 1 + APIR_BACKEND_DISPATCH_TABLE_COUNT = 23, +} ApirBackendCommandType; + + +struct virgl_apir_callbacks { + void *(*get_shmem_ptr)(struct vn_dispatch_context *ctx, uint32_t res_id); +}; + +struct virgl_apir_context { + struct vn_dispatch_context *virgl_ctx; + + struct virgl_apir_callbacks iface; +}; + +struct timer_data { + long long start; + long long total; + long long count; + const char *name; +}; + +extern struct timer_data graph_compute_timer; +extern struct timer_data get_tensor_timer; +extern struct timer_data set_tensor_timer; +extern struct timer_data cpy_tensor_timer; +extern struct timer_data wait_host_reply_timer; +extern struct timer_data get_tensor_from_ptr_timer; +extern struct timer_data set_tensor_from_ptr_timer; + +static inline void start_timer(struct timer_data *timer) { + struct timespec ts; + clock_gettime(CLOCK_MONOTONIC, &ts); + timer->start = (long long)ts.tv_sec * 1000000000LL + ts.tv_nsec; +} + +// returns the duration in ns +static inline long long stop_timer(struct timer_data *timer) { + struct timespec ts; + clock_gettime(CLOCK_MONOTONIC, &ts); + long long timer_end = (long long)ts.tv_sec * 1000000000LL + ts.tv_nsec; + + long long duration = (timer_end - timer->start); + timer->total += duration; + timer->count += 1; + + return duration; +} + +static inline void show_timer(struct timer_data *timer) { + double ms = timer->total/1000000; + double itl = ms/timer->count; + double speed = 1/itl * 1000; + + if (!timer->total) { + return; + } + + INFO("%15s [%9.0f] ms for %4ld invocations | ITL %2.2f ms | throughput = %4.2f t/s (%4.2f ms/call)", + timer->name, ms, timer->count, itl, speed, ms/timer->count); +} + +static const char *apir_backend_initialize_error(int code) { +#define APIR_BACKEND_INITIALIZE_ERROR(code_name) \ + do { \ + if (code == code_name) return #code_name; \ + } while (0) \ + + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_SUCCESS); + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_CANNOT_OPEN_BACKEND_LIBRARY); + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_CANNOT_OPEN_GGML_LIBRARY); + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_MISSING_BACKEND_SYMBOLS); + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_MISSING_GGML_SYMBOLS); + APIR_BACKEND_INITIALIZE_ERROR(APIR_BACKEND_INITIALIZE_BACKEND_FAILED); + + return "Unknown APIR_BACKEND_INITIALIZE error:/"; + +#undef APIR_BACKEND_INITIALIZE_ERROR +} diff --git a/ggml/src/ggml-remotingbackend/shared/venus_cs.h b/ggml/src/ggml-remotingbackend/shared/venus_cs.h new file mode 100644 index 000000000..e67c99a46 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/venus_cs.h @@ -0,0 +1,554 @@ +#pragma once + +#include +#include + +// needs UNUSED to be defined +// needs FATAL to be defined + +#define likely(x) __builtin_expect(!!(x), 1) +#define unlikely(x) __builtin_expect(!!(x), 0) + +struct vn_cs_encoder { + char* cur; + const char *start; + const char* end; +}; + +struct vn_cs_decoder { + const char* cur; + const char* end; +}; + +/* + * new encoder and decoder + */ + +static struct vn_cs_decoder +vn_cs_new_decoder(const char *ptr, size_t size) { + struct vn_cs_decoder dec = { + .cur = ptr, + .end = ptr + size, + }; + + return dec; +} + +static struct vn_cs_encoder +vn_cs_new_encoder(char *ptr, size_t size) { + struct vn_cs_encoder enc = { + .cur = ptr, + .start = ptr, + .end = ptr + size, + }; + + return enc; +} + +/* + * encode peek + */ + +static inline bool +vn_cs_decoder_peek_internal(const struct vn_cs_decoder *dec, + size_t size, + void *val, + size_t val_size) +{ + assert(val_size <= size); + + if (unlikely(size > (size_t) (dec->end - dec->cur))) { + FATAL("READING TOO MUCH FROM THE DECODER :/"); + //vn_cs_decoder_set_fatal(dec); + memset(val, 0, val_size); + return false; + } + + /* we should not rely on the compiler to optimize away memcpy... */ + memcpy(val, dec->cur, val_size); + return true; +} + +static inline void +vn_cs_decoder_peek(const struct vn_cs_decoder *dec, + size_t size, + void *val, + size_t val_size) +{ + vn_cs_decoder_peek_internal(dec, size, val, val_size); +} + +static inline const void * +vn_cs_decoder_use_inplace(struct vn_cs_decoder *dec, + size_t size) +{ + if (unlikely(size > (size_t) (dec->end - dec->cur))) { + FATAL("READING TOO MUCH FROM THE DECODER :/"); + } + const void *addr = dec->cur; + dec->cur += size; + + return addr; +} + +/* + * read/write + */ + +static inline void +vn_cs_decoder_read(struct vn_cs_decoder *dec, + size_t size, + void *val, + size_t val_size) +{ + if (vn_cs_decoder_peek_internal(dec, size, val, val_size)) + dec->cur += size; +} + +static inline char * +vn_cs_encoder_write(struct vn_cs_encoder *enc, + size_t size, + const void *val, + size_t val_size) +{ + assert(val_size <= size); + assert(size <= ((size_t) (enc->end - enc->cur))); + + char *write_addr = enc->cur; + /* we should not rely on the compiler to optimize away memcpy... */ + memcpy(write_addr, val, val_size); + enc->cur += size; + + return write_addr; +} + +/* + * encode/decode + */ + +static inline void +vn_decode(struct vn_cs_decoder *dec, size_t size, void *data, size_t data_size) +{ + assert(size % 4 == 0); + vn_cs_decoder_read(dec, size, data, data_size); +} + +static inline void +vn_encode(struct vn_cs_encoder *enc, size_t size, const void *data, size_t data_size) +{ + assert(size % 4 == 0); + /* TODO check if the generated code is optimal */ + vn_cs_encoder_write(enc, size, data, data_size); +} + +/* + * typed encode/decode + */ + +/* uint8_t */ + +static inline void +vn_encode_uint8_t(struct vn_cs_encoder *enc, const uint8_t *val) +{ + vn_encode(enc, sizeof(int), val, sizeof(*val)); +} + +static inline void +vn_decode_uint8_t(struct vn_cs_decoder *dec, uint8_t *val) +{ + vn_decode(dec, sizeof(int), val, sizeof(*val)); +} + +/* uint64_t */ + +static inline size_t +vn_sizeof_uint64_t(const uint64_t *val) +{ + assert(sizeof(*val) == 8); +#ifdef NDEBUG + UNUSED(val); +#endif + return 8; +} + +static inline void +vn_encode_uint64_t(struct vn_cs_encoder *enc, const uint64_t *val) +{ + vn_encode(enc, 8, val, sizeof(*val)); +} + +static inline void +vn_decode_uint64_t(struct vn_cs_decoder *dec, uint64_t *val) +{ + vn_decode(dec, 8, val, sizeof(*val)); +} + +static inline size_t +vn_sizeof_uint64_t_array(const uint64_t *val, uint32_t count) +{ + assert(sizeof(*val) == 8); + const size_t size = sizeof(*val) * count; + assert(size >= count); + return size; +} + +static inline void +vn_encode_uint64_t_array(struct vn_cs_encoder *enc, const uint64_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_encode(enc, size, val, size); +} + +static inline void +vn_decode_uint64_t_array(struct vn_cs_decoder *dec, uint64_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_decode(dec, size, val, size); +} + +static inline const uint64_t * +vn_decode_uint64_t_array_inplace(struct vn_cs_decoder *dec, uint32_t count) +{ + return (uint64_t *)(uintptr_t) vn_cs_decoder_use_inplace(dec, count * sizeof(uint64_t)); +} + +/* int32_t */ + +static inline size_t +vn_sizeof_int32_t(const int32_t *val) +{ + assert(sizeof(*val) == 4); +#ifdef NDEBUG + UNUSED(val); +#endif + return 4; +} + +static inline void +vn_encode_int32_t(struct vn_cs_encoder *enc, const int32_t *val) +{ + vn_encode(enc, 4, val, sizeof(*val)); +} + +static inline void +vn_decode_int32_t(struct vn_cs_decoder *dec, int32_t *val) +{ + vn_decode(dec, 4, val, sizeof(*val)); +} + +static inline size_t +vn_sizeof_int32_t_array(const int32_t *val, uint32_t count) +{ + assert(sizeof(*val) == 4); + const size_t size = sizeof(*val) * count; + assert(size >= count); + return size; +} + +static inline void +vn_encode_int32_t_array(struct vn_cs_encoder *enc, const int32_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_encode(enc, size, val, size); +} + +static inline void +vn_decode_int32_t_array(struct vn_cs_decoder *dec, int32_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_decode(dec, size, val, size); +} + +/* array size (uint64_t) */ + +static inline size_t +vn_sizeof_array_size(uint64_t size) +{ + return vn_sizeof_uint64_t(&size); +} + +static inline void +vn_encode_array_size(struct vn_cs_encoder *enc, uint64_t size) +{ + vn_encode_uint64_t(enc, &size); +} + +static inline uint64_t +vn_decode_array_size(struct vn_cs_decoder *dec, uint64_t expected_size) +{ + uint64_t size; + vn_decode_uint64_t(dec, &size); + if (size != expected_size) { + FATAL("ENCODER IS FULL :/"); + //vn_cs_decoder_set_fatal(dec); + size = 0; + } + return size; +} + +static inline uint64_t +vn_decode_array_size_unchecked(struct vn_cs_decoder *dec) +{ + uint64_t size; + vn_decode_uint64_t(dec, &size); + return size; +} + +static inline uint64_t +vn_peek_array_size(struct vn_cs_decoder *dec) +{ + uint64_t size; + vn_cs_decoder_peek(dec, sizeof(size), &size, sizeof(size)); + return size; +} + +/* non-array pointer */ + +static inline size_t +vn_sizeof_simple_pointer(const void *val) +{ + return vn_sizeof_array_size(val ? 1 : 0); +} + +static inline bool +vn_encode_simple_pointer(struct vn_cs_encoder *enc, const void *val) +{ + vn_encode_array_size(enc, val ? 1 : 0); + return val; +} + +static inline bool +vn_decode_simple_pointer(struct vn_cs_decoder *dec) +{ + return vn_decode_array_size_unchecked(dec); +} + +/* uint32_t */ + +static inline size_t +vn_sizeof_uint32_t(const uint32_t *val) +{ + assert(sizeof(*val) == 4); +#ifdef NDEBUG + UNUSED(val); +#endif + return 4; +} + +static inline void +vn_encode_uint32_t(struct vn_cs_encoder *enc, const uint32_t *val) +{ + vn_encode(enc, 4, val, sizeof(*val)); +} + +static inline void +vn_decode_uint32_t(struct vn_cs_decoder *dec, uint32_t *val) +{ + vn_decode(dec, 4, val, sizeof(*val)); +} + +static inline size_t +vn_sizeof_uint32_t_array(const uint32_t *val, uint32_t count) +{ + assert(sizeof(*val) == 4); + const size_t size = sizeof(*val) * count; + assert(size >= count); + return size; +} + +static inline void +vn_encode_uint32_t_array(struct vn_cs_encoder *enc, const uint32_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_encode(enc, size, val, size); +} + +static inline void +vn_decode_uint32_t_array(struct vn_cs_decoder *dec, uint32_t *val, uint32_t count) +{ + const size_t size = sizeof(*val) * count; + assert(size >= count); + vn_decode(dec, size, val, size); +} + +/* size_t */ + +static inline size_t +vn_sizeof_size_t(const size_t *val) +{ + return sizeof(*val); +} + +static inline void +vn_encode_size_t(struct vn_cs_encoder *enc, const size_t *val) +{ + const uint64_t tmp = *val; + vn_encode_uint64_t(enc, &tmp); +} + +static inline void +vn_decode_size_t(struct vn_cs_decoder *dec, size_t *val) +{ + uint64_t tmp; + vn_decode_uint64_t(dec, &tmp); + *val = tmp; +} + +static inline size_t +vn_sizeof_size_t_array(const size_t *val, uint32_t count) +{ + return vn_sizeof_size_t(val) * count; +} + +static inline void +vn_encode_size_t_array(struct vn_cs_encoder *enc, const size_t *val, uint32_t count) +{ + if (sizeof(size_t) == sizeof(uint64_t)) { + vn_encode_uint64_t_array(enc, (const uint64_t *)val, count); + } else { + for (uint32_t i = 0; i < count; i++) + vn_encode_size_t(enc, &val[i]); + } +} + +static inline void +vn_decode_size_t_array(struct vn_cs_decoder *dec, size_t *val, uint32_t count) +{ + if (sizeof(size_t) == sizeof(uint64_t)) { + vn_decode_uint64_t_array(dec, (uint64_t *)val, count); + } else { + for (uint32_t i = 0; i < count; i++) + vn_decode_size_t(dec, &val[i]); + } +} + +/* opaque blob */ + +static inline size_t +vn_sizeof_blob_array(const void *val, size_t size) +{ + UNUSED(val); + return (size + 3) & ~3; +} + +static inline void +vn_encode_blob_array(struct vn_cs_encoder *enc, const void *val, size_t size) +{ + vn_encode(enc, (size + 3) & ~3, val, size); +} + +static inline void +vn_decode_blob_array(struct vn_cs_decoder *dec, void *val, size_t size) +{ + vn_decode(dec, (size + 3) & ~3, val, size); +} + +/* string */ + +static inline size_t +vn_sizeof_char_array(const char *val, size_t size) +{ + return vn_sizeof_blob_array(val, size); +} + +static inline void +vn_encode_char_array(struct vn_cs_encoder *enc, const char *val, size_t size) +{ + assert(size && strlen(val) < size); + vn_encode_blob_array(enc, val, size); +} + +static inline void +vn_decode_char_array(struct vn_cs_decoder *dec, char *val, size_t size) +{ + vn_decode_blob_array(dec, val, size); + if (size) + val[size - 1] = '\0'; + else { + //vn_cs_decoder_set_fatal(dec); + FATAL("Couldn't decode the blog array"); + } +} + +/* (temp) buffer allocation */ + +static inline void * +vkr_cs_decoder_alloc_array(struct vkr_cs_decoder *dec, size_t size, size_t count) +{ + UNUSED(dec); + size_t alloc_size; + if (unlikely(__builtin_mul_overflow(size, count, &alloc_size))) { + FATAL("overflow in array allocation of %zu * %zu bytes", size, count); + return NULL; + } + + return malloc(alloc_size); +} + +static inline void * +vn_cs_decoder_alloc_array(struct vn_cs_decoder *dec, size_t size, size_t count) +{ + struct vkr_cs_decoder *d = (struct vkr_cs_decoder *)dec; + return vkr_cs_decoder_alloc_array(d, size, count); +} + +/* bool */ + +static inline void +vn_encode_bool_t(struct vn_cs_encoder *enc, const bool *val) +{ + vn_encode(enc, sizeof(int), val, sizeof(bool)); +} + +static inline void +vn_decode_bool_t(struct vn_cs_decoder *dec, bool *val) +{ + vn_decode(dec, sizeof(int), val, sizeof(bool)); +} + +/* apir_buffer_type_host_handle_t */ + +static inline void +vn_encode_apir_buffer_type_host_handle_t(struct vn_cs_encoder *enc, const apir_buffer_type_host_handle_t *val) +{ + vn_encode(enc, sizeof(apir_buffer_type_host_handle_t), val, sizeof(apir_buffer_type_host_handle_t)); +} + +static inline void +vn_decode_apir_buffer_type_host_handle_t(struct vn_cs_decoder *dec, apir_buffer_type_host_handle_t *val) +{ + vn_decode(dec, sizeof(apir_buffer_type_host_handle_t), val, sizeof(apir_buffer_type_host_handle_t)); +} + +/* apir_buffer_host_handle_t */ + +static inline void +vn_encode_apir_buffer_host_handle_t(struct vn_cs_encoder *enc, const apir_buffer_host_handle_t *val) +{ + vn_encode(enc, sizeof(apir_buffer_host_handle_t), val, sizeof(apir_buffer_host_handle_t)); +} + +static inline void +vn_decode_apir_buffer_host_handle_t(struct vn_cs_decoder *dec, apir_buffer_host_handle_t *val) +{ + vn_decode(dec, sizeof(apir_buffer_host_handle_t), val, sizeof(apir_buffer_host_handle_t)); +} + +/* uintptr_t */ + +static inline void +vn_encode_uintptr_t(struct vn_cs_encoder *enc, const uintptr_t *val) +{ + vn_encode(enc, sizeof(*val), val, sizeof(*val)); +} + +static inline void +vn_decode_uintptr_t(struct vn_cs_decoder *dec, uintptr_t *val) +{ + vn_decode(dec, sizeof(*val), val, sizeof(*val)); +} diff --git a/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.cpp b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.cpp new file mode 100644 index 000000000..dc48d54c2 --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.cpp @@ -0,0 +1,167 @@ +#include +#include +#include +#include + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "venus_cs_ggml-rpc.h" + +std::unordered_set backend_buffers; + +void +track_backend_buffer(ggml_backend_buffer_t buffer) { + backend_buffers.insert(buffer); +} + +rpc_tensor +serialize_tensor(const ggml_tensor * tensor) { + rpc_tensor result; + result.id = reinterpret_cast(tensor); + result.type = tensor->type; + if (tensor->buffer) { + ggml_backend_buffer_t buffer = tensor->buffer; + + result.buffer = BUFFER_TO_HANDLE(buffer); + } else { + result.buffer = 0; + } + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result.ne[i] = tensor->ne[i]; + result.nb[i] = tensor->nb[i]; + } + result.op = tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result.op_params[i] = tensor->op_params[i]; + } + result.flags = tensor->flags; + for (uint32_t i = 0; i < GGML_MAX_SRC; i++) { + result.src[i] = reinterpret_cast(tensor->src[i]); + } + result.view_src = reinterpret_cast(tensor->view_src); + result.view_offs = tensor->view_offs; + result.data = reinterpret_cast(tensor->data); + snprintf(result.name, GGML_MAX_NAME, "%s", tensor->name); + return result; +} + +ggml_tensor * +deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor) { + ggml_tensor * result = ggml_new_tensor_4d(ctx, (ggml_type) tensor->type, + tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result->nb[i] = tensor->nb[i]; + } + result->buffer = reinterpret_cast(tensor->buffer); + if (result->buffer && backend_buffers.find(result->buffer) == backend_buffers.end()) { + //printf("WARNING: BUFFER NOT FOUND | %p\n", (void *)result->buffer); + result->buffer = nullptr; + } + + if (result->buffer) { + // require that the tensor data does not go beyond the buffer end + uint64_t tensor_size = (uint64_t) ggml_nbytes(result); + uint64_t buffer_start = (uint64_t) ggml_backend_buffer_get_base(result->buffer); + uint64_t buffer_size = (uint64_t) ggml_backend_buffer_get_size(result->buffer); + GGML_ASSERT(tensor->data + tensor_size >= tensor->data); // check for overflow + GGML_ASSERT(tensor->data >= buffer_start && tensor->data + tensor_size <= buffer_start + buffer_size); + } + + result->op = (ggml_op) tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result->op_params[i] = tensor->op_params[i]; + } + result->flags = tensor->flags; + result->data = reinterpret_cast(tensor->data); + ggml_set_name(result, tensor->name); + return result; +} + +void +add_tensor(ggml_tensor * tensor, std::vector & tensors, std::unordered_set & visited) { + if (tensor == nullptr) { + return; + } + if (visited.find(tensor) != visited.end()) { + return; + } + visited.insert(tensor); + for (int i = 0; i < GGML_MAX_SRC; i++) { + add_tensor(tensor->src[i], tensors, visited); + } + add_tensor(tensor->view_src, tensors, visited); + tensors.push_back(serialize_tensor(tensor)); +} + +void +serialize_graph(const ggml_cgraph * cgraph, std::vector & output) { + uint32_t n_nodes = cgraph->n_nodes; + std::vector tensors; + std::unordered_set visited; + for (uint32_t i = 0; i < n_nodes; i++) { + add_tensor(cgraph->nodes[i], tensors, visited); + } + // serialization format: + // | n_nodes (4 bytes) | nodes (n_nodes * sizeof(uint64_t) | n_tensors (4 bytes) | tensors (n_tensors * sizeof(rpc_tensor)) | + uint32_t n_tensors = tensors.size(); + int output_size = sizeof(uint32_t) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t) + n_tensors * sizeof(rpc_tensor); + output.resize(output_size, 0); + memcpy(output.data(), &n_nodes, sizeof(n_nodes)); + for (uint32_t i = 0; i < n_nodes; i++) { + memcpy(output.data() + sizeof(n_nodes) + i * sizeof(uint64_t), &cgraph->nodes[i], sizeof(uint64_t)); + } + uint32_t * out_ntensors = (uint32_t *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t)); + *out_ntensors = n_tensors; + rpc_tensor * out_tensors = (rpc_tensor *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t)); + memcpy(out_tensors, tensors.data(), n_tensors * sizeof(rpc_tensor)); +} + +ggml_tensor * +create_node(uint64_t id, + struct ggml_context * ctx, + const std::unordered_map & tensor_ptrs, + std::unordered_map & tensor_map) { + if (id == 0) { + return nullptr; + } + if (tensor_map.find(id) != tensor_map.end()) { + return tensor_map[id]; + } + const rpc_tensor * tensor = tensor_ptrs.at(id); + struct ggml_tensor * result = deserialize_tensor(ctx, tensor); + if (result == nullptr) { + return nullptr; + } + tensor_map[id] = result; + for (int i = 0; i < GGML_MAX_SRC; i++) { + result->src[i] = create_node(tensor->src[i], ctx, tensor_ptrs, tensor_map); + } + result->view_src = create_node(tensor->view_src, ctx, tensor_ptrs, tensor_map); + result->view_offs = tensor->view_offs; + return result; +} + +ggml_cgraph * +deserialize_graph(uint32_t n_nodes, uint32_t n_tensors, const rpc_tensor * tensors, const uint64_t * nodes) { + size_t buf_size = ggml_tensor_overhead()*(n_nodes + n_tensors) + ggml_graph_overhead_custom(n_nodes, false); + struct ggml_init_params params = { + /*.mem_size =*/ buf_size, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + struct ggml_context * ctx = ggml_init(params); + struct ggml_cgraph * graph = ggml_new_graph_custom(ctx, n_nodes, false); + graph->n_nodes = n_nodes; + std::unordered_map tensor_ptrs; + for (uint32_t i = 0; i < n_tensors; i++) { + tensor_ptrs[tensors[i].id] = &tensors[i]; + } + std::unordered_map tensor_map; + for (uint32_t i = 0; i < n_nodes; i++) { + int64_t id; + memcpy(&id, &nodes[i], sizeof(id)); + graph->nodes[i] = create_node(id, ctx, tensor_ptrs, tensor_map); + } + + return graph; +} diff --git a/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.h b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.h new file mode 100644 index 000000000..96402287a --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml-rpc.h @@ -0,0 +1,45 @@ +#include +#include +#include + +// ggml_tensor is serialized into rpc_tensor +struct rpc_tensor { + uint64_t id; + uint32_t type; + uint64_t buffer; + uint32_t ne[GGML_MAX_DIMS]; + uint32_t nb[GGML_MAX_DIMS]; + uint32_t op; + int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)]; + int32_t flags; + uint64_t src[GGML_MAX_SRC]; + uint64_t view_src; + uint64_t view_offs; + uint64_t data; + char name[GGML_MAX_NAME]; + + char padding[4]; +}; + +/* frontend */ + +rpc_tensor serialize_tensor(const ggml_tensor * tensor); + +void serialize_graph(const ggml_cgraph * cgraph, std::vector & output); + +/* backend */ + +void track_backend_buffer(ggml_backend_buffer_t buffer); +bool untrack_backend_buffer(ggml_backend_buffer_t buffer); +std::unordered_set get_track_backend_buffers(); + +void add_tensor(ggml_tensor * tensor, std::vector & tensors, std::unordered_set & visited); + +ggml_tensor *deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor); + +ggml_tensor *create_node(uint64_t id, + struct ggml_context * ctx, + const std::unordered_map & tensor_ptrs, + std::unordered_map & tensor_map); + +ggml_cgraph *deserialize_graph(uint32_t n_nodes, uint32_t n_tensors, const rpc_tensor * tensors, const uint64_t * nodes); diff --git a/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml.h b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml.h new file mode 100644 index 000000000..71c9b3f3e --- /dev/null +++ b/ggml/src/ggml-remotingbackend/shared/venus_cs_ggml.h @@ -0,0 +1,236 @@ +// needs the ggml-backend-impl.h definition +// needs venus_cs.h definition + +#include "venus_cs_ggml-rpc.h" + +// needs +// ggml_buffer_to_apir_host_handle(ggml_backend_buffer_t buffer); + +static inline void +vn_encode_ggml_buffer_host_handle(struct vn_cs_encoder *enc, const apir_buffer_host_handle_t *handle); + +static inline ggml_backend_buffer_t +vn_decode_ggml_buffer(struct vn_cs_decoder *dec); + +/* rpc_tensor */ + +static inline void +vn_encode_rcp_tensor(struct vn_cs_encoder *enc, const rpc_tensor *rpc_tensor) { + size_t rpc_tensor_size = sizeof(*rpc_tensor); + vn_encode(enc, rpc_tensor_size, rpc_tensor, rpc_tensor_size); +} + +static inline rpc_tensor * +vn_decode_rpc_tensor_inplace(struct vn_cs_decoder *dec) { + size_t rpc_tensor_size = sizeof(rpc_tensor); + + return (rpc_tensor *)(uintptr_t) vn_cs_decoder_use_inplace(dec, rpc_tensor_size); +} + +static inline rpc_tensor * +vn_decode_rpc_tensor_array_inplace(struct vn_cs_decoder *dec, uint32_t n_tensors) { + size_t rpc_tensor_size = sizeof(rpc_tensor) * n_tensors; + + return (rpc_tensor *)(uintptr_t) vn_cs_decoder_use_inplace(dec, rpc_tensor_size); +} + +/* ggml_tensor */ + +static inline void +vn_encode_ggml_tensor(struct vn_cs_encoder *enc, const ggml_tensor *tensor) { + rpc_tensor serialized = serialize_tensor(tensor); + + vn_encode_rcp_tensor(enc, &serialized); +} + +static inline const ggml_tensor * +vn_decode_ggml_tensor(struct vn_cs_decoder *dec) { + const rpc_tensor *rpc_tensor = vn_decode_rpc_tensor_inplace(dec); + struct ggml_init_params params { + /*.mem_size =*/ ggml_tensor_overhead(), + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + struct ggml_context * ctx = ggml_init(params); + + const ggml_tensor *tensor = deserialize_tensor(ctx, rpc_tensor); + + return tensor; +} + +/* *** ggml_backend_buffer_type_t *** */ + +// ggml_backend_buffer_type_t is a POINTER (to a struct). +// Only the host pointer is shared between the host and guest. +// The guest stores it in `buft->context`. +// The host simply writes the pointer address in the buffer variable. + + +static inline void +vn_encode_ggml_buffer_type(struct vn_cs_encoder *enc, ggml_backend_buffer_type_t buft) { + apir_buffer_type_host_handle_t handle = ggml_buffer_type_to_apir_handle(buft); + vn_cs_encoder_write(enc, sizeof(handle), &handle, sizeof(handle)); +} + +static inline ggml_backend_buffer_type_t +vn_decode_ggml_buffer_type(struct vn_cs_decoder *dec) { + apir_buffer_type_host_handle_t handle; + + vn_cs_decoder_read(dec, sizeof(handle), &handle, sizeof(handle)); + + return (ggml_backend_buffer_type_t) handle; +} + +static inline apir_buffer_type_host_handle_t +vn_decode_apir_buffer_type_host_handle(struct vn_cs_decoder *dec) { + apir_buffer_type_host_handle_t handle; + + vn_cs_decoder_read(dec, sizeof(handle), &handle, sizeof(handle)); + + return handle; +} + +/* *** ggml_backend_type_t *** */ + +// ggml_backend_buffer_t is a POINTER. +// same logic as for ggml_backend_buffer_type_t + +static inline void +vn_encode_ggml_buffer(struct vn_cs_encoder *enc, const ggml_backend_buffer_t buffer) { + apir_buffer_host_handle_t handle = BUFFER_TO_HOST_HANDLE(buffer); + vn_cs_encoder_write(enc, sizeof(handle), &handle, sizeof(handle)); +} + +static inline ggml_backend_buffer_t +vn_decode_ggml_buffer(struct vn_cs_decoder *dec) { + ggml_backend_buffer_t buffer; + size_t buffer_ptr_size = sizeof(buffer); + + vn_cs_decoder_read(dec, buffer_ptr_size, &buffer, buffer_ptr_size); + + return buffer; +} + +/* enum ggml_status */ + +static inline void +vn_encode_ggml_status(struct vn_cs_encoder *enc, const enum ggml_status *status) { + vn_cs_encoder_write(enc, sizeof(*status), status, sizeof(*status)); +} + +static inline void +vn_decode_ggml_status(struct vn_cs_decoder *dec, enum ggml_status *status) { + vn_cs_decoder_read(dec, sizeof(*status), status, sizeof(*status)); +} + +/* vn_renderer_shmem */ + +static inline void +vn_encode_virtgpu_shmem_res_id(struct vn_cs_encoder *enc, uint32_t shmem_res_id) { + vn_encode_uint32_t(enc, &shmem_res_id); +} + +static inline void +vn_decode_virtgpu_shmem_res_id(struct vn_cs_decoder *dec, uint32_t *shmem_res_id) { + vn_decode_uint32_t(dec, shmem_res_id); +} + +/* ggml_cgraph */ + +static inline size_t +vn_serialize_ggml_cgraph(ggml_cgraph *cgraph, std::vector & cgraph_data) { + serialize_graph(cgraph, cgraph_data); + + return cgraph_data.size(); +} + +static inline void +vn_encode_cgraph_data(struct vn_cs_encoder *enc, std::vector & cgraph_data) { + size_t cgraph_size = cgraph_data.size(); + + vn_encode(enc, cgraph_size, cgraph_data.data(), cgraph_size); +} + +static inline ggml_cgraph * +vn_decode_ggml_cgraph(struct vn_cs_decoder *dec, size_t cgraph_size) { + UNUSED(cgraph_size); + + uint32_t n_nodes; + vn_decode_uint32_t(dec, &n_nodes); + const uint64_t * nodes = vn_decode_uint64_t_array_inplace(dec, n_nodes); + + uint32_t n_tensors; + vn_decode_uint32_t(dec, &n_tensors); + const rpc_tensor *tensors = vn_decode_rpc_tensor_array_inplace(dec, n_tensors); + + return deserialize_graph(n_nodes, n_tensors, tensors, nodes); +} + +static inline void +vn_encode_ggml_buffer_handle(struct vn_cs_encoder *enc, const apir_buffer_host_handle_t *handle) { + vn_cs_encoder_write(enc, sizeof(*handle), &handle, sizeof(*handle)); +} + +static inline void +vn_encode_ggml_tensor_inline(struct vn_cs_encoder *enc, const ggml_tensor *tensor) { + size_t tensor_size = sizeof(*tensor); + + if (tensor->extra) { + FATAL("Cannot pass tensors with extra"); + } + + if (tensor->src[0] && tensor->buffer) { + static int first = 1; + if (first) { + // not sure if the buffer needs to be updated inside the src tensors or not + WARNING("Cannot pass tensors with src and buffer"); + first = 0; + } + } + + vn_cs_encoder_write(enc, tensor_size, tensor, tensor_size); + + // tensor->data is a pointer inside the device buffer. No need to touch it + // tensor->buffer is a pointer to a buffer. Encoding the buffer handle in sequence. + // (could also make a copy of the tensor, and update locally.) + + if (tensor->buffer) { + apir_buffer_host_handle_t buffer_handle = ggml_buffer_to_apir_handle(tensor->buffer); + vn_encode_ggml_buffer_handle(enc, &buffer_handle); + } + + if (tensor->view_src) { + vn_cs_encoder_write(enc, tensor_size, tensor->view_src, tensor_size); + } + + for (int i = 0; tensor->src[i]; i++) { + const ggml_tensor *tensor_src = tensor->src[i]; + vn_cs_encoder_write(enc, tensor_size, tensor_src, tensor_size); + } +} + +static inline const ggml_tensor * +vn_decode_ggml_tensor_inplace(struct vn_cs_decoder *dec) { + + // it safe to remove the `const` qualifier here, we *do* want to + // modify the shared memory data to fix the `src` pointers. + ggml_tensor *tensor = (ggml_tensor *)(uintptr_t) vn_cs_decoder_use_inplace(dec, sizeof(ggml_tensor)); + + // tensor->data is a pointer inside the device buffer. No need to touch it + // tensor->buffer is a pointer to a buffer. Decode the buffer handle encoded in sequence. + if (tensor->buffer) { + tensor->buffer = vn_decode_ggml_buffer(dec); + } + + if (tensor->view_src) { + ggml_tensor *tensor_view_src = (ggml_tensor *)(uintptr_t) vn_cs_decoder_use_inplace(dec, sizeof(ggml_tensor)); + tensor->view_src = tensor_view_src; + } + + for (int i = 0; tensor->src[i]; i++) { + ggml_tensor *tensor_src = (ggml_tensor *)(uintptr_t) vn_cs_decoder_use_inplace(dec, sizeof(ggml_tensor)); + tensor->src[i] = tensor_src; // overwrite op->src[i] pointer with the actual location of the src tensor + } + + return tensor; +} diff --git a/ggml/src/ggml-remotingbackend/venus_cs_ggml-rpc-back.cpp b/ggml/src/ggml-remotingbackend/venus_cs_ggml-rpc-back.cpp new file mode 100644 index 000000000..3975257dc --- /dev/null +++ b/ggml/src/ggml-remotingbackend/venus_cs_ggml-rpc-back.cpp @@ -0,0 +1,206 @@ +#include +#include +#include +#include + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "shared/venus_cs_ggml-rpc.h" +#include "backend-convert.h" + +std::unordered_set backend_buffers; + +void +track_backend_buffer(ggml_backend_buffer_t buffer) { + backend_buffers.insert(buffer); +} + +bool +untrack_backend_buffer(ggml_backend_buffer_t buffer) { + auto it = backend_buffers.find(buffer); + if (it == backend_buffers.end()) { + return false; + } + + backend_buffers.erase(it); + return true; +} + +std::unordered_set +get_track_backend_buffers() { + return backend_buffers; +} + +ggml_tensor * +deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor) { + // Validate tensor type before using it + if (tensor->type >= GGML_TYPE_COUNT) { + GGML_LOG_ERROR("[%s] invalid tensor type received: %u\n", __func__, tensor->type); + return nullptr; + } + + ggml_tensor * result = ggml_new_tensor_4d(ctx, (ggml_type) tensor->type, + tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); + + // ggml_new_tensor_4d might fail if dimensions are invalid, although less likely to crash than invalid type + if (result == nullptr) { + GGML_LOG_ERROR("[%s] ggml_new_tensor_4d failed for type %u\\n", __func__, tensor->type); + return nullptr; + } + + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result->nb[i] = tensor->nb[i]; + } + result->buffer = reinterpret_cast(tensor->buffer); + if (result->buffer && backend_buffers.find(result->buffer) == backend_buffers.end()) { + printf("WARNING: HOST BUFFER NOT FOUND | %p\n", (void *)result->buffer); + result->buffer = nullptr; + } + + uint64_t tensor_data = tensor->data; + if (result->buffer) { + // require that the tensor data does not go beyond the buffer end + uint64_t tensor_size = (uint64_t) ggml_nbytes(result); + uint64_t buffer_start = (uint64_t) ggml_backend_buffer_get_base(result->buffer); + uint64_t buffer_size = (uint64_t) ggml_backend_buffer_get_size(result->buffer); + + GGML_ASSERT(tensor_data + tensor_size >= tensor_data); // check for overflow + GGML_ASSERT(tensor_data >= buffer_start && tensor_data + tensor_size <= buffer_start + buffer_size); + } + + result->op = (ggml_op) tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result->op_params[i] = tensor->op_params[i]; + } + result->flags = tensor->flags; + result->data = reinterpret_cast(tensor_data); + ggml_set_name(result, tensor->name); + return result; +} + +ggml_tensor * +create_node(uint64_t id, + struct ggml_context * ctx, + const std::unordered_map & tensor_ptrs, + std::unordered_map & tensor_map) { + if (id == 0) { + return nullptr; + } + if (tensor_map.find(id) != tensor_map.end()) { + return tensor_map[id]; + } + const rpc_tensor * tensor = tensor_ptrs.at(id); + struct ggml_tensor * result = deserialize_tensor(ctx, tensor); + if (result == nullptr) { + return nullptr; + } + tensor_map[id] = result; + for (int i = 0; i < GGML_MAX_SRC; i++) { + result->src[i] = create_node(tensor->src[i], ctx, tensor_ptrs, tensor_map); + } + result->view_src = create_node(tensor->view_src, ctx, tensor_ptrs, tensor_map); + result->view_offs = tensor->view_offs; + return result; +} + +ggml_cgraph * +deserialize_graph(uint32_t n_nodes, uint32_t n_tensors, const rpc_tensor * tensors, const uint64_t * nodes) { + size_t buf_size = ggml_tensor_overhead()*(n_nodes + n_tensors) + ggml_graph_overhead_custom(n_nodes, false); + struct ggml_init_params params = { + /*.mem_size =*/ buf_size, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + struct ggml_context * ctx = ggml_init(params); + struct ggml_cgraph * graph = ggml_new_graph_custom(ctx, n_nodes, false); + graph->n_nodes = n_nodes; + std::unordered_map tensor_ptrs; + for (uint32_t i = 0; i < n_tensors; i++) { + tensor_ptrs[tensors[i].id] = &tensors[i]; + } + std::unordered_map tensor_map; + for (uint32_t i = 0; i < n_nodes; i++) { + int64_t id; + memcpy(&id, &nodes[i], sizeof(id)); + graph->nodes[i] = create_node(id, ctx, tensor_ptrs, tensor_map); + } + + return graph; +} + +/* *** */ + +rpc_tensor +serialize_tensor(const ggml_tensor * tensor) { + rpc_tensor result; + result.id = reinterpret_cast(tensor); + result.type = tensor->type; + if (tensor->buffer) { + ggml_backend_buffer_t buffer = tensor->buffer; + + result.buffer = BUFFER_TO_HOST_HANDLE(buffer); + } else { + result.buffer = 0; + } + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result.ne[i] = tensor->ne[i]; + result.nb[i] = tensor->nb[i]; + } + result.op = tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result.op_params[i] = tensor->op_params[i]; + } + result.flags = tensor->flags; + for (uint32_t i = 0; i < GGML_MAX_SRC; i++) { + result.src[i] = reinterpret_cast(tensor->src[i]); + } + result.view_src = reinterpret_cast(tensor->view_src); + result.view_offs = tensor->view_offs; + result.data = reinterpret_cast(tensor->data); + + // Avoid sending uninitialized data over the wire + memset(result.name, 0, sizeof(result.name)); + memset(result.padding, 0, sizeof(result.padding)); + + snprintf(result.name, GGML_MAX_NAME, "%s", tensor->name); + return result; +} + +void +add_tensor(ggml_tensor * tensor, std::vector & tensors, std::unordered_set & visited) { + if (tensor == nullptr) { + return; + } + if (visited.find(tensor) != visited.end()) { + return; + } + visited.insert(tensor); + for (int i = 0; i < GGML_MAX_SRC; i++) { + add_tensor(tensor->src[i], tensors, visited); + } + add_tensor(tensor->view_src, tensors, visited); + tensors.push_back(serialize_tensor(tensor)); +} + +void +serialize_graph(const ggml_cgraph * cgraph, std::vector & output) { + uint32_t n_nodes = cgraph->n_nodes; + std::vector tensors; + std::unordered_set visited; + for (uint32_t i = 0; i < n_nodes; i++) { + add_tensor(cgraph->nodes[i], tensors, visited); + } + // serialization format: + // | n_nodes (4 bytes) | nodes (n_nodes * sizeof(uint64_t) | n_tensors (4 bytes) | tensors (n_tensors * sizeof(rpc_tensor)) | + uint32_t n_tensors = tensors.size(); + int output_size = sizeof(uint32_t) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t) + n_tensors * sizeof(rpc_tensor); + output.resize(output_size, 0); + memcpy(output.data(), &n_nodes, sizeof(n_nodes)); + for (uint32_t i = 0; i < n_nodes; i++) { + memcpy(output.data() + sizeof(n_nodes) + i * sizeof(uint64_t), &cgraph->nodes[i], sizeof(uint64_t)); + } + uint32_t * out_ntensors = (uint32_t *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t)); + *out_ntensors = n_tensors; + rpc_tensor * out_tensors = (rpc_tensor *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t)); + memcpy(out_tensors, tensors.data(), n_tensors * sizeof(rpc_tensor)); +} diff --git a/ggml/src/ggml-remotingfrontend/CMakeLists.txt b/ggml/src/ggml-remotingfrontend/CMakeLists.txt new file mode 100644 index 000000000..b0a94bf8e --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/CMakeLists.txt @@ -0,0 +1,35 @@ +cmake_minimum_required(VERSION 3.19) +cmake_policy(SET CMP0114 NEW) + +message(STATUS "Enable API Remoting frontend") + +ggml_add_backend_library(ggml-remotingfrontend + ggml-backend-buffer.cpp + ggml-backend.cpp + ggml-backend-device.cpp + ggml-backend-reg.cpp + ggml-backend-buffer-type.cpp + ggml-backend-host-buffer-type.cpp + ggml-buffer-tracker.cpp + ggml-metal-remoting.cpp + virtgpu.cpp + virtgpu-shm.cpp + virtgpu-utils.cpp + virtgpu-forward-device.cpp + virtgpu-forward-buffer-type.cpp + virtgpu-forward-buffer.cpp + virtgpu-forward-backend.cpp + virtgpu-forward-metal.cpp + virtgpu-forward-impl.h + ../../include/ggml-remoting-frontend.h + venus_cs_ggml-rpc-front.cpp + ) + +# dnf install -y libdrm-devel +target_link_libraries(ggml-remotingfrontend PUBLIC drm) +target_include_directories(ggml-remotingfrontend PUBLIC /usr/include/libdrm/) +target_include_directories(ggml-remotingfrontend PUBLIC ./include) + +target_include_directories(ggml-remotingfrontend PRIVATE ${CMAKE_CURRENT_BINARY_DIR}) + +target_compile_options(ggml-remotingfrontend PRIVATE -std=c++20) diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend-buffer-type.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend-buffer-type.cpp new file mode 100644 index 000000000..dc57a8da6 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend-buffer-type.cpp @@ -0,0 +1,108 @@ +#include "ggml-remoting.h" + +#define BUFT_TO_GPU(name) \ + ((struct ggml_backend_remoting_device_context *) (name)->device->context)->gpu + +static ggml_backend_buffer_t +ggml_backend_remoting_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) { + IMPLEMENTED_ONCE; + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + struct ggml_backend_remoting_buffer_context *context = (struct ggml_backend_remoting_buffer_context *) malloc(sizeof(*context)); + if (!context) { + FATAL("Couldn't allocate the buffer context ..."); + } + + context->gpu = gpu; + + bool async__unused, host_buffer__unused, events__unused; + bool buffer_from_host_ptr; + apir_device_get_props(gpu, + &async__unused, + &host_buffer__unused, + &buffer_from_host_ptr, + &events__unused + ); + + if (buffer_from_host_ptr) { + context->apir_context = apir_device_buffer_from_ptr(gpu, size, size); + context->base = context->apir_context.shmem->mmap_ptr; + context->is_from_ptr = true; + } else { + context->apir_context = apir_buffer_type_alloc_buffer(gpu, buft, size); + context->is_from_ptr = false; + context->base = NULL; + } + context->is_host_buffer = false; + + ggml_backend_buffer_t buffer = ggml_backend_buffer_init(buft, ggml_backend_remoting_buffer_interface, (void *) context, size); + + // Register the buffer for tracking + ggml_remoting_register_buffer(buffer); + + return buffer; +} + +static const char * +ggml_backend_remoting_buffer_type_get_name(ggml_backend_buffer_type_t buft) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + return apir_buffer_type_get_name(gpu, buft); +} + +static size_t +ggml_backend_remoting_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) { + IMPLEMENTED_ONCE; + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + static size_t align = 0; + + if (align == 0) { + align = apir_buffer_type_get_alignment(gpu, buft); + } + + return align; +} + +static size_t +ggml_backend_remoting_buffer_type_get_max_size(ggml_backend_buffer_type_t buft) { + IMPLEMENTED_ONCE; + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + static size_t max_size = 0; + if (max_size == 0) { + max_size = apir_buffer_type_get_max_size(gpu, buft); + } + + return max_size; +} + +static bool +ggml_backend_remoting_buffer_type_is_host(ggml_backend_buffer_type_t buft) { + IMPLEMENTED; + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + return apir_buffer_type_is_host(gpu, buft); +} + +const ggml_backend_buffer_type_i ggml_backend_remoting_buffer_type_interface = { + /* .get_name = */ ggml_backend_remoting_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_remoting_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_remoting_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_remoting_buffer_type_get_max_size, + /* .get_alloc_size = */ NULL, // defaults to ggml_nbytes + /* .is_host = */ NULL, +}; + +const ggml_backend_buffer_type_i ggml_backend_remoting_buffer_from_ptr_type_interface = { + /* .get_name = */ ggml_backend_remoting_buffer_type_get_name, + /* .alloc_buffer = */ NULL, + /* .get_alignment = */ ggml_backend_remoting_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_remoting_buffer_type_get_max_size, + /* .get_alloc_size = */ NULL, // defaults to ggml_nbytes + /* .is_host = */ NULL, +}; + +/****************************************************************************************/ diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend-buffer.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend-buffer.cpp new file mode 100644 index 000000000..26545b56b --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend-buffer.cpp @@ -0,0 +1,173 @@ +#include "ggml-remoting.h" + +#define BUFFER_TO_GPU(name) \ + ((struct ggml_backend_remoting_buffer_context *) (name)->context)->gpu + +struct timer_data get_tensor_timer = {0, 0, 0, "get_tensor"}; +struct timer_data set_tensor_timer = {0, 0, 0, "set_tensor"}; +struct timer_data cpy_tensor_timer = {0, 0, 0, "cpy_tensor"}; + +struct timer_data get_tensor_from_ptr_timer = {0, 0, 0, "get_tensor_from_ptr"}; +struct timer_data set_tensor_from_ptr_timer = {0, 0, 0, "set_tensor_from_ptr"}; + +static void * ggml_backend_remoting_buffer_get_base(ggml_backend_buffer_t buffer) { + IMPLEMENTED_ONCE; + + struct ggml_backend_remoting_buffer_context *context = (struct ggml_backend_remoting_buffer_context *) buffer->context; + if (context->base) { + return context->base; + } + + context->base = apir_buffer_get_base(BUFFER_TO_GPU(buffer), + BUFFER_TO_APIR_CONTEXT(buffer)); + + return context->base; +} + +static void ggml_backend_remoting_buffer_memset_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, uint8_t value, size_t offset, size_t size) { + NOT_IMPLEMENTED; + + STOP_HERE; + + UNUSED(buffer); + UNUSED(tensor); + UNUSED(value); + UNUSED(offset); + UNUSED(size); +} + +static void ggml_backend_remoting_buffer_set_tensor(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { + IMPLEMENTED_ONCE; + + start_timer(&set_tensor_timer); + + struct virtgpu *gpu = BUFFER_TO_GPU(buffer); +#if 0 + INFO("%s: data=%p, offset=%lu, size=%lu\n", __func__, data, offset, size); +#endif +#if 0 + void **addr = (void **)(uintptr_t)data; + for (int i = 0; i <= 10; i++) { + INFO("%s: %p | %llx", __func__, addr, *addr); + addr++; + } + INFO("\n"); +#endif + struct ggml_backend_remoting_buffer_context *context = BUFFER_TO_GGML_CONTEXT(buffer); + if (context->is_from_ptr) { + memcpy((char *)tensor->data + offset, data, size); + } else { + apir_buffer_set_tensor(gpu, BUFFER_TO_APIR_CONTEXT(buffer), tensor, data, offset, size); + } + + stop_timer(&set_tensor_timer); + + return; +} + +static void ggml_backend_remoting_buffer_get_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { + IMPLEMENTED_ONCE; + + start_timer(&get_tensor_timer); + + struct virtgpu *gpu = BUFFER_TO_GPU(buffer); + struct ggml_backend_remoting_buffer_context *context = BUFFER_TO_GGML_CONTEXT(buffer); + if (context->is_from_ptr) { + memcpy(data, (const char *)tensor->data + offset, size); + } else { + apir_buffer_get_tensor(gpu, BUFFER_TO_APIR_CONTEXT(buffer), tensor, data, offset, size); + } + + stop_timer(&get_tensor_timer); +} + +static void ggml_backend_remoting_buffer_set_tensor_from_ptr(ggml_backend_buffer_t buffer, ggml_tensor * tensor, const void * data, size_t offset, size_t size) { + IMPLEMENTED_ONCE; + + start_timer(&set_tensor_from_ptr_timer); + + UNUSED(buffer); + + memcpy((char *)tensor->data + offset, data, size); + + stop_timer(&set_tensor_from_ptr_timer); + + return; +} + +static void ggml_backend_remoting_buffer_get_tensor_from_ptr(ggml_backend_buffer_t buffer, const ggml_tensor * tensor, void * data, size_t offset, size_t size) { + IMPLEMENTED_ONCE; + + UNUSED(buffer); + + start_timer(&get_tensor_from_ptr_timer); + + memcpy(data, (const char *)tensor->data + offset, size); + + stop_timer(&get_tensor_from_ptr_timer); +} + +static bool ggml_backend_remoting_buffer_cpy_tensor(ggml_backend_buffer_t buffer, const ggml_tensor * src, ggml_tensor * dst) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = BUFFER_TO_GPU(buffer); + + start_timer(&cpy_tensor_timer); + + bool ret = apir_buffer_cpy_tensor(gpu, BUFFER_TO_APIR_CONTEXT(buffer), src, dst); + + stop_timer(&cpy_tensor_timer); + + return ret; +} + +static void ggml_backend_remoting_buffer_clear(ggml_backend_buffer_t buffer, uint8_t value) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = BUFFER_TO_GPU(buffer); + + apir_buffer_clear(gpu, BUFFER_TO_APIR_CONTEXT(buffer), value); + + return; +} + +static void ggml_backend_remoting_buffer_free_buffer(ggml_backend_buffer_t buffer) { + UNUSED(buffer); + + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = BUFFER_TO_GPU(buffer); + + // Unregister the buffer from tracking before freeing + ggml_remoting_unregister_buffer(buffer); + + apir_buffer_free_buffer(gpu, BUFFER_TO_APIR_CONTEXT(buffer)); + + struct ggml_backend_remoting_buffer_context *context = BUFFER_TO_GGML_CONTEXT(buffer); + free(context); + buffer->context = NULL; +} + +const ggml_backend_buffer_i ggml_backend_remoting_buffer_interface = { + /* .free_buffer = */ ggml_backend_remoting_buffer_free_buffer, + /* .get_base = */ ggml_backend_remoting_buffer_get_base, + /* .init_tensor = */ NULL, + /* .memset_tensor = */ ggml_backend_remoting_buffer_memset_tensor, + /* .set_tensor = */ ggml_backend_remoting_buffer_set_tensor, + /* .get_tensor = */ ggml_backend_remoting_buffer_get_tensor, + /* .cpy_tensor = */ ggml_backend_remoting_buffer_cpy_tensor, + /* .clear = */ ggml_backend_remoting_buffer_clear, + /* .reset = */ NULL, +}; + +const ggml_backend_buffer_i ggml_backend_remoting_buffer_from_ptr_interface = { + /* .free_buffer = */ ggml_backend_remoting_buffer_free_buffer, + /* .get_base = */ ggml_backend_remoting_buffer_get_base, + /* .init_tensor = */ NULL, + /* .memset_tensor = */ ggml_backend_remoting_buffer_memset_tensor, + /* .set_tensor = */ ggml_backend_remoting_buffer_set_tensor_from_ptr, + /* .get_tensor = */ ggml_backend_remoting_buffer_get_tensor_from_ptr, + /* .cpy_tensor = */ ggml_backend_remoting_buffer_cpy_tensor, + /* .clear = */ ggml_backend_remoting_buffer_clear, + /* .reset = */ NULL, +}; diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend-device.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend-device.cpp new file mode 100644 index 000000000..c8930cc45 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend-device.cpp @@ -0,0 +1,215 @@ +#include "ggml-remoting.h" + +static const char * +ggml_backend_remoting_device_get_name(ggml_backend_dev_t dev) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + return apir_device_get_name(gpu); +} + +static const char * +ggml_backend_remoting_device_get_description(ggml_backend_dev_t dev) { + IMPLEMENTED; + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + return apir_device_get_description(gpu); +} + +static enum ggml_backend_dev_type +ggml_backend_remoting_device_get_type(ggml_backend_dev_t dev) { + IMPLEMENTED_ONCE; + struct virtgpu *gpu = DEV_TO_GPU(dev); + + static enum ggml_backend_dev_type type; + static bool has_type = false; + if (!has_type) { + has_type = true; + type = (enum ggml_backend_dev_type) apir_device_get_type(gpu); + } + + return type; +} + +static void +ggml_backend_remoting_device_get_memory(ggml_backend_dev_t dev, size_t * free, size_t * total) { + IMPLEMENTED; + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + return apir_device_get_memory(gpu, free, total); +} + +static bool +ggml_backend_remoting_device_supports_op(ggml_backend_dev_t dev, const ggml_tensor * op) { +#if USE_ALWAYS_TRUE_SUPPORTS_OP == 1 + /* ggml-rpc cheats it like this */ + /* with the current implementation of serialize_tensor, the src/view aren't properly passed */ + UNUSED(dev); + UNUSED(op); + + return true; +#elif USE_METAL_GUEST_SUPPORTS_OP == 1 + UNUSED(dev); + + struct ggml_backend_remoting_device_context *device_ctx = GET_DEVICE_CONTEXT(); + + return ggml_metal_device_supports_op(device_ctx->metal_dev_ctx, op); +#else + struct virtgpu *gpu = DEV_TO_GPU(dev); + + return apir_device_supports_op(gpu, op); +#endif +} + +static bool +ggml_backend_remoting_device_supports_buft(ggml_backend_dev_t dev, ggml_backend_buffer_type_t buft) { + //IMPLEMENTED_ONCE; + +#if 1 + bool supported = buft->device == dev; + if (!supported) { + //WARNING("%s: unsupported buffer type (%s). Double check.", __func__, buft->iface.get_name(buft)); + } + + return supported; +#else + UNUSED(dev); + UNUSED(buft); + + return true; +#endif +} + +static bool +ggml_backend_remoting_device_offload_op(ggml_backend_dev_t dev, const ggml_tensor * op) { + //IMPLEMENTED_ONCE; + + UNUSED(dev); + UNUSED(op); + + // related to supports_buft, need to confirm + + return false; // same as ggml-metal +} + +static void +ggml_backend_remoting_device_get_props(ggml_backend_dev_t dev, struct ggml_backend_dev_props * props) { + IMPLEMENTED; + + props->name = ggml_backend_remoting_device_get_name(dev); + props->description = ggml_backend_remoting_device_get_description(dev); + props->type = ggml_backend_remoting_device_get_type(dev); + ggml_backend_remoting_device_get_memory(dev, &props->memory_free, &props->memory_total); + + struct virtgpu *gpu = DEV_TO_GPU(dev); + apir_device_get_props(gpu, + &props->caps.async, + &props->caps.host_buffer, + &props->caps.buffer_from_host_ptr, + &props->caps.events + ); + + INFO("%s: backend: async=%d, host_buffer=%d, buffer_from_host_ptr=%d, events=%d", + __func__, props->caps.async, props->caps.host_buffer, + props->caps.buffer_from_host_ptr, props->caps.events); + + props->caps.buffer_from_host_ptr = false; + props->caps.async = false; + props->caps.events = false; + + INFO("%s: frontend: async=%d, host_buffer=%d, buffer_from_host_ptr=%d, events=%d", + __func__, props->caps.async, props->caps.host_buffer, + props->caps.buffer_from_host_ptr, props->caps.events); +} + +ggml_backend_buffer_type_t +ggml_backend_remoting_device_get_buffer_type(ggml_backend_dev_t dev) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + apir_buffer_type_host_handle_t ctx = apir_device_get_buffer_type(gpu); + + static struct ggml_backend_buffer_type buft { + /* .iface = */ ggml_backend_remoting_buffer_type_interface, + /* .device = */ dev, + /* .context = */ (void *) ctx, + }; + + return &buft; +} + +static ggml_backend_buffer_type_t +ggml_backend_remoting_device_get_buffer_from_ptr_type(ggml_backend_dev_t dev) { + IMPLEMENTED_ONCE; + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + apir_buffer_type_host_handle_t ctx = apir_device_get_buffer_type(gpu); + + static struct ggml_backend_buffer_type buft { + /* .iface = */ ggml_backend_remoting_buffer_from_ptr_type_interface, + /* .device = */ dev, + /* .context = */ (void *) ctx, + }; + + return &buft; +} + +static ggml_backend_buffer_t +ggml_backend_remoting_device_buffer_from_ptr(ggml_backend_dev_t dev, void * ptr, size_t size, size_t max_tensor_size) { + + struct virtgpu *gpu = DEV_TO_GPU(dev); + + struct ggml_backend_remoting_buffer_context *context = (struct ggml_backend_remoting_buffer_context *) malloc(sizeof(*context)); + if (!context) { + FATAL("Couldn't allocate the buffer context ..."); + } + + context->gpu = gpu; + context->apir_context = apir_device_buffer_from_ptr(gpu, size, max_tensor_size); + context->base = ptr; + context->is_from_ptr = true; + + ggml_backend_buffer_t buffer = ggml_backend_buffer_init(ggml_backend_remoting_device_get_buffer_from_ptr_type(dev), ggml_backend_remoting_buffer_from_ptr_interface, (void *) context, size); + + INFO("#"); + INFO("# %s(%p, %llx) --> %p", __func__, ptr, size, buffer); + INFO("#\n"); + + return buffer; +} + +static ggml_backend_buffer_type_t +ggml_backend_remoting_device_get_host_buffer_type(ggml_backend_dev_t dev) { + IMPLEMENTED_ONCE; + + static struct ggml_backend_buffer_type host_bufft = { + /* .iface = */ ggml_backend_remoting_host_buffer_type_interface, + /* .device = */ dev, + /* .context = */ nullptr, + }; + + return &host_bufft; +} + +const struct ggml_backend_device_i ggml_backend_remoting_device_interface = { + /* .get_name = */ ggml_backend_remoting_device_get_name, + /* .get_description = */ ggml_backend_remoting_device_get_description, + /* .get_memory = */ ggml_backend_remoting_device_get_memory, + /* .get_type = */ ggml_backend_remoting_device_get_type, + /* .get_props = */ ggml_backend_remoting_device_get_props, + /* .init_backend = */ ggml_backend_remoting_device_init, + /* .get_buffer_type = */ ggml_backend_remoting_device_get_buffer_type, + /* .get_host_buffer_type = */ NULL, + /* .buffer_from_host_ptr = */ ggml_backend_remoting_device_buffer_from_ptr, + /* .supports_op = */ ggml_backend_remoting_device_supports_op, + /* .supports_buft = */ ggml_backend_remoting_device_supports_buft, + /* .offload_op = */ ggml_backend_remoting_device_offload_op, + /* .event_new = */ NULL, + /* .event_free = */ NULL, + /* .event_synchronize = */ NULL, +}; diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend-host-buffer-type.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend-host-buffer-type.cpp new file mode 100644 index 000000000..329663e97 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend-host-buffer-type.cpp @@ -0,0 +1,114 @@ +#include "ggml-remoting.h" + +#define BUFT_TO_GPU(name) \ + ((struct ggml_backend_remoting_device_context *) (name)->device->context)->gpu + +extern const ggml_backend_buffer_i ggml_backend_remoting_buffer_interface; + +static void +ggml_backend_remoting_host_buffer_free_buffer(ggml_backend_buffer_t buffer) { + BEING_IMPLEMENTED; + + void *ptr = buffer->context; + + if (ptr == nullptr) { + return; + } + struct ggml_backend_remoting_device_context *device_ctx = GET_DEVICE_CONTEXT(); + + struct vn_renderer_shmem *shmem = nullptr; + size_t index; + + for (size_t i = 0; i < device_ctx->shared_memory.size(); i++) { + const uint8_t* addr = (const uint8_t*) std::get<0>(device_ctx->shared_memory[i]) /* ptr */; + const uint8_t* endr = addr + std::get<1>(device_ctx->shared_memory[i]) /* size */; + if (ptr >= addr && ptr < endr) { + shmem = std::get<2>(device_ctx->shared_memory[i]) /* shmem */; + index = i; + break; + } + } + + if (shmem == nullptr) { + WARNING("failed to free host shared memory: memory not in map\n"); + return; + } + + virtgpu_shmem_destroy(device_ctx->gpu, shmem->shmem); + + device_ctx->shared_memory.erase(device_ctx->shared_memory.begin() + index); +} + +static ggml_backend_buffer_t +ggml_backend_remoting_host_buffer_type_alloc_buffer(ggml_backend_buffer_type_t buft, size_t size) { + IMPLEMENTED; + + struct virtgpu *gpu = BUFT_TO_GPU(buft); + + struct ggml_backend_remoting_buffer_context *context = (struct ggml_backend_remoting_buffer_context *) malloc(sizeof(*context)); + if (!context) { + FATAL("Couldn't allocate the buffer context ..."); + } + + context->gpu = gpu; + context->apir_context = apir_device_buffer_from_ptr(gpu, size, size); + context->base = context->apir_context.shmem->mmap_ptr; + context->is_host_buffer = true; + + ggml_backend_buffer_t buffer = ggml_backend_buffer_init(buft, ggml_backend_remoting_buffer_interface, (void *) context, size); + + // Register the buffer for tracking + ggml_remoting_register_buffer(buffer); + + INFO("##"); + INFO("## %s(%llx) --> %p <======================", __func__, size, buffer); + INFO("##\n"); + + return buffer; +} + +static const char * +ggml_backend_remoting_host_buffer_type_get_name(ggml_backend_buffer_type_t buft) { + UNUSED(buft); + + IMPLEMENTED_ONCE; + + return "GUEST host buffer"; +} + +static size_t +ggml_backend_remoting_host_buffer_type_get_alignment(ggml_backend_buffer_type_t buft) { + UNUSED(buft); + + IMPLEMENTED_ONCE; + + return 64; // not 100% sure ... +} + +static bool +ggml_backend_remoting_host_buffer_type_is_host(ggml_backend_buffer_type_t buft) { + UNUSED(buft); + + IMPLEMENTED_ONCE; + + return true; +} + +static size_t +ggml_backend_remoting_host_buffer_type_get_max_size(ggml_backend_buffer_type_t buft) { + UNUSED(buft); + + IMPLEMENTED; + STOP_HERE; + + return SIZE_MAX; +} + +const ggml_backend_buffer_type_i ggml_backend_remoting_host_buffer_type_interface = { + /* .get_name = */ ggml_backend_remoting_host_buffer_type_get_name, + /* .alloc_buffer = */ ggml_backend_remoting_host_buffer_type_alloc_buffer, + /* .get_alignment = */ ggml_backend_remoting_host_buffer_type_get_alignment, + /* .get_max_size = */ ggml_backend_remoting_host_buffer_type_get_max_size, + /* .get_alloc_size = */ ggml_backend_cpu_buffer_type()->iface.get_alloc_size, + /* .is_host = */ ggml_backend_remoting_host_buffer_type_is_host, + }; diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend-reg.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend-reg.cpp new file mode 100644 index 000000000..18fc0ac3a --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend-reg.cpp @@ -0,0 +1,163 @@ +#include +#include + +#include "ggml-remoting.h" +#include "ggml-metal-remoting.h" + +static struct virtgpu *apir_initialize() { + static struct virtgpu *apir_gpu_instance = NULL; + static bool apir_initialized = false; + + if (apir_initialized) { + return apir_gpu_instance; + } + apir_initialized = true; + + apir_gpu_instance = create_virtgpu(); + if (!apir_gpu_instance) { + FATAL("failed to initialize the virtgpu :/"); + return NULL; + } + + apir_initialized = true; + + return apir_gpu_instance; +} + +static int ggml_backend_remoting_get_device_count() { + IMPLEMENTED; + + struct virtgpu *gpu = apir_initialize(); + if (!gpu) { + WARNING("apir_initialize failed :/"); + return 0; + } + + return apir_device_get_count(gpu); +} + +static size_t ggml_backend_remoting_reg_get_device_count(ggml_backend_reg_t reg) { + UNUSED(reg); + + IMPLEMENTED; + + return ggml_backend_remoting_get_device_count(); +} + +static std::vector devices; + +ggml_backend_dev_t ggml_backend_remoting_get_device(size_t device) { + GGML_ASSERT(device < devices.size()); + return devices[device]; +} + +static void ggml_backend_remoting_reg_init_devices(ggml_backend_reg_t reg) { + IMPLEMENTED; + + if (devices.size() > 0) { + INFO("%s: already initialized", __func__); + } + + struct virtgpu *gpu = apir_initialize(); + if (!gpu) { + FATAL("apir_initialize failed :/"); + return; + } + + static bool initialized = false; + + { + static std::mutex mutex; + std::lock_guard lock(mutex); + if (!initialized) { + + for (int i = 0; i < ggml_backend_remoting_get_device_count(); i++) { + ggml_backend_remoting_device_context *ctx = new ggml_backend_remoting_device_context; + char desc[256] = "API Remoting device"; + + ctx->device = i; + ctx->name = GGML_REMOTING_FRONTEND_NAME + std::to_string(i); + ctx->description = desc; + ctx->gpu = gpu; + + ggml_backend_dev_t dev = new ggml_backend_device { + /* .iface = */ ggml_backend_remoting_device_interface, + /* .reg = */ reg, + /* .context = */ ctx, + }; +#if USE_METAL_GUEST_SUPPORTS_OP == 1 + ctx->metal_dev_ctx = get_metal_dev_context(dev); +#endif + devices.push_back(dev); + } + initialized = true; + } + } +} + +static ggml_backend_dev_t ggml_backend_remoting_reg_get_device(ggml_backend_reg_t reg, size_t device) { + UNUSED(reg); + + IMPLEMENTED; + + return ggml_backend_remoting_get_device(device); +} + +static const char *ggml_backend_remoting_reg_get_name(ggml_backend_reg_t reg) { + UNUSED(reg); + + return GGML_REMOTING_FRONTEND_NAME; +} + +static const struct ggml_backend_reg_i ggml_backend_remoting_reg_i = { + /* .get_name = */ ggml_backend_remoting_reg_get_name, + /* .get_device_count = */ ggml_backend_remoting_reg_get_device_count, + /* .get_device = */ ggml_backend_remoting_reg_get_device, + /* .get_proc_address = */ NULL, +}; + + +static void showTime() { + show_timer(&graph_compute_timer); + show_timer(&get_tensor_timer); + show_timer(&set_tensor_timer); + show_timer(&wait_host_reply_timer); + + if (get_tensor_from_ptr_timer.count) { + show_timer(&get_tensor_from_ptr_timer); + show_timer(&set_tensor_from_ptr_timer); + } + + if (cpy_tensor_timer.count) { + show_timer(&cpy_tensor_timer); + } +} + +ggml_backend_reg_t ggml_backend_remoting_frontend_reg() { + struct virtgpu *gpu = apir_initialize(); + if (!gpu) { + FATAL("apir_initialize failed :/"); + return NULL; + } + + static ggml_backend_reg reg = { + /* .api_version = */ GGML_BACKEND_API_VERSION, + /* .iface = */ ggml_backend_remoting_reg_i, + /* .context = */ gpu, + }; + + static bool initialized = false; + if (initialized) { + return ® + } + initialized = true; + + ggml_backend_remoting_reg_init_devices(®); + + int cr = atexit(showTime); + GGML_ASSERT(cr == 0); + + MESSAGE("%s: initialzed", __func__); + + return ® +} diff --git a/ggml/src/ggml-remotingfrontend/ggml-backend.cpp b/ggml/src/ggml-remotingfrontend/ggml-backend.cpp new file mode 100644 index 000000000..67ed8a1b4 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-backend.cpp @@ -0,0 +1,84 @@ +#include "ggml-remoting.h" + +static const char * ggml_backend_remoting_get_name(ggml_backend_t backend) { + UNUSED(backend); + + //IMPLEMENTED_ONCE; + + return "API Remoting backend"; +} + +static void ggml_backend_remoting_free(ggml_backend_t backend) { + IMPLEMENTED; + + delete backend; +} + +struct timer_data graph_compute_timer = {0, 0, 0, "compute_timer"}; + +static ggml_status ggml_backend_remoting_graph_compute(ggml_backend_t backend, ggml_cgraph * cgraph) { + struct virtgpu *gpu = DEV_TO_GPU(backend->device); + + IMPLEMENTED_ONCE; + + start_timer(&graph_compute_timer); + + ggml_status status = apir_backend_graph_compute(gpu, cgraph); + + stop_timer(&graph_compute_timer); + + return status; +} + +static void ggml_backend_remoting_graph_optimize(ggml_backend_t backend, ggml_cgraph * cgraph) { + struct virtgpu *gpu = DEV_TO_GPU(backend->device); + + start_timer(&graph_compute_timer); + + ggml_cgraph * optimized_cgraph = apir_backend_graph_optimize(gpu, cgraph); + + UNUSED(optimized_cgraph); + WARNING("Currently skipping the actual cgraph object upgrade"); + + stop_timer(&graph_compute_timer); +} + +static ggml_backend_i ggml_backend_remoting_interface = { + /* .get_name = */ ggml_backend_remoting_get_name, + /* .free = */ ggml_backend_remoting_free, + /* .set_tensor_async = */ NULL, // ggml_backend_remoting_set_tensor_async, + /* .get_tensor_async = */ NULL, // ggml_backend_remoting_get_tensor_async, + /* .cpy_tensor_async = */ NULL, // ggml_backend_remoting_cpy_tensor_async, + /* .synchronize = */ NULL, // ggml_backend_remoting_synchronize, + /* .graph_plan_create = */ NULL, + /* .graph_plan_free = */ NULL, + /* .graph_plan_update = */ NULL, + /* .graph_plan_compute = */ NULL, + /* .graph_compute = */ ggml_backend_remoting_graph_compute, + /* .event_record = */ NULL, + /* .event_wait = */ NULL, + /* .graph_optimize = */ ggml_backend_remoting_graph_optimize, +}; + +static ggml_guid_t ggml_backend_remoting_guid() { + static ggml_guid guid = { 0xb8, 0xf7, 0x4f, 0x86, 0x14, 0x03, 0x86, 0x02, 0x91, 0xc8, 0xdd, 0xe9, 0x02, 0x3f, 0xc0, 0x2b }; + + return &guid; +} + + +ggml_backend_t ggml_backend_remoting_device_init(ggml_backend_dev_t dev, const char * params) { + UNUSED(params); + IMPLEMENTED; + + ggml_backend_remoting_device_context * ctx = (ggml_backend_remoting_device_context *)dev->context; + + ggml_backend_t remoting_backend = new ggml_backend { + /* .guid = */ ggml_backend_remoting_guid(), + /* .interface = */ ggml_backend_remoting_interface, + /* .device = */ ggml_backend_reg_dev_get(ggml_backend_remoting_frontend_reg(), ctx->device), + /* .context = */ ctx, + }; + + return remoting_backend; +} diff --git a/ggml/src/ggml-remotingfrontend/ggml-buffer-tracker.cpp b/ggml/src/ggml-remotingfrontend/ggml-buffer-tracker.cpp new file mode 100644 index 000000000..32e54adc0 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-buffer-tracker.cpp @@ -0,0 +1,75 @@ +#include "ggml-remoting.h" + +// Static member definitions +std::unordered_map ggml_remoting_buffer_tracker::backend_to_frontend_map; +std::mutex ggml_remoting_buffer_tracker::map_mutex; + +// Static methods implementation +void ggml_remoting_buffer_tracker::register_buffer(ggml_backend_buffer_t frontend_buffer, apir_buffer_host_handle_t backend_handle) { + std::lock_guard lock(map_mutex); + backend_to_frontend_map[backend_handle] = frontend_buffer; +} + +void ggml_remoting_buffer_tracker::unregister_buffer(apir_buffer_host_handle_t backend_handle) { + std::lock_guard lock(map_mutex); + auto it = backend_to_frontend_map.find(backend_handle); + if (it != backend_to_frontend_map.end()) { + backend_to_frontend_map.erase(it); + } else { + WARNING("Attempted to unregister unknown backend handle 0x%lx", backend_handle); + } +} + +ggml_backend_buffer_t ggml_remoting_buffer_tracker::lookup_frontend_buffer(apir_buffer_host_handle_t backend_handle) { + std::lock_guard lock(map_mutex); + auto it = backend_to_frontend_map.find(backend_handle); + if (it != backend_to_frontend_map.end()) { + return it->second; + } + return nullptr; +} + +bool ggml_remoting_buffer_tracker::is_registered(apir_buffer_host_handle_t backend_handle) { + std::lock_guard lock(map_mutex); + return backend_to_frontend_map.find(backend_handle) != backend_to_frontend_map.end(); +} + +// Convenience functions implementation +void ggml_remoting_register_buffer(ggml_backend_buffer_t frontend_buffer) { + if (!frontend_buffer) { + ERROR("Cannot register null frontend buffer"); + return; + } + + apir_buffer_host_handle_t backend_handle = ggml_buffer_to_apir_handle(frontend_buffer); + ggml_remoting_buffer_tracker::register_buffer(frontend_buffer, backend_handle); +} + +void ggml_remoting_unregister_buffer(ggml_backend_buffer_t frontend_buffer) { + if (!frontend_buffer) { + ERROR("Cannot unregister null frontend buffer"); + return; + } + + apir_buffer_host_handle_t backend_handle = ggml_buffer_to_apir_handle(frontend_buffer); + ggml_remoting_buffer_tracker::unregister_buffer(backend_handle); +} + +ggml_backend_buffer_t ggml_remoting_lookup_frontend_buffer_from_backend_handle(apir_buffer_host_handle_t backend_handle) { + return ggml_remoting_buffer_tracker::lookup_frontend_buffer(backend_handle); +} + +// Additional utility methods +size_t ggml_remoting_buffer_tracker::get_buffer_count() { + std::lock_guard lock(map_mutex); + return backend_to_frontend_map.size(); +} + +void ggml_remoting_buffer_tracker::print_buffer_info() { + std::lock_guard lock(map_mutex); + printf("INFO: Buffer Tracker - %zu buffers tracked:\n", backend_to_frontend_map.size()); + for (const auto& pair : backend_to_frontend_map) { + printf(" Backend handle: 0x%lx -> Frontend buffer: 0x%p\n", + pair.first, (void *) pair.second); + } +} diff --git a/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.cpp b/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.cpp new file mode 100644 index 000000000..dbc8f6c56 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.cpp @@ -0,0 +1,270 @@ +#include "ggml-remoting.h" +#include "ggml-metal-remoting.h" + +const struct ggml_backend_metal_device_context *get_metal_dev_context(const ggml_backend_dev_t dev) { + static struct ggml_backend_metal_device_context metal_dev_ctx; + static bool has_metal_dev_ctx = false; + + if (has_metal_dev_ctx) { + return &metal_dev_ctx; + } + + has_metal_dev_ctx = true; + struct virtgpu *gpu = DEV_TO_GPU(dev); + + apir_metal_get_device_context(gpu, &metal_dev_ctx); + + return &metal_dev_ctx; +} + +bool ggml_metal_device_supports_op(const struct ggml_backend_metal_device_context *dev_ctx, const struct ggml_tensor * op) { + const bool has_simdgroup_mm = dev_ctx->has_simdgroup_mm; + const bool has_simdgroup_reduction = dev_ctx->has_simdgroup_reduction; + const bool has_bfloat = dev_ctx->has_bfloat; + + if (!has_bfloat) { + if (op->type == GGML_TYPE_BF16) { + return false; + } + + for (size_t i = 0, n = 3; i < n; ++i) { + if (op->src[i] != NULL && op->src[i]->type == GGML_TYPE_BF16) { + return false; + } + } + } + + switch (op->op) { + case GGML_OP_UNARY: + switch (ggml_get_unary_op(op)) { + case GGML_UNARY_OP_TANH: + case GGML_UNARY_OP_RELU: + case GGML_UNARY_OP_SIGMOID: + case GGML_UNARY_OP_GELU: + case GGML_UNARY_OP_GELU_ERF: + case GGML_UNARY_OP_GELU_QUICK: + case GGML_UNARY_OP_SILU: + case GGML_UNARY_OP_ELU: + case GGML_UNARY_OP_NEG: + case GGML_UNARY_OP_ABS: + case GGML_UNARY_OP_SGN: + case GGML_UNARY_OP_STEP: + case GGML_UNARY_OP_HARDSWISH: + case GGML_UNARY_OP_HARDSIGMOID: + case GGML_UNARY_OP_EXP: + case GGML_UNARY_OP_SOFTPLUS: + case GGML_UNARY_OP_EXPM1: + return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; + default: + return false; + } + case GGML_OP_GLU: + switch (ggml_get_glu_op(op)) { + case GGML_GLU_OP_REGLU: + case GGML_GLU_OP_GEGLU: + case GGML_GLU_OP_SWIGLU: + case GGML_GLU_OP_SWIGLU_OAI: + case GGML_GLU_OP_GEGLU_ERF: + case GGML_GLU_OP_GEGLU_QUICK: + return ggml_is_contiguous_1(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; + default: + return false; + } + case GGML_OP_NONE: + case GGML_OP_RESHAPE: + case GGML_OP_VIEW: + case GGML_OP_TRANSPOSE: + case GGML_OP_PERMUTE: + case GGML_OP_CONCAT: + return true; + case GGML_OP_ADD: + case GGML_OP_SUB: + case GGML_OP_MUL: + case GGML_OP_DIV: + case GGML_OP_ADD_ID: + return op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_ACC: + case GGML_OP_REPEAT: + case GGML_OP_SCALE: + case GGML_OP_FILL: + case GGML_OP_CONV_TRANSPOSE_1D: + return true; + case GGML_OP_CONV_TRANSPOSE_2D: + return ggml_is_contiguous(op->src[0]) && ggml_is_contiguous(op->src[1]) && + (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32) && + op->src[1]->type == GGML_TYPE_F32 && + op->type == GGML_TYPE_F32; + case GGML_OP_CLAMP: + return op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_SQR: + case GGML_OP_SQRT: + case GGML_OP_SIN: + case GGML_OP_COS: + case GGML_OP_LOG: + return ggml_is_contiguous(op->src[0]) && op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_SUM: + return has_simdgroup_reduction && ggml_is_contiguous(op->src[0]); + case GGML_OP_TRI: + return ggml_is_contiguous_rows(op->src[0]); + case GGML_OP_SUM_ROWS: + case GGML_OP_CUMSUM: + case GGML_OP_MEAN: + case GGML_OP_SOFT_MAX: + case GGML_OP_GROUP_NORM: + return has_simdgroup_reduction && ggml_is_contiguous_rows(op->src[0]); + case GGML_OP_L2_NORM: + return has_simdgroup_reduction && (op->ne[0] % 4 == 0 && ggml_is_contiguous_1(op->src[0])); + case GGML_OP_ARGMAX: + return has_simdgroup_reduction; + case GGML_OP_NORM: + case GGML_OP_RMS_NORM: + return has_simdgroup_reduction && (ggml_is_contiguous_rows(op->src[0])); + case GGML_OP_ROPE: + return true; + case GGML_OP_IM2COL: + return ggml_is_contiguous(op->src[1]) && op->src[1]->type == GGML_TYPE_F32 && (op->type == GGML_TYPE_F16 || op->type == GGML_TYPE_F32); + case GGML_OP_CONV_2D: + return ggml_is_contiguous(op->src[0]) && + op->src[1]->type == GGML_TYPE_F32 && + op->type == GGML_TYPE_F32 && + (op->src[0]->type == GGML_TYPE_F16 || op->src[0]->type == GGML_TYPE_F32); + case GGML_OP_POOL_1D: + return false; + case GGML_OP_UPSCALE: + return op->src[0]->type == GGML_TYPE_F32 && op->op_params[0] == GGML_SCALE_MODE_NEAREST && !(op->op_params[0] & GGML_SCALE_FLAG_ANTIALIAS); + case GGML_OP_POOL_2D: + return op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_PAD: + // TODO: add circular padding support for metal, see https://github.com/ggml-org/llama.cpp/pull/16985 + if (ggml_get_op_params_i32(op, 8) != 0) { + return false; + } + + return (ggml_get_op_params_i32(op, 0) == 0) && (ggml_get_op_params_i32(op, 2) == 0) && + (ggml_get_op_params_i32(op, 4) == 0) && (ggml_get_op_params_i32(op, 6) == 0); + case GGML_OP_PAD_REFLECT_1D: + case GGML_OP_TIMESTEP_EMBEDDING: + case GGML_OP_LEAKY_RELU: + return op->src[0]->type == GGML_TYPE_F32; + case GGML_OP_ARGSORT: + case GGML_OP_TOP_K: + case GGML_OP_ARANGE: + return true; + case GGML_OP_FLASH_ATTN_EXT: + // for new head sizes, add checks here + if (op->src[0]->ne[0] != 32 && + op->src[0]->ne[0] != 40 && + op->src[0]->ne[0] != 48 && + op->src[0]->ne[0] != 64 && + op->src[0]->ne[0] != 72 && + op->src[0]->ne[0] != 80 && + op->src[0]->ne[0] != 96 && + op->src[0]->ne[0] != 112 && + op->src[0]->ne[0] != 128 && + op->src[0]->ne[0] != 192 && + op->src[0]->ne[0] != 256) { + return false; + } + if (op->src[0]->ne[0] == 576) { + // DeepSeek sizes + // TODO: disabled for now, until optmized + return false; + } + if (op->src[1]->type != op->src[2]->type) { + return false; + } + return has_simdgroup_mm; // TODO: over-restricted for vec-kernels + case GGML_OP_SSM_CONV: + case GGML_OP_SSM_SCAN: + return has_simdgroup_reduction; + case GGML_OP_RWKV_WKV6: + case GGML_OP_RWKV_WKV7: + return true; + case GGML_OP_MUL_MAT: + case GGML_OP_MUL_MAT_ID: + return has_simdgroup_reduction; + case GGML_OP_CPY: + case GGML_OP_DUP: + case GGML_OP_CONT: + { + switch (op->src[0]->type) { + case GGML_TYPE_F32: + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + case GGML_TYPE_BF16: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_IQ4_NL: + case GGML_TYPE_I32: + return true; + default: + return false; + } + case GGML_TYPE_F16: + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + return true; + default: + return false; + } + case GGML_TYPE_BF16: + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_BF16: + return true; + default: + return false; + } + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_Q8_0: + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + return true; + default: + return false; + } + case GGML_TYPE_I32: + return op->type == GGML_TYPE_F32 || op->type == GGML_TYPE_I32; + default: + return false; + }; + } + case GGML_OP_GET_ROWS: + return true; + case GGML_OP_SET_ROWS: + { + if (op->src[0]->type != GGML_TYPE_F32) { + return false; + } + + switch (op->type) { + case GGML_TYPE_F32: + case GGML_TYPE_F16: + case GGML_TYPE_BF16: + case GGML_TYPE_Q8_0: + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + case GGML_TYPE_Q5_0: + case GGML_TYPE_Q5_1: + case GGML_TYPE_IQ4_NL: + return true; + default: + return false; + }; + } + case GGML_OP_OPT_STEP_ADAMW: + case GGML_OP_OPT_STEP_SGD: + return has_simdgroup_reduction; + default: + return false; + } +} diff --git a/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.h b/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.h new file mode 100644 index 000000000..446341469 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-metal-remoting.h @@ -0,0 +1,16 @@ +#pragma once + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" + +struct ggml_backend_metal_device_context { + bool has_simdgroup_mm; + bool has_simdgroup_reduction; + bool has_bfloat; +}; + + +const struct ggml_backend_metal_device_context *get_metal_dev_context(const ggml_backend_dev_t dev); + +bool ggml_metal_device_supports_op(const struct ggml_backend_metal_device_context *dev_ctx, const struct ggml_tensor * op); diff --git a/ggml/src/ggml-remotingfrontend/ggml-remoting-frontend.cpp b/ggml/src/ggml-remotingfrontend/ggml-remoting-frontend.cpp new file mode 100644 index 000000000..87679fe59 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-remoting-frontend.cpp @@ -0,0 +1,26 @@ +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#include "ggml-remoting-frontend.h" +#include "remoting.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" + + + +int ggml_backend_remoting_get_device_count(); + + + + +struct remoting_device_struct { + std::mutex mutex; +}; diff --git a/ggml/src/ggml-remotingfrontend/ggml-remoting.h b/ggml/src/ggml-remotingfrontend/ggml-remoting.h new file mode 100644 index 000000000..66f188f20 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/ggml-remoting.h @@ -0,0 +1,177 @@ +#pragma once + +#include +#include +#include +#include + +#include "ggml-remoting-frontend.h" + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "ggml-backend.h" +#include "ggml-metal-remoting.h" +#include "virtgpu.h" + + +// USE_ALWAYS_TRUE_SUPPORTS_OP: 1 is fast, 0 avoid micro-benchmark crashes +#ifdef __x86_64__ // linux + #define USE_ALWAYS_TRUE_SUPPORTS_OP 1 + #define USE_METAL_GUEST_SUPPORTS_OP 0 +#else // macos + #define USE_ALWAYS_TRUE_SUPPORTS_OP 1 + #define USE_METAL_GUEST_SUPPORTS_OP 0 +#endif + +#define DEV_TO_GPU(name) \ + ((struct ggml_backend_remoting_device_context *) (name)->context)->gpu + +#define BUFFER_TO_GGML_CONTEXT(name) \ + ((struct ggml_backend_remoting_buffer_context *) (name)->context) + +#define BUFFER_TO_APIR_CONTEXT(name) \ + &((struct ggml_backend_remoting_buffer_context *) (name)->context)->apir_context + +#define BUFFER_TO_HOST_HANDLE(name) \ + ((struct ggml_backend_remoting_buffer_context *) (name)->context)->apir_context.host_handle + +#define GET_DEVICE_CONTEXT() \ + (struct ggml_backend_remoting_device_context *) ggml_backend_remoting_get_device(0)->context + +static inline apir_buffer_type_host_handle_t +ggml_buffer_type_to_apir_handle(ggml_backend_buffer_type_t buft) { + // in the backend, the buffer handle is the buffer pointer + return (apir_buffer_type_host_handle_t) buft->context; +} + +#define NOT_IMPLEMENTED \ + do { \ + static bool first = true; \ + if (first) { \ + printf("\nWARN: ###\nWARN: ### reached unimplemented function %s\nWARN: ###\n\n", __func__); \ + first = false; \ + } \ + } while(0) + +#define BEING_IMPLEMENTED \ + do { \ + printf("\nINFO: ###\nINFO: ### function being implemented: %s\nINFO: ###\n\n", __func__); \ + } while(0) + +#define NEXT + +#define STOP_HERE \ + thks_bye() + +#define BREAKPOINT \ + breakpoint() + +#ifndef NDEBUG +#define IMPLEMENTED \ + printf("INFO: ### reached implemented function %s\n", __func__) +#else +#define IMPLEMENTED \ + do {} while(0) +#endif + +#ifndef NDEBUG +#define IMPLEMENTED_ONCE \ + do { \ + static bool first = true; \ + if (first) { \ + printf("INFO: ### reached implemented function %s\n", __func__); \ + first = false; \ + } \ + } while(0) +#else +#define IMPLEMENTED_ONCE \ + do {} while(0) +#endif + +#define RMT_LOG_DEBUG(msg) std::cerr << msg << std::endl + +struct ggml_backend_remoting_device_context { + size_t device; + std::string name; + std::string description; + + std::vector> shared_memory; + + struct virtgpu *gpu; + + const struct ggml_backend_metal_device_context *metal_dev_ctx; +}; + +struct ggml_backend_remoting_buffer_context { + apir_buffer_context_t apir_context; + + struct virtgpu *gpu; + + void *base; + + bool is_host_buffer; + bool is_from_ptr; +}; + +extern const ggml_backend_buffer_type_i ggml_backend_remoting_buffer_type_interface; +extern const struct ggml_backend_device_i ggml_backend_remoting_device_interface; +extern const ggml_backend_buffer_type_i ggml_backend_remoting_host_buffer_type_interface; +extern const ggml_backend_buffer_i ggml_backend_remoting_buffer_interface; +extern const ggml_backend_buffer_type_i ggml_backend_remoting_buffer_from_ptr_type_interface; +extern const ggml_backend_buffer_i ggml_backend_remoting_buffer_from_ptr_interface; + +ggml_backend_dev_t ggml_backend_remoting_get_device(size_t device); +ggml_backend_buffer_type_t ggml_backend_remoting_host_buffer_type(); +ggml_backend_t ggml_backend_remoting_device_init(ggml_backend_dev_t dev, const char * params); +ggml_backend_buffer_type_t ggml_backend_remoting_device_get_buffer_type(ggml_backend_dev_t dev); + +struct remoting_buffer_struct; +typedef std::shared_ptr remoting_buffer; +typedef std::weak_ptr remoting_buffer_ref; + +void ggml_remoting_destroy_buffer(remoting_buffer& buf); + +struct remoting_device_struct; +typedef std::shared_ptr remoting_device; +typedef std::weak_ptr remoting_device_ref; + +struct remoting_context_struct { + int i; +}; +typedef std::shared_ptr remoting_context; +typedef std::weak_ptr remoting_context_ref; + +static inline apir_buffer_host_handle_t ggml_buffer_to_apir_handle(ggml_backend_buffer_t buffer) { + return BUFFER_TO_HOST_HANDLE(buffer); +} + +// Global buffer tracking for mapping backend handles to frontend handles +class ggml_remoting_buffer_tracker { +private: + static std::unordered_map backend_to_frontend_map; + static std::mutex map_mutex; + +public: + // Register a new frontend buffer with its backend handle + static void register_buffer(ggml_backend_buffer_t frontend_buffer, apir_buffer_host_handle_t backend_handle); + + // Unregister a buffer when it's freed + static void unregister_buffer(apir_buffer_host_handle_t backend_handle); + + // Look up the frontend buffer from a backend handle + static ggml_backend_buffer_t lookup_frontend_buffer(apir_buffer_host_handle_t backend_handle); + + // Check if a backend handle is registered + static bool is_registered(apir_buffer_host_handle_t backend_handle); + + // Get the current number of tracked buffers + static size_t get_buffer_count(); + + // Print debug information about tracked buffers + static void print_buffer_info(); +}; + +// Convenience functions for easier use +void ggml_remoting_register_buffer(ggml_backend_buffer_t frontend_buffer); +void ggml_remoting_unregister_buffer(ggml_backend_buffer_t frontend_buffer); +ggml_backend_buffer_t ggml_remoting_lookup_frontend_buffer_from_backend_handle(apir_buffer_host_handle_t backend_handle); diff --git a/ggml/src/ggml-remotingfrontend/include/drm-uapi/drm.h b/ggml/src/ggml-remotingfrontend/include/drm-uapi/drm.h new file mode 100644 index 000000000..4e4f7c2c3 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/include/drm-uapi/drm.h @@ -0,0 +1,1408 @@ +/* + * Header for the Direct Rendering Manager + * + * Author: Rickard E. (Rik) Faith + * + * Acknowledgments: + * Dec 1999, Richard Henderson , move to generic cmpxchg. + */ + +/* + * Copyright 1999 Precision Insight, Inc., Cedar Park, Texas. + * Copyright 2000 VA Linux Systems, Inc., Sunnyvale, California. + * All rights reserved. + * + * Permission is hereby granted, free of charge, to any person obtaining a + * copy of this software and associated documentation files (the "Software"), + * to deal in the Software without restriction, including without limitation + * the rights to use, copy, modify, merge, publish, distribute, sublicense, + * and/or sell copies of the Software, and to permit persons to whom the + * Software is furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice (including the next + * paragraph) shall be included in all copies or substantial portions of the + * Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL + * VA LINUX SYSTEMS AND/OR ITS SUPPLIERS BE LIABLE FOR ANY CLAIM, DAMAGES OR + * OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, + * ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR + * OTHER DEALINGS IN THE SOFTWARE. + */ + +#ifndef _DRM_H_ +#define _DRM_H_ + +#if defined(__linux__) + +#include +#include +typedef unsigned int drm_handle_t; + +#else /* One of the BSDs */ + +#include +#include +#include +typedef int8_t __s8; +typedef uint8_t __u8; +typedef int16_t __s16; +typedef uint16_t __u16; +typedef int32_t __s32; +typedef uint32_t __u32; +typedef int64_t __s64; +typedef uint64_t __u64; +typedef size_t __kernel_size_t; +typedef unsigned long drm_handle_t; + +#endif + +#if defined(__cplusplus) +extern "C" { +#endif + +#define DRM_NAME "drm" /**< Name in kernel, /dev, and /proc */ +#define DRM_MIN_ORDER 5 /**< At least 2^5 bytes = 32 bytes */ +#define DRM_MAX_ORDER 22 /**< Up to 2^22 bytes = 4MB */ +#define DRM_RAM_PERCENT 10 /**< How much system ram can we lock? */ + +#define _DRM_LOCK_HELD 0x80000000U /**< Hardware lock is held */ +#define _DRM_LOCK_CONT 0x40000000U /**< Hardware lock is contended */ +#define _DRM_LOCK_IS_HELD(lock) ((lock) & _DRM_LOCK_HELD) +#define _DRM_LOCK_IS_CONT(lock) ((lock) & _DRM_LOCK_CONT) +#define _DRM_LOCKING_CONTEXT(lock) ((lock) & ~(_DRM_LOCK_HELD|_DRM_LOCK_CONT)) + +typedef unsigned int drm_context_t; +typedef unsigned int drm_drawable_t; +typedef unsigned int drm_magic_t; + +/* + * Cliprect. + * + * \warning: If you change this structure, make sure you change + * XF86DRIClipRectRec in the server as well + * + * \note KW: Actually it's illegal to change either for + * backwards-compatibility reasons. + */ +struct drm_clip_rect { + unsigned short x1; + unsigned short y1; + unsigned short x2; + unsigned short y2; +}; + +/* + * Drawable information. + */ +struct drm_drawable_info { + unsigned int num_rects; + struct drm_clip_rect *rects; +}; + +/* + * Texture region, + */ +struct drm_tex_region { + unsigned char next; + unsigned char prev; + unsigned char in_use; + unsigned char padding; + unsigned int age; +}; + +/* + * Hardware lock. + * + * The lock structure is a simple cache-line aligned integer. To avoid + * processor bus contention on a multiprocessor system, there should not be any + * other data stored in the same cache line. + */ +struct drm_hw_lock { + __volatile__ unsigned int lock; /**< lock variable */ + char padding[60]; /**< Pad to cache line */ +}; + +/* + * DRM_IOCTL_VERSION ioctl argument type. + * + * \sa drmGetVersion(). + */ +struct drm_version { + int version_major; /**< Major version */ + int version_minor; /**< Minor version */ + int version_patchlevel; /**< Patch level */ + __kernel_size_t name_len; /**< Length of name buffer */ + char *name; /**< Name of driver */ + __kernel_size_t date_len; /**< Length of date buffer */ + char *date; /**< User-space buffer to hold date */ + __kernel_size_t desc_len; /**< Length of desc buffer */ + char *desc; /**< User-space buffer to hold desc */ +}; + +/* + * DRM_IOCTL_GET_UNIQUE ioctl argument type. + * + * \sa drmGetBusid() and drmSetBusId(). + */ +struct drm_unique { + __kernel_size_t unique_len; /**< Length of unique */ + char *unique; /**< Unique name for driver instantiation */ +}; + +struct drm_list { + int count; /**< Length of user-space structures */ + struct drm_version *version; +}; + +struct drm_block { + int unused; +}; + +/* + * DRM_IOCTL_CONTROL ioctl argument type. + * + * \sa drmCtlInstHandler() and drmCtlUninstHandler(). + */ +struct drm_control { + enum { + DRM_ADD_COMMAND, + DRM_RM_COMMAND, + DRM_INST_HANDLER, + DRM_UNINST_HANDLER + } func; + int irq; +}; + +/* + * Type of memory to map. + */ +enum drm_map_type { + _DRM_FRAME_BUFFER = 0, /**< WC (no caching), no core dump */ + _DRM_REGISTERS = 1, /**< no caching, no core dump */ + _DRM_SHM = 2, /**< shared, cached */ + _DRM_AGP = 3, /**< AGP/GART */ + _DRM_SCATTER_GATHER = 4, /**< Scatter/gather memory for PCI DMA */ + _DRM_CONSISTENT = 5 /**< Consistent memory for PCI DMA */ +}; + +/* + * Memory mapping flags. + */ +enum drm_map_flags { + _DRM_RESTRICTED = 0x01, /**< Cannot be mapped to user-virtual */ + _DRM_READ_ONLY = 0x02, + _DRM_LOCKED = 0x04, /**< shared, cached, locked */ + _DRM_KERNEL = 0x08, /**< kernel requires access */ + _DRM_WRITE_COMBINING = 0x10, /**< use write-combining if available */ + _DRM_CONTAINS_LOCK = 0x20, /**< SHM page that contains lock */ + _DRM_REMOVABLE = 0x40, /**< Removable mapping */ + _DRM_DRIVER = 0x80 /**< Managed by driver */ +}; + +struct drm_ctx_priv_map { + unsigned int ctx_id; /**< Context requesting private mapping */ + void *handle; /**< Handle of map */ +}; + +/* + * DRM_IOCTL_GET_MAP, DRM_IOCTL_ADD_MAP and DRM_IOCTL_RM_MAP ioctls + * argument type. + * + * \sa drmAddMap(). + */ +struct drm_map { + unsigned long offset; /**< Requested physical address (0 for SAREA)*/ + unsigned long size; /**< Requested physical size (bytes) */ + enum drm_map_type type; /**< Type of memory to map */ + enum drm_map_flags flags; /**< Flags */ + void *handle; /**< User-space: "Handle" to pass to mmap() */ + /**< Kernel-space: kernel-virtual address */ + int mtrr; /**< MTRR slot used */ + /* Private data */ +}; + +/* + * DRM_IOCTL_GET_CLIENT ioctl argument type. + */ +struct drm_client { + int idx; /**< Which client desired? */ + int auth; /**< Is client authenticated? */ + unsigned long pid; /**< Process ID */ + unsigned long uid; /**< User ID */ + unsigned long magic; /**< Magic */ + unsigned long iocs; /**< Ioctl count */ +}; + +enum drm_stat_type { + _DRM_STAT_LOCK, + _DRM_STAT_OPENS, + _DRM_STAT_CLOSES, + _DRM_STAT_IOCTLS, + _DRM_STAT_LOCKS, + _DRM_STAT_UNLOCKS, + _DRM_STAT_VALUE, /**< Generic value */ + _DRM_STAT_BYTE, /**< Generic byte counter (1024bytes/K) */ + _DRM_STAT_COUNT, /**< Generic non-byte counter (1000/k) */ + + _DRM_STAT_IRQ, /**< IRQ */ + _DRM_STAT_PRIMARY, /**< Primary DMA bytes */ + _DRM_STAT_SECONDARY, /**< Secondary DMA bytes */ + _DRM_STAT_DMA, /**< DMA */ + _DRM_STAT_SPECIAL, /**< Special DMA (e.g., priority or polled) */ + _DRM_STAT_MISSED /**< Missed DMA opportunity */ + /* Add to the *END* of the list */ +}; + +/* + * DRM_IOCTL_GET_STATS ioctl argument type. + */ +struct drm_stats { + unsigned long count; + struct { + unsigned long value; + enum drm_stat_type type; + } data[15]; +}; + +/* + * Hardware locking flags. + */ +enum drm_lock_flags { + _DRM_LOCK_READY = 0x01, /**< Wait until hardware is ready for DMA */ + _DRM_LOCK_QUIESCENT = 0x02, /**< Wait until hardware quiescent */ + _DRM_LOCK_FLUSH = 0x04, /**< Flush this context's DMA queue first */ + _DRM_LOCK_FLUSH_ALL = 0x08, /**< Flush all DMA queues first */ + /* These *HALT* flags aren't supported yet + -- they will be used to support the + full-screen DGA-like mode. */ + _DRM_HALT_ALL_QUEUES = 0x10, /**< Halt all current and future queues */ + _DRM_HALT_CUR_QUEUES = 0x20 /**< Halt all current queues */ +}; + +/* + * DRM_IOCTL_LOCK, DRM_IOCTL_UNLOCK and DRM_IOCTL_FINISH ioctl argument type. + * + * \sa drmGetLock() and drmUnlock(). + */ +struct drm_lock { + int context; + enum drm_lock_flags flags; +}; + +/* + * DMA flags + * + * \warning + * These values \e must match xf86drm.h. + * + * \sa drm_dma. + */ +enum drm_dma_flags { + /* Flags for DMA buffer dispatch */ + _DRM_DMA_BLOCK = 0x01, /**< + * Block until buffer dispatched. + * + * \note The buffer may not yet have + * been processed by the hardware -- + * getting a hardware lock with the + * hardware quiescent will ensure + * that the buffer has been + * processed. + */ + _DRM_DMA_WHILE_LOCKED = 0x02, /**< Dispatch while lock held */ + _DRM_DMA_PRIORITY = 0x04, /**< High priority dispatch */ + + /* Flags for DMA buffer request */ + _DRM_DMA_WAIT = 0x10, /**< Wait for free buffers */ + _DRM_DMA_SMALLER_OK = 0x20, /**< Smaller-than-requested buffers OK */ + _DRM_DMA_LARGER_OK = 0x40 /**< Larger-than-requested buffers OK */ +}; + +/* + * DRM_IOCTL_ADD_BUFS and DRM_IOCTL_MARK_BUFS ioctl argument type. + * + * \sa drmAddBufs(). + */ +struct drm_buf_desc { + int count; /**< Number of buffers of this size */ + int size; /**< Size in bytes */ + int low_mark; /**< Low water mark */ + int high_mark; /**< High water mark */ + enum { + _DRM_PAGE_ALIGN = 0x01, /**< Align on page boundaries for DMA */ + _DRM_AGP_BUFFER = 0x02, /**< Buffer is in AGP space */ + _DRM_SG_BUFFER = 0x04, /**< Scatter/gather memory buffer */ + _DRM_FB_BUFFER = 0x08, /**< Buffer is in frame buffer */ + _DRM_PCI_BUFFER_RO = 0x10 /**< Map PCI DMA buffer read-only */ + } flags; + unsigned long agp_start; /**< + * Start address of where the AGP buffers are + * in the AGP aperture + */ +}; + +/* + * DRM_IOCTL_INFO_BUFS ioctl argument type. + */ +struct drm_buf_info { + int count; /**< Entries in list */ + struct drm_buf_desc *list; +}; + +/* + * DRM_IOCTL_FREE_BUFS ioctl argument type. + */ +struct drm_buf_free { + int count; + int *list; +}; + +/* + * Buffer information + * + * \sa drm_buf_map. + */ +struct drm_buf_pub { + int idx; /**< Index into the master buffer list */ + int total; /**< Buffer size */ + int used; /**< Amount of buffer in use (for DMA) */ + void *address; /**< Address of buffer */ +}; + +/* + * DRM_IOCTL_MAP_BUFS ioctl argument type. + */ +struct drm_buf_map { + int count; /**< Length of the buffer list */ +#ifdef __cplusplus + void *virt; +#else + void *virtual; /**< Mmap'd area in user-virtual */ +#endif + struct drm_buf_pub *list; /**< Buffer information */ +}; + +/* + * DRM_IOCTL_DMA ioctl argument type. + * + * Indices here refer to the offset into the buffer list in drm_buf_get. + * + * \sa drmDMA(). + */ +struct drm_dma { + int context; /**< Context handle */ + int send_count; /**< Number of buffers to send */ + int *send_indices; /**< List of handles to buffers */ + int *send_sizes; /**< Lengths of data to send */ + enum drm_dma_flags flags; /**< Flags */ + int request_count; /**< Number of buffers requested */ + int request_size; /**< Desired size for buffers */ + int *request_indices; /**< Buffer information */ + int *request_sizes; + int granted_count; /**< Number of buffers granted */ +}; + +enum drm_ctx_flags { + _DRM_CONTEXT_PRESERVED = 0x01, + _DRM_CONTEXT_2DONLY = 0x02 +}; + +/* + * DRM_IOCTL_ADD_CTX ioctl argument type. + * + * \sa drmCreateContext() and drmDestroyContext(). + */ +struct drm_ctx { + drm_context_t handle; + enum drm_ctx_flags flags; +}; + +/* + * DRM_IOCTL_RES_CTX ioctl argument type. + */ +struct drm_ctx_res { + int count; + struct drm_ctx *contexts; +}; + +/* + * DRM_IOCTL_ADD_DRAW and DRM_IOCTL_RM_DRAW ioctl argument type. + */ +struct drm_draw { + drm_drawable_t handle; +}; + +/* + * DRM_IOCTL_UPDATE_DRAW ioctl argument type. + */ +typedef enum { + DRM_DRAWABLE_CLIPRECTS +} drm_drawable_info_type_t; + +struct drm_update_draw { + drm_drawable_t handle; + unsigned int type; + unsigned int num; + unsigned long long data; +}; + +/* + * DRM_IOCTL_GET_MAGIC and DRM_IOCTL_AUTH_MAGIC ioctl argument type. + */ +struct drm_auth { + drm_magic_t magic; +}; + +/* + * DRM_IOCTL_IRQ_BUSID ioctl argument type. + * + * \sa drmGetInterruptFromBusID(). + */ +struct drm_irq_busid { + int irq; /**< IRQ number */ + int busnum; /**< bus number */ + int devnum; /**< device number */ + int funcnum; /**< function number */ +}; + +enum drm_vblank_seq_type { + _DRM_VBLANK_ABSOLUTE = 0x0, /**< Wait for specific vblank sequence number */ + _DRM_VBLANK_RELATIVE = 0x1, /**< Wait for given number of vblanks */ + /* bits 1-6 are reserved for high crtcs */ + _DRM_VBLANK_HIGH_CRTC_MASK = 0x0000003e, + _DRM_VBLANK_EVENT = 0x4000000, /**< Send event instead of blocking */ + _DRM_VBLANK_FLIP = 0x8000000, /**< Scheduled buffer swap should flip */ + _DRM_VBLANK_NEXTONMISS = 0x10000000, /**< If missed, wait for next vblank */ + _DRM_VBLANK_SECONDARY = 0x20000000, /**< Secondary display controller */ + _DRM_VBLANK_SIGNAL = 0x40000000 /**< Send signal instead of blocking, unsupported */ +}; +#define _DRM_VBLANK_HIGH_CRTC_SHIFT 1 + +#define _DRM_VBLANK_TYPES_MASK (_DRM_VBLANK_ABSOLUTE | _DRM_VBLANK_RELATIVE) +#define _DRM_VBLANK_FLAGS_MASK (_DRM_VBLANK_EVENT | _DRM_VBLANK_SIGNAL | \ + _DRM_VBLANK_SECONDARY | _DRM_VBLANK_NEXTONMISS) + +struct drm_wait_vblank_request { + enum drm_vblank_seq_type type; + unsigned int sequence; + unsigned long signal; +}; + +struct drm_wait_vblank_reply { + enum drm_vblank_seq_type type; + unsigned int sequence; + long tval_sec; + long tval_usec; +}; + +/* + * DRM_IOCTL_WAIT_VBLANK ioctl argument type. + * + * \sa drmWaitVBlank(). + */ +union drm_wait_vblank { + struct drm_wait_vblank_request request; + struct drm_wait_vblank_reply reply; +}; + +#define _DRM_PRE_MODESET 1 +#define _DRM_POST_MODESET 2 + +/* + * DRM_IOCTL_MODESET_CTL ioctl argument type + * + * \sa drmModesetCtl(). + */ +struct drm_modeset_ctl { + __u32 crtc; + __u32 cmd; +}; + +/* + * DRM_IOCTL_AGP_ENABLE ioctl argument type. + * + * \sa drmAgpEnable(). + */ +struct drm_agp_mode { + unsigned long mode; /**< AGP mode */ +}; + +/* + * DRM_IOCTL_AGP_ALLOC and DRM_IOCTL_AGP_FREE ioctls argument type. + * + * \sa drmAgpAlloc() and drmAgpFree(). + */ +struct drm_agp_buffer { + unsigned long size; /**< In bytes -- will round to page boundary */ + unsigned long handle; /**< Used for binding / unbinding */ + unsigned long type; /**< Type of memory to allocate */ + unsigned long physical; /**< Physical used by i810 */ +}; + +/* + * DRM_IOCTL_AGP_BIND and DRM_IOCTL_AGP_UNBIND ioctls argument type. + * + * \sa drmAgpBind() and drmAgpUnbind(). + */ +struct drm_agp_binding { + unsigned long handle; /**< From drm_agp_buffer */ + unsigned long offset; /**< In bytes -- will round to page boundary */ +}; + +/* + * DRM_IOCTL_AGP_INFO ioctl argument type. + * + * \sa drmAgpVersionMajor(), drmAgpVersionMinor(), drmAgpGetMode(), + * drmAgpBase(), drmAgpSize(), drmAgpMemoryUsed(), drmAgpMemoryAvail(), + * drmAgpVendorId() and drmAgpDeviceId(). + */ +struct drm_agp_info { + int agp_version_major; + int agp_version_minor; + unsigned long mode; + unsigned long aperture_base; /* physical address */ + unsigned long aperture_size; /* bytes */ + unsigned long memory_allowed; /* bytes */ + unsigned long memory_used; + + /* PCI information */ + unsigned short id_vendor; + unsigned short id_device; +}; + +/* + * DRM_IOCTL_SG_ALLOC ioctl argument type. + */ +struct drm_scatter_gather { + unsigned long size; /**< In bytes -- will round to page boundary */ + unsigned long handle; /**< Used for mapping / unmapping */ +}; + +/* + * DRM_IOCTL_SET_VERSION ioctl argument type. + */ +struct drm_set_version { + int drm_di_major; + int drm_di_minor; + int drm_dd_major; + int drm_dd_minor; +}; + +/* DRM_IOCTL_GEM_CLOSE ioctl argument type */ +struct drm_gem_close { + /** Handle of the object to be closed. */ + __u32 handle; + __u32 pad; +}; + +/* DRM_IOCTL_GEM_FLINK ioctl argument type */ +struct drm_gem_flink { + /** Handle for the object being named */ + __u32 handle; + + /** Returned global name */ + __u32 name; +}; + +/* DRM_IOCTL_GEM_OPEN ioctl argument type */ +struct drm_gem_open { + /** Name of object being opened */ + __u32 name; + + /** Returned handle for the object */ + __u32 handle; + + /** Returned size of the object */ + __u64 size; +}; + +/** + * DRM_CAP_DUMB_BUFFER + * + * If set to 1, the driver supports creating dumb buffers via the + * &DRM_IOCTL_MODE_CREATE_DUMB ioctl. + */ +#define DRM_CAP_DUMB_BUFFER 0x1 +/** + * DRM_CAP_VBLANK_HIGH_CRTC + * + * If set to 1, the kernel supports specifying a :ref:`CRTC index` + * in the high bits of &drm_wait_vblank_request.type. + * + * Starting kernel version 2.6.39, this capability is always set to 1. + */ +#define DRM_CAP_VBLANK_HIGH_CRTC 0x2 +/** + * DRM_CAP_DUMB_PREFERRED_DEPTH + * + * The preferred bit depth for dumb buffers. + * + * The bit depth is the number of bits used to indicate the color of a single + * pixel excluding any padding. This is different from the number of bits per + * pixel. For instance, XRGB8888 has a bit depth of 24 but has 32 bits per + * pixel. + * + * Note that this preference only applies to dumb buffers, it's irrelevant for + * other types of buffers. + */ +#define DRM_CAP_DUMB_PREFERRED_DEPTH 0x3 +/** + * DRM_CAP_DUMB_PREFER_SHADOW + * + * If set to 1, the driver prefers userspace to render to a shadow buffer + * instead of directly rendering to a dumb buffer. For best speed, userspace + * should do streaming ordered memory copies into the dumb buffer and never + * read from it. + * + * Note that this preference only applies to dumb buffers, it's irrelevant for + * other types of buffers. + */ +#define DRM_CAP_DUMB_PREFER_SHADOW 0x4 +/** + * DRM_CAP_PRIME + * + * Bitfield of supported PRIME sharing capabilities. See &DRM_PRIME_CAP_IMPORT + * and &DRM_PRIME_CAP_EXPORT. + * + * Starting from kernel version 6.6, both &DRM_PRIME_CAP_IMPORT and + * &DRM_PRIME_CAP_EXPORT are always advertised. + * + * PRIME buffers are exposed as dma-buf file descriptors. + * See :ref:`prime_buffer_sharing`. + */ +#define DRM_CAP_PRIME 0x5 +/** + * DRM_PRIME_CAP_IMPORT + * + * If this bit is set in &DRM_CAP_PRIME, the driver supports importing PRIME + * buffers via the &DRM_IOCTL_PRIME_FD_TO_HANDLE ioctl. + * + * Starting from kernel version 6.6, this bit is always set in &DRM_CAP_PRIME. + */ +#define DRM_PRIME_CAP_IMPORT 0x1 +/** + * DRM_PRIME_CAP_EXPORT + * + * If this bit is set in &DRM_CAP_PRIME, the driver supports exporting PRIME + * buffers via the &DRM_IOCTL_PRIME_HANDLE_TO_FD ioctl. + * + * Starting from kernel version 6.6, this bit is always set in &DRM_CAP_PRIME. + */ +#define DRM_PRIME_CAP_EXPORT 0x2 +/** + * DRM_CAP_TIMESTAMP_MONOTONIC + * + * If set to 0, the kernel will report timestamps with ``CLOCK_REALTIME`` in + * struct drm_event_vblank. If set to 1, the kernel will report timestamps with + * ``CLOCK_MONOTONIC``. See ``clock_gettime(2)`` for the definition of these + * clocks. + * + * Starting from kernel version 2.6.39, the default value for this capability + * is 1. Starting kernel version 4.15, this capability is always set to 1. + */ +#define DRM_CAP_TIMESTAMP_MONOTONIC 0x6 +/** + * DRM_CAP_ASYNC_PAGE_FLIP + * + * If set to 1, the driver supports &DRM_MODE_PAGE_FLIP_ASYNC for legacy + * page-flips. + */ +#define DRM_CAP_ASYNC_PAGE_FLIP 0x7 +/** + * DRM_CAP_CURSOR_WIDTH + * + * The ``CURSOR_WIDTH`` and ``CURSOR_HEIGHT`` capabilities return a valid + * width x height combination for the hardware cursor. The intention is that a + * hardware agnostic userspace can query a cursor plane size to use. + * + * Note that the cross-driver contract is to merely return a valid size; + * drivers are free to attach another meaning on top, eg. i915 returns the + * maximum plane size. + */ +#define DRM_CAP_CURSOR_WIDTH 0x8 +/** + * DRM_CAP_CURSOR_HEIGHT + * + * See &DRM_CAP_CURSOR_WIDTH. + */ +#define DRM_CAP_CURSOR_HEIGHT 0x9 +/** + * DRM_CAP_ADDFB2_MODIFIERS + * + * If set to 1, the driver supports supplying modifiers in the + * &DRM_IOCTL_MODE_ADDFB2 ioctl. + */ +#define DRM_CAP_ADDFB2_MODIFIERS 0x10 +/** + * DRM_CAP_PAGE_FLIP_TARGET + * + * If set to 1, the driver supports the &DRM_MODE_PAGE_FLIP_TARGET_ABSOLUTE and + * &DRM_MODE_PAGE_FLIP_TARGET_RELATIVE flags in + * &drm_mode_crtc_page_flip_target.flags for the &DRM_IOCTL_MODE_PAGE_FLIP + * ioctl. + */ +#define DRM_CAP_PAGE_FLIP_TARGET 0x11 +/** + * DRM_CAP_CRTC_IN_VBLANK_EVENT + * + * If set to 1, the kernel supports reporting the CRTC ID in + * &drm_event_vblank.crtc_id for the &DRM_EVENT_VBLANK and + * &DRM_EVENT_FLIP_COMPLETE events. + * + * Starting kernel version 4.12, this capability is always set to 1. + */ +#define DRM_CAP_CRTC_IN_VBLANK_EVENT 0x12 +/** + * DRM_CAP_SYNCOBJ + * + * If set to 1, the driver supports sync objects. See :ref:`drm_sync_objects`. + */ +#define DRM_CAP_SYNCOBJ 0x13 +/** + * DRM_CAP_SYNCOBJ_TIMELINE + * + * If set to 1, the driver supports timeline operations on sync objects. See + * :ref:`drm_sync_objects`. + */ +#define DRM_CAP_SYNCOBJ_TIMELINE 0x14 +/** + * DRM_CAP_ATOMIC_ASYNC_PAGE_FLIP + * + * If set to 1, the driver supports &DRM_MODE_PAGE_FLIP_ASYNC for atomic + * commits. + */ +#define DRM_CAP_ATOMIC_ASYNC_PAGE_FLIP 0x15 + +/* DRM_IOCTL_GET_CAP ioctl argument type */ +struct drm_get_cap { + __u64 capability; + __u64 value; +}; + +/** + * DRM_CLIENT_CAP_STEREO_3D + * + * If set to 1, the DRM core will expose the stereo 3D capabilities of the + * monitor by advertising the supported 3D layouts in the flags of struct + * drm_mode_modeinfo. See ``DRM_MODE_FLAG_3D_*``. + * + * This capability is always supported for all drivers starting from kernel + * version 3.13. + */ +#define DRM_CLIENT_CAP_STEREO_3D 1 + +/** + * DRM_CLIENT_CAP_UNIVERSAL_PLANES + * + * If set to 1, the DRM core will expose all planes (overlay, primary, and + * cursor) to userspace. + * + * This capability has been introduced in kernel version 3.15. Starting from + * kernel version 3.17, this capability is always supported for all drivers. + */ +#define DRM_CLIENT_CAP_UNIVERSAL_PLANES 2 + +/** + * DRM_CLIENT_CAP_ATOMIC + * + * If set to 1, the DRM core will expose atomic properties to userspace. This + * implicitly enables &DRM_CLIENT_CAP_UNIVERSAL_PLANES and + * &DRM_CLIENT_CAP_ASPECT_RATIO. + * + * If the driver doesn't support atomic mode-setting, enabling this capability + * will fail with -EOPNOTSUPP. + * + * This capability has been introduced in kernel version 4.0. Starting from + * kernel version 4.2, this capability is always supported for atomic-capable + * drivers. + */ +#define DRM_CLIENT_CAP_ATOMIC 3 + +/** + * DRM_CLIENT_CAP_ASPECT_RATIO + * + * If set to 1, the DRM core will provide aspect ratio information in modes. + * See ``DRM_MODE_FLAG_PIC_AR_*``. + * + * This capability is always supported for all drivers starting from kernel + * version 4.18. + */ +#define DRM_CLIENT_CAP_ASPECT_RATIO 4 + +/** + * DRM_CLIENT_CAP_WRITEBACK_CONNECTORS + * + * If set to 1, the DRM core will expose special connectors to be used for + * writing back to memory the scene setup in the commit. The client must enable + * &DRM_CLIENT_CAP_ATOMIC first. + * + * This capability is always supported for atomic-capable drivers starting from + * kernel version 4.19. + */ +#define DRM_CLIENT_CAP_WRITEBACK_CONNECTORS 5 + +/** + * DRM_CLIENT_CAP_CURSOR_PLANE_HOTSPOT + * + * Drivers for para-virtualized hardware (e.g. vmwgfx, qxl, virtio and + * virtualbox) have additional restrictions for cursor planes (thus + * making cursor planes on those drivers not truly universal,) e.g. + * they need cursor planes to act like one would expect from a mouse + * cursor and have correctly set hotspot properties. + * If this client cap is not set the DRM core will hide cursor plane on + * those virtualized drivers because not setting it implies that the + * client is not capable of dealing with those extra restictions. + * Clients which do set cursor hotspot and treat the cursor plane + * like a mouse cursor should set this property. + * The client must enable &DRM_CLIENT_CAP_ATOMIC first. + * + * Setting this property on drivers which do not special case + * cursor planes (i.e. non-virtualized drivers) will return + * EOPNOTSUPP, which can be used by userspace to gauge + * requirements of the hardware/drivers they're running on. + * + * This capability is always supported for atomic-capable virtualized + * drivers starting from kernel version 6.6. + */ +#define DRM_CLIENT_CAP_CURSOR_PLANE_HOTSPOT 6 + +/* DRM_IOCTL_SET_CLIENT_CAP ioctl argument type */ +struct drm_set_client_cap { + __u64 capability; + __u64 value; +}; + +#define DRM_RDWR O_RDWR +#define DRM_CLOEXEC O_CLOEXEC +struct drm_prime_handle { + __u32 handle; + + /** Flags.. only applicable for handle->fd */ + __u32 flags; + + /** Returned dmabuf file descriptor */ + __s32 fd; +}; + +struct drm_syncobj_create { + __u32 handle; +#define DRM_SYNCOBJ_CREATE_SIGNALED (1 << 0) + __u32 flags; +}; + +struct drm_syncobj_destroy { + __u32 handle; + __u32 pad; +}; + +#define DRM_SYNCOBJ_FD_TO_HANDLE_FLAGS_IMPORT_SYNC_FILE (1 << 0) +#define DRM_SYNCOBJ_HANDLE_TO_FD_FLAGS_EXPORT_SYNC_FILE (1 << 0) +struct drm_syncobj_handle { + __u32 handle; + __u32 flags; + + __s32 fd; + __u32 pad; +}; + +struct drm_syncobj_transfer { + __u32 src_handle; + __u32 dst_handle; + __u64 src_point; + __u64 dst_point; + __u32 flags; + __u32 pad; +}; + +#define DRM_SYNCOBJ_WAIT_FLAGS_WAIT_ALL (1 << 0) +#define DRM_SYNCOBJ_WAIT_FLAGS_WAIT_FOR_SUBMIT (1 << 1) +#define DRM_SYNCOBJ_WAIT_FLAGS_WAIT_AVAILABLE (1 << 2) /* wait for time point to become available */ +#define DRM_SYNCOBJ_WAIT_FLAGS_WAIT_DEADLINE (1 << 3) /* set fence deadline to deadline_nsec */ +struct drm_syncobj_wait { + __u64 handles; + /* absolute timeout */ + __s64 timeout_nsec; + __u32 count_handles; + __u32 flags; + __u32 first_signaled; /* only valid when not waiting all */ + __u32 pad; + /** + * @deadline_nsec - fence deadline hint + * + * Deadline hint, in absolute CLOCK_MONOTONIC, to set on backing + * fence(s) if the DRM_SYNCOBJ_WAIT_FLAGS_WAIT_DEADLINE flag is + * set. + */ + __u64 deadline_nsec; +}; + +struct drm_syncobj_timeline_wait { + __u64 handles; + /* wait on specific timeline point for every handles*/ + __u64 points; + /* absolute timeout */ + __s64 timeout_nsec; + __u32 count_handles; + __u32 flags; + __u32 first_signaled; /* only valid when not waiting all */ + __u32 pad; + /** + * @deadline_nsec - fence deadline hint + * + * Deadline hint, in absolute CLOCK_MONOTONIC, to set on backing + * fence(s) if the DRM_SYNCOBJ_WAIT_FLAGS_WAIT_DEADLINE flag is + * set. + */ + __u64 deadline_nsec; +}; + +/** + * struct drm_syncobj_eventfd + * @handle: syncobj handle. + * @flags: Zero to wait for the point to be signalled, or + * &DRM_SYNCOBJ_WAIT_FLAGS_WAIT_AVAILABLE to wait for a fence to be + * available for the point. + * @point: syncobj timeline point (set to zero for binary syncobjs). + * @fd: Existing eventfd to sent events to. + * @pad: Must be zero. + * + * Register an eventfd to be signalled by a syncobj. The eventfd counter will + * be incremented by one. + */ +struct drm_syncobj_eventfd { + __u32 handle; + __u32 flags; + __u64 point; + __s32 fd; + __u32 pad; +}; + + +struct drm_syncobj_array { + __u64 handles; + __u32 count_handles; + __u32 pad; +}; + +#define DRM_SYNCOBJ_QUERY_FLAGS_LAST_SUBMITTED (1 << 0) /* last available point on timeline syncobj */ +struct drm_syncobj_timeline_array { + __u64 handles; + __u64 points; + __u32 count_handles; + __u32 flags; +}; + + +/* Query current scanout sequence number */ +struct drm_crtc_get_sequence { + __u32 crtc_id; /* requested crtc_id */ + __u32 active; /* return: crtc output is active */ + __u64 sequence; /* return: most recent vblank sequence */ + __s64 sequence_ns; /* return: most recent time of first pixel out */ +}; + +/* Queue event to be delivered at specified sequence. Time stamp marks + * when the first pixel of the refresh cycle leaves the display engine + * for the display + */ +#define DRM_CRTC_SEQUENCE_RELATIVE 0x00000001 /* sequence is relative to current */ +#define DRM_CRTC_SEQUENCE_NEXT_ON_MISS 0x00000002 /* Use next sequence if we've missed */ + +struct drm_crtc_queue_sequence { + __u32 crtc_id; + __u32 flags; + __u64 sequence; /* on input, target sequence. on output, actual sequence */ + __u64 user_data; /* user data passed to event */ +}; + +#if defined(__cplusplus) +} +#endif + +#include "drm_mode.h" + +#if defined(__cplusplus) +extern "C" { +#endif + +#define DRM_IOCTL_BASE 'd' +#define DRM_IO(nr) _IO(DRM_IOCTL_BASE,nr) +#define DRM_IOR(nr,type) _IOR(DRM_IOCTL_BASE,nr,type) +#define DRM_IOW(nr,type) _IOW(DRM_IOCTL_BASE,nr,type) +#define DRM_IOWR(nr,type) _IOWR(DRM_IOCTL_BASE,nr,type) + +#define DRM_IOCTL_VERSION DRM_IOWR(0x00, struct drm_version) +#define DRM_IOCTL_GET_UNIQUE DRM_IOWR(0x01, struct drm_unique) +#define DRM_IOCTL_GET_MAGIC DRM_IOR( 0x02, struct drm_auth) +#define DRM_IOCTL_IRQ_BUSID DRM_IOWR(0x03, struct drm_irq_busid) +#define DRM_IOCTL_GET_MAP DRM_IOWR(0x04, struct drm_map) +#define DRM_IOCTL_GET_CLIENT DRM_IOWR(0x05, struct drm_client) +#define DRM_IOCTL_GET_STATS DRM_IOR( 0x06, struct drm_stats) +#define DRM_IOCTL_SET_VERSION DRM_IOWR(0x07, struct drm_set_version) +#define DRM_IOCTL_MODESET_CTL DRM_IOW(0x08, struct drm_modeset_ctl) +/** + * DRM_IOCTL_GEM_CLOSE - Close a GEM handle. + * + * GEM handles are not reference-counted by the kernel. User-space is + * responsible for managing their lifetime. For example, if user-space imports + * the same memory object twice on the same DRM file description, the same GEM + * handle is returned by both imports, and user-space needs to ensure + * &DRM_IOCTL_GEM_CLOSE is performed once only. The same situation can happen + * when a memory object is allocated, then exported and imported again on the + * same DRM file description. The &DRM_IOCTL_MODE_GETFB2 IOCTL is an exception + * and always returns fresh new GEM handles even if an existing GEM handle + * already refers to the same memory object before the IOCTL is performed. + */ +#define DRM_IOCTL_GEM_CLOSE DRM_IOW (0x09, struct drm_gem_close) +#define DRM_IOCTL_GEM_FLINK DRM_IOWR(0x0a, struct drm_gem_flink) +#define DRM_IOCTL_GEM_OPEN DRM_IOWR(0x0b, struct drm_gem_open) +#define DRM_IOCTL_GET_CAP DRM_IOWR(0x0c, struct drm_get_cap) +#define DRM_IOCTL_SET_CLIENT_CAP DRM_IOW( 0x0d, struct drm_set_client_cap) + +#define DRM_IOCTL_SET_UNIQUE DRM_IOW( 0x10, struct drm_unique) +#define DRM_IOCTL_AUTH_MAGIC DRM_IOW( 0x11, struct drm_auth) +#define DRM_IOCTL_BLOCK DRM_IOWR(0x12, struct drm_block) +#define DRM_IOCTL_UNBLOCK DRM_IOWR(0x13, struct drm_block) +#define DRM_IOCTL_CONTROL DRM_IOW( 0x14, struct drm_control) +#define DRM_IOCTL_ADD_MAP DRM_IOWR(0x15, struct drm_map) +#define DRM_IOCTL_ADD_BUFS DRM_IOWR(0x16, struct drm_buf_desc) +#define DRM_IOCTL_MARK_BUFS DRM_IOW( 0x17, struct drm_buf_desc) +#define DRM_IOCTL_INFO_BUFS DRM_IOWR(0x18, struct drm_buf_info) +#define DRM_IOCTL_MAP_BUFS DRM_IOWR(0x19, struct drm_buf_map) +#define DRM_IOCTL_FREE_BUFS DRM_IOW( 0x1a, struct drm_buf_free) + +#define DRM_IOCTL_RM_MAP DRM_IOW( 0x1b, struct drm_map) + +#define DRM_IOCTL_SET_SAREA_CTX DRM_IOW( 0x1c, struct drm_ctx_priv_map) +#define DRM_IOCTL_GET_SAREA_CTX DRM_IOWR(0x1d, struct drm_ctx_priv_map) + +#define DRM_IOCTL_SET_MASTER DRM_IO(0x1e) +#define DRM_IOCTL_DROP_MASTER DRM_IO(0x1f) + +#define DRM_IOCTL_ADD_CTX DRM_IOWR(0x20, struct drm_ctx) +#define DRM_IOCTL_RM_CTX DRM_IOWR(0x21, struct drm_ctx) +#define DRM_IOCTL_MOD_CTX DRM_IOW( 0x22, struct drm_ctx) +#define DRM_IOCTL_GET_CTX DRM_IOWR(0x23, struct drm_ctx) +#define DRM_IOCTL_SWITCH_CTX DRM_IOW( 0x24, struct drm_ctx) +#define DRM_IOCTL_NEW_CTX DRM_IOW( 0x25, struct drm_ctx) +#define DRM_IOCTL_RES_CTX DRM_IOWR(0x26, struct drm_ctx_res) +#define DRM_IOCTL_ADD_DRAW DRM_IOWR(0x27, struct drm_draw) +#define DRM_IOCTL_RM_DRAW DRM_IOWR(0x28, struct drm_draw) +#define DRM_IOCTL_DMA DRM_IOWR(0x29, struct drm_dma) +#define DRM_IOCTL_LOCK DRM_IOW( 0x2a, struct drm_lock) +#define DRM_IOCTL_UNLOCK DRM_IOW( 0x2b, struct drm_lock) +#define DRM_IOCTL_FINISH DRM_IOW( 0x2c, struct drm_lock) + +/** + * DRM_IOCTL_PRIME_HANDLE_TO_FD - Convert a GEM handle to a DMA-BUF FD. + * + * User-space sets &drm_prime_handle.handle with the GEM handle to export and + * &drm_prime_handle.flags, and gets back a DMA-BUF file descriptor in + * &drm_prime_handle.fd. + * + * The export can fail for any driver-specific reason, e.g. because export is + * not supported for this specific GEM handle (but might be for others). + * + * Support for exporting DMA-BUFs is advertised via &DRM_PRIME_CAP_EXPORT. + */ +#define DRM_IOCTL_PRIME_HANDLE_TO_FD DRM_IOWR(0x2d, struct drm_prime_handle) +/** + * DRM_IOCTL_PRIME_FD_TO_HANDLE - Convert a DMA-BUF FD to a GEM handle. + * + * User-space sets &drm_prime_handle.fd with a DMA-BUF file descriptor to + * import, and gets back a GEM handle in &drm_prime_handle.handle. + * &drm_prime_handle.flags is unused. + * + * If an existing GEM handle refers to the memory object backing the DMA-BUF, + * that GEM handle is returned. Therefore user-space which needs to handle + * arbitrary DMA-BUFs must have a user-space lookup data structure to manually + * reference-count duplicated GEM handles. For more information see + * &DRM_IOCTL_GEM_CLOSE. + * + * The import can fail for any driver-specific reason, e.g. because import is + * only supported for DMA-BUFs allocated on this DRM device. + * + * Support for importing DMA-BUFs is advertised via &DRM_PRIME_CAP_IMPORT. + */ +#define DRM_IOCTL_PRIME_FD_TO_HANDLE DRM_IOWR(0x2e, struct drm_prime_handle) + +#define DRM_IOCTL_AGP_ACQUIRE DRM_IO( 0x30) +#define DRM_IOCTL_AGP_RELEASE DRM_IO( 0x31) +#define DRM_IOCTL_AGP_ENABLE DRM_IOW( 0x32, struct drm_agp_mode) +#define DRM_IOCTL_AGP_INFO DRM_IOR( 0x33, struct drm_agp_info) +#define DRM_IOCTL_AGP_ALLOC DRM_IOWR(0x34, struct drm_agp_buffer) +#define DRM_IOCTL_AGP_FREE DRM_IOW( 0x35, struct drm_agp_buffer) +#define DRM_IOCTL_AGP_BIND DRM_IOW( 0x36, struct drm_agp_binding) +#define DRM_IOCTL_AGP_UNBIND DRM_IOW( 0x37, struct drm_agp_binding) + +#define DRM_IOCTL_SG_ALLOC DRM_IOWR(0x38, struct drm_scatter_gather) +#define DRM_IOCTL_SG_FREE DRM_IOW( 0x39, struct drm_scatter_gather) + +#define DRM_IOCTL_WAIT_VBLANK DRM_IOWR(0x3a, union drm_wait_vblank) + +#define DRM_IOCTL_CRTC_GET_SEQUENCE DRM_IOWR(0x3b, struct drm_crtc_get_sequence) +#define DRM_IOCTL_CRTC_QUEUE_SEQUENCE DRM_IOWR(0x3c, struct drm_crtc_queue_sequence) + +#define DRM_IOCTL_UPDATE_DRAW DRM_IOW(0x3f, struct drm_update_draw) + +#define DRM_IOCTL_MODE_GETRESOURCES DRM_IOWR(0xA0, struct drm_mode_card_res) +#define DRM_IOCTL_MODE_GETCRTC DRM_IOWR(0xA1, struct drm_mode_crtc) +#define DRM_IOCTL_MODE_SETCRTC DRM_IOWR(0xA2, struct drm_mode_crtc) +#define DRM_IOCTL_MODE_CURSOR DRM_IOWR(0xA3, struct drm_mode_cursor) +#define DRM_IOCTL_MODE_GETGAMMA DRM_IOWR(0xA4, struct drm_mode_crtc_lut) +#define DRM_IOCTL_MODE_SETGAMMA DRM_IOWR(0xA5, struct drm_mode_crtc_lut) +#define DRM_IOCTL_MODE_GETENCODER DRM_IOWR(0xA6, struct drm_mode_get_encoder) +#define DRM_IOCTL_MODE_GETCONNECTOR DRM_IOWR(0xA7, struct drm_mode_get_connector) +#define DRM_IOCTL_MODE_ATTACHMODE DRM_IOWR(0xA8, struct drm_mode_mode_cmd) /* deprecated (never worked) */ +#define DRM_IOCTL_MODE_DETACHMODE DRM_IOWR(0xA9, struct drm_mode_mode_cmd) /* deprecated (never worked) */ + +#define DRM_IOCTL_MODE_GETPROPERTY DRM_IOWR(0xAA, struct drm_mode_get_property) +#define DRM_IOCTL_MODE_SETPROPERTY DRM_IOWR(0xAB, struct drm_mode_connector_set_property) +#define DRM_IOCTL_MODE_GETPROPBLOB DRM_IOWR(0xAC, struct drm_mode_get_blob) +#define DRM_IOCTL_MODE_GETFB DRM_IOWR(0xAD, struct drm_mode_fb_cmd) +#define DRM_IOCTL_MODE_ADDFB DRM_IOWR(0xAE, struct drm_mode_fb_cmd) +/** + * DRM_IOCTL_MODE_RMFB - Remove a framebuffer. + * + * This removes a framebuffer previously added via ADDFB/ADDFB2. The IOCTL + * argument is a framebuffer object ID. + * + * Warning: removing a framebuffer currently in-use on an enabled plane will + * disable that plane. The CRTC the plane is linked to may also be disabled + * (depending on driver capabilities). + */ +#define DRM_IOCTL_MODE_RMFB DRM_IOWR(0xAF, unsigned int) +#define DRM_IOCTL_MODE_PAGE_FLIP DRM_IOWR(0xB0, struct drm_mode_crtc_page_flip) +#define DRM_IOCTL_MODE_DIRTYFB DRM_IOWR(0xB1, struct drm_mode_fb_dirty_cmd) + +/** + * DRM_IOCTL_MODE_CREATE_DUMB - Create a new dumb buffer object. + * + * KMS dumb buffers provide a very primitive way to allocate a buffer object + * suitable for scanout and map it for software rendering. KMS dumb buffers are + * not suitable for hardware-accelerated rendering nor video decoding. KMS dumb + * buffers are not suitable to be displayed on any other device than the KMS + * device where they were allocated from. Also see + * :ref:`kms_dumb_buffer_objects`. + * + * The IOCTL argument is a struct drm_mode_create_dumb. + * + * User-space is expected to create a KMS dumb buffer via this IOCTL, then add + * it as a KMS framebuffer via &DRM_IOCTL_MODE_ADDFB and map it via + * &DRM_IOCTL_MODE_MAP_DUMB. + * + * &DRM_CAP_DUMB_BUFFER indicates whether this IOCTL is supported. + * &DRM_CAP_DUMB_PREFERRED_DEPTH and &DRM_CAP_DUMB_PREFER_SHADOW indicate + * driver preferences for dumb buffers. + */ +#define DRM_IOCTL_MODE_CREATE_DUMB DRM_IOWR(0xB2, struct drm_mode_create_dumb) +#define DRM_IOCTL_MODE_MAP_DUMB DRM_IOWR(0xB3, struct drm_mode_map_dumb) +#define DRM_IOCTL_MODE_DESTROY_DUMB DRM_IOWR(0xB4, struct drm_mode_destroy_dumb) +#define DRM_IOCTL_MODE_GETPLANERESOURCES DRM_IOWR(0xB5, struct drm_mode_get_plane_res) +#define DRM_IOCTL_MODE_GETPLANE DRM_IOWR(0xB6, struct drm_mode_get_plane) +#define DRM_IOCTL_MODE_SETPLANE DRM_IOWR(0xB7, struct drm_mode_set_plane) +#define DRM_IOCTL_MODE_ADDFB2 DRM_IOWR(0xB8, struct drm_mode_fb_cmd2) +#define DRM_IOCTL_MODE_OBJ_GETPROPERTIES DRM_IOWR(0xB9, struct drm_mode_obj_get_properties) +#define DRM_IOCTL_MODE_OBJ_SETPROPERTY DRM_IOWR(0xBA, struct drm_mode_obj_set_property) +#define DRM_IOCTL_MODE_CURSOR2 DRM_IOWR(0xBB, struct drm_mode_cursor2) +#define DRM_IOCTL_MODE_ATOMIC DRM_IOWR(0xBC, struct drm_mode_atomic) +#define DRM_IOCTL_MODE_CREATEPROPBLOB DRM_IOWR(0xBD, struct drm_mode_create_blob) +#define DRM_IOCTL_MODE_DESTROYPROPBLOB DRM_IOWR(0xBE, struct drm_mode_destroy_blob) + +#define DRM_IOCTL_SYNCOBJ_CREATE DRM_IOWR(0xBF, struct drm_syncobj_create) +#define DRM_IOCTL_SYNCOBJ_DESTROY DRM_IOWR(0xC0, struct drm_syncobj_destroy) +#define DRM_IOCTL_SYNCOBJ_HANDLE_TO_FD DRM_IOWR(0xC1, struct drm_syncobj_handle) +#define DRM_IOCTL_SYNCOBJ_FD_TO_HANDLE DRM_IOWR(0xC2, struct drm_syncobj_handle) +#define DRM_IOCTL_SYNCOBJ_WAIT DRM_IOWR(0xC3, struct drm_syncobj_wait) +#define DRM_IOCTL_SYNCOBJ_RESET DRM_IOWR(0xC4, struct drm_syncobj_array) +#define DRM_IOCTL_SYNCOBJ_SIGNAL DRM_IOWR(0xC5, struct drm_syncobj_array) + +#define DRM_IOCTL_MODE_CREATE_LEASE DRM_IOWR(0xC6, struct drm_mode_create_lease) +#define DRM_IOCTL_MODE_LIST_LESSEES DRM_IOWR(0xC7, struct drm_mode_list_lessees) +#define DRM_IOCTL_MODE_GET_LEASE DRM_IOWR(0xC8, struct drm_mode_get_lease) +#define DRM_IOCTL_MODE_REVOKE_LEASE DRM_IOWR(0xC9, struct drm_mode_revoke_lease) + +#define DRM_IOCTL_SYNCOBJ_TIMELINE_WAIT DRM_IOWR(0xCA, struct drm_syncobj_timeline_wait) +#define DRM_IOCTL_SYNCOBJ_QUERY DRM_IOWR(0xCB, struct drm_syncobj_timeline_array) +#define DRM_IOCTL_SYNCOBJ_TRANSFER DRM_IOWR(0xCC, struct drm_syncobj_transfer) +#define DRM_IOCTL_SYNCOBJ_TIMELINE_SIGNAL DRM_IOWR(0xCD, struct drm_syncobj_timeline_array) + +/** + * DRM_IOCTL_MODE_GETFB2 - Get framebuffer metadata. + * + * This queries metadata about a framebuffer. User-space fills + * &drm_mode_fb_cmd2.fb_id as the input, and the kernels fills the rest of the + * struct as the output. + * + * If the client is DRM master or has &CAP_SYS_ADMIN, &drm_mode_fb_cmd2.handles + * will be filled with GEM buffer handles. Fresh new GEM handles are always + * returned, even if another GEM handle referring to the same memory object + * already exists on the DRM file description. The caller is responsible for + * removing the new handles, e.g. via the &DRM_IOCTL_GEM_CLOSE IOCTL. The same + * new handle will be returned for multiple planes in case they use the same + * memory object. Planes are valid until one has a zero handle -- this can be + * used to compute the number of planes. + * + * Otherwise, &drm_mode_fb_cmd2.handles will be zeroed and planes are valid + * until one has a zero &drm_mode_fb_cmd2.pitches. + * + * If the framebuffer has a format modifier, &DRM_MODE_FB_MODIFIERS will be set + * in &drm_mode_fb_cmd2.flags and &drm_mode_fb_cmd2.modifier will contain the + * modifier. Otherwise, user-space must ignore &drm_mode_fb_cmd2.modifier. + * + * To obtain DMA-BUF FDs for each plane without leaking GEM handles, user-space + * can export each handle via &DRM_IOCTL_PRIME_HANDLE_TO_FD, then immediately + * close each unique handle via &DRM_IOCTL_GEM_CLOSE, making sure to not + * double-close handles which are specified multiple times in the array. + */ +#define DRM_IOCTL_MODE_GETFB2 DRM_IOWR(0xCE, struct drm_mode_fb_cmd2) + +#define DRM_IOCTL_SYNCOBJ_EVENTFD DRM_IOWR(0xCF, struct drm_syncobj_eventfd) + +/** + * DRM_IOCTL_MODE_CLOSEFB - Close a framebuffer. + * + * This closes a framebuffer previously added via ADDFB/ADDFB2. The IOCTL + * argument is a framebuffer object ID. + * + * This IOCTL is similar to &DRM_IOCTL_MODE_RMFB, except it doesn't disable + * planes and CRTCs. As long as the framebuffer is used by a plane, it's kept + * alive. When the plane no longer uses the framebuffer (because the + * framebuffer is replaced with another one, or the plane is disabled), the + * framebuffer is cleaned up. + * + * This is useful to implement flicker-free transitions between two processes. + * + * Depending on the threat model, user-space may want to ensure that the + * framebuffer doesn't expose any sensitive user information: closed + * framebuffers attached to a plane can be read back by the next DRM master. + */ +#define DRM_IOCTL_MODE_CLOSEFB DRM_IOWR(0xD0, struct drm_mode_closefb) + +/* + * Device specific ioctls should only be in their respective headers + * The device specific ioctl range is from 0x40 to 0x9f. + * Generic IOCTLS restart at 0xA0. + * + * \sa drmCommandNone(), drmCommandRead(), drmCommandWrite(), and + * drmCommandReadWrite(). + */ +#define DRM_COMMAND_BASE 0x40 +#define DRM_COMMAND_END 0xA0 + +/** + * struct drm_event - Header for DRM events + * @type: event type. + * @length: total number of payload bytes (including header). + * + * This struct is a header for events written back to user-space on the DRM FD. + * A read on the DRM FD will always only return complete events: e.g. if the + * read buffer is 100 bytes large and there are two 64 byte events pending, + * only one will be returned. + * + * Event types 0 - 0x7fffffff are generic DRM events, 0x80000000 and + * up are chipset specific. Generic DRM events include &DRM_EVENT_VBLANK, + * &DRM_EVENT_FLIP_COMPLETE and &DRM_EVENT_CRTC_SEQUENCE. + */ +struct drm_event { + __u32 type; + __u32 length; +}; + +/** + * DRM_EVENT_VBLANK - vertical blanking event + * + * This event is sent in response to &DRM_IOCTL_WAIT_VBLANK with the + * &_DRM_VBLANK_EVENT flag set. + * + * The event payload is a struct drm_event_vblank. + */ +#define DRM_EVENT_VBLANK 0x01 +/** + * DRM_EVENT_FLIP_COMPLETE - page-flip completion event + * + * This event is sent in response to an atomic commit or legacy page-flip with + * the &DRM_MODE_PAGE_FLIP_EVENT flag set. + * + * The event payload is a struct drm_event_vblank. + */ +#define DRM_EVENT_FLIP_COMPLETE 0x02 +/** + * DRM_EVENT_CRTC_SEQUENCE - CRTC sequence event + * + * This event is sent in response to &DRM_IOCTL_CRTC_QUEUE_SEQUENCE. + * + * The event payload is a struct drm_event_crtc_sequence. + */ +#define DRM_EVENT_CRTC_SEQUENCE 0x03 + +struct drm_event_vblank { + struct drm_event base; + __u64 user_data; + __u32 tv_sec; + __u32 tv_usec; + __u32 sequence; + __u32 crtc_id; /* 0 on older kernels that do not support this */ +}; + +/* Event delivered at sequence. Time stamp marks when the first pixel + * of the refresh cycle leaves the display engine for the display + */ +struct drm_event_crtc_sequence { + struct drm_event base; + __u64 user_data; + __s64 time_ns; + __u64 sequence; +}; + +/* typedef area */ +typedef struct drm_clip_rect drm_clip_rect_t; +typedef struct drm_drawable_info drm_drawable_info_t; +typedef struct drm_tex_region drm_tex_region_t; +typedef struct drm_hw_lock drm_hw_lock_t; +typedef struct drm_version drm_version_t; +typedef struct drm_unique drm_unique_t; +typedef struct drm_list drm_list_t; +typedef struct drm_block drm_block_t; +typedef struct drm_control drm_control_t; +typedef enum drm_map_type drm_map_type_t; +typedef enum drm_map_flags drm_map_flags_t; +typedef struct drm_ctx_priv_map drm_ctx_priv_map_t; +typedef struct drm_map drm_map_t; +typedef struct drm_client drm_client_t; +typedef enum drm_stat_type drm_stat_type_t; +typedef struct drm_stats drm_stats_t; +typedef enum drm_lock_flags drm_lock_flags_t; +typedef struct drm_lock drm_lock_t; +typedef enum drm_dma_flags drm_dma_flags_t; +typedef struct drm_buf_desc drm_buf_desc_t; +typedef struct drm_buf_info drm_buf_info_t; +typedef struct drm_buf_free drm_buf_free_t; +typedef struct drm_buf_pub drm_buf_pub_t; +typedef struct drm_buf_map drm_buf_map_t; +typedef struct drm_dma drm_dma_t; +typedef union drm_wait_vblank drm_wait_vblank_t; +typedef struct drm_agp_mode drm_agp_mode_t; +typedef enum drm_ctx_flags drm_ctx_flags_t; +typedef struct drm_ctx drm_ctx_t; +typedef struct drm_ctx_res drm_ctx_res_t; +typedef struct drm_draw drm_draw_t; +typedef struct drm_update_draw drm_update_draw_t; +typedef struct drm_auth drm_auth_t; +typedef struct drm_irq_busid drm_irq_busid_t; +typedef enum drm_vblank_seq_type drm_vblank_seq_type_t; + +typedef struct drm_agp_buffer drm_agp_buffer_t; +typedef struct drm_agp_binding drm_agp_binding_t; +typedef struct drm_agp_info drm_agp_info_t; +typedef struct drm_scatter_gather drm_scatter_gather_t; +typedef struct drm_set_version drm_set_version_t; + +#if defined(__cplusplus) +} +#endif + +#endif diff --git a/ggml/src/ggml-remotingfrontend/include/drm-uapi/virtgpu_drm.h b/ggml/src/ggml-remotingfrontend/include/drm-uapi/virtgpu_drm.h new file mode 100644 index 000000000..9debb320c --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/include/drm-uapi/virtgpu_drm.h @@ -0,0 +1,276 @@ +/* + * Copyright 2013 Red Hat + * All Rights Reserved. + * + * Permission is hereby granted, free of charge, to any person obtaining a + * copy of this software and associated documentation files (the "Software"), + * to deal in the Software without restriction, including without limitation + * the rights to use, copy, modify, merge, publish, distribute, sublicense, + * and/or sell copies of the Software, and to permit persons to whom the + * Software is furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice (including the next + * paragraph) shall be included in all copies or substantial portions of the + * Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL + * THE AUTHORS AND/OR ITS SUPPLIERS BE LIABLE FOR ANY CLAIM, DAMAGES OR + * OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, + * ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR + * OTHER DEALINGS IN THE SOFTWARE. + */ +#ifndef VIRTGPU_DRM_H +#define VIRTGPU_DRM_H + +#include "drm.h" + +#if defined(__cplusplus) +extern "C" { +#endif + +/* Please note that modifications to all structs defined here are + * subject to backwards-compatibility constraints. + * + * Do not use pointers, use __u64 instead for 32 bit / 64 bit user/kernel + * compatibility Keep fields aligned to their size + */ + +#define DRM_VIRTGPU_MAP 0x01 +#define DRM_VIRTGPU_EXECBUFFER 0x02 +#define DRM_VIRTGPU_GETPARAM 0x03 +#define DRM_VIRTGPU_RESOURCE_CREATE 0x04 +#define DRM_VIRTGPU_RESOURCE_INFO 0x05 +#define DRM_VIRTGPU_TRANSFER_FROM_HOST 0x06 +#define DRM_VIRTGPU_TRANSFER_TO_HOST 0x07 +#define DRM_VIRTGPU_WAIT 0x08 +#define DRM_VIRTGPU_GET_CAPS 0x09 +#define DRM_VIRTGPU_RESOURCE_CREATE_BLOB 0x0a +#define DRM_VIRTGPU_CONTEXT_INIT 0x0b + +#define VIRTGPU_EXECBUF_FENCE_FD_IN 0x01 +#define VIRTGPU_EXECBUF_FENCE_FD_OUT 0x02 +#define VIRTGPU_EXECBUF_RING_IDX 0x04 +#define VIRTGPU_EXECBUF_FLAGS (\ + VIRTGPU_EXECBUF_FENCE_FD_IN |\ + VIRTGPU_EXECBUF_FENCE_FD_OUT |\ + VIRTGPU_EXECBUF_RING_IDX |\ + 0) + +struct drm_virtgpu_map { + __u64 offset; /* use for mmap system call */ + __u32 handle; + __u32 pad; +}; + +#define VIRTGPU_EXECBUF_SYNCOBJ_RESET 0x01 +#define VIRTGPU_EXECBUF_SYNCOBJ_FLAGS ( \ + VIRTGPU_EXECBUF_SYNCOBJ_RESET | \ + 0) +struct drm_virtgpu_execbuffer_syncobj { + __u32 handle; + __u32 flags; + __u64 point; +}; + +/* fence_fd is modified on success if VIRTGPU_EXECBUF_FENCE_FD_OUT flag is set. */ +struct drm_virtgpu_execbuffer { + __u32 flags; + __u32 size; + __u64 command; /* void* */ + __u64 bo_handles; + __u32 num_bo_handles; + __s32 fence_fd; /* in/out fence fd (see VIRTGPU_EXECBUF_FENCE_FD_IN/OUT) */ + __u32 ring_idx; /* command ring index (see VIRTGPU_EXECBUF_RING_IDX) */ + __u32 syncobj_stride; /* size of @drm_virtgpu_execbuffer_syncobj */ + __u32 num_in_syncobjs; + __u32 num_out_syncobjs; + __u64 in_syncobjs; + __u64 out_syncobjs; +}; + +#define VIRTGPU_PARAM_3D_FEATURES 1 /* do we have 3D features in the hw */ +#define VIRTGPU_PARAM_CAPSET_QUERY_FIX 2 /* do we have the capset fix */ +#define VIRTGPU_PARAM_RESOURCE_BLOB 3 /* DRM_VIRTGPU_RESOURCE_CREATE_BLOB */ +#define VIRTGPU_PARAM_HOST_VISIBLE 4 /* Host blob resources are mappable */ +#define VIRTGPU_PARAM_CROSS_DEVICE 5 /* Cross virtio-device resource sharing */ +#define VIRTGPU_PARAM_CONTEXT_INIT 6 /* DRM_VIRTGPU_CONTEXT_INIT */ +#define VIRTGPU_PARAM_SUPPORTED_CAPSET_IDs 7 /* Bitmask of supported capability set ids */ +#define VIRTGPU_PARAM_EXPLICIT_DEBUG_NAME 8 /* Ability to set debug name from userspace */ + +struct drm_virtgpu_getparam { + __u64 param; + __u64 value; +}; + +/* NO_BO flags? NO resource flag? */ +/* resource flag for y_0_top */ +struct drm_virtgpu_resource_create { + __u32 target; + __u32 format; + __u32 bind; + __u32 width; + __u32 height; + __u32 depth; + __u32 array_size; + __u32 last_level; + __u32 nr_samples; + __u32 flags; + __u32 bo_handle; /* if this is set - recreate a new resource attached to this bo ? */ + __u32 res_handle; /* returned by kernel */ + __u32 size; /* validate transfer in the host */ + __u32 stride; /* validate transfer in the host */ +}; + +struct drm_virtgpu_resource_info { + __u32 bo_handle; + __u32 res_handle; + __u32 size; + __u32 blob_mem; +}; + +struct drm_virtgpu_3d_box { + __u32 x; + __u32 y; + __u32 z; + __u32 w; + __u32 h; + __u32 d; +}; + +struct drm_virtgpu_3d_transfer_to_host { + __u32 bo_handle; + struct drm_virtgpu_3d_box box; + __u32 level; + __u32 offset; + __u32 stride; + __u32 layer_stride; +}; + +struct drm_virtgpu_3d_transfer_from_host { + __u32 bo_handle; + struct drm_virtgpu_3d_box box; + __u32 level; + __u32 offset; + __u32 stride; + __u32 layer_stride; +}; + +#define VIRTGPU_WAIT_NOWAIT 1 /* like it */ +struct drm_virtgpu_3d_wait { + __u32 handle; /* 0 is an invalid handle */ + __u32 flags; +}; + +#define VIRTGPU_DRM_CAPSET_VIRGL 1 +#define VIRTGPU_DRM_CAPSET_VIRGL2 2 +#define VIRTGPU_DRM_CAPSET_GFXSTREAM_VULKAN 3 +#define VIRTGPU_DRM_CAPSET_VENUS 4 +#define VIRTGPU_DRM_CAPSET_CROSS_DOMAIN 5 +#define VIRTGPU_DRM_CAPSET_DRM 6 +struct drm_virtgpu_get_caps { + __u32 cap_set_id; + __u32 cap_set_ver; + __u64 addr; + __u32 size; + __u32 pad; +}; + +struct drm_virtgpu_resource_create_blob { +#define VIRTGPU_BLOB_MEM_GUEST 0x0001 +#define VIRTGPU_BLOB_MEM_HOST3D 0x0002 +#define VIRTGPU_BLOB_MEM_HOST3D_GUEST 0x0003 + +#define VIRTGPU_BLOB_FLAG_USE_MAPPABLE 0x0001 +#define VIRTGPU_BLOB_FLAG_USE_SHAREABLE 0x0002 +#define VIRTGPU_BLOB_FLAG_USE_CROSS_DEVICE 0x0004 + /* zero is invalid blob_mem */ + __u32 blob_mem; + __u32 blob_flags; + __u32 bo_handle; + __u32 res_handle; + __u64 size; + + /* + * for 3D contexts with VIRTGPU_BLOB_MEM_HOST3D_GUEST and + * VIRTGPU_BLOB_MEM_HOST3D otherwise, must be zero. + */ + __u32 pad; + __u32 cmd_size; + __u64 cmd; + __u64 blob_id; +}; + +#define VIRTGPU_CONTEXT_PARAM_CAPSET_ID 0x0001 +#define VIRTGPU_CONTEXT_PARAM_NUM_RINGS 0x0002 +#define VIRTGPU_CONTEXT_PARAM_POLL_RINGS_MASK 0x0003 +#define VIRTGPU_CONTEXT_PARAM_DEBUG_NAME 0x0004 +struct drm_virtgpu_context_set_param { + __u64 param; + __u64 value; +}; + +struct drm_virtgpu_context_init { + __u32 num_params; + __u32 pad; + + /* pointer to drm_virtgpu_context_set_param array */ + __u64 ctx_set_params; +}; + +/* + * Event code that's given when VIRTGPU_CONTEXT_PARAM_POLL_RINGS_MASK is in + * effect. The event size is sizeof(drm_event), since there is no additional + * payload. + */ +#define VIRTGPU_EVENT_FENCE_SIGNALED 0x90000000 + +#define DRM_IOCTL_VIRTGPU_MAP \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_MAP, struct drm_virtgpu_map) + +#define DRM_IOCTL_VIRTGPU_EXECBUFFER \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_EXECBUFFER,\ + struct drm_virtgpu_execbuffer) + +#define DRM_IOCTL_VIRTGPU_GETPARAM \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_GETPARAM,\ + struct drm_virtgpu_getparam) + +#define DRM_IOCTL_VIRTGPU_RESOURCE_CREATE \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_RESOURCE_CREATE, \ + struct drm_virtgpu_resource_create) + +#define DRM_IOCTL_VIRTGPU_RESOURCE_INFO \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_RESOURCE_INFO, \ + struct drm_virtgpu_resource_info) + +#define DRM_IOCTL_VIRTGPU_TRANSFER_FROM_HOST \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_TRANSFER_FROM_HOST, \ + struct drm_virtgpu_3d_transfer_from_host) + +#define DRM_IOCTL_VIRTGPU_TRANSFER_TO_HOST \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_TRANSFER_TO_HOST, \ + struct drm_virtgpu_3d_transfer_to_host) + +#define DRM_IOCTL_VIRTGPU_WAIT \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_WAIT, \ + struct drm_virtgpu_3d_wait) + +#define DRM_IOCTL_VIRTGPU_GET_CAPS \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_GET_CAPS, \ + struct drm_virtgpu_get_caps) + +#define DRM_IOCTL_VIRTGPU_RESOURCE_CREATE_BLOB \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_RESOURCE_CREATE_BLOB, \ + struct drm_virtgpu_resource_create_blob) + +#define DRM_IOCTL_VIRTGPU_CONTEXT_INIT \ + DRM_IOWR(DRM_COMMAND_BASE + DRM_VIRTGPU_CONTEXT_INIT, \ + struct drm_virtgpu_context_init) + +#if defined(__cplusplus) +} +#endif + +#endif diff --git a/ggml/src/ggml-remotingfrontend/include/venus_hw.h b/ggml/src/ggml-remotingfrontend/include/venus_hw.h new file mode 100644 index 000000000..3ef774b82 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/include/venus_hw.h @@ -0,0 +1,74 @@ +/* + * Copyright 2020 Chromium + * + * Permission is hereby granted, free of charge, to any person obtaining a + * copy of this software and associated documentation files (the "Software"), + * to deal in the Software without restriction, including without limitation + * on the rights to use, copy, modify, merge, publish, distribute, sub + * license, and/or sell copies of the Software, and to permit persons to whom + * the Software is furnished to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice (including the next + * paragraph) shall be included in all copies or substantial portions of the + * Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + * FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL + * THE AUTHOR(S) AND/OR THEIR SUPPLIERS BE LIABLE FOR ANY CLAIM, + * DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR + * OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE + * USE OR OTHER DEALINGS IN THE SOFTWARE. + */ + +#ifndef VENUS_HW_H +#define VENUS_HW_H + +#include + +struct virgl_renderer_capset_venus { + uint32_t wire_format_version; + uint32_t vk_xml_version; + uint32_t vk_ext_command_serialization_spec_version; + uint32_t vk_mesa_venus_protocol_spec_version; + + /* This flag indicates render server config, and will be needed until drm + * virtio-gpu blob mem gets fixed to attach_resource before resource_map. + */ + uint32_t supports_blob_id_0; + + /* Extension number N, where N is defined by the Vulkan spec, corresponds + * to bit [N / 32] & (1 << N % 32). The below mask1 covers the first 1023 + * Vulkan extensions (numbered from 1 to 1023). + * + * Bit (mask1[0] & 0x1) is used for backward compatibility purpose. When + * that bit is set, the extension mask(s) are valid. Otherwise, all the + * extensions are assumed to be supported by the renderer side protocol. + */ + uint32_t vk_extension_mask1[32]; + + /* The single-threaded renderer cannot afford potential blocking calls. It + * also leads to GPU lost if the wait depends on a following command. This + * capset allows such blocking calls to passthrough from the clients, and + * shifts the responsibilities to the client drivers. + */ + uint32_t allow_vk_wait_syncs; + + /* This flag indicates that the renderer supports multiple fencing + * timelines. The client driver is expected to associate each VkQueue with + * one of these timelines at queue creation by binding it with an unused + * ring_idx. Queues created without a ring_idx binding are associated to a + * shared legacy timeline. The special ring_idx==0 is reserved for CPU + * fences that are signaled by the renderer immediately upon consumption of + * the associated renderer submission. + */ + uint32_t supports_multiple_timelines; + + /* This flag indicates to the guest that hypervisor does not support memory + * pages injections and blob allocations must be done by guest from the + * dedicated heap (Host visible memory). + */ + uint32_t use_guest_vram; +}; + +#endif /* VENUS_HW_H */ diff --git a/ggml/src/ggml-remotingfrontend/venus_cs_ggml-rpc-front.cpp b/ggml/src/ggml-remotingfrontend/venus_cs_ggml-rpc-front.cpp new file mode 100644 index 000000000..ae23c8463 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/venus_cs_ggml-rpc-front.cpp @@ -0,0 +1,193 @@ +#include +#include +#include +#include + +#include "ggml-impl.h" +#include "ggml-backend-impl.h" +#include "../ggml-remotingbackend/shared/venus_cs_ggml-rpc.h" + +#include "ggml-remoting.h" + +rpc_tensor +serialize_tensor(const ggml_tensor * tensor) { + rpc_tensor result; + result.id = reinterpret_cast(tensor); + result.type = tensor->type; + if (tensor->buffer) { + ggml_backend_buffer_t buffer = tensor->buffer; + + result.buffer = BUFFER_TO_HOST_HANDLE(buffer); + } else { + result.buffer = 0; + } + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result.ne[i] = tensor->ne[i]; + result.nb[i] = tensor->nb[i]; + } + result.op = tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result.op_params[i] = tensor->op_params[i]; + } + result.flags = tensor->flags; + for (uint32_t i = 0; i < GGML_MAX_SRC; i++) { + result.src[i] = reinterpret_cast(tensor->src[i]); + } + result.view_src = reinterpret_cast(tensor->view_src); + result.view_offs = tensor->view_offs; + result.data = reinterpret_cast(tensor->data); + + // Avoid sending uninitialized data over the wire + memset(result.name, 0, sizeof(result.name)); + memset(result.padding, 0, sizeof(result.padding)); + + snprintf(result.name, GGML_MAX_NAME, "%s", tensor->name); + return result; +} + +void +add_tensor(ggml_tensor * tensor, std::vector & tensors, std::unordered_set & visited) { + if (tensor == nullptr) { + return; + } + if (visited.find(tensor) != visited.end()) { + return; + } + visited.insert(tensor); + for (int i = 0; i < GGML_MAX_SRC; i++) { + add_tensor(tensor->src[i], tensors, visited); + } + add_tensor(tensor->view_src, tensors, visited); + tensors.push_back(serialize_tensor(tensor)); +} + +void +serialize_graph(const ggml_cgraph * cgraph, std::vector & output) { + uint32_t n_nodes = cgraph->n_nodes; + std::vector tensors; + std::unordered_set visited; + for (uint32_t i = 0; i < n_nodes; i++) { + add_tensor(cgraph->nodes[i], tensors, visited); + } + // serialization format: + // | n_nodes (4 bytes) | nodes (n_nodes * sizeof(uint64_t) | n_tensors (4 bytes) | tensors (n_tensors * sizeof(rpc_tensor)) | + uint32_t n_tensors = tensors.size(); + int output_size = sizeof(uint32_t) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t) + n_tensors * sizeof(rpc_tensor); + output.resize(output_size, 0); + memcpy(output.data(), &n_nodes, sizeof(n_nodes)); + for (uint32_t i = 0; i < n_nodes; i++) { + memcpy(output.data() + sizeof(n_nodes) + i * sizeof(uint64_t), &cgraph->nodes[i], sizeof(uint64_t)); + } + uint32_t * out_ntensors = (uint32_t *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t)); + *out_ntensors = n_tensors; + rpc_tensor * out_tensors = (rpc_tensor *)(output.data() + sizeof(n_nodes) + n_nodes * sizeof(uint64_t) + sizeof(uint32_t)); + memcpy(out_tensors, tensors.data(), n_tensors * sizeof(rpc_tensor)); +} + +/* *** */ + +ggml_tensor * +deserialize_tensor(struct ggml_context * ctx, const rpc_tensor * tensor) { + // Validate tensor type before using it + if (tensor->type >= GGML_TYPE_COUNT) { + GGML_LOG_ERROR("[%s] invalid tensor type received: %u\n", __func__, tensor->type); + return nullptr; + } + + ggml_tensor * result = ggml_new_tensor_4d(ctx, (ggml_type) tensor->type, + tensor->ne[0], tensor->ne[1], tensor->ne[2], tensor->ne[3]); + + // ggml_new_tensor_4d might fail if dimensions are invalid, although less likely to crash than invalid type + if (result == nullptr) { + GGML_LOG_ERROR("[%s] ggml_new_tensor_4d failed for type %u\\n", __func__, tensor->type); + return nullptr; + } + + for (uint32_t i = 0; i < GGML_MAX_DIMS; i++) { + result->nb[i] = tensor->nb[i]; + } + result->buffer = reinterpret_cast(tensor->buffer); + + // Look up the frontend buffer from the backend handle + if (result->buffer) { + apir_buffer_host_handle_t backend_handle = reinterpret_cast(tensor->buffer); + ggml_backend_buffer_t frontend_buffer = ggml_remoting_lookup_frontend_buffer_from_backend_handle(backend_handle); + + if (frontend_buffer) { + result->buffer = frontend_buffer; + } else { + WARNING("Could not find frontend buffer for backend handle 0x%lx\n", backend_handle); + result->buffer = nullptr; + } + } + + uint64_t tensor_data = tensor->data; + if (result->buffer) { + // require that the tensor data does not go beyond the buffer end + uint64_t tensor_size = (uint64_t) ggml_nbytes(result); + uint64_t buffer_start = (uint64_t) ggml_backend_buffer_get_base(result->buffer); + uint64_t buffer_size = (uint64_t) ggml_backend_buffer_get_size(result->buffer); + + GGML_ASSERT(tensor_data + tensor_size >= tensor_data); // check for overflow + GGML_ASSERT(tensor_data >= buffer_start && tensor_data + tensor_size <= buffer_start + buffer_size); + } + + result->op = (ggml_op) tensor->op; + for (uint32_t i = 0; i < GGML_MAX_OP_PARAMS / sizeof(int32_t); i++) { + result->op_params[i] = tensor->op_params[i]; + } + result->flags = tensor->flags; + result->data = reinterpret_cast(tensor_data); + ggml_set_name(result, tensor->name); + return result; +} + +ggml_tensor * +create_node(uint64_t id, + struct ggml_context * ctx, + const std::unordered_map & tensor_ptrs, + std::unordered_map & tensor_map) { + if (id == 0) { + return nullptr; + } + if (tensor_map.find(id) != tensor_map.end()) { + return tensor_map[id]; + } + const rpc_tensor * tensor = tensor_ptrs.at(id); + struct ggml_tensor * result = deserialize_tensor(ctx, tensor); + if (result == nullptr) { + return nullptr; + } + tensor_map[id] = result; + for (int i = 0; i < GGML_MAX_SRC; i++) { + result->src[i] = create_node(tensor->src[i], ctx, tensor_ptrs, tensor_map); + } + result->view_src = create_node(tensor->view_src, ctx, tensor_ptrs, tensor_map); + result->view_offs = tensor->view_offs; + return result; +} + +ggml_cgraph * +deserialize_graph(uint32_t n_nodes, uint32_t n_tensors, const rpc_tensor * tensors, const uint64_t * nodes) { + size_t buf_size = ggml_tensor_overhead()*(n_nodes + n_tensors) + ggml_graph_overhead_custom(n_nodes, false); + struct ggml_init_params params = { + /*.mem_size =*/ buf_size, + /*.mem_buffer =*/ NULL, + /*.no_alloc =*/ true, + }; + struct ggml_context * ctx = ggml_init(params); + struct ggml_cgraph * graph = ggml_new_graph_custom(ctx, n_nodes, false); + graph->n_nodes = n_nodes; + std::unordered_map tensor_ptrs; + for (uint32_t i = 0; i < n_tensors; i++) { + tensor_ptrs[tensors[i].id] = &tensors[i]; + } + std::unordered_map tensor_map; + for (uint32_t i = 0; i < n_nodes; i++) { + int64_t id; + memcpy(&id, &nodes[i], sizeof(id)); + graph->nodes[i] = create_node(id, ctx, tensor_ptrs, tensor_map); + } + + return graph; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-backend.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-forward-backend.cpp new file mode 100644 index 000000000..24ec4f073 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-backend.cpp @@ -0,0 +1,94 @@ +#include "virtgpu-forward-impl.h" + +static long long current_time_ms() { + struct timespec ts; + clock_gettime(CLOCK_REALTIME, &ts); // Use CLOCK_MONOTONIC for elapsed time + return (long long)ts.tv_sec * 1000000000LL + ts.tv_nsec; +} + +ggml_status +apir_backend_graph_compute(struct virtgpu *gpu, ggml_cgraph *cgraph) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BACKEND_GRAPH_COMPUTE); + + std::vector cgraph_data; + size_t cgraph_size = vn_serialize_ggml_cgraph(cgraph, cgraph_data); + + struct vn_renderer_shmem *shmem; + if (cgraph_size > gpu->data_shmem->mmap_size) { + shmem = virtgpu_shmem_create(gpu, cgraph_size); + WARNING("%s: 0x%lx | %dkB | %dMB", __func__, cgraph_size, (int)cgraph_size/1024, (int)cgraph_size/1024/1024); + if (!shmem) { + FATAL("Couldn't allocate the guest-host shared buffer :/"); + } + } else { + shmem = gpu->data_shmem; + } + + //INFO("Send shmem ID %d", shmem->res_id); + vn_encode_virtgpu_shmem_res_id(encoder, shmem->res_id); + //INFO("Send shmem size %lu", cgraph_size); + vn_encode_size_t(encoder, &cgraph_size); + + char *shmem_data = (char *) shmem->mmap_ptr; + struct vn_cs_encoder secondary_enc = vn_cs_new_encoder(shmem_data, cgraph_size); + + vn_encode_cgraph_data(&secondary_enc, cgraph_data); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + ggml_status status = GGML_STATUS_ABORTED; + vn_decode_ggml_status(decoder, &status); + //INFO("Received status %u", status); + + remote_call_finish(gpu, encoder, decoder); + + if (shmem != gpu->data_shmem) { + virtgpu_shmem_destroy(gpu, shmem->shmem); + } + + return status; +} + +ggml_cgraph * +apir_backend_graph_optimize(struct virtgpu *gpu, ggml_cgraph *cgraph) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BACKEND_GRAPH_OPTIMIZE); + + std::vector cgraph_data; + size_t cgraph_size = vn_serialize_ggml_cgraph(cgraph, cgraph_data); + + struct vn_renderer_shmem *shmem = virtgpu_shmem_create(gpu, cgraph_size); + WARNING("%s: 0x%lx | %dkB | %dMB", __func__, cgraph_size, (int)cgraph_size/1024, (int)cgraph_size/1024/1024); + if (!shmem) { + FATAL("Couldn't allocate the guest-host shared buffer :/"); + } + + vn_encode_virtgpu_shmem_res_id(encoder, shmem->res_id); + vn_encode_size_t(encoder, &cgraph_size); + + char *shmem_data = (char *) shmem->mmap_ptr; + struct vn_cs_encoder secondary_enc = vn_cs_new_encoder(shmem_data, cgraph_size); + + vn_encode_cgraph_data(&secondary_enc, cgraph_data); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + struct vn_cs_decoder secondary_dec = vn_cs_new_decoder(shmem_data, cgraph_size); + vn_decode_size_t(decoder, &cgraph_size); + ggml_cgraph *optimized_cgraph = vn_decode_ggml_cgraph(&secondary_dec, cgraph_size); + + remote_call_finish(gpu, encoder, decoder); + + if (shmem != gpu->data_shmem) { + virtgpu_shmem_destroy(gpu, shmem->shmem); + } + + return optimized_cgraph; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer-type.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer-type.cpp new file mode 100644 index 000000000..4b635f21a --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer-type.cpp @@ -0,0 +1,119 @@ +#include "virtgpu-forward-impl.h" + +const char * +apir_buffer_type_get_name(struct virtgpu *gpu, ggml_backend_buffer_type_t buft) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_TYPE_GET_NAME); + + vn_encode_ggml_buffer_type(encoder, buft); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + const size_t string_size = vn_decode_array_size_unchecked(decoder); + char *string = (char *) vn_cs_decoder_alloc_array(decoder, sizeof(char), string_size); + if (!string) { + FATAL("%s: Could not allocate the device name buffer", __func__); + } + vn_decode_char_array(decoder, string, string_size); + + //INFO("%s: Forward BUFT NAME --> %s", __func__, string); + + /* *** */ + + remote_call_finish(gpu, encoder, decoder); + + return string; +} + +size_t +apir_buffer_type_get_alignment(struct virtgpu *gpu, ggml_backend_buffer_type_t buft) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_TYPE_GET_ALIGNMENT); + + vn_encode_ggml_buffer_type(encoder, buft); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + size_t alignment; + vn_decode_size_t(decoder, &alignment); + + INFO("%s: Forward BUFT ALIGNMENT --> %zu ", __func__, alignment); + + remote_call_finish(gpu, encoder, decoder); + + return alignment; +} + +size_t +apir_buffer_type_get_max_size(struct virtgpu *gpu, ggml_backend_buffer_type_t buft) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_TYPE_GET_MAX_SIZE); + + vn_encode_ggml_buffer_type(encoder, buft); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + size_t max_size; + vn_decode_size_t(decoder, &max_size); + + INFO("%s: Forward BUFT MAX SIZE --> %zu ", __func__, max_size); + + remote_call_finish(gpu, encoder, decoder); + + return max_size; +} + +bool +apir_buffer_type_is_host(struct virtgpu *gpu, ggml_backend_buffer_type_t buft) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_TYPE_IS_HOST); + + vn_encode_ggml_buffer_type(encoder, buft); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + bool is_host; + vn_decode_bool_t(decoder, &is_host); + + INFO("%s: buffer is host? %d", __func__, is_host); + + remote_call_finish(gpu, encoder, decoder); + + return is_host; +} + +apir_buffer_context_t +apir_buffer_type_alloc_buffer(struct virtgpu *gpu, ggml_backend_buffer_type_t buft, size_t size) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + apir_buffer_context_t buffer_context; + INFO("%s: allocate device memory (%lu)", __func__, size); + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_TYPE_ALLOC_BUFFER); + + vn_encode_ggml_buffer_type(encoder, buft); + + vn_encode_size_t(encoder, &size); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_apir_buffer_host_handle_t(decoder, &buffer_context.host_handle); + + remote_call_finish(gpu, encoder, decoder); + + return buffer_context; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer.cpp new file mode 100644 index 000000000..15f6dd52a --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-buffer.cpp @@ -0,0 +1,170 @@ +#include "virtgpu-forward-impl.h" + +void * +apir_buffer_get_base(struct virtgpu *gpu, apir_buffer_context_t *buffer_context) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_GET_BASE); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + uintptr_t base; + vn_decode_uintptr_t(decoder, &base); + + remote_call_finish(gpu, encoder, decoder); + + return (void *) base; +} + +void +apir_buffer_set_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + ggml_tensor *tensor, const void *data, size_t offset, size_t size) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + +#if 0 + INFO("Calling (%p)->set_tensor(tensor=%p, data=%p, offset=%lu, size=%lu", + buffer_context->host_handle, tensor, data, offset, size); +#endif + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_SET_TENSOR); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + vn_encode_ggml_tensor(encoder, tensor); + + struct vn_renderer_shmem *shmem; + if (size > gpu->data_shmem->mmap_size) { + shmem = virtgpu_shmem_create(gpu, size); + //WARNING("%s: 0x%lx | %dkB | %dMB", __func__, size, (int)size/1024, (int)size/1024/1024); + if (!shmem) { + FATAL("Couldn't allocate the guest-host shared buffer :/"); + } + } else { + shmem = gpu->data_shmem; + } + + memcpy(shmem->mmap_ptr, data, size); + vn_encode_virtgpu_shmem_res_id(encoder, shmem->res_id); + + vn_encode_size_t(encoder, &offset); + vn_encode_size_t(encoder, &size); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + remote_call_finish(gpu, encoder, decoder); + + if (shmem != gpu->data_shmem) { + virtgpu_shmem_destroy(gpu, shmem->shmem); + } + + return; +} + +#if false +void +apir_buffer_get_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + const ggml_tensor *tensor, void *data, size_t offset, size_t size) { + UNUSED(gpu); + UNUSED(tensor); + char *buffer_base_addr = (char *) buffer_context->shmem->mmap_ptr; + + memcpy(data, buffer_base_addr+offset, size); +} +#else +void +apir_buffer_get_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + const ggml_tensor *tensor, void *data, size_t offset, size_t size) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_GET_TENSOR); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + vn_encode_ggml_tensor(encoder, tensor); + + struct vn_renderer_shmem *shmem; + if (size > gpu->data_shmem->mmap_size) { + shmem = virtgpu_shmem_create(gpu, size); + WARNING("%s: 0x%lx | %dkB | %dMB", __func__, size, (int)size/1024, (int)size/1024/1024); + if (!shmem) { + FATAL("Couldn't allocate the guest-host shared buffer :/"); + } + } else { + shmem = gpu->data_shmem; + } + + vn_encode_virtgpu_shmem_res_id(encoder, shmem->res_id); + vn_encode_size_t(encoder, &offset); + vn_encode_size_t(encoder, &size); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + memcpy(data, shmem->mmap_ptr, size); + + remote_call_finish(gpu, encoder, decoder); + + if (shmem != gpu->data_shmem) { + virtgpu_shmem_destroy(gpu, shmem->shmem); + } +} +#endif + +bool +apir_buffer_cpy_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, const ggml_tensor *src, const ggml_tensor *dst) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_CPY_TENSOR); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + vn_encode_ggml_tensor(encoder, src); + vn_encode_ggml_tensor(encoder, dst); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + bool ret_val; + vn_decode_bool_t(decoder, &ret_val); + + remote_call_finish(gpu, encoder, decoder); + + return ret_val; +} + +void +apir_buffer_clear(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + uint8_t value) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_CLEAR); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + vn_encode_uint8_t(encoder, &value); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + remote_call_finish(gpu, encoder, decoder); +} + + +void +apir_buffer_free_buffer(struct virtgpu *gpu, apir_buffer_context_t *buffer_context) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_BUFFER_FREE_BUFFER); + + vn_encode_apir_buffer_host_handle_t(encoder, &buffer_context->host_handle); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + remote_call_finish(gpu, encoder, decoder); +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-device.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-forward-device.cpp new file mode 100644 index 000000000..e025483f1 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-device.cpp @@ -0,0 +1,237 @@ +#include "virtgpu-forward-impl.h" + +int +apir_device_get_count(struct virtgpu *gpu) { + static int32_t dev_count = -1; + if (dev_count != -1) { + CACHED; + return dev_count; + } + + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_COUNT); + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_int32_t(decoder, &dev_count); + + INFO("%s: Forward DEV COUNT --> %d ", __func__, dev_count); + + remote_call_finish(gpu, encoder, decoder); + + return dev_count; +} + +const char * +apir_device_get_name(struct virtgpu *gpu) { + static char *string = nullptr; + if (string) { + CACHED; + return string; + } + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_NAME); + REMOTE_CALL(gpu, encoder, decoder, ret); + + const size_t string_size = vn_decode_array_size_unchecked(decoder); + string = (char *) vn_cs_decoder_alloc_array(decoder, sizeof(char), string_size); + if (!string) { + FATAL("%s: Could not allocate the device name buffer", __func__); + } + vn_decode_char_array(decoder, string, string_size); + + INFO("%s: Forward DEV NAME --> %s", __func__, string); + + remote_call_finish(gpu, encoder, decoder); + + return string; +} + +const char * +apir_device_get_description(struct virtgpu *gpu) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_DESCRIPTION); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + const size_t string_size = vn_decode_array_size_unchecked(decoder); + char *string = (char *) vn_cs_decoder_alloc_array(decoder, sizeof(char), string_size); + if (!string) { + FATAL("%s: Could not allocate the device description buffer", __func__); + } + vn_decode_char_array(decoder, string, string_size); + + //INFO("%s: Forward DEV DESCR --> %s", __func__, string); + + remote_call_finish(gpu, encoder, decoder); + + return string; +} + +uint32_t +apir_device_get_type(struct virtgpu *gpu) { + static uint32_t dev_type = 255; + if (dev_type != 255) { + CACHED; + return dev_type; + } + + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_TYPE); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_uint32_t(decoder, &dev_type); + + INFO("%s: Forward DEV TYPE --> %d ", __func__, dev_type); + + remote_call_finish(gpu, encoder, decoder); + + return dev_type; +} + +void +apir_device_get_memory(struct virtgpu *gpu, size_t *free, size_t *total) { + static size_t dev_free = 0; + static size_t dev_total = 0; + /* + if (dev_total != 0) { + WARNING("Not sure if llama.cpp expects fresh information for the free memory ..."); + *free = dev_free; + *total = dev_total; + + CACHED; + return; + } + */ + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_MEMORY); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_size_t(decoder, &dev_free); + vn_decode_size_t(decoder, &dev_total); + + *free = dev_free; + *total = dev_total; + + //INFO("%s: Forward DEV FREE mem --> %zu MB", __func__, dev_free / 1024 / 1024); + //INFO("%s: Forward DEV TOTAL mem --> %zu MB", __func__, dev_total / 1024 / 1024); + + remote_call_finish(gpu, encoder, decoder); + + return; +} + +bool +apir_device_supports_op(struct virtgpu *gpu, const ggml_tensor *op) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_SUPPORTS_OP); + + vn_encode_ggml_tensor_inline(encoder, op); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + bool supports_op; + vn_decode_bool_t(decoder, &supports_op); + + remote_call_finish(gpu, encoder, decoder); + + return supports_op; +} + +apir_buffer_type_host_handle_t +apir_device_get_buffer_type(struct virtgpu *gpu) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_BUFFER_TYPE); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + apir_buffer_type_host_handle_t buft_handle; + vn_decode_apir_buffer_type_host_handle_t(decoder, &buft_handle); + + remote_call_finish(gpu, encoder, decoder); + + return buft_handle; +} + +void +apir_device_get_props(struct virtgpu *gpu, + bool *async, + bool *host_buffer, + bool *buffer_from_host_ptr, + bool *events) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_GET_PROPS); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_bool_t(decoder, async); + vn_decode_bool_t(decoder, host_buffer); + vn_decode_bool_t(decoder, buffer_from_host_ptr); + vn_decode_bool_t(decoder, events); + + /* *** */ + remote_call_finish(gpu, encoder, decoder); + + return; +} + +apir_buffer_context_t +apir_device_buffer_from_ptr(struct virtgpu *gpu, + size_t size, + size_t max_tensor_size) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + apir_buffer_context_t buffer_context; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_DEVICE_BUFFER_FROM_PTR); + + /* *** */ + + buffer_context.shmem = virtgpu_shmem_create(gpu, size); + if (!buffer_context.shmem) { + FATAL("Couldn't allocate the guest-host shared buffer :/"); + } + + vn_encode_virtgpu_shmem_res_id(encoder, buffer_context.shmem->res_id); + + vn_encode_size_t(encoder, &size); + vn_encode_size_t(encoder, &max_tensor_size); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_apir_buffer_host_handle_t(decoder, &buffer_context.host_handle); + buffer_context.buft_host_handle = vn_decode_apir_buffer_type_host_handle(decoder); + + /* *** */ + + remote_call_finish(gpu, encoder, decoder); + + return buffer_context; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-impl.h b/ggml/src/ggml-remotingfrontend/virtgpu-forward-impl.h new file mode 100644 index 000000000..7edae38e7 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-impl.h @@ -0,0 +1,31 @@ +#include "ggml-backend-impl.h" +#include "ggml-remoting.h" +#include "virtgpu.h" +#include "../ggml-remotingbackend/shared/apir_backend.h" +#include "../ggml-remotingbackend/shared/venus_cs_ggml.h" + +#define CACHED +// printf("INFO: ### found response in the cache %s\n", __func__)o + + +#define REMOTE_CALL_PREPARE(gpu_dev_name, encoder_name, apir_command_type__) \ + do { \ + int32_t forward_flag = (int32_t) apir_command_type__; \ + encoder_name = remote_call_prepare(gpu_dev_name, APIR_COMMAND_TYPE_Forward, forward_flag); \ + if (!encoder_name) { \ + FATAL("%s: failed to prepare the remote call encoder :/", __func__); \ + } \ + } while(0) + + +#define REMOTE_CALL(gpu_dev_name, encoder_name, decoder_name, ret_name) \ + do { \ + ret_name = (ApirForwardReturnCode) remote_call(gpu_dev_name, encoder_name, &decoder_name, 0, NULL); \ + if (!decoder_name) { \ + FATAL("%s: failed to kick the remote call :/", __func__); \ + } \ + if (ret_name < APIR_FORWARD_BASE_INDEX) { \ + FATAL("%s: failed to forward the API call: %s: code %d", __func__, apir_forward_error(ret_name), ret_name); \ + } \ + ret_name = (ApirForwardReturnCode) (ret_name - APIR_FORWARD_BASE_INDEX); \ + } while(0) diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward-metal.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-forward-metal.cpp new file mode 100644 index 000000000..e7bdc10f9 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward-metal.cpp @@ -0,0 +1,20 @@ +#include "virtgpu-forward-impl.h" + +bool +apir_metal_get_device_context(struct virtgpu *gpu, struct ggml_backend_metal_device_context *metal_dev_ctx) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirForwardReturnCode ret; + + REMOTE_CALL_PREPARE(gpu, encoder, APIR_COMMAND_TYPE_METAL_GET_DEVICE_CONTEXT); + + REMOTE_CALL(gpu, encoder, decoder, ret); + + vn_decode_bool_t(decoder, &metal_dev_ctx->has_simdgroup_mm); + vn_decode_bool_t(decoder, &metal_dev_ctx->has_simdgroup_reduction); + vn_decode_bool_t(decoder, &metal_dev_ctx->has_bfloat); + + remote_call_finish(gpu, encoder, decoder); + + return true; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-forward.h b/ggml/src/ggml-remotingfrontend/virtgpu-forward.h new file mode 100644 index 000000000..3c872cb44 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-forward.h @@ -0,0 +1,52 @@ +#include "ggml.h" +#include "ggml-impl.h" +#include "ggml-alloc.h" + +#include "virtgpu-utils.h" + +#include "../ggml-remotingbackend/shared/apir_backend.h" + +/* device */ +int apir_device_get_count(struct virtgpu *gpu); +const char *apir_device_get_name(struct virtgpu *gpu); +const char *apir_device_get_description(struct virtgpu *gpu); +uint32_t apir_device_get_type(struct virtgpu *gpu); +void apir_device_get_memory(struct virtgpu *gpu, size_t *free, size_t *total); +bool apir_device_supports_op(struct virtgpu *gpu, const ggml_tensor *op); +apir_buffer_type_host_handle_t apir_device_get_buffer_type(struct virtgpu *gpu); +void apir_device_get_props(struct virtgpu *gpu, + bool *async, + bool *host_buffer, + bool *buffer_from_host_ptr, + bool *events); +apir_buffer_context_t apir_device_buffer_from_ptr(struct virtgpu *gpu, + size_t size, + size_t max_tensor_size); +/* buffer-type */ +const char *apir_buffer_type_get_name(struct virtgpu *gpu, ggml_backend_buffer_type_t buft); +size_t apir_buffer_type_get_alignment(struct virtgpu *gpu, ggml_backend_buffer_type_t buft); +size_t apir_buffer_type_get_max_size(struct virtgpu *gpu, ggml_backend_buffer_type_t buft); +bool apir_buffer_type_is_host(struct virtgpu *gpu, ggml_backend_buffer_type_t buft); +apir_buffer_context_t apir_buffer_type_alloc_buffer(struct virtgpu *gpu, ggml_backend_buffer_type_t buffer_buft, size_t size); + +/* buffer */ + +void *apir_buffer_get_base(struct virtgpu *gpu, apir_buffer_context_t *buffer_context); +enum ggml_status apir_buffer_init_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, ggml_tensor *tensor); +void apir_buffer_set_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + ggml_tensor *tensor, const void *data, size_t offset, size_t size); +void apir_buffer_get_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + const ggml_tensor *tensor, void *data, size_t offset, size_t size); +void apir_buffer_clear(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, + uint8_t value); +void apir_buffer_free_buffer(struct virtgpu *gpu, apir_buffer_context_t *buffer_context); +bool apir_buffer_cpy_tensor(struct virtgpu *gpu, apir_buffer_context_t *buffer_context, const ggml_tensor *src, const ggml_tensor *dst); + +/* backend */ + +ggml_status apir_backend_graph_compute(struct virtgpu *gpu, ggml_cgraph *cgraph); +ggml_cgraph *apir_backend_graph_optimize(struct virtgpu *gpu, ggml_cgraph *cgraph); + +/* metal */ + +bool apir_metal_get_device_context(struct virtgpu *gpu, struct ggml_backend_metal_device_context *metal_dev_ctx); diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-shm.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-shm.cpp new file mode 100644 index 000000000..a09fd2237 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-shm.cpp @@ -0,0 +1,111 @@ +#include + +#include "virtgpu-shm.h" + +static uint32_t +virtgpu_ioctl_resource_create_blob(struct virtgpu *gpu, + uint32_t blob_mem, + uint32_t blob_flags, + size_t blob_size, + uint64_t blob_id, + uint32_t *res_id) +{ +#ifdef SIMULATE_BO_SIZE_FIX + blob_size = align64(blob_size, 4096); +#endif + + struct drm_virtgpu_resource_create_blob args = { + .blob_mem = blob_mem, + .blob_flags = blob_flags, + .bo_handle = 0, + .res_handle = 0, + .size = blob_size, + .pad = 0, + .cmd_size = 0, + .cmd = 0, + .blob_id = blob_id, + }; + + if (virtgpu_ioctl(gpu, DRM_IOCTL_VIRTGPU_RESOURCE_CREATE_BLOB, &args)) + return 0; + + *res_id = args.res_handle; + return args.bo_handle; +} + +static void +virtgpu_ioctl_gem_close(struct virtgpu *gpu, uint32_t gem_handle) +{ + struct drm_gem_close args = { + .handle = gem_handle, + .pad = 0, + }; + + const int ret = virtgpu_ioctl(gpu, DRM_IOCTL_GEM_CLOSE, &args); + assert(!ret); +#ifdef NDEBUG + UNUSED(ret); +#endif +} + +static void * +virtgpu_ioctl_map(struct virtgpu *gpu, uint32_t gem_handle, size_t size) +{ + struct drm_virtgpu_map args = { + .offset = 0, + .handle = gem_handle, + .pad = 0, + }; + + if (virtgpu_ioctl(gpu, DRM_IOCTL_VIRTGPU_MAP, &args)) + return NULL; + + void *ptr = mmap(NULL, size, PROT_READ | PROT_WRITE, MAP_SHARED, gpu->fd, + args.offset); + if (ptr == MAP_FAILED) + return NULL; + + return ptr; +} + +void +virtgpu_shmem_destroy(struct virtgpu *gpu, + struct virtgpu_shmem *shmem) +{ + munmap(shmem->base.mmap_ptr, shmem->base.mmap_size); + virtgpu_ioctl_gem_close(gpu, shmem->gem_handle); +} + +struct vn_renderer_shmem * +virtgpu_shmem_create(struct virtgpu *gpu, size_t size) +{ + size = align64(size, 16384); + + uint32_t res_id; + uint32_t gem_handle = virtgpu_ioctl_resource_create_blob( + gpu, gpu->shmem_blob_mem, VIRTGPU_BLOB_FLAG_USE_MAPPABLE, size, 0, + &res_id); + if (!gem_handle) + return NULL; + + void *ptr = virtgpu_ioctl_map(gpu, gem_handle, size); + if (!ptr) { + virtgpu_ioctl_gem_close(gpu, gem_handle); + return NULL; + } + if (gpu->shmem_array.elem_size == 0) { + INFO("gpu->shmem_array.elem_size == 0 | Not working :/\n"); + assert(false); + } + struct virtgpu_shmem *shmem = (struct virtgpu_shmem *) util_sparse_array_get(&gpu->shmem_array, gem_handle); + + shmem->gem_handle = gem_handle; + shmem->base.res_id = res_id; + shmem->base.mmap_size = size; + shmem->base.mmap_ptr = ptr; + shmem->base.refcount.count = 1; + shmem->base.gem_handle = gem_handle; + shmem->base.shmem = shmem; + + return &shmem->base; +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-shm.h b/ggml/src/ggml-remotingfrontend/virtgpu-shm.h new file mode 100644 index 000000000..52217f5b7 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-shm.h @@ -0,0 +1,39 @@ +#pragma once + +#include +#include +#include +#include +#include + +#include "virtgpu.h" +#include "virtgpu-utils.h" + +struct vn_refcount { + int count; //atomic_int +}; + + +struct vn_renderer_shmem { + struct vn_refcount refcount; + + uint32_t res_id; + size_t mmap_size; /* for internal use only (i.e., munmap) */ + void *mmap_ptr; + + struct list_head cache_head; + int64_t cache_timestamp; + + uint32_t gem_handle; + + struct virtgpu_shmem *shmem; +}; + +struct vn_renderer_shmem *virtgpu_shmem_create(struct virtgpu *gpu, size_t size); +void virtgpu_shmem_destroy(struct virtgpu *gpu, struct virtgpu_shmem *shmem); + + +struct virtgpu_shmem { + struct vn_renderer_shmem base; + uint32_t gem_handle; +}; diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-utils.cpp b/ggml/src/ggml-remotingfrontend/virtgpu-utils.cpp new file mode 100644 index 000000000..833f0e468 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-utils.cpp @@ -0,0 +1,200 @@ +#include "virtgpu-utils.h" +#include +#include +#include + +#define NODE_ALLOC_ALIGN 64 +#define NODE_PTR_MASK (~((uintptr_t)NODE_ALLOC_ALIGN - 1)) +#define NODE_LEVEL_MASK ((uintptr_t)NODE_ALLOC_ALIGN - 1) +#define NULL_NODE 0 + +#define os_malloc_aligned(_size, _align) _aligned_malloc(_size, _align) +#define os_free_aligned(_ptr) free(_ptr) +#define p_atomic_cmpxchg(v, old, _new) \ + __sync_val_compare_and_swap((v), (old), (_new)) + +static inline uint64_t +util_logbase2_64(uint64_t n) +{ +#if defined(HAVE___BUILTIN_CLZLL) + return ((sizeof(uint64_t) * 8 - 1) - __builtin_clzll(n | 1)); +#else + uint64_t pos = 0ull; + if (n >= 1ull<<32) { n >>= 32; pos += 32; } + if (n >= 1ull<<16) { n >>= 16; pos += 16; } + if (n >= 1ull<< 8) { n >>= 8; pos += 8; } + if (n >= 1ull<< 4) { n >>= 4; pos += 4; } + if (n >= 1ull<< 2) { n >>= 2; pos += 2; } + if (n >= 1ull<< 1) { pos += 1; } + return pos; +#endif +} + +void +util_sparse_array_init(struct util_sparse_array *arr, + size_t elem_size, size_t node_size) +{ + memset(arr, 0, sizeof(*arr)); + arr->elem_size = elem_size; + arr->node_size_log2 = util_logbase2_64(node_size); + assert(node_size >= 2 && node_size == (1ull << arr->node_size_log2)); +} + +static inline void * +os_malloc_aligned(size_t size, size_t alignment) +{ + void *ptr; + alignment = (alignment + sizeof(void*) - 1) & ~(sizeof(void*) - 1); + if(posix_memalign(&ptr, alignment, size) != 0) + return NULL; + return ptr; +} + +static inline void * +_util_sparse_array_node_data(uintptr_t handle) +{ + return (void *)(handle & NODE_PTR_MASK); +} + +static inline unsigned +_util_sparse_array_node_level(uintptr_t handle) +{ + return handle & NODE_LEVEL_MASK; +} + +static inline void +_util_sparse_array_node_finish(struct util_sparse_array *arr, + uintptr_t node) +{ + if (_util_sparse_array_node_level(node) > 0) { + uintptr_t *children = (uintptr_t *) _util_sparse_array_node_data(node); + size_t node_size = 1ull << arr->node_size_log2; + for (size_t i = 0; i < node_size; i++) { + if (children[i]) + _util_sparse_array_node_finish(arr, children[i]); + } + } + + os_free_aligned(_util_sparse_array_node_data(node)); +} + +static inline uintptr_t +_util_sparse_array_node(void *data, unsigned level) +{ + assert(data != NULL); + assert(((uintptr_t)data & NODE_LEVEL_MASK) == 0); + assert((level & NODE_PTR_MASK) == 0); + return (uintptr_t)data | level; +} + +inline uintptr_t +_util_sparse_array_node_alloc(struct util_sparse_array *arr, + unsigned level) +{ + size_t size; + if (level == 0) { + size = arr->elem_size << arr->node_size_log2; + } else { + size = sizeof(uintptr_t) << arr->node_size_log2; + } + + void *data = os_malloc_aligned(size, NODE_ALLOC_ALIGN); + memset(data, 0, size); + + return _util_sparse_array_node(data, level); +} + +static inline uintptr_t +_util_sparse_array_set_or_free_node(uintptr_t *node_ptr, + uintptr_t cmp_node, + uintptr_t node) +{ + uintptr_t prev_node = p_atomic_cmpxchg(node_ptr, cmp_node, node); + + if (prev_node != cmp_node) { + /* We lost the race. Free this one and return the one that was already + * allocated. + */ + os_free_aligned(_util_sparse_array_node_data(node)); + return prev_node; + } else { + return node; + } +} + +void * +util_sparse_array_get(struct util_sparse_array *arr, uint64_t idx) +{ + const unsigned node_size_log2 = arr->node_size_log2; + uintptr_t root = p_atomic_read(&arr->root); + if (unlikely(!root)) { + unsigned root_level = 0; + uint64_t idx_iter = idx >> node_size_log2; + while (idx_iter) { + idx_iter >>= node_size_log2; + root_level++; + } + uintptr_t new_root = _util_sparse_array_node_alloc(arr, root_level); + root = _util_sparse_array_set_or_free_node(&arr->root, + NULL_NODE, new_root); + } + + while (1) { + unsigned root_level = _util_sparse_array_node_level(root); + uint64_t root_idx = idx >> (root_level * node_size_log2); + if (likely(root_idx < (1ull << node_size_log2))) + break; + + /* In this case, we have a root but its level is low enough that the + * requested index is out-of-bounds. + */ + uintptr_t new_root = _util_sparse_array_node_alloc(arr, root_level + 1); + + uintptr_t *new_root_children = (uintptr_t *) _util_sparse_array_node_data(new_root); + new_root_children[0] = root; + + /* We only add one at a time instead of the whole tree because it's + * easier to ensure correctness of both the tree building and the + * clean-up path. Because we're only adding one node we never have to + * worry about trying to free multiple things without freeing the old + * things. + */ + root = _util_sparse_array_set_or_free_node(&arr->root, root, new_root); + } + + void *node_data = _util_sparse_array_node_data(root); + unsigned node_level = _util_sparse_array_node_level(root); + while (node_level > 0) { + uint64_t child_idx = (idx >> (node_level * node_size_log2)) & + ((1ull << node_size_log2) - 1); + + uintptr_t *children = (uintptr_t *) node_data; + uintptr_t child = p_atomic_read(&children[child_idx]); + + if (unlikely(!child)) { + child = _util_sparse_array_node_alloc(arr, node_level - 1); + child = _util_sparse_array_set_or_free_node(&children[child_idx], + NULL_NODE, child); + } + + node_data = _util_sparse_array_node_data(child); + node_level = _util_sparse_array_node_level(child); + } + + uint64_t elem_idx = idx & ((1ull << node_size_log2) - 1); + return (void *)((char *)node_data + (elem_idx * arr->elem_size)); +} + +void *something = NULL; +void thks_bye () { + // break here + INFO("thks bye, stopping early and happilly :)"); + if (!something) { // avoid the [[noreturn]] detection mechanism + exit(0); + } +} + +void breakpoint() { + // break here + INFO("breakpoint here :)"); +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu-utils.h b/ggml/src/ggml-remotingfrontend/virtgpu-utils.h new file mode 100644 index 000000000..dd911a63b --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu-utils.h @@ -0,0 +1,133 @@ +#pragma once + +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#define unlikely(x) __builtin_expect(!!(x), 0) +#define likely(x) __builtin_expect(!!(x), 1) + +#ifndef UNUSED +#define UNUSED(x) (void)(x) +#endif + +/** Checks is a value is a power of two. Does not handle zero. */ +#define IS_POT(v) (((v) & ((v) - 1)) == 0) + +/** Checks is a value is a power of two. Zero handled. */ +#define IS_POT_NONZERO(v) ((v) != 0 && IS_POT(v)) + +/** Align a value to a power of two */ +#define ALIGN_POT(x, pot_align) (((x) + (pot_align) - 1) & ~((pot_align) - 1)) + +#define p_atomic_read(_v) __atomic_load_n((_v), __ATOMIC_ACQUIRE) + +void thks_bye(); +void breakpoint(); + +#ifndef NDEBUG +inline void +INFO(const char *format, ...) { + fprintf(stderr, "INFO: "); + + va_list argptr; + va_start(argptr, format); + vfprintf(stderr, format, argptr); + fprintf(stderr, "\n"); + va_end(argptr); +} +#else +inline void +INFO(...) {} +#endif + +inline void +MESSAGE(const char *format, ...) { + fprintf(stderr, "APIR: "); + + va_list argptr; + va_start(argptr, format); + vfprintf(stderr, format, argptr); + fprintf(stderr, "\n"); + va_end(argptr); +} + +inline void +WARNING(const char *format, ...) { + fprintf(stderr, "WARNING: "); + + va_list argptr; + va_start(argptr, format); + vfprintf(stderr, format, argptr); + fprintf(stderr, "\n"); + va_end(argptr); +} + +inline void +ERROR(const char *format, ...) { + fprintf(stderr, "ERROR: "); + + va_list argptr; + va_start(argptr, format); + vfprintf(stderr, format, argptr); + fprintf(stderr, "\n"); + va_end(argptr); +} + +inline void +FATAL(const char *format, ...) { + fprintf(stderr, "FATAL: "); + + va_list argptr; + va_start(argptr, format); + vfprintf(stderr, format, argptr); + fprintf(stderr, "\n"); + va_end(argptr); + + abort(); +} + +static inline bool +util_is_power_of_two_nonzero64(uint64_t v) +{ + return IS_POT_NONZERO(v); +} + +static inline uint64_t +align64(uint64_t value, uint64_t alignment) +{ + assert(util_is_power_of_two_nonzero64(alignment)); + return ALIGN_POT(value, alignment); +} + +struct list_head +{ + struct list_head *prev; + struct list_head *next; +}; + +struct util_sparse_array { + size_t elem_size; + unsigned node_size_log2; + + uintptr_t root; +}; + +void *util_sparse_array_get(struct util_sparse_array *arr, uint64_t idx); +void util_sparse_array_init(struct util_sparse_array *arr, + size_t elem_size, size_t node_size); + +inline void +os_time_sleep(int64_t usecs) +{ + struct timespec time; + time.tv_sec = usecs / 1000000; + time.tv_nsec = (usecs % 1000000) * 1000; + while (clock_nanosleep(CLOCK_MONOTONIC, 0, &time, &time) == EINTR); +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu.cpp b/ggml/src/ggml-remotingfrontend/virtgpu.cpp new file mode 100644 index 000000000..b3b0ab2dc --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu.cpp @@ -0,0 +1,681 @@ +#include +#include +#include +#include + +#include + +#include "virtgpu.h" + +static virt_gpu_result_t virtgpu_open_device(struct virtgpu *gpu, const drmDevicePtr dev); +static virt_gpu_result_t virtgpu_open(struct virtgpu *gpu); + + +static virt_gpu_result_t virtgpu_init_params(struct virtgpu *gpu); +static virt_gpu_result_t virtgpu_init_capset(struct virtgpu *gpu); +static virt_gpu_result_t virtgpu_init_context(struct virtgpu *gpu); + +static int virtgpu_ioctl_context_init(struct virtgpu *gpu, + enum virgl_renderer_capset capset_id); +static int +virtgpu_ioctl_get_caps(struct virtgpu *gpu, + enum virgl_renderer_capset id, + uint32_t version, + void *capset, + size_t capset_size); +static uint64_t virtgpu_ioctl_getparam(struct virtgpu *gpu, uint64_t param); +static void virtgpu_init_renderer_info(struct virtgpu *gpu); + +struct timer_data wait_host_reply_timer = {0, 0, 0, "wait_host_reply"}; + +static void log_call_duration(long long call_duration_ns, const char *name); + +const uint64_t APIR_HANDSHAKE_MAX_WAIT_MS = 15*1000; // 15s +const uint64_t APIR_LOADLIBRARY_MAX_WAIT_MS = 60*1000; // 60s + +static inline void +virtgpu_init_shmem_blob_mem(struct virtgpu *gpu) +{ + /* VIRTGPU_BLOB_MEM_GUEST allocates from the guest system memory. They are + * logically contiguous in the guest but are sglists (iovecs) in the host. + * That makes them slower to process in the host. With host process + * isolation, it also becomes impossible for the host to access sglists + * directly. + * + * While there are ideas (and shipped code in some cases) such as creating + * udmabufs from sglists, or having a dedicated guest heap, it seems the + * easiest way is to reuse VIRTGPU_BLOB_MEM_HOST3D. That is, when the + * renderer sees a request to export a blob where + * + * - blob_mem is VIRTGPU_BLOB_MEM_HOST3D + * - blob_flags is VIRTGPU_BLOB_FLAG_USE_MAPPABLE + * - blob_id is 0 + * + * it allocates a host shmem. + * + * supports_blob_id_0 has been enforced by mandated render server config. + */ + assert(gpu->capset.data.supports_blob_id_0); + gpu->shmem_blob_mem = VIRTGPU_BLOB_MEM_HOST3D; +} + +static int +virtgpu_handshake(struct virtgpu *gpu) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + + encoder = remote_call_prepare(gpu, APIR_COMMAND_TYPE_HandShake, 0); + if (!encoder) { + FATAL("%s: failed to prepare the remote call encoder :/", __func__); + return 1; + } + + /* write handshake props */ + + uint32_t guest_major = APIR_PROTOCOL_MAJOR; + uint32_t guest_minor = APIR_PROTOCOL_MINOR; + vn_encode_uint32_t(encoder, &guest_major); + vn_encode_uint32_t(encoder, &guest_minor); + + /* *** */ + + + uint32_t ret_magic; + long long call_duration_ns; + ret_magic = remote_call(gpu, encoder, &decoder, APIR_HANDSHAKE_MAX_WAIT_MS, &call_duration_ns); + log_call_duration(call_duration_ns, "API Remoting handshake"); + + if (!decoder) { + FATAL("%s: failed to initiate the communication with the virglrenderer library. " + "Most likely, the wrong virglrenderer library was loaded in the hypervisor.", __func__); + return 1; + } + + /* read handshake return values */ + + uint32_t host_major; + uint32_t host_minor; + + if (ret_magic != APIR_HANDSHAKE_MAGIC) { + FATAL("%s: handshake with the virglrenderer failed (code=%d | %s):/", + __func__, ret_magic, apir_backend_initialize_error(ret_magic)); + } else { + vn_decode_uint32_t(decoder, &host_major); + vn_decode_uint32_t(decoder, &host_minor); + } + + /* *** */ + + remote_call_finish(gpu, encoder, decoder); + + if (ret_magic != APIR_HANDSHAKE_MAGIC) { + return 1; + } + + /* *** */ + + INFO("%s: Guest is running with %u.%u", __func__, guest_major, guest_minor); + INFO("%s: Host is running with %u.%u", __func__, host_major, host_minor); + + if (guest_major != host_major) { + ERROR("Host major (%d) and guest major (%d) version differ", host_major, guest_major); + } else if (guest_minor != host_minor) { + WARNING("Host minor (%d) and guest minor (%d) version differ", host_minor, guest_minor); + } + + INFO("Handshake with the host virglrenderer library completed."); + + return 0; +} + +static ApirLoadLibraryReturnCode +virtgpu_load_library(struct virtgpu *gpu) { + struct vn_cs_encoder *encoder; + struct vn_cs_decoder *decoder; + ApirLoadLibraryReturnCode ret; + + encoder = remote_call_prepare(gpu, APIR_COMMAND_TYPE_LoadLibrary, 0); + if (!encoder) { + FATAL("%s: hypercall error: failed to prepare the remote call encoder :/", __func__); + return APIR_LOAD_LIBRARY_HYPERCALL_INITIALIZATION_ERROR; + } + + long long call_duration_ns; + + ret = (ApirLoadLibraryReturnCode) remote_call(gpu, encoder, &decoder, + APIR_LOADLIBRARY_MAX_WAIT_MS, &call_duration_ns); + log_call_duration(call_duration_ns, "API Remoting LoadLibrary"); + + if (!decoder) { + FATAL("%s: hypercall error: failed to kick the API remoting hypercall. :/", __func__); + return APIR_LOAD_LIBRARY_HYPERCALL_INITIALIZATION_ERROR; + } + + remote_call_finish(gpu, encoder, decoder); + + if (ret == APIR_LOAD_LIBRARY_SUCCESS) { + INFO("%s: The API Remoting backend was successfully loaded and initialized", __func__); + + return ret; + } + + // something wrong happened, find out what. + + if (ret < APIR_LOAD_LIBRARY_INIT_BASE_INDEX) { + FATAL("%s: virglrenderer could not load the API Remoting backend library: %s (code %d)", + __func__, apir_load_library_error(ret), ret); + return ret; + } + + INFO("%s: virglrenderer successfully loaded the API Remoting backend library", __func__); + + ApirLoadLibraryReturnCode apir_ret = (ApirLoadLibraryReturnCode) (ret - APIR_LOAD_LIBRARY_INIT_BASE_INDEX); + + if (apir_ret < APIR_LOAD_LIBRARY_INIT_BASE_INDEX) { + FATAL("%s: the API Remoting backend library couldn't load the backend library: apir code=%d | %s):/", + __func__, apir_ret, apir_load_library_error(apir_ret)); + } else { + uint32_t lib_ret = apir_ret - APIR_LOAD_LIBRARY_INIT_BASE_INDEX; + FATAL("%s: the API Remoting backend library initialize its backend library: apir code=%d):/", + __func__, lib_ret); + } + return ret; +} + +struct virtgpu * +create_virtgpu() { + struct virtgpu *gpu = new struct virtgpu(); + + util_sparse_array_init(&gpu->shmem_array, sizeof(struct virtgpu_shmem), + 1024); + + virt_gpu_result_t result = virtgpu_open(gpu); + if (result != APIR_SUCCESS) { + FATAL("%s: failed to create the open the virtgpu device :/", __func__); + return NULL; + } + + result = virtgpu_init_params(gpu); + assert(result == APIR_SUCCESS); + + result = virtgpu_init_capset(gpu); + assert(result == APIR_SUCCESS); + + result = virtgpu_init_context(gpu); + assert(result == APIR_SUCCESS); + +#ifdef NDEBUG + UNUSED(result); +#endif + + virtgpu_init_shmem_blob_mem(gpu); + + gpu->reply_shmem = virtgpu_shmem_create(gpu, 0x4000); + gpu->data_shmem = virtgpu_shmem_create(gpu, 0x1830000); // 24MiB + + if (!gpu->reply_shmem) { + FATAL("%s: failed to create the shared reply memory pages :/", __func__); + return NULL; + } + + if (!gpu->data_shmem) { + FATAL("%s: failed to create the shared data memory pages :/", __func__); + return NULL; + } + + if (virtgpu_handshake(gpu)) { + FATAL("%s: failed to handshake with the virglrenderer library :/", __func__); + return NULL; + } + + if (virtgpu_load_library(gpu) != APIR_LOAD_LIBRARY_SUCCESS) { + FATAL("%s: failed to load the backend library :/", __func__); + return NULL; + } + + return gpu; +} + +static virt_gpu_result_t +virtgpu_open(struct virtgpu *gpu) +{ + drmDevicePtr devs[8]; + int count = drmGetDevices2(0, devs, ARRAY_SIZE(devs)); + if (count < 0) { + ERROR("%s: failed to enumerate DRM devices", __func__); + return APIR_ERROR_INITIALIZATION_FAILED; + } + + virt_gpu_result_t result = APIR_ERROR_INITIALIZATION_FAILED; + for (int i = 0; i < count; i++) { + result = virtgpu_open_device(gpu, devs[i]); + if (result == APIR_SUCCESS) + break; + } + + drmFreeDevices(devs, count); + + return result; +} + +static virt_gpu_result_t +virtgpu_open_device(struct virtgpu *gpu, const drmDevicePtr dev) +{ + bool supported_bus = false; + + switch (dev->bustype) { + case DRM_BUS_PCI: + if (dev->deviceinfo.pci->vendor_id == VIRTGPU_PCI_VENDOR_ID && + dev->deviceinfo.pci->device_id == VIRTGPU_PCI_DEVICE_ID) + supported_bus = true; + break; + case DRM_BUS_PLATFORM: + supported_bus = true; + break; + default: + break; + } + + if (!supported_bus || !(dev->available_nodes & (1 << DRM_NODE_RENDER))) { + if (VN_DEBUG(INIT)) { + const char *name = "unknown"; + for (uint32_t i = 0; i < DRM_NODE_MAX; i++) { + if (dev->available_nodes & (1 << i)) { + name = dev->nodes[i]; + break; + } + } + vn_log(gpu->instance, "skipping DRM device %s", name); + } + return APIR_ERROR_INITIALIZATION_FAILED; + } + + const char *primary_path = dev->nodes[DRM_NODE_PRIMARY]; + const char *node_path = dev->nodes[DRM_NODE_RENDER]; + + int fd = open(node_path, O_RDWR | O_CLOEXEC); + if (fd < 0) { + if (VN_DEBUG(INIT)) + vn_log(gpu->instance, "failed to open %s", node_path); + return APIR_ERROR_INITIALIZATION_FAILED; + } + + drmVersionPtr version = drmGetVersion(fd); + if (!version || strcmp(version->name, "virtio_gpu") || + version->version_major != 0) { + if (VN_DEBUG(INIT)) { + if (version) { + vn_log(gpu->instance, "unknown DRM driver %s version %d", + version->name, version->version_major); + } else { + vn_log(gpu->instance, "failed to get DRM driver version"); + } + } + if (version) + drmFreeVersion(version); + close(fd); + return APIR_ERROR_INITIALIZATION_FAILED; + } + + gpu->fd = fd; + + struct stat st; + if (stat(primary_path, &st) == 0) { + gpu->has_primary = true; + gpu->primary_major = major(st.st_rdev); + gpu->primary_minor = minor(st.st_rdev); + } else { + gpu->has_primary = false; + gpu->primary_major = 0; + gpu->primary_minor = 0; + } + stat(node_path, &st); + gpu->render_major = major(st.st_rdev); + gpu->render_minor = minor(st.st_rdev); + + gpu->bustype = dev->bustype; + if (dev->bustype == DRM_BUS_PCI) + gpu->pci_bus_info = *dev->businfo.pci; + + drmFreeVersion(version); + + MESSAGE("using DRM device %s", node_path); + + return APIR_SUCCESS; +} + +void +vn_log(struct remoting_dev_instance *instance, const char *format, ...) +{ + if (instance) { + printf(""); + } + + va_list ap; + + va_start(ap, format); + vprintf(format, ap); + va_end(ap); + + /* instance may be NULL or partially initialized */ +} + +static virt_gpu_result_t +virtgpu_init_context(struct virtgpu *gpu) +{ + assert(!gpu->capset.version); + const int ret = virtgpu_ioctl_context_init(gpu, gpu->capset.id); + if (ret) { + if (VN_DEBUG(INIT)) { + vn_log(gpu->instance, "failed to initialize context: %s", + strerror(errno)); + } + return APIR_ERROR_INITIALIZATION_FAILED; + } + + return APIR_SUCCESS; +} + +static virt_gpu_result_t +virtgpu_init_capset(struct virtgpu *gpu) +{ + gpu->capset.id = VIRGL_RENDERER_CAPSET_VENUS; + gpu->capset.version = 0; + + const int ret = + virtgpu_ioctl_get_caps(gpu, gpu->capset.id, gpu->capset.version, + &gpu->capset.data, sizeof(gpu->capset.data)); + if (ret) { + if (VN_DEBUG(INIT)) { + vn_log(gpu->instance, "failed to get venus v%d capset: %s", + gpu->capset.version, strerror(errno)); + } + return APIR_ERROR_INITIALIZATION_FAILED; + } + + return APIR_SUCCESS; +} + +static virt_gpu_result_t +virtgpu_init_params(struct virtgpu *gpu) +{ + const uint64_t required_params[] = { + VIRTGPU_PARAM_3D_FEATURES, VIRTGPU_PARAM_CAPSET_QUERY_FIX, + VIRTGPU_PARAM_RESOURCE_BLOB, VIRTGPU_PARAM_CONTEXT_INIT, + }; + uint64_t val; + for (uint32_t i = 0; i < ARRAY_SIZE(required_params); i++) { + val = virtgpu_ioctl_getparam(gpu, required_params[i]); + if (!val) { + if (VN_DEBUG(INIT)) { + vn_log(gpu->instance, "required kernel param %d is missing", + (int)required_params[i]); + } + return APIR_ERROR_INITIALIZATION_FAILED; + } + } + + val = virtgpu_ioctl_getparam(gpu, VIRTGPU_PARAM_HOST_VISIBLE); + if (val) { + gpu->bo_blob_mem = VIRTGPU_BLOB_MEM_HOST3D; + } else { + val = virtgpu_ioctl_getparam(gpu, VIRTGPU_PARAM_GUEST_VRAM); + if (val) { + gpu->bo_blob_mem = VIRTGPU_BLOB_MEM_GUEST_VRAM; + } + } + + if (!val) { + vn_log(gpu->instance, + "one of required kernel params (%d or %d) is missing", + (int)VIRTGPU_PARAM_HOST_VISIBLE, (int)VIRTGPU_PARAM_GUEST_VRAM); + return APIR_ERROR_INITIALIZATION_FAILED; + } + + /* Cross-device feature is optional. It enables sharing dma-bufs + * with other virtio devices, like virtio-wl or virtio-video used + * by ChromeOS VMs. Qemu doesn't support cross-device sharing. + */ + val = virtgpu_ioctl_getparam(gpu, VIRTGPU_PARAM_CROSS_DEVICE); + if (val) + gpu->supports_cross_device = true; + + /* implied by CONTEXT_INIT uapi */ + gpu->max_timeline_count = 64; + + return APIR_SUCCESS; +} + +static int +virtgpu_ioctl_context_init(struct virtgpu *gpu, + enum virgl_renderer_capset capset_id) +{ + struct drm_virtgpu_context_set_param ctx_set_params[3] = { + { + .param = VIRTGPU_CONTEXT_PARAM_CAPSET_ID, + .value = capset_id, + }, + { + .param = VIRTGPU_CONTEXT_PARAM_NUM_RINGS, + .value = 64, + }, + { + .param = VIRTGPU_CONTEXT_PARAM_POLL_RINGS_MASK, + .value = 0, /* don't generate drm_events on fence signaling */ + }, + }; + + struct drm_virtgpu_context_init args = { + .num_params = ARRAY_SIZE(ctx_set_params), + .pad = 0, + .ctx_set_params = (uintptr_t)&ctx_set_params, + }; + + return virtgpu_ioctl(gpu, DRM_IOCTL_VIRTGPU_CONTEXT_INIT, &args); +} + +static int +virtgpu_ioctl_get_caps(struct virtgpu *gpu, + enum virgl_renderer_capset id, + uint32_t version, + void *capset, + size_t capset_size) +{ + struct drm_virtgpu_get_caps args = { + .cap_set_id = id, + .cap_set_ver = version, + .addr = (uintptr_t)capset, + .size = (__u32) capset_size, + .pad = 0, + }; + + return virtgpu_ioctl(gpu, DRM_IOCTL_VIRTGPU_GET_CAPS, &args); +} + +static uint64_t +virtgpu_ioctl_getparam(struct virtgpu *gpu, uint64_t param) +{ + /* val must be zeroed because kernel only writes the lower 32 bits */ + uint64_t val = 0; + struct drm_virtgpu_getparam args = { + .param = param, + .value = (uintptr_t)&val, + }; + + const int ret = virtgpu_ioctl(gpu, DRM_IOCTL_VIRTGPU_GETPARAM, &args); + return ret ? 0 : val; +} + + +struct vn_cs_encoder * +remote_call_prepare( + struct virtgpu *gpu, + ApirCommandType apir_cmd_type, + int32_t cmd_flags) +{ + + if (!gpu->reply_shmem) { + FATAL("%s: the reply shmem page can't be null", __func__); + } + + /* + * Prepare the command encoder and its buffer + */ + + static char encoder_buffer[4096]; + + static struct vn_cs_encoder enc; + enc = { + encoder_buffer, + encoder_buffer, + encoder_buffer + sizeof(encoder_buffer), + }; + + /* + * Fill the command encoder with the common args: + * - cmd_type (int32_t) + * - cmd_flags (int32_t) + * - reply res id (uint32_t) + */ + + int32_t cmd_type = VENUS_COMMAND_TYPE_LENGTH + apir_cmd_type; + vn_encode_int32_t(&enc, &cmd_type); + vn_encode_int32_t(&enc, &cmd_flags); + + uint32_t reply_res_id = gpu->reply_shmem->res_id; + vn_encode_uint32_t(&enc, &reply_res_id); + + return &enc; +} + +void +remote_call_finish( + struct virtgpu *gpu, + struct vn_cs_encoder *enc, + struct vn_cs_decoder *dec) { + UNUSED(gpu); + + if (!enc) { + ERROR("Invalid (null) encoder :/"); + } + + if (!dec) { + ERROR("Invalid (null) decoder :/"); + } + + // encoder and decoder are statically allocated, nothing to do to release them +} + +uint32_t +remote_call( + struct virtgpu *gpu, + struct vn_cs_encoder *encoder, + struct vn_cs_decoder **decoder, + float max_wait_ms, + long long *call_duration_ns) +{ + /* + * Prepare the reply notification pointer + */ + + volatile std::atomic_uint *atomic_reply_notif = (volatile std::atomic_uint *) gpu->reply_shmem->mmap_ptr; + *atomic_reply_notif = 0; + + /* + * Trigger the execbuf ioctl + */ + + struct drm_virtgpu_execbuffer args = { + .flags = VIRTGPU_EXECBUF_RING_IDX, + .size = (uint32_t) (encoder->cur - encoder->start), + .command = (uintptr_t) encoder->start, + + .bo_handles = 0, + .num_bo_handles = 0, + + .fence_fd = 0, + .ring_idx = 0, + .syncobj_stride = 0, + .num_in_syncobjs = 0, + .num_out_syncobjs = 0, + .in_syncobjs = 0, + .out_syncobjs = 0, + }; + + *decoder = NULL; + + int ret = drmIoctl(gpu->fd, DRM_IOCTL_VIRTGPU_EXECBUFFER, &args); + + if (ret != 0) { + FATAL("%s: the virtgpu EXECBUFFER ioctl failed (%d) :/ \n", ret); + } + + /* + * Wait for the response notification + */ + + start_timer(&wait_host_reply_timer); + + struct timespec ts_start, ts_end; + clock_gettime(CLOCK_MONOTONIC, &ts_start); + long long start_time = (long long)ts_start.tv_sec * 1000000000LL + ts_start.tv_nsec; + + bool timedout = false; + uint32_t notif_value = 0; + while (true) { + notif_value = std::atomic_load_explicit(atomic_reply_notif, std::memory_order_acquire); + + if (notif_value != 0) { + break; + } + + int64_t base_sleep_us = 15; + + os_time_sleep(base_sleep_us); + + if (max_wait_ms) { + clock_gettime(CLOCK_MONOTONIC, &ts_end); + long long end_time = (long long)ts_end.tv_sec * 1000000000LL + ts_end.tv_nsec; + float duration_ms = (end_time - start_time) / 1000000; + + if (duration_ms > max_wait_ms) { + timedout = true; + break; + } + } + } + + if (call_duration_ns) { + *call_duration_ns = stop_timer(&wait_host_reply_timer); + } + + if (max_wait_ms && timedout) { + ERROR("timed out waiting for the host answer..."); + return APIR_FORWARD_TIMEOUT; + } + + /* + * Prepare the decoder + */ + static struct vn_cs_decoder response_dec; + response_dec.cur = (char *) gpu->reply_shmem->mmap_ptr + sizeof(*atomic_reply_notif); + response_dec.end = (char *) gpu->reply_shmem->mmap_ptr + gpu->reply_shmem->mmap_size; + *decoder = &response_dec; + + // extract the actual return value from the notif flag + uint32_t returned_value = notif_value - 1; + return returned_value; +} + +static void log_call_duration(long long call_duration_ns, const char *name) { + double call_duration_ms = (double) call_duration_ns / 1e6; // 1 millisecond = 1e6 nanoseconds + double call_duration_s = (double) call_duration_ns / 1e9; // 1 second = 1e9 nanoseconds + + if (call_duration_s > 1) { + MESSAGE("%s: waited %.2fs for the %s host reply...", __func__, call_duration_s, name); + } else if (call_duration_ms > 1) { + MESSAGE("%s: waited %.2fms for the %s host reply...", __func__, call_duration_ms, name); + } else { + MESSAGE("%s: waited %lldns for the %s host reply...", __func__, call_duration_ns, name); + } +} diff --git a/ggml/src/ggml-remotingfrontend/virtgpu.h b/ggml/src/ggml-remotingfrontend/virtgpu.h new file mode 100644 index 000000000..7a8cfc3d7 --- /dev/null +++ b/ggml/src/ggml-remotingfrontend/virtgpu.h @@ -0,0 +1,125 @@ +#pragma once + +#include +#include +#include +#include +#include +#include +#include +#include + +#include "virtgpu-forward.h" +#include "virtgpu-utils.h" +#include "../ggml-remotingbackend/shared/api_remoting.h" +#include "../ggml-remotingbackend/shared/venus_cs.h" + +#include "virtgpu-shm.h" + +#define VIRGL_RENDERER_UNSTABLE_APIS 1 +#include "drm-uapi/virtgpu_drm.h" +#include "venus_hw.h" + +// must match https://gitlab.freedesktop.org/kpouget/virglrenderer/-/blob/main/src/virglrenderer_hw.h?ref_type=heads +enum virgl_renderer_capset { + VIRGL_RENDERER_CAPSET_VIRGL = 1, + VIRGL_RENDERER_CAPSET_VIRGL2 = 2, + /* 3 is reserved for gfxstream */ + VIRGL_RENDERER_CAPSET_VENUS = 4, + /* 5 is reserved for cross-domain */ + VIRGL_RENDERER_CAPSET_DRM = 6, +}; + +/* from src/virtio/vulkan/vn_renderer_virtgpu.c */ +#define VIRTGPU_PCI_VENDOR_ID 0x1af4 +#define VIRTGPU_PCI_DEVICE_ID 0x1050 +#define VIRTGPU_BLOB_MEM_GUEST_VRAM 0x0004 +#define VIRTGPU_PARAM_GUEST_VRAM 9 + +#define ARRAY_SIZE(x) (sizeof(x) / sizeof((x)[0])) + +#define VN_DEBUG(what) true + +typedef enum virt_gpu_result_t { + APIR_SUCCESS = 0, + APIR_ERROR_INITIALIZATION_FAILED = -1, +} virt_gpu_result_t; + + +struct remoting_dev_instance { + int yes; +}; + +#define PRINTFLIKE(f, a) __attribute__ ((format(__printf__, f, a))) + +inline void +vn_log(struct remoting_dev_instance *instance, const char *format, ...) + PRINTFLIKE(2, 3); + + +struct virtgpu { + struct remoting_dev_instance *instance; + + int fd; + + bool has_primary; + int primary_major; + int primary_minor; + int render_major; + int render_minor; + + int bustype; + drmPciBusInfo pci_bus_info; + + uint32_t max_timeline_count; + + struct { + enum virgl_renderer_capset id; + uint32_t version; + struct virgl_renderer_capset_venus data; + } capset; + + uint32_t shmem_blob_mem; + uint32_t bo_blob_mem; + + /* note that we use gem_handle instead of res_id to index because + * res_id is monotonically increasing by default (see + * virtio_gpu_resource_id_get) + */ + struct util_sparse_array shmem_array; + + mtx_t dma_buf_import_mutex; + + bool supports_cross_device; + + /* APIR */ + struct vn_renderer_shmem *reply_shmem; + struct vn_renderer_shmem *data_shmem; +}; + + +static inline int +virtgpu_ioctl(struct virtgpu *gpu, unsigned long request, void *args) +{ + return drmIoctl(gpu->fd, request, args); +} + +struct virtgpu *create_virtgpu(); + +struct vn_cs_encoder *remote_call_prepare( + struct virtgpu *gpu, + ApirCommandType apir_cmd_type, + int32_t cmd_flags); + +uint32_t remote_call( + struct virtgpu *gpu, + struct vn_cs_encoder *enc, + struct vn_cs_decoder **dec, + float max_wait_ms, + long long *call_duration_ns +); + +void remote_call_finish( + struct virtgpu *gpu, + struct vn_cs_encoder *enc, + struct vn_cs_decoder *dec); diff --git a/ggml/src/ggml-sycl/softmax.cpp b/ggml/src/ggml-sycl/softmax.cpp index 83b7c71b6..b41124acc 100644 --- a/ggml/src/ggml-sycl/softmax.cpp +++ b/ggml/src/ggml-sycl/softmax.cpp @@ -277,7 +277,7 @@ static void soft_max_f32_sycl(const float *x, const T *mask, const int id = get_current_device_id(); const size_t smpbo = ggml_sycl_info().devices[id].smpbo; - if (nbytes_shared <= smpbo) { + if (nbytes_shared <= smpbo && ncols_x <= max_block_size) { launch_soft_max_kernels<32, 64, 128, 256, 512, 1024, 2048, 4096>( x, mask, sinks, dst, params, stream, block_dims, block_nums, nbytes_shared); diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index 9f5cdc139..f0913cd35 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -124,6 +124,13 @@ static void ggml_print_backtrace_symbols(void) { int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0])); backtrace_symbols_fd(trace, nptrs, STDERR_FILENO); } +#elif defined(__APPLE__) +#include +static void ggml_print_backtrace_symbols(void) { + void * trace[100]; + int nptrs = backtrace(trace, sizeof(trace)/sizeof(trace[0])); + backtrace_symbols_fd(trace, nptrs, STDERR_FILENO); +} #else static void ggml_print_backtrace_symbols(void) { // platform not supported @@ -135,6 +142,20 @@ void ggml_print_backtrace(void) { if (GGML_NO_BACKTRACE) { return; } +#if defined(__APPLE__) + // On macOS, fork+debugger attachment is problematic due to: + // 1. libdispatch "poisons" forked child processes + // 2. lldb has issues attaching to parent from forked child + // Use simple backtrace() instead to avoid Terminal.app crashes + const char * GGML_BACKTRACE_LLDB = getenv("GGML_BACKTRACE_LLDB"); + if (!GGML_BACKTRACE_LLDB) { + fprintf(stderr, "WARNING: Using native backtrace. Set GGML_BACKTRACE_LLDB for more info.\n"); + fprintf(stderr, "WARNING: GGML_BACKTRACE_LLDB may cause native MacOS Terminal.app to crash.\n"); + fprintf(stderr, "See: https://github.com/ggml-org/llama.cpp/pull/17869\n"); + ggml_print_backtrace_symbols(); + return; + } +#endif #if defined(__linux__) FILE * f = fopen("/proc/self/status", "r"); size_t size = 0; @@ -5239,8 +5260,6 @@ struct ggml_tensor * ggml_flash_attn_ext( if (mask) { GGML_ASSERT(ggml_is_contiguous(mask)); - GGML_ASSERT(mask->ne[1] >= GGML_PAD(q->ne[1], GGML_KQ_MASK_PAD) && - "the Flash-Attention kernel requires the mask to be padded to GGML_KQ_MASK_PAD and at least n_queries big"); //GGML_ASSERT(ggml_can_repeat_rows(mask, qk)); GGML_ASSERT(q->ne[2] % mask->ne[2] == 0); diff --git a/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja b/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja new file mode 100644 index 000000000..beb4d612c --- /dev/null +++ b/models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja @@ -0,0 +1,126 @@ +{#- Default system message if no system prompt is passed. #} +{%- set default_system_message = '# HOW YOU SHOULD THINK AND ANSWER\n\nFirst draft your thinking process (inner monologue) until you arrive at a response. Format your response using Markdown, and use LaTeX for any mathematical equations. Write both your thoughts and the response in the same language as the input.\n\nYour thinking process must follow the template below:[THINK]Your thoughts or/and draft, like working through an exercise on scratch paper. Be as casual and as long as you want until you are confident to generate the response to the user.[/THINK]Here, provide a self-contained response.' %} + +{#- Begin of sequence token. #} +{{- bos_token }} + +{#- Handle system prompt if it exists. #} +{#- System prompt supports text content or text and thinking chunks. #} +{%- if messages[0]['role'] == 'system' %} + {{- '[SYSTEM_PROMPT]' -}} + {%- if messages[0]['content'] is string %} + {{- messages[0]['content'] -}} + {%- else %} + {%- for block in messages[0]['content'] %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] == 'thinking' %} + {{- '[THINK]' + block['thinking'] + '[/THINK]' }} + {%- else %} + {{- raise_exception('Only text and thinking chunks are supported in system message contents.') }} + {%- endif %} + {%- endfor %} + {%- endif %} + {{- '[/SYSTEM_PROMPT]' -}} + {%- set loop_messages = messages[1:] %} +{%- else %} + {%- set loop_messages = messages %} + {%- if default_system_message != '' %} + {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }} + {%- endif %} +{%- endif %} + + +{#- Tools definition #} +{%- set tools_definition = '' %} +{%- set has_tools = false %} +{%- if tools is defined and tools is not none and tools|length > 0 %} + {%- set has_tools = true %} + {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %} + {{- tools_definition }} +{%- endif %} + +{#- Checks for alternating user/assistant messages. #} +{%- set ns = namespace(index=0) %} +{%- for message in loop_messages %} + {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %} + {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %} + {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }} + {%- endif %} + {%- set ns.index = ns.index + 1 %} + {%- endif %} +{%- endfor %} + +{#- Handle conversation messages. #} +{%- for message in loop_messages %} + + {#- User messages supports text content or text and image chunks. #} + {%- if message['role'] == 'user' %} + {%- if message['content'] is string %} + {{- '[INST]' + message['content'] + '[/INST]' }} + {%- elif message['content'] | length > 0 %} + {{- '[INST]' }} + {%- if message['content'] | length == 2 %} + {%- set blocks = message['content'] | sort(attribute='type') %} + {%- else %} + {%- set blocks = message['content'] %} + {%- endif %} + {%- for block in blocks %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] in ['image', 'image_url'] %} + {{- '[IMG]' }} + {%- else %} + {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }} + {%- endif %} + {%- endfor %} + {{- '[/INST]' }} + {%- else %} + {{- raise_exception('User message must have a string or a list of chunks in content') }} + {%- endif %} + + {#- Assistant messages supports text content or text, image and thinking chunks. #} + {%- elif message['role'] == 'assistant' %} + {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %} + {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }} + {%- endif %} + + {%- if message['content'] is string and message['content'] != '' %} + {{- message['content'] }} + {%- elif message['content'] | length > 0 %} + {%- for block in message['content'] %} + {%- if block['type'] == 'text' %} + {{- block['text'] }} + {%- elif block['type'] == 'thinking' %} + {{- '[THINK]' + block['thinking'] + '[/THINK]' }} + {%- else %} + {{- raise_exception('Only text and thinking chunks are supported in assistant message contents.') }} + {%- endif %} + {%- endfor %} + {%- endif %} + + {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %} + {%- for tool in message['tool_calls'] %} + {{- '[TOOL_CALLS]' }} + {%- set name = tool['function']['name'] %} + {%- set arguments = tool['function']['arguments'] %} + {%- if arguments is not string %} + {%- set arguments = arguments|tojson|safe %} + {%- elif arguments == '' %} + {%- set arguments = '{}' %} + {%- endif %} + {{- name + '[ARGS]' + arguments }} + {%- endfor %} + {%- endif %} + + {{- eos_token }} + + {#- Tool messages only supports text content. #} + {%- elif message['role'] == 'tool' %} + {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }} + + {#- Raise exception for unsupported roles. #} + {%- else %} + {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }} + {%- endif %} +{%- endfor %} diff --git a/podman_compile.sh b/podman_compile.sh new file mode 100755 index 000000000..c586222ec --- /dev/null +++ b/podman_compile.sh @@ -0,0 +1,57 @@ +#! /bin/bash + + +set -o pipefail +set -o errexit +set -o nounset +set -o errtrace + +opts="" +opts="$opts --device /dev/dri " + +what=${1:-} +if [[ -z "$what" ]]; then + what=remoting +fi + +cmd="bash ./build.$what.sh" + +if [[ $(arch) == x86_64 ]]; then + exec $cmd +fi +IMAGE=quay.io/crcont/remoting:v0.12.0-apir.rc3_apir.b5709-remoting-0.1.6_b2 + +SSH_PORT=$(podman machine inspect | jq .[0].SSHConfig.Port) +SECONDS=0 + +echo "Waiting for the machine to be available ..." + +while ! (ssh core@127.0.0.1 -p$SSH_PORT 2>&1 || true) | grep "Permission denied"; do + had_to_wait=1 + sleep 1 +done +while ! podman ps >/dev/null 2>/dev/null; do + echo "Waiting for podman to be available ..." + had_to_wait=1 + sleep 1 +done + +echo "Ready after ${SECONDS}s" + +POD_NAME=mac_ai_compiling + +set -x +podman run \ +--name $POD_NAME \ +--user root:root \ +--cgroupns host \ +--security-opt label=disable \ +--env HOME="$HOME" \ +--env PERF_MODE="${PERF_MODE:-}" \ +--env BENCH_MODE="${BENCH_MODE:-}" \ +-v "$HOME":"$HOME" \ +-w "$PWD" \ +-it --rm \ +$opts \ +$IMAGE \ +$cmd diff --git a/prepare.backend.sh b/prepare.backend.sh new file mode 100755 index 000000000..1f7bfd97f --- /dev/null +++ b/prepare.backend.sh @@ -0,0 +1,18 @@ +if [[ "${PERF_MODE:-}" ]]; then + FLAVOR="-prod" +else + FLAVOR="" +fi + +cmake -S . -B ../build.remoting-backend$FLAVOR \ + -DGGML_REMOTINGBACKEND=ON \ + -DGGML_NATIVE=OFF \ + -DGGML_METAL=ON \ + -DCMAKE_BUILD_TYPE=Debug \ + -DGGML_BACKEND_DL=OFF \ + -DLLAMA_CURL=OFF \ + -DGGML_VULKAN=OFF -DVulkan_INCLUDE_DIR=/opt/homebrew/include/ -DVulkan_LIBRARY=/opt/homebrew/lib/libMoltenVK.dylib \ + "$@" + + +# diff --git a/prepare.krun.sh b/prepare.krun.sh new file mode 100755 index 000000000..fa158d0d0 --- /dev/null +++ b/prepare.krun.sh @@ -0,0 +1,10 @@ +cmake -S . -B ../build.remoting-frontend \ + -DGGML_REMOTINGFRONTEND=ON \ + -DGGML_REMOTINGBACKEND=ON \ + -DGGML_VULKAN=ON \ + -DGGML_CPU_ARM_ARCH=native \ + -DGGML_NATIVE=OFF \ + -DGGML_OPENMP=OFF \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=Debug \ + "$@" diff --git a/prepare.linux.sh b/prepare.linux.sh new file mode 100755 index 000000000..9f57adb75 --- /dev/null +++ b/prepare.linux.sh @@ -0,0 +1,7 @@ +cmake -S . \ + -B ../build.vulkan-linux \ + -DGGML_VULKAN=ON \ + -DGGML_NATIVE=OFF \ + -DGGML_METAL=OFF \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=Debug diff --git a/prepare.remoting.sh b/prepare.remoting.sh new file mode 100755 index 000000000..5ab734704 --- /dev/null +++ b/prepare.remoting.sh @@ -0,0 +1,8 @@ +cmake -S . -B ../build.remoting-frontend \ + -DGGML_REMOTINGFRONTEND=ON \ + -DGGML_CPU_ARM_ARCH=native \ + -DGGML_NATIVE=OFF \ + -DGGML_OPENMP=OFF \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=Debug \ + "$@" diff --git a/prepare.sh b/prepare.sh new file mode 100644 index 000000000..2fb46cefd --- /dev/null +++ b/prepare.sh @@ -0,0 +1 @@ +cmake -S . -B ./build -DGGML_VULKAN=ON -DGGML_NATIVE=OFF -DGGML_METAL=OFF #-DCMAKE_BUILD_TYPE=Debug #-DGGML_VULKAN_DEBUG=1 diff --git a/prepare.vulkan.sh b/prepare.vulkan.sh new file mode 100644 index 000000000..c12b0abe0 --- /dev/null +++ b/prepare.vulkan.sh @@ -0,0 +1,7 @@ +cmake -S . \ + -B ../build.vulkan \ + -DGGML_VULKAN=ON \ + -DGGML_NATIVE=OFF \ + -DGGML_METAL=OFF \ + -DLLAMA_CURL=OFF \ + -DCMAKE_BUILD_TYPE=Debug diff --git a/run.krun.sh b/run.krun.sh new file mode 100755 index 000000000..cb262a333 --- /dev/null +++ b/run.krun.sh @@ -0,0 +1,65 @@ +#! /bin/bash +if [[ ${1:-} == "strace" ]]; then + prefix="strace" +elif [[ ${1:-} == "gdb" ]]; then + prefix="gdb -ix .gdbinit --args" +elif [[ ${1:-} == "gdbr" ]]; then + prefix="gdb -ex='set confirm on' -ex=run -ex=quit --args" +else + prefix="" +fi + +MODEL_HOME="$HOME/models" +MODEL=llama3.2 + +export GGML_DISABLE_VULKAN=1 +export LD_LIBRARY_PATH=$PWD/../build.remoting-frontend/bin + +LLAMA_BUILD_DIR=../build.remoting-frontend/ +set -x +if [[ "${BENCH_MODE:-}" == "server" ]]; then + cat < n_ctx_train (%u) -- possible training context overflow\n", __func__, cparams.n_ctx_seq, hparams.n_ctx_train); } - +*/ if (!hparams.vocab_only) { // GPU backends for (auto * dev : model.devices) { diff --git a/src/llama-graph.cpp b/src/llama-graph.cpp index 43620df78..6cf9a883a 100644 --- a/src/llama-graph.cpp +++ b/src/llama-graph.cpp @@ -385,7 +385,7 @@ bool llm_graph_input_attn_kv::can_reuse(const llm_graph_params & params) { //res &= self_v_idxs->ne[0] == params.ubatch.n_tokens; // TODO: need to move this to the unified cache and check there res &= self_kq_mask->ne[0] == mctx->get_n_kv(); - res &= self_kq_mask->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask->ne[1] == params.ubatch.n_tokens; return res; } @@ -416,10 +416,10 @@ bool llm_graph_input_attn_kv_iswa::can_reuse(const llm_graph_params & params) { //res &= self_v_idxs_swa->ne[0] == params.ubatch.n_tokens; // TODO: need to move this to the unified cache and check there res &= self_kq_mask->ne[0] == mctx->get_base()->get_n_kv(); - res &= self_kq_mask->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask->ne[1] == params.ubatch.n_tokens; res &= self_kq_mask_swa->ne[0] == mctx->get_swa()->get_n_kv(); - res &= self_kq_mask_swa->ne[1] == GGML_PAD(params.ubatch.n_tokens, GGML_KQ_MASK_PAD); + res &= self_kq_mask_swa->ne[1] == params.ubatch.n_tokens; return res; } @@ -452,7 +452,7 @@ void llm_graph_input_attn_cross::set_input(const llama_ubatch * ubatch) { } } - for (int i = n_tokens; i < GGML_PAD(n_tokens, GGML_KQ_MASK_PAD); ++i) { + for (int i = n_tokens; i < n_tokens; ++i) { for (int j = 0; j < n_enc; ++j) { data[h*(n_enc*n_tokens) + i*n_enc + j] = -INFINITY; } @@ -1470,13 +1470,13 @@ llm_graph_input_attn_no_cache * llm_graph_context::build_attn_inp_no_cache() con auto inp = std::make_unique(hparams, cparams); // note: there is no KV cache, so the number of KV values is equal to the number of tokens in the batch - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens, 1, 1); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; if (hparams.swa_type != LLAMA_SWA_TYPE_NONE) { - inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_tokens, n_tokens, 1, 1); ggml_set_input(inp->self_kq_mask_swa); inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa; @@ -1558,7 +1558,7 @@ static std::unique_ptr build_attn_inp_kv_impl( inp->self_k_idxs = mctx_cur->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; @@ -1701,7 +1701,7 @@ llm_graph_input_attn_cross * llm_graph_context::build_attn_inp_cross() const { const int32_t n_enc = !cross->v_embd.empty() ? cross->n_enc : hparams.n_ctx_train; - inp->cross_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_enc, GGML_PAD(n_tokens, GGML_KQ_MASK_PAD), 1, 1); + inp->cross_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_enc, n_tokens, 1, 1); ggml_set_input(inp->cross_kq_mask); inp->cross_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->cross_kq_mask, GGML_TYPE_F16) : inp->cross_kq_mask; @@ -1767,7 +1767,7 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs = mctx_cur->get_base()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs = mctx_cur->get_base()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask); inp->self_kq_mask_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask, GGML_TYPE_F16) : inp->self_kq_mask; @@ -1781,7 +1781,7 @@ llm_graph_input_attn_kv_iswa * llm_graph_context::build_attn_inp_kv_iswa() const inp->self_k_idxs_swa = mctx_cur->get_swa()->build_input_k_idxs(ctx0, ubatch); inp->self_v_idxs_swa = mctx_cur->get_swa()->build_input_v_idxs(ctx0, ubatch); - inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, GGML_PAD(n_tokens/n_stream, GGML_KQ_MASK_PAD), 1, n_stream); + inp->self_kq_mask_swa = ggml_new_tensor_4d(ctx0, GGML_TYPE_F32, n_kv, n_tokens/n_stream, 1, n_stream); ggml_set_input(inp->self_kq_mask_swa); inp->self_kq_mask_swa_cnv = cparams.flash_attn ? ggml_cast(ctx0, inp->self_kq_mask_swa, GGML_TYPE_F16) : inp->self_kq_mask_swa; diff --git a/src/llama-kv-cache.cpp b/src/llama-kv-cache.cpp index e26385a1f..b70238d1a 100644 --- a/src/llama-kv-cache.cpp +++ b/src/llama-kv-cache.cpp @@ -123,7 +123,9 @@ llama_kv_cache::llama_kv_cache( dev_name = ggml_backend_dev_name(dev); } + /* LLAMA_LOG_DEBUG("%s: layer %3d: dev = %s\n", __func__, il, dev_name); + */ ggml_context * ctx = ctx_for_buft(buft); if (!ctx) { @@ -1232,8 +1234,7 @@ void llama_kv_cache::set_input_kq_mask(ggml_tensor * dst, const llama_ubatch * u GGML_ASSERT(n_tokens%n_stream == 0); // n_tps == n_tokens_per_stream - const int64_t n_tps = n_tokens/n_stream; - const int64_t n_tps_pad = GGML_PAD(n_tps, GGML_KQ_MASK_PAD); + const int64_t n_tps = n_tokens/n_stream; std::fill(data, data + ggml_nelements(dst), -INFINITY); @@ -1266,7 +1267,7 @@ void llama_kv_cache::set_input_kq_mask(ggml_tensor * dst, const llama_ubatch * u const llama_pos p1_x = is_2d ? ubatch->pos[i + ubatch->n_tokens*2] : 0; const llama_pos p1_y = is_2d ? ubatch->pos[i + ubatch->n_tokens] : 0; - const uint64_t idst = n_kv*(h*n_stream*n_tps_pad + s*n_tps_pad + ii); + const uint64_t idst = n_kv*(h*n_stream*n_tps + s*n_tps + ii); for (uint32_t j = 0; j < n_kv; ++j) { if (cells.is_empty(j)) { diff --git a/src/llama-model-loader.cpp b/src/llama-model-loader.cpp index aa3a65f87..2a0c5d1de 100644 --- a/src/llama-model-loader.cpp +++ b/src/llama-model-loader.cpp @@ -679,7 +679,7 @@ llama_model_loader::llama_model_loader( } } - LLAMA_LOG_INFO("%s: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n", __func__); + //LLAMA_LOG_INFO("%s: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n", __func__); for (int i = 0; i < n_kv; i++) { const char * name = gguf_get_key(meta.get(), i); @@ -696,7 +696,7 @@ llama_model_loader::llama_model_loader( } replace_all(value, "\n", "\\n"); - LLAMA_LOG_INFO("%s: - kv %3d: %42s %-16s = %s\n", __func__, i, name, type_name.c_str(), value.c_str()); + //LLAMA_LOG_INFO("%s: - kv %3d: %42s %-16s = %s\n", __func__, i, name, type_name.c_str(), value.c_str()); } // print type counts @@ -705,7 +705,7 @@ llama_model_loader::llama_model_loader( continue; } - LLAMA_LOG_INFO("%s: - type %4s: %4d tensors\n", __func__, ggml_type_name(kv.first), kv.second); + //LLAMA_LOG_INFO("%s: - type %4s: %4d tensors\n", __func__, ggml_type_name(kv.first), kv.second); } } @@ -790,7 +790,7 @@ const struct ggml_tensor * llama_model_loader::check_tensor_dims(const std::stri } struct ggml_tensor * llama_model_loader::create_tensor(struct ggml_context * ctx, const std::string & name, const std::initializer_list & ne, int flags) { - LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, name.c_str()); + //LLAMA_LOG_DEBUG("%s: loading tensor %s\n", __func__, name.c_str()); const struct ggml_tensor * cur = check_tensor_dims(name, ne, !(flags & TENSOR_NOT_REQUIRED)); if (cur == NULL) { @@ -1157,6 +1157,7 @@ std::string llama_model_loader::ftype_name() const { } void llama_model_loader::print_info() const { + return; LLAMA_LOG_INFO("%s: file format = %s\n", __func__, llama_file_version_name(fver)); LLAMA_LOG_INFO("%s: file type = %s\n", __func__, llama_model_ftype_name(ftype).c_str()); if (n_bytes < GiB) { diff --git a/src/llama-model.cpp b/src/llama-model.cpp index e09d59e2c..4d730aa95 100644 --- a/src/llama-model.cpp +++ b/src/llama-model.cpp @@ -120,6 +120,7 @@ const char * llm_type_name(llm_type type) { case LLM_TYPE_16B_A1B: return "16B.A1B"; case LLM_TYPE_21B_A3B: return "21B.A3B"; case LLM_TYPE_30B_A3B: return "30B.A3B"; + case LLM_TYPE_80B_A3B: return "80B.A3B"; case LLM_TYPE_100B_A6B: return "100B.A6B"; case LLM_TYPE_106B_A12B: return "106B.A12B"; case LLM_TYPE_230B_A10B: return "230B.A10B"; @@ -1606,8 +1607,9 @@ void llama_model::load_hparams(llama_model_loader & ml) { ml.get_key(LLM_KV_EXPERT_SHARED_COUNT, hparams.n_expert_shared); ml.get_key(LLM_KV_EXPERT_WEIGHTS_SCALE, hparams.expert_weights_scale); - switch (hparams.n_layer) { - case 28: type = LLM_TYPE_20B; break; + switch (hparams.n_ff_exp) { + case 1408: type = LLM_TYPE_16B; break; + case 1792: type = LLM_TYPE_20B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2256,7 +2258,7 @@ void llama_model::load_hparams(llama_model_loader & ml) { } switch (hparams.n_layer) { - case 80: type = LLM_TYPE_80B_A3B; break; + case 48: type = LLM_TYPE_80B_A3B; break; default: type = LLM_TYPE_UNKNOWN; } } break; @@ -2372,12 +2374,12 @@ bool llama_model::load_tensors(llama_model_loader & ml) { auto get_layer_buft_list = [&](int il) -> llama_model::impl::layer_dev { const bool is_swa = il < (int) hparams.n_layer && hparams.is_swa(il); if (il < i_gpu_start || (il - i_gpu_start) >= act_gpu_layers) { - LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(cpu_dev), is_swa); + //LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(cpu_dev), is_swa); return {cpu_dev, &pimpl->cpu_buft_list}; } const int layer_gpu = std::upper_bound(splits.begin(), splits.begin() + n_devices(), float(il - i_gpu_start)/act_gpu_layers) - splits.begin(); auto * dev = devices.at(layer_gpu); - LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(dev), is_swa); + //LLAMA_LOG_DEBUG("load_tensors: layer %3d assigned to device %s, is_swa = %d\n", il, ggml_backend_dev_name(dev), is_swa); return {dev, &pimpl->gpu_buft_list.at(dev)}; }; @@ -6736,6 +6738,7 @@ uint64_t llama_model::n_elements() const { } void llama_model::print_info() const { + return; const std::string rope_scaling_type = llama_rope_scaling_type_name(hparams.rope_scaling_type_train); auto print_f = [](const std::function & f, uint32_t n) { diff --git a/src/llama-vocab.cpp b/src/llama-vocab.cpp index e2cca66e4..da6533ae5 100644 --- a/src/llama-vocab.cpp +++ b/src/llama-vocab.cpp @@ -2373,8 +2373,8 @@ void llama_vocab::impl::load(llama_model_loader & ml, const LLM_KV & kv) { } else { // token is control, but not marked as EOG -> print a debug log if (id_to_token[t.second].attr & LLAMA_TOKEN_ATTR_CONTROL && special_eog_ids.count(t.second) == 0) { - LLAMA_LOG_DEBUG("%s: control token: %6d '%s' is not marked as EOG\n", - __func__, t.second, t.first.c_str()); + //LLAMA_LOG_DEBUG("%s: control token: %6d '%s' is not marked as EOG\n", + // __func__, t.second, t.first.c_str()); } } } @@ -3220,6 +3220,7 @@ int32_t llama_vocab::impl::detokenize( } void llama_vocab::impl::print_info() const { + return; LLAMA_LOG_INFO("%s: vocab type = %s\n", __func__, type_name().c_str()); LLAMA_LOG_INFO("%s: n_vocab = %u\n", __func__, vocab.n_tokens()); LLAMA_LOG_INFO("%s: n_merges = %u\n", __func__, (uint32_t) bpe_ranks.size()); @@ -3584,6 +3585,7 @@ std::string llama_vocab::detokenize(const std::vector & tokens, boo } void llama_vocab::print_info() const { + return; pimpl->print_info(); } diff --git a/tests/test-backend-ops.cpp b/tests/test-backend-ops.cpp index 2e94a53da..7be1f6603 100644 --- a/tests/test-backend-ops.cpp +++ b/tests/test-backend-ops.cpp @@ -5875,7 +5875,7 @@ struct test_flash_attn_ext : public test_case { ggml_tensor * m = nullptr; if (mask) { - m = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, kv, GGML_PAD(nb, GGML_KQ_MASK_PAD), 1, nr23[1]); + m = ggml_new_tensor_4d(ctx, GGML_TYPE_F16, kv, nb, 1, nr23[1]); ggml_set_name(m, "m"); } @@ -6253,6 +6253,31 @@ struct test_solve_tri : public test_case { } }; +// GGML_OP_DIAG +struct test_diag : public test_case { + const ggml_type type; + const std::array ne; + + std::string vars() override { return VARS_TO_STR2(type, ne); } + + test_diag(ggml_type type = GGML_TYPE_F32, + std::array ne = { 10, 1, 4, 3 }) + : type(type), ne(ne) {} + + ggml_tensor * build_graph(ggml_context * ctx) override { + GGML_ASSERT(ne[1] == 1); + ggml_tensor * a = ggml_new_tensor_4d(ctx, type, ne[0], ne[1], ne[2], ne[3]); + ggml_set_param(a); + ggml_set_name(a, "a"); + + ggml_tensor * out = ggml_diag(ctx, a); + ggml_set_name(out, "out"); + + return out; + } +}; + + enum llm_norm_type { LLM_NORM, LLM_NORM_RMS, @@ -7826,6 +7851,10 @@ static std::vector> make_test_cases_eval() { test_cases.emplace_back(new test_fill(-152.0f, GGML_TYPE_F32, { 800, 600, 4, 4 })); test_cases.emplace_back(new test_fill(3.5f, GGML_TYPE_F32, { 2048, 512, 2, 2 })); + test_cases.emplace_back(new test_diag()); + test_cases.emplace_back(new test_diag(GGML_TYPE_F32, { 79, 1, 19, 13 })); + test_cases.emplace_back(new test_diag(GGML_TYPE_F32, { 256, 1, 8, 16 })); + test_cases.emplace_back(new test_solve_tri()); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 11, 11, 1, 1 }, { 5, 11, 1, 1 })); test_cases.emplace_back(new test_solve_tri(GGML_TYPE_F32, { 17, 17, 2, 4 }, { 9, 17, 2, 4 })); @@ -8164,6 +8193,13 @@ static std::vector> make_test_cases_perf() { } } + // Examples from granite-4.0-h-1b/ggml-model-Q8_0.gguf + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {515, 3328, 1, 1}, {4, 3328, 1, 1})); // prefill + test_cases.emplace_back(new test_ssm_conv(GGML_TYPE_F32, {4, 3328, 1, 1}, {4, 3328, 1, 1})); // generate + test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 128, 64, 48, 1, 512, 1)); // prefill + test_cases.emplace_back(new test_ssm_scan(GGML_TYPE_F32, 128, 64, 48, 1, 1, 1)); // generate + + return test_cases; } diff --git a/tests/test-barrier.cpp b/tests/test-barrier.cpp index 04c27761d..61f73adfd 100644 --- a/tests/test-barrier.cpp +++ b/tests/test-barrier.cpp @@ -11,19 +11,7 @@ #define MAX_NARGS 2 -int main(int argc, char *argv[]) { - - int n_threads = std::max(1, std::min(4, (int) std::thread::hardware_concurrency())); - int n_rounds = 100; - - if (argc > 1) { - n_threads = std::atoi(argv[1]); - } - - if (argc > 2) { - n_rounds = std::atoi(argv[2]); - } - +static void test_barrier(int n_threads, int n_rounds) { struct ggml_init_params params = { /* .mem_size = */ 1024*1024*1024, /* .mem_buffer = */ NULL, @@ -56,7 +44,7 @@ int main(int argc, char *argv[]) { exit(1); } - // Create compute plan + // The test runs with constant number of threads struct ggml_cplan cplan = ggml_graph_plan(gf, n_threads, threadpool); std::vector work_data(cplan.work_size); @@ -89,6 +77,160 @@ int main(int argc, char *argv[]) { ggml_threadpool_free(threadpool); ggml_free(ctx); +} + +static void test_active(int n_threads, int n_rounds) { + struct ggml_init_params params = { + /* .mem_size = */ 1024*1024*1024, + /* .mem_buffer = */ NULL, + /* .no_alloc = */ false, + }; + + struct ggml_context * ctx = ggml_init(params); + + // Create graph + struct ggml_cgraph * gf = ggml_new_graph(ctx); + + // Small graph with, parallel ops with barriers + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 64); + for (int i = 0; i < 2; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 64, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 64); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf, out); + int n_nodes = ggml_graph_n_nodes(gf); + + // Create threadpool + struct ggml_threadpool_params tpp = ggml_threadpool_params_default(n_threads); + struct ggml_threadpool* threadpool = ggml_threadpool_new(&tpp); + if (!threadpool) { + fprintf(stderr, "threadpool create failed : n_threads %d\n", n_threads); + exit(1); + } + + std::cerr << "graph-compute with" + << "\n n_threads: " << n_threads + << "\n n_nodes: " << n_nodes + << "\n n_rounds: " << n_rounds + << "\n"; + // ggml_graph_print(gf); + + // In this test we keep changing the number of threads every 4th iteration + // to test for race conditions in that path + + for (int i=0; i < n_rounds; i++) { + struct ggml_cplan cplan = ggml_graph_plan(gf, (i % 4) == 0 ? 1 : n_threads, threadpool); + + std::vector work_data(cplan.work_size); + cplan.work_data = work_data.data(); + + ggml_graph_compute(gf, &cplan); + } + + ggml_threadpool_free(threadpool); + ggml_free(ctx); +} + +static void test_multi_graph(int n_threads, int n_rounds) { + struct ggml_init_params params = { + /* .mem_size = */ 1024*1024*1024, + /* .mem_buffer = */ NULL, + /* .no_alloc = */ false, + }; + + struct ggml_context * ctx = ggml_init(params); + + // Create graphs + struct ggml_cgraph * gf0 = ggml_new_graph(ctx); + { + // Small graph with parallel ops with barriers + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 64); + for (int i = 0; i < 2; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 64, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 64); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf0, out); + } + + struct ggml_cgraph * gf1 = ggml_new_graph(ctx); + { + // Small graph with parallel ops with barriers + // Use larger tensors to make sure work_data size is larger than gf0 + struct ggml_tensor * out = ggml_new_tensor_1d(ctx, GGML_TYPE_F32, 256); + for (int i = 0; i < 4; i++) { + struct ggml_tensor * a = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 256, 128); + out = ggml_mul_mat(ctx, a, out); + + struct ggml_tensor * d = ggml_new_tensor_2d(ctx, GGML_TYPE_Q4_0, 128, 256); + out = ggml_mul_mat(ctx, d, out); + } + + ggml_build_forward_expand(gf1, out); + } + + + // Create threadpool + struct ggml_threadpool_params tpp = ggml_threadpool_params_default(n_threads); + struct ggml_threadpool* threadpool = ggml_threadpool_new(&tpp); + if (!threadpool) { + fprintf(stderr, "threadpool create failed : n_threads %d\n", n_threads); + exit(1); + } + + std::cerr << "graph-compute with" + << "\n gf0 n_nodes: " << ggml_graph_n_nodes(gf0) + << "\n gf1 n_nodes: " << ggml_graph_n_nodes(gf1) + << "\n n_threads: " << n_threads + << "\n n_rounds: " << n_rounds + << "\n"; + + // In this test we keep changing the number of threads every 4th iteration + // and we compute two graphs back to back to test graph frequent graph switching + + for (int i=0; i < n_rounds; i++) { + struct ggml_cplan cplan0 = ggml_graph_plan(gf0, (i % 4) == 0 ? 1 : n_threads, threadpool); + std::vector work_data0(cplan0.work_size); + cplan0.work_data = work_data0.data(); + + struct ggml_cplan cplan1 = ggml_graph_plan(gf1, (i % 4) == 0 ? 1 : n_threads, threadpool); + std::vector work_data1(cplan1.work_size); + cplan1.work_data = work_data1.data(); + + ggml_graph_compute(gf0, &cplan0); + ggml_graph_compute(gf1, &cplan1); + } + + ggml_threadpool_free(threadpool); + ggml_free(ctx); +} + + +int main(int argc, char *argv[]) { + + int n_threads = std::max(1, std::min(4, (int) std::thread::hardware_concurrency())); + int n_rounds = 100; + + if (argc > 1) { + n_threads = std::atoi(argv[1]); + } + + if (argc > 2) { + n_rounds = std::atoi(argv[2]); + } + + test_barrier(n_threads, n_rounds); + + test_active(n_threads, n_rounds * 100); + + test_multi_graph(n_threads, n_rounds * 10); return 0; } diff --git a/tests/test-chat.cpp b/tests/test-chat.cpp index f765bda62..007929f51 100644 --- a/tests/test-chat.cpp +++ b/tests/test-chat.cpp @@ -539,6 +539,71 @@ const common_chat_msg message_assist_call_python_lines = simple_assist const common_chat_msg message_assist_call_python_lines_unclosed = simple_assist_msg("", "", "python", "{\"code\":\"# This is a program:\\nprint('hey')"); const common_chat_msg message_assist_call_code_interpreter = simple_assist_msg("", "", "code_interpreter", "{\"code\":\"print('hey')\"}"); +// Use for PEG parser implementations +struct peg_test_case { + common_chat_templates_inputs params; + std::string input; + common_chat_msg expect; +}; + +struct make_peg_parser { + common_chat_params params_; + common_peg_arena arena_; + + make_peg_parser(common_chat_templates * tmpls, const common_chat_templates_inputs & inputs) { + params_ = common_chat_templates_apply(tmpls, inputs); + arena_.load(params_.parser); + } + + common_chat_msg parse(const std::string & msg, bool is_partial) { + return common_chat_peg_parse(arena_, msg, is_partial, /* syntax = */ {params_.format}); + } +}; + +static void test_peg_parser(common_chat_templates * tmpls, const std::function & init) { + peg_test_case tc; + init(tc); + if (tc.params.messages.empty()) { + tc.params.messages = {message_user}; + } + if (tc.expect.role.empty()) { + tc.expect.role = "assistant"; + } + + auto parser = make_peg_parser(tmpls, tc.params); + + common_chat_msg msg_accum; + common_chat_msg msg_prev; + msg_accum.role = msg_prev.role = "assistant"; + + for (size_t i = 1; i <= tc.input.size(); ++i) { + auto is_partial = i < tc.input.size(); + common_chat_msg msg_current = parser.parse(tc.input.substr(0, i), is_partial); + + for (const auto & diff : common_chat_msg_diff::compute_diffs(msg_prev, msg_current)) { + if (!diff.reasoning_content_delta.empty()) { + msg_accum.reasoning_content += diff.reasoning_content_delta; + } + if (!diff.content_delta.empty()) { + msg_accum.content += diff.content_delta; + } + if (diff.tool_call_index != std::string::npos) { + if (!diff.tool_call_delta.name.empty()) { + msg_accum.tool_calls.push_back({diff.tool_call_delta.name, "", ""}); + } + if (!diff.tool_call_delta.arguments.empty()) { + msg_accum.tool_calls.back().arguments += diff.tool_call_delta.arguments; + } + } + } + assert_msg_equals(msg_current, msg_accum, true); + msg_prev = msg_current; + } + + assert_msg_equals(tc.expect, parser.parse(tc.input, false), true); + assert_msg_equals(tc.expect, msg_accum, true); +} + static void test_msgs_oaicompat_json_conversion() { printf("[%s]\n", __func__); std::vector msgs{ @@ -3434,7 +3499,95 @@ Hey there!<|im_end|> auto grammar = build_grammar(params.grammar); GGML_ASSERT(grammar && "Failed to build Qwen3-Coder grammar with union types"); } +} + +static void test_template_output_peg_parsers() { + printf("[%s]\n", __func__); + + // JSON schemas + const char * invoice_schema = R"({ + "type": "object", + "properties": { + "amount": {"type": "number"}, + "date": {"type": "string"} + } + })"; + + { + // Ministral-3-14B-Reasoning-2512 + auto tmpls = read_templates("models/templates/mistralai-Ministral-3-14B-Reasoning-2512.jinja"); + + // Test basic message + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "Hello, world!\nWhat's up?"; + t.expect = message_assist; + }); + + // Test basic message and reasoning with reasoning_format = none + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + t.expect.content = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + }); + // Test basic message and reasoning with reasoning_format = auto + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]Hello, world!\nWhat's up?"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + + t.expect = message_assist_thoughts; + }); + + // Test tool call + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.tools = {special_function_tool}; + + t.expect = message_assist_call; + }); + + // Test tool call with reasoning + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I'm\nthinking[/THINK]" + R"([TOOL_CALLS]special_function[ARGS]{"arg1":1})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.tools = {special_function_tool}; + + t.expect = message_assist_call_thoughts; + }); + + // Test parallel tool calls + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = R"([TOOL_CALLS]special_function[ARGS]{"arg1": 1})" + R"([TOOL_CALLS]special_function_with_opt[ARGS]{"arg1": 1, "arg2": 2})"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.parallel_tool_calls = true; + t.params.tools = {special_function_tool, special_function_tool_with_optional_param}; + + t.expect.tool_calls = {{ + /* .name = */ "special_function", + /* .arguments = */ R"({"arg1": 1})", + /* .id = */ {}, + }, { + /* .name = */ "special_function_with_opt", + /* .arguments = */ R"({"arg1": 1, "arg2": 2})", + /* .id = */ {}, + }}; + }); + + // Test response format + test_peg_parser(tmpls.get(), [&](auto & t) { + t.input = "[THINK]I need to output the invoice details in JSON[/THINK]" + "```json\n" + R"({"amount": 123.45, "date": "2025-12-03"})" + "\n```"; + t.params.reasoning_format = COMMON_REASONING_FORMAT_AUTO; + t.params.json_schema = invoice_schema; + + t.expect.reasoning_content = "I need to output the invoice details in JSON"; + t.expect.content =R"({"amount": 123.45, "date": "2025-12-03"})"; + }); + } } static void test_msg_diffs_compute() { @@ -3560,6 +3713,7 @@ int main(int argc, char ** argv) { test_msgs_oaicompat_json_conversion(); test_tools_oaicompat_json_conversion(); test_template_output_parsers(); + test_template_output_peg_parsers(); std::cout << "\n[chat] All tests passed!" << '\n'; } return 0; diff --git a/tests/test-lora-conversion-inference.sh b/tests/test-lora-conversion-inference.sh index 0255494b8..e7d677693 100755 --- a/tests/test-lora-conversion-inference.sh +++ b/tests/test-lora-conversion-inference.sh @@ -79,19 +79,19 @@ run_conversion_and_inference_lora() { # Run inference echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli without lora for $model_name with hidden_size $hidden_size..." - OUTPUT_BASE=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ + echo "Running llama-completion without lora for $model_name with hidden_size $hidden_size..." + OUTPUT_BASE=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ -p "$EXPECTED_BASE_FIRST_WORD" -n 50 --seed 42 --temp 0) echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli with hot lora for $model_name with hidden_size $hidden_size..." - OUTPUT_LORA_HOT=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ + echo "Running llama-completion with hot lora for $model_name with hidden_size $hidden_size..." + OUTPUT_LORA_HOT=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32.gguf \ --lora $MODELS_REPO/$model_name/hidden_size=$hidden_size/lora/Lora-F32-LoRA.gguf \ -p "$EXPECTED_LORA_FIRST_WORD" -n 50 --seed 42 --temp 0) echo -e "\n\n---------------------------\n\n" - echo "Running llama-cli with merged lora for $model_name with hidden_size $hidden_size..." - OUTPUT_LORA_MERGED=$(./llama-cli -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32-lora-merged.gguf \ + echo "Running llama-completion with merged lora for $model_name with hidden_size $hidden_size..." + OUTPUT_LORA_MERGED=$(./llama-completion -no-cnv -m $MODELS_REPO/$model_name/hidden_size=$hidden_size/base/Base-F32-lora-merged.gguf \ -p "$EXPECTED_LORA_FIRST_WORD" -n 50 --seed 42 --temp 0) # Remove any initial white space diff --git a/tools/CMakeLists.txt b/tools/CMakeLists.txt index d64956b84..43a0e8194 100644 --- a/tools/CMakeLists.txt +++ b/tools/CMakeLists.txt @@ -18,7 +18,8 @@ else() add_subdirectory(gguf-split) add_subdirectory(imatrix) add_subdirectory(llama-bench) - add_subdirectory(main) + add_subdirectory(cli) + add_subdirectory(completion) add_subdirectory(perplexity) add_subdirectory(quantize) if (LLAMA_BUILD_SERVER) diff --git a/tools/cli/CMakeLists.txt b/tools/cli/CMakeLists.txt new file mode 100644 index 000000000..b08fff4c2 --- /dev/null +++ b/tools/cli/CMakeLists.txt @@ -0,0 +1,10 @@ +set(TARGET llama-cli) +add_executable(${TARGET} cli.cpp) +target_link_libraries(${TARGET} PRIVATE server-context PUBLIC common ${CMAKE_THREAD_LIBS_INIT}) +target_compile_features(${TARGET} PRIVATE cxx_std_17) + +include_directories(../server) + +if(LLAMA_TOOLS_INSTALL) + install(TARGETS ${TARGET} RUNTIME) +endif() diff --git a/tools/cli/cli.cpp b/tools/cli/cli.cpp new file mode 100644 index 000000000..8a8639207 --- /dev/null +++ b/tools/cli/cli.cpp @@ -0,0 +1,395 @@ +#include "common.h" +#include "arg.h" +#include "console.h" +// #include "log.h" + +#include "server-context.h" +#include "server-task.h" + +#include +#include +#include +#include + +#if defined(_WIN32) +#define WIN32_LEAN_AND_MEAN +#ifndef NOMINMAX +# define NOMINMAX +#endif +#include +#endif + +const char * LLAMA_ASCII_LOGO = R"( +▄▄ ▄▄ +██ ██ +██ ██ ▀▀█▄ ███▄███▄ ▀▀█▄ ▄████ ████▄ ████▄ +██ ██ ▄█▀██ ██ ██ ██ ▄█▀██ ██ ██ ██ ██ ██ +██ ██ ▀█▄██ ██ ██ ██ ▀█▄██ ██ ▀████ ████▀ ████▀ + ██ ██ + ▀▀ ▀▀ +)"; + +static std::atomic g_is_interrupted = false; +static bool should_stop() { + return g_is_interrupted.load(); +} + +#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) || defined (_WIN32) +static void signal_handler(int) { + if (g_is_interrupted.load()) { + // second Ctrl+C - exit immediately + // make sure to clear colors before exiting (not using LOG or console.cpp here to avoid deadlock) + fprintf(stdout, "\033[0m\n"); + fflush(stdout); + std::exit(130); + } + g_is_interrupted.store(true); +} +#endif + +struct cli_context { + server_context ctx_server; + json messages = json::array(); + std::vector input_files; + task_params defaults; + + // thread for showing "loading" animation + std::atomic loading_show; + + cli_context(const common_params & params) { + defaults.sampling = params.sampling; + defaults.speculative = params.speculative; + defaults.n_keep = params.n_keep; + defaults.n_predict = params.n_predict; + defaults.antiprompt = params.antiprompt; + + defaults.stream = true; // make sure we always use streaming mode + defaults.timings_per_token = true; // in order to get timings even when we cancel mid-way + // defaults.return_progress = true; // TODO: show progress + defaults.oaicompat_chat_syntax.reasoning_format = COMMON_REASONING_FORMAT_DEEPSEEK; + } + + std::string generate_completion(result_timings & out_timings) { + server_response_reader rd = ctx_server.get_response_reader(); + { + // TODO: reduce some copies here in the future + server_task task = server_task(SERVER_TASK_TYPE_COMPLETION); + task.id = rd.get_new_id(); + task.index = 0; + task.params = defaults; // copy + task.cli_input = messages; // copy + task.cli_files = input_files; // copy + rd.post_task({std::move(task)}); + } + + // wait for first result + console::spinner::start(); + server_task_result_ptr result = rd.next(should_stop); + + console::spinner::stop(); + std::string curr_content; + bool is_thinking = false; + + while (result) { + if (should_stop()) { + break; + } + if (result->is_error()) { + json err_data = result->to_json(); + if (err_data.contains("message")) { + console::error("Error: %s\n", err_data["message"].get().c_str()); + } else { + console::error("Error: %s\n", err_data.dump().c_str()); + } + return curr_content; + } + auto res_partial = dynamic_cast(result.get()); + if (res_partial) { + out_timings = std::move(res_partial->timings); + for (const auto & diff : res_partial->oaicompat_msg_diffs) { + if (!diff.content_delta.empty()) { + if (is_thinking) { + console::log("\n[End thinking]\n\n"); + console::set_display(DISPLAY_TYPE_RESET); + is_thinking = false; + } + curr_content += diff.content_delta; + console::log("%s", diff.content_delta.c_str()); + console::flush(); + } + if (!diff.reasoning_content_delta.empty()) { + console::set_display(DISPLAY_TYPE_REASONING); + if (!is_thinking) { + console::log("[Start thinking]\n"); + } + is_thinking = true; + console::log("%s", diff.reasoning_content_delta.c_str()); + console::flush(); + } + } + } + auto res_final = dynamic_cast(result.get()); + if (res_final) { + out_timings = std::move(res_final->timings); + break; + } + result = rd.next(should_stop); + } + g_is_interrupted.store(false); + // server_response_reader automatically cancels pending tasks upon destruction + return curr_content; + } + + // TODO: support remote files in the future (http, https, etc) + std::string load_input_file(const std::string & fname, bool is_media) { + std::ifstream file(fname, std::ios::binary); + if (!file) { + return ""; + } + if (is_media) { + raw_buffer buf; + buf.assign((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + input_files.push_back(std::move(buf)); + return mtmd_default_marker(); + } else { + std::string content((std::istreambuf_iterator(file)), std::istreambuf_iterator()); + return content; + } + } +}; + +int main(int argc, char ** argv) { + common_params params; + + params.verbosity = LOG_LEVEL_ERROR; // by default, less verbose logs + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_CLI)) { + return 1; + } + + // TODO: maybe support it later? + if (params.conversation_mode == COMMON_CONVERSATION_MODE_DISABLED) { + console::error("--no-conversation is not supported by llama-cli\n"); + console::error("please use llama-completion instead\n"); + } + + common_init(); + + // struct that contains llama context and inference + cli_context ctx_cli(params); + + llama_backend_init(); + llama_numa_init(params.numa); + + // TODO: avoid using atexit() here by making `console` a singleton + console::init(params.simple_io, params.use_color); + atexit([]() { console::cleanup(); }); + + console::set_display(DISPLAY_TYPE_RESET); + +#if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) + struct sigaction sigint_action; + sigint_action.sa_handler = signal_handler; + sigemptyset (&sigint_action.sa_mask); + sigint_action.sa_flags = 0; + sigaction(SIGINT, &sigint_action, NULL); + sigaction(SIGTERM, &sigint_action, NULL); +#elif defined (_WIN32) + auto console_ctrl_handler = +[](DWORD ctrl_type) -> BOOL { + return (ctrl_type == CTRL_C_EVENT) ? (signal_handler(SIGINT), true) : false; + }; + SetConsoleCtrlHandler(reinterpret_cast(console_ctrl_handler), true); +#endif + + console::log("\nLoading model... "); // followed by loading animation + console::spinner::start(); + if (!ctx_cli.ctx_server.load_model(params)) { + console::spinner::stop(); + console::error("\nFailed to load the model\n"); + return 1; + } + + ctx_cli.ctx_server.init(); + + console::spinner::stop(); + console::log("\n"); + + std::thread inference_thread([&ctx_cli]() { + ctx_cli.ctx_server.start_loop(); + }); + + auto inf = ctx_cli.ctx_server.get_info(); + std::string modalities = "text"; + if (inf.has_inp_image) { + modalities += ", vision"; + } + if (inf.has_inp_audio) { + modalities += ", audio"; + } + + if (!params.system_prompt.empty()) { + ctx_cli.messages.push_back({ + {"role", "system"}, + {"content", params.system_prompt} + }); + } + + console::log("\n"); + console::log("%s\n", LLAMA_ASCII_LOGO); + console::log("build : %s\n", inf.build_info.c_str()); + console::log("model : %s\n", inf.model_name.c_str()); + console::log("modalities : %s\n", modalities.c_str()); + if (!params.system_prompt.empty()) { + console::log("using custom system prompt\n"); + } + console::log("\n"); + console::log("available commands:\n"); + console::log(" /exit or Ctrl+C stop or exit\n"); + console::log(" /regen regenerate the last response\n"); + console::log(" /clear clear the chat history\n"); + console::log(" /read add a text file\n"); + if (inf.has_inp_image) { + console::log(" /image add an image file\n"); + } + if (inf.has_inp_audio) { + console::log(" /audio add an audio file\n"); + } + console::log("\n"); + + // interactive loop + std::string cur_msg; + while (true) { + std::string buffer; + console::set_display(DISPLAY_TYPE_USER_INPUT); + if (params.prompt.empty()) { + console::log("\n> "); + std::string line; + bool another_line = true; + do { + another_line = console::readline(line, params.multiline_input); + buffer += line; + } while (another_line); + } else { + // process input prompt from args + for (auto & fname : params.image) { + std::string marker = ctx_cli.load_input_file(fname, true); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + break; + } + console::log("Loaded media from '%s'\n", fname.c_str()); + cur_msg += marker; + } + buffer = params.prompt; + if (buffer.size() > 500) { + console::log("\n> %s ... (truncated)\n", buffer.substr(0, 500).c_str()); + } else { + console::log("\n> %s\n", buffer.c_str()); + } + params.prompt.clear(); // only use it once + } + console::set_display(DISPLAY_TYPE_RESET); + console::log("\n"); + + if (should_stop()) { + g_is_interrupted.store(false); + break; + } + + // remove trailing newline + if (!buffer.empty() &&buffer.back() == '\n') { + buffer.pop_back(); + } + + // skip empty messages + if (buffer.empty()) { + continue; + } + + bool add_user_msg = true; + + // process commands + if (string_starts_with(buffer, "/exit")) { + break; + } else if (string_starts_with(buffer, "/regen")) { + if (ctx_cli.messages.size() >= 2) { + size_t last_idx = ctx_cli.messages.size() - 1; + ctx_cli.messages.erase(last_idx); + add_user_msg = false; + } else { + console::error("No message to regenerate.\n"); + continue; + } + } else if (string_starts_with(buffer, "/clear")) { + ctx_cli.messages.clear(); + ctx_cli.input_files.clear(); + console::log("Chat history cleared.\n"); + continue; + } else if ( + (string_starts_with(buffer, "/image ") && inf.has_inp_image) || + (string_starts_with(buffer, "/audio ") && inf.has_inp_audio)) { + // just in case (bad copy-paste for example), we strip all trailing/leading spaces + std::string fname = string_strip(buffer.substr(7)); + std::string marker = ctx_cli.load_input_file(fname, true); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + continue; + } + cur_msg += marker; + console::log("Loaded media from '%s'\n", fname.c_str()); + continue; + } else if (string_starts_with(buffer, "/read ")) { + std::string fname = string_strip(buffer.substr(6)); + std::string marker = ctx_cli.load_input_file(fname, false); + if (marker.empty()) { + console::error("file does not exist or cannot be opened: '%s'\n", fname.c_str()); + continue; + } + cur_msg += marker; + console::log("Loaded text from '%s'\n", fname.c_str()); + continue; + } else { + // not a command + cur_msg += buffer; + } + + // generate response + if (add_user_msg) { + ctx_cli.messages.push_back({ + {"role", "user"}, + {"content", cur_msg} + }); + cur_msg.clear(); + } + result_timings timings; + std::string assistant_content = ctx_cli.generate_completion(timings); + ctx_cli.messages.push_back({ + {"role", "assistant"}, + {"content", assistant_content} + }); + console::log("\n"); + + if (params.show_timings) { + console::set_display(DISPLAY_TYPE_INFO); + console::log("\n"); + console::log("[ Prompt: %.1f t/s | Generation: %.1f t/s ]\n", timings.prompt_per_second, timings.predicted_per_second); + console::set_display(DISPLAY_TYPE_RESET); + } + + if (params.single_turn) { + break; + } + } + + console::set_display(DISPLAY_TYPE_RESET); + + console::log("\nExiting...\n"); + ctx_cli.ctx_server.terminate(); + inference_thread.join(); + + // bump the log level to display timings + common_log_set_verbosity_thold(LOG_LEVEL_INFO); + llama_memory_breakdown_print(ctx_cli.ctx_server.get_llama_context()); + + return 0; +} diff --git a/tools/main/CMakeLists.txt b/tools/completion/CMakeLists.txt similarity index 74% rename from tools/main/CMakeLists.txt rename to tools/completion/CMakeLists.txt index 8f8e9d444..126ae6ab3 100644 --- a/tools/main/CMakeLists.txt +++ b/tools/completion/CMakeLists.txt @@ -1,5 +1,5 @@ -set(TARGET llama-cli) -add_executable(${TARGET} main.cpp) +set(TARGET llama-completion) +add_executable(${TARGET} completion.cpp) target_link_libraries(${TARGET} PRIVATE common llama ${CMAKE_THREAD_LIBS_INIT}) target_compile_features(${TARGET} PRIVATE cxx_std_17) diff --git a/tools/main/README.md b/tools/completion/README.md similarity index 100% rename from tools/main/README.md rename to tools/completion/README.md diff --git a/tools/main/main.cpp b/tools/completion/completion.cpp similarity index 98% rename from tools/main/main.cpp rename to tools/completion/completion.cpp index 960ddbe39..cb2641ae0 100644 --- a/tools/main/main.cpp +++ b/tools/completion/completion.cpp @@ -86,7 +86,11 @@ static void sigint_handler(int signo) { int main(int argc, char ** argv) { common_params params; g_params = ¶ms; - if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_MAIN, print_usage)) { + + // disable jinja by default + params.use_jinja = false; + + if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_COMPLETION, print_usage)) { return 1; } @@ -521,12 +525,6 @@ int main(int argc, char ** argv) { is_interacting = params.interactive_first; } - LOG_WRN("*****************************\n"); - LOG_WRN("IMPORTANT: The current llama-cli will be moved to llama-completion in the near future\n"); - LOG_WRN(" New llama-cli will have enhanced features and improved user experience\n"); - LOG_WRN(" More info: https://github.com/ggml-org/llama.cpp/discussions/17618\n"); - LOG_WRN("*****************************\n"); - bool is_antiprompt = false; bool input_echo = true; bool display = true; @@ -543,7 +541,7 @@ int main(int argc, char ** argv) { std::ostringstream assistant_ss; // for storing current assistant message, used in conversation mode // the first thing we will do is to output the prompt, so set color accordingly - console::set_display(console::prompt); + console::set_display(DISPLAY_TYPE_PROMPT); display = params.display_prompt; std::vector embd; @@ -588,9 +586,9 @@ int main(int argc, char ** argv) { const int skipped_tokens = (int) embd.size() - max_embd_size; embd.resize(max_embd_size); - console::set_display(console::error); + console::set_display(DISPLAY_TYPE_ERROR); LOG_WRN("<>", skipped_tokens, skipped_tokens != 1 ? "s" : ""); - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); } if (ga_n == 1) { @@ -772,7 +770,7 @@ int main(int argc, char ** argv) { // reset color to default if there is no pending user input if (input_echo && (int) embd_inp.size() == n_consumed) { - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); display = true; } @@ -868,7 +866,7 @@ int main(int argc, char ** argv) { } // color user input only - console::set_display(console::user_input); + console::set_display(DISPLAY_TYPE_USER_INPUT); display = params.display_prompt; std::string line; @@ -879,7 +877,7 @@ int main(int argc, char ** argv) { } while (another_line); // done taking input, reset color - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); display = true; if (buffer.empty()) { // Ctrl+D on empty line exits diff --git a/tools/gguf-split/tests.sh b/tools/gguf-split/tests.sh index e8677018f..c8dd0b007 100755 --- a/tools/gguf-split/tests.sh +++ b/tools/gguf-split/tests.sh @@ -19,7 +19,7 @@ fi set -x SPLIT=$1/llama-gguf-split -MAIN=$1/llama-cli +MAIN=$1/llama-completion WORK_PATH=$TMP_DIR/gguf-split ROOT_DIR=$(realpath $(dirname $0)/../../) diff --git a/tools/mtmd/CMakeLists.txt b/tools/mtmd/CMakeLists.txt index f640ae2a6..13ab7c78f 100644 --- a/tools/mtmd/CMakeLists.txt +++ b/tools/mtmd/CMakeLists.txt @@ -16,6 +16,7 @@ add_library(mtmd set_target_properties(mtmd PROPERTIES VERSION ${LLAMA_INSTALL_VERSION} SOVERSION 0 + MACHO_CURRENT_VERSION 0 # keep macOS linker from seeing oversized version number ) target_link_libraries (mtmd PUBLIC ggml llama) diff --git a/tools/mtmd/clip.cpp b/tools/mtmd/clip.cpp index 3ed08a0fe..7360e8e09 100644 --- a/tools/mtmd/clip.cpp +++ b/tools/mtmd/clip.cpp @@ -595,11 +595,12 @@ struct clip_graph { cur = ggml_mul(ctx0, cur, model.mm_input_norm_w); cur = ggml_add(ctx0, cur, model.mm_input_norm_b); - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - cur = ggml_add(ctx0, cur, model.mm_2_b); + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); } else if (ctx->proj_type() == PROJECTOR_TYPE_JANUS_PRO) { cur = build_ffn(cur, @@ -667,16 +668,12 @@ struct clip_graph { // LlavaMultiModalProjector (always using GELU activation) { - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - if (model.mm_1_b) { - cur = ggml_add(ctx0, cur, model.mm_1_b); - } - - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - if (model.mm_2_b) { - cur = ggml_add(ctx0, cur, model.mm_2_b); - } + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); } // arrangement of the [IMG_BREAK] token @@ -775,10 +772,6 @@ struct clip_graph { // if flash attn is used, we need to pad the mask and cast to f16 if (ctx->flash_attn_type == CLIP_FLASH_ATTN_TYPE_ENABLED) { - int n_pad = GGML_PAD(window_mask->ne[1], GGML_KQ_MASK_PAD) - window_mask->ne[1]; - if (n_pad > 0) { - window_mask = ggml_pad(ctx0, window_mask, 0, n_pad, 0, 0); - } window_mask = ggml_cast(ctx0, window_mask, GGML_TYPE_F16); } @@ -791,7 +784,7 @@ struct clip_graph { // loop over layers for (int il = 0; il < n_layer; il++) { - auto & layer = model.layers[il]; + const auto & layer = model.layers[il]; const bool full_attn = use_window_attn ? (il + 1) % n_wa_pattern == 0 : true; ggml_tensor * cur = inpL; // inpL = residual, cur = hidden_states @@ -870,16 +863,12 @@ struct clip_graph { // multimodal projection ggml_tensor * embeddings = inpL; embeddings = ggml_reshape_3d(ctx0, embeddings, n_embd * 4, n_pos / 4, batch_size); - - embeddings = ggml_mul_mat(ctx0, model.mm_0_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_0_b); - - // GELU activation - embeddings = ggml_gelu(ctx0, embeddings); - - // Second linear layer - embeddings = ggml_mul_mat(ctx0, model.mm_1_w, embeddings); - embeddings = ggml_add(ctx0, embeddings, model.mm_1_b); + embeddings = build_ffn(embeddings, + model.mm_0_w, model.mm_0_b, + nullptr, nullptr, + model.mm_1_w, model.mm_1_b, + FFN_GELU, + -1); if (use_window_attn) { window_idx = ggml_new_tensor_1d(ctx0, GGML_TYPE_I32, n_pos / 4); @@ -1257,11 +1246,12 @@ struct clip_graph { // projector LayerNorm uses pytorch's default eps = 1e-5 // ref: https://huggingface.co/OpenGVLab/InternVL3-8B-Instruct/blob/a34d3e4e129a5856abfd6aa6de79776484caa14e/modeling_internvl_chat.py#L79 cur = build_norm(cur, model.mm_0_w, model.mm_0_b, NORM_TYPE_NORMAL, 1e-5, -1); - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_3_w, cur); - cur = ggml_add(ctx0, cur, model.mm_3_b); + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_3_w, model.mm_3_b, + FFN_GELU, + -1); } // build the graph @@ -1412,11 +1402,12 @@ struct clip_graph { cb(cur, "proj_inp_normed", -1); // projection mlp - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_add(ctx0, cur, model.mm_1_b); - cur = ggml_gelu(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); - cur = ggml_add(ctx0, cur, model.mm_2_b); + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU, + -1); cb(cur, "proj_out", -1); } @@ -1887,9 +1878,12 @@ struct clip_graph { } else if (ctx->proj_type() == PROJECTOR_TYPE_VOXTRAL) { // projector - cur = ggml_mul_mat(ctx0, model.mm_1_w, cur); - cur = ggml_gelu_erf(ctx0, cur); - cur = ggml_mul_mat(ctx0, model.mm_2_w, cur); + cur = build_ffn(cur, + model.mm_1_w, model.mm_1_b, + nullptr, nullptr, + model.mm_2_w, model.mm_2_b, + FFN_GELU_ERF, + -1); } else { GGML_ABORT("%s: unknown projector type", __func__); @@ -2074,34 +2068,66 @@ struct clip_graph { // self-attention { - ggml_tensor * Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); - if (layer.q_b) { - Qcur = ggml_add(ctx0, Qcur, layer.q_b); - } + ggml_tensor * Qcur = nullptr; + ggml_tensor * Kcur = nullptr; + ggml_tensor * Vcur = nullptr; + if (layer.qkv_w != nullptr) { + // fused qkv + cur = ggml_mul_mat(ctx0, layer.qkv_w, cur); + if (layer.qkv_b != nullptr) { + cur = ggml_add(ctx0, cur, layer.qkv_b); + } - ggml_tensor * Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); - if (layer.k_b) { - Kcur = ggml_add(ctx0, Kcur, layer.k_b); - } + Qcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ 0); - ggml_tensor * Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); - if (layer.v_b) { - Vcur = ggml_add(ctx0, Vcur, layer.v_b); - } + Kcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, n_embd)); - if (layer.q_norm) { - Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il); - cb(Qcur, "Qcur_norm", il); - } + Vcur = ggml_view_3d(ctx0, cur, d_head, n_head, n_pos, + /* nb1 */ ggml_row_size(cur->type, d_head), + /* nb2 */ cur->nb[1], + /* offset */ ggml_row_size(cur->type, 2 * n_embd)); - if (layer.k_norm) { - Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il); - cb(Kcur, "Kcur_norm", il); - } + // TODO: q/k norm requires row size == n_embd, while here it's d_head + // we can add support in the future if needed + GGML_ASSERT(layer.q_norm == nullptr && layer.k_norm == nullptr); - Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); - Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); - Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); + } else { + // separate q, k, v + Qcur = ggml_mul_mat(ctx0, layer.q_w, cur); + if (layer.q_b) { + Qcur = ggml_add(ctx0, Qcur, layer.q_b); + } + + Kcur = ggml_mul_mat(ctx0, layer.k_w, cur); + if (layer.k_b) { + Kcur = ggml_add(ctx0, Kcur, layer.k_b); + } + + Vcur = ggml_mul_mat(ctx0, layer.v_w, cur); + if (layer.v_b) { + Vcur = ggml_add(ctx0, Vcur, layer.v_b); + } + + if (layer.q_norm) { + Qcur = build_norm(Qcur, layer.q_norm, NULL, norm_t, eps, il); + cb(Qcur, "Qcur_norm", il); + } + + if (layer.k_norm) { + Kcur = build_norm(Kcur, layer.k_norm, NULL, norm_t, eps, il); + cb(Kcur, "Kcur_norm", il); + } + + Qcur = ggml_reshape_3d(ctx0, Qcur, d_head, n_head, n_pos); + Kcur = ggml_reshape_3d(ctx0, Kcur, d_head, n_head, n_pos); + Vcur = ggml_reshape_3d(ctx0, Vcur, d_head, n_head, n_pos); + } cb(Qcur, "Qcur", il); cb(Kcur, "Kcur", il); diff --git a/tools/mtmd/mtmd-cli.cpp b/tools/mtmd/mtmd-cli.cpp index b5bbc6536..25d24603d 100644 --- a/tools/mtmd/mtmd-cli.cpp +++ b/tools/mtmd/mtmd-cli.cpp @@ -270,6 +270,7 @@ int main(int argc, char ** argv) { ggml_time_init(); common_params params; + params.use_jinja = false; // disable jinja by default params.sampling.temp = 0.2; // lower temp by default for better quality if (!common_params_parse(argc, argv, params, LLAMA_EXAMPLE_MTMD, show_additional_info)) { @@ -310,11 +311,16 @@ int main(int argc, char ** argv) { if (g_is_interrupted) return 130; + LOG_WRN("WARN: This is an experimental CLI for testing multimodal capability.\n"); + LOG_WRN(" For normal use cases, please use the standard llama-cli\n"); + if (is_single_turn) { g_is_generating = true; if (params.prompt.find(mtmd_default_marker()) == std::string::npos) { for (size_t i = 0; i < params.image.size(); i++) { - params.prompt += mtmd_default_marker(); + // most models require the marker before each image + // ref: https://github.com/ggml-org/llama.cpp/pull/17616 + params.prompt = mtmd_default_marker() + params.prompt; } } common_chat_msg msg; @@ -349,11 +355,11 @@ int main(int argc, char ** argv) { while (!g_is_interrupted) { g_is_generating = false; LOG("\n> "); - console::set_display(console::user_input); + console::set_display(DISPLAY_TYPE_USER_INPUT); std::string line; console::readline(line, false); if (g_is_interrupted) break; - console::set_display(console::reset); + console::set_display(DISPLAY_TYPE_RESET); line = string_strip(line); if (line.empty()) { continue; diff --git a/tools/mtmd/tests.sh b/tools/mtmd/tests.sh index 472f7d821..82b486ec9 100755 --- a/tools/mtmd/tests.sh +++ b/tools/mtmd/tests.sh @@ -32,23 +32,32 @@ fi arr_prefix=() arr_hf=() -arr_tmpl=() # chat template +arr_extra_args=() arr_file=() add_test_vision() { local hf=$1 - local tmpl=${2:-""} # default to empty string if not provided + shift + local extra_args="" + if [ $# -gt 0 ]; then + extra_args=$(printf " %q" "$@") + fi arr_prefix+=("[vision]") arr_hf+=("$hf") - arr_tmpl+=("$tmpl") + arr_extra_args+=("$extra_args") arr_file+=("test-1.jpeg") } add_test_audio() { local hf=$1 + shift + local extra_args="" + if [ $# -gt 0 ]; then + extra_args=$(printf " %q" "$@") + fi arr_prefix+=("[audio] ") arr_hf+=("$hf") - arr_tmpl+=("") # no need for chat tmpl + arr_extra_args+=("$extra_args") arr_file+=("test-2.mp3") } @@ -56,9 +65,9 @@ add_test_vision "ggml-org/SmolVLM-500M-Instruct-GGUF:Q8_0" add_test_vision "ggml-org/SmolVLM2-2.2B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/SmolVLM2-500M-Video-Instruct-GGUF:Q8_0" add_test_vision "ggml-org/gemma-3-4b-it-GGUF:Q4_K_M" -add_test_vision "THUDM/glm-edge-v-5b-gguf:Q4_K_M" -add_test_vision "second-state/Llava-v1.5-7B-GGUF:Q2_K" "vicuna" -add_test_vision "cjpais/llava-1.6-mistral-7b-gguf:Q3_K_M" "vicuna" +add_test_vision "THUDM/glm-edge-v-5b-gguf:Q4_K_M" -p "name of the newspaper?<__media__>" +add_test_vision "second-state/Llava-v1.5-7B-GGUF:Q2_K" --chat-template vicuna +add_test_vision "cjpais/llava-1.6-mistral-7b-gguf:Q3_K_M" --chat-template vicuna add_test_vision "ibm-research/granite-vision-3.2-2b-GGUF:Q4_K_M" add_test_vision "second-state/MiniCPM-Llama3-V-2_5-GGUF:Q2_K" # model from openbmb is corrupted add_test_vision "openbmb/MiniCPM-V-2_6-gguf:Q2_K" @@ -79,7 +88,7 @@ add_test_audio "ggml-org/Voxtral-Mini-3B-2507-GGUF:Q4_K_M" # to test the big models, run: ./tests.sh big if [ "$RUN_BIG_TESTS" = true ]; then add_test_vision "ggml-org/pixtral-12b-GGUF:Q4_K_M" - add_test_vision "ggml-org/Mistral-Small-3.1-24B-Instruct-2503-GGUF" "mistral-v7" + add_test_vision "ggml-org/Mistral-Small-3.1-24B-Instruct-2503-GGUF" --chat-template mistral-v7 add_test_vision "ggml-org/Qwen2-VL-2B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2-VL-7B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2.5-VL-3B-Instruct-GGUF:Q4_K_M" @@ -89,7 +98,7 @@ if [ "$RUN_BIG_TESTS" = true ]; then add_test_vision "ggml-org/InternVL3-14B-Instruct-GGUF:Q4_K_M" add_test_vision "ggml-org/Qwen2.5-Omni-7B-GGUF:Q4_K_M" # add_test_vision "ggml-org/Qwen2.5-VL-32B-Instruct-GGUF:Q4_K_M" # does not work on my mac M3 Ultra - add_test_vision "ggml-org/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M" + # add_test_vision "ggml-org/Kimi-VL-A3B-Thinking-2506-GGUF:Q4_K_M" # not always working add_test_audio "ggml-org/ultravox-v0_5-llama-3_1-8b-GGUF:Q4_K_M" add_test_audio "ggml-org/Qwen2.5-Omni-7B-GGUF:Q4_K_M" @@ -122,21 +131,25 @@ for i in "${!arr_hf[@]}"; do bin="llama-mtmd-cli" prefix="${arr_prefix[$i]}" hf="${arr_hf[$i]}" - tmpl="${arr_tmpl[$i]}" + extra_args="${arr_extra_args[$i]}" inp_file="${arr_file[$i]}" echo "Running test with binary: $bin and HF model: $hf" echo "" echo "" - output=$(\ - "$PROJ_ROOT/build/bin/$bin" \ - -hf "$hf" \ - --image $SCRIPT_DIR/$inp_file \ - -p "what is the publisher name of the newspaper?" \ + cmd="$(printf %q "$PROJ_ROOT/build/bin/$bin") \ + -hf $(printf %q "$hf") \ + --image $(printf %q "$SCRIPT_DIR/$inp_file") \ --temp 0 -n 128 \ - ${tmpl:+--chat-template "$tmpl"} \ - 2>&1 | tee /dev/tty) + ${extra_args}" + + # if extra_args does not contain -p, we add a default prompt + if ! [[ "$extra_args" =~ "-p" ]]; then + cmd+=" -p \"what is the publisher name of the newspaper?\"" + fi + + output=$(eval "$cmd" 2>&1 | tee /dev/tty) echo "$output" > $SCRIPT_DIR/output/$bin-$(echo "$hf" | tr '/' '-').log @@ -144,9 +157,9 @@ for i in "${!arr_hf[@]}"; do if echo "$output" | grep -iq "new york" \ || (echo "$output" | grep -iq "men" && echo "$output" | grep -iq "walk") then - result="$prefix \033[32mOK\033[0m: $bin $hf" + result="$prefix \033[32mOK\033[0m: $hf" else - result="$prefix \033[31mFAIL\033[0m: $bin $hf" + result="$prefix \033[31mFAIL\033[0m: $hf" fi echo -e "$result" arr_res+=("$result") diff --git a/tools/quantize/tests.sh b/tools/quantize/tests.sh index acc54fd9b..2cae588e9 100644 --- a/tools/quantize/tests.sh +++ b/tools/quantize/tests.sh @@ -20,7 +20,7 @@ set -x SPLIT=$1/llama-gguf-split QUANTIZE=$1/llama-quantize -MAIN=$1/llama-cli +MAIN=$1/llama-completion WORK_PATH=$TMP_DIR/quantize ROOT_DIR=$(realpath $(dirname $0)/../../) diff --git a/tools/run/run.cpp b/tools/run/run.cpp index b90a7253c..d7ea28d0b 100644 --- a/tools/run/run.cpp +++ b/tools/run/run.cpp @@ -1128,6 +1128,34 @@ static void print_word_and_concatenate_to_response(const std::string & piece, st response += piece; } +static long long timer_start = 0; +static long long timer_total = 0; +static long long timer_count = 0; + +static inline void start_timer(void) { + struct timespec ts; + clock_gettime(CLOCK_REALTIME, &ts); // Use CLOCK_MONOTONIC for elapsed time + timer_start = (long long)ts.tv_sec * 1000000000LL + ts.tv_nsec; +} + +static inline void stop_timer(void) { + struct timespec ts; + clock_gettime(CLOCK_REALTIME, &ts); // Use CLOCK_MONOTONIC for elapsed time + long long timer_end = (long long)ts.tv_sec * 1000000000LL + ts.tv_nsec; + + timer_total += (timer_end - timer_start); + timer_count += 1; +} + +static void show_timer(void) { + double ms = timer_total/1000000; + double itl = ms/timer_count; + double speed = 1/itl * 1000; + + printe("LLAMA generate [%9.0f] ms for %4lld invocations | ITL %2.2f ms | throughput = %4.2f t/s\n", ms, timer_count, itl, speed); +} + + // helper function to evaluate a prompt and generate a response static int generate(LlamaData & llama_data, const std::string & prompt, std::string & response) { const llama_vocab * vocab = llama_model_get_vocab(llama_data.model.get()); @@ -1137,10 +1165,15 @@ static int generate(LlamaData & llama_data, const std::string & prompt, std::str return 1; } + int cr = atexit(show_timer); + GGML_ASSERT(cr == 0); + // prepare a batch for the prompt llama_batch batch = llama_batch_get_one(tokens.data(), tokens.size()); llama_token new_token_id; + while (true) { + start_timer(); check_context_size(llama_data.context, batch); if (llama_decode(llama_data.context.get(), batch)) { printe("failed to decode\n"); @@ -1162,6 +1195,7 @@ static int generate(LlamaData & llama_data, const std::string & prompt, std::str // prepare the next batch with the sampled token batch = llama_batch_get_one(&new_token_id, 1); + stop_timer(); } printf(LOG_COL_DEFAULT); diff --git a/tools/server/CMakeLists.txt b/tools/server/CMakeLists.txt index 1aa659a90..ae1a497be 100644 --- a/tools/server/CMakeLists.txt +++ b/tools/server/CMakeLists.txt @@ -1,7 +1,33 @@ -set(TARGET llama-server) - include_directories(${CMAKE_CURRENT_SOURCE_DIR} ${CMAKE_CURRENT_BINARY_DIR}) +# server-context containing the core server logic, used by llama-server and CLI + +set(TARGET server-context) + +add_library(${TARGET} STATIC + server-task.cpp + server-task.h + server-queue.cpp + server-queue.h + server-common.cpp + server-common.h + server-context.cpp + server-context.h +) + +if (BUILD_SHARED_LIBS) + set_target_properties(${TARGET} PROPERTIES POSITION_INDEPENDENT_CODE ON) +endif() + +target_include_directories(${TARGET} PRIVATE ../mtmd) +target_include_directories(${TARGET} PRIVATE ${CMAKE_SOURCE_DIR}) +target_link_libraries(${TARGET} PUBLIC common mtmd ${CMAKE_THREAD_LIBS_INIT}) + + +# llama-server executable + +set(TARGET llama-server) + if (NOT LLAMA_HTTPLIB) message(FATAL_ERROR "LLAMA_HTTPLIB is OFF, cannot build llama-server. Hint: to skip building server, set -DLLAMA_BUILD_SERVER=OFF") endif() @@ -43,7 +69,7 @@ install(TARGETS ${TARGET} RUNTIME) target_include_directories(${TARGET} PRIVATE ../mtmd) target_include_directories(${TARGET} PRIVATE ${CMAKE_SOURCE_DIR}) -target_link_libraries(${TARGET} PRIVATE common mtmd cpp-httplib ${CMAKE_THREAD_LIBS_INIT}) +target_link_libraries(${TARGET} PRIVATE server-context PUBLIC common cpp-httplib ${CMAKE_THREAD_LIBS_INIT}) if (WIN32) TARGET_LINK_LIBRARIES(${TARGET} PRIVATE ws2_32) diff --git a/tools/server/README.md b/tools/server/README.md index f98fb44c7..d6b9b87dc 100644 --- a/tools/server/README.md +++ b/tools/server/README.md @@ -1369,6 +1369,11 @@ llama-server ### Model sources +There are 3 possible sources for model files: +1. Cached models (controlled by the `LLAMA_CACHE` environment variable) +2. Custom model directory (set via the `--models-dir` argument) +3. Custom preset (set via the `--models-preset` argument) + By default, the router looks for models in the cache. You can add Hugging Face models to the cache with: ```sh @@ -1413,6 +1418,51 @@ llama-server -ctx 8192 -n 1024 -np 2 Note: model instances inherit both command line arguments and environment variables from the router server. +Alternatively, you can also add GGUF based preset (see next section) + +### Model presets + +Model presets allow advanced users to define custom configurations using an `.ini` file: + +```sh +llama-server --models-preset ./my-models.ini +``` + +Each section in the file defines a new preset. Keys within a section correspond to command-line arguments (without leading dashes). For example, the argument `--n-gpu-layer 123` is written as `n-gpu-layer = 123`. + +Short argument forms (e.g., `c`, `ngl`) and environment variable names (e.g., `LLAMA_ARG_N_GPU_LAYERS`) are also supported as keys. + +Example: + +```ini +version = 1 + +; If the key corresponds to an existing model on the server, +; this will be used as the default config for that model +[ggml-org/MY-MODEL-GGUF:Q8_0] +; string value +chat-template = chatml +; numeric value +n-gpu-layer = 123 +; flag value (for certain flags, you need to use the "no-" prefix for negation) +jinja = true +; shorthand argument (for example, context size) +c = 4096 +; environment variable name +LLAMA_ARG_CACHE_RAM = 0 +; file paths are relative to server's CWD +model-draft = ./my-models/draft.gguf +; but it's RECOMMENDED to use absolute path +model-draft = /Users/abc/my-models/draft.gguf + +; If the key does NOT correspond to an existing model, +; you need to specify at least the model path +[custom_model] +model = /Users/abc/my-awesome-model-Q4_K_M.gguf +``` + +Note: some arguments are controlled by router (e.g., host, port, API key, HF repo, model alias). They will be removed or overwritten upload loading. + ### Routing requests Requests are routed according to the requested model name. diff --git a/tools/server/server-common.cpp b/tools/server/server-common.cpp index b403864e0..ab6b3aa7c 100644 --- a/tools/server/server-common.cpp +++ b/tools/server/server-common.cpp @@ -972,6 +972,9 @@ json oaicompat_chat_params_parse( inputs.parallel_tool_calls = json_value(body, "parallel_tool_calls", false); inputs.add_generation_prompt = json_value(body, "add_generation_prompt", true); inputs.reasoning_format = opt.reasoning_format; + if (body.contains("reasoning_format")) { + inputs.reasoning_format = common_reasoning_format_from_name(body.at("reasoning_format").get()); + } inputs.enable_thinking = opt.enable_thinking; if (!inputs.tools.empty() && inputs.tool_choice != COMMON_CHAT_TOOL_CHOICE_NONE) { if (body.contains("grammar")) { diff --git a/tools/server/server-context.cpp b/tools/server/server-context.cpp index 4578f8d7a..5a67f508d 100644 --- a/tools/server/server-context.cpp +++ b/tools/server/server-context.cpp @@ -1474,6 +1474,44 @@ struct server_context_impl { // Functions to process the task // + // tokenize the input if it's set by CLI, return false on error + bool tokenize_cli_input(server_task & task) { + if (task.cli_input == nullptr) { + return true; // nothing to do + } + try { + auto & opt = oai_parser_opt; + common_chat_templates_inputs inputs; + inputs.messages = common_chat_msgs_parse_oaicompat(task.cli_input); + inputs.tools = {}; // TODO + inputs.tool_choice = COMMON_CHAT_TOOL_CHOICE_NONE; + inputs.json_schema = ""; // TODO + inputs.grammar = ""; // TODO + inputs.use_jinja = opt.use_jinja; + inputs.parallel_tool_calls = false; + inputs.add_generation_prompt = true; + inputs.reasoning_format = opt.reasoning_format; + inputs.enable_thinking = opt.enable_thinking; + + // Apply chat template to the list of messages + auto chat_params = common_chat_templates_apply(opt.tmpls, inputs); + + // tokenize the resulting prompt + auto & prompt = chat_params.prompt; + if (mctx != nullptr) { + task.tokens = process_mtmd_prompt(mctx, prompt, task.cli_files); + } else { + task.tokens = std::move(tokenize_input_prompts(vocab, mctx, prompt, true, true)[0]); + } + task.cli_input.clear(); + task.cli_files.clear(); + } catch (const std::exception & e) { + send_error(task, std::string("Failed to format input: ") + e.what(), ERROR_TYPE_INVALID_REQUEST); + return false; + } + return true; + } + void process_single_task(server_task && task) { switch (task.type) { case SERVER_TASK_TYPE_COMPLETION: @@ -1481,6 +1519,10 @@ struct server_context_impl { case SERVER_TASK_TYPE_EMBEDDING: case SERVER_TASK_TYPE_RERANK: { + if (!tokenize_cli_input(task)) { + break; + } + const int id_slot = task.id_slot; server_slot * slot = id_slot != -1 ? get_slot_by_id(id_slot) : get_available_slot(task); @@ -1690,7 +1732,6 @@ struct server_context_impl { res->id = task.id; queue_results.send(std::move(res)); } break; - } } @@ -2626,6 +2667,15 @@ server_response_reader server_context::get_response_reader() { return impl->get_response_reader(); } +server_context_info server_context::get_info() const { + return server_context_info { + /* build_info */ build_info, + /* model_name */ impl->model_name, + /* has_inp_image */ impl->oai_parser_opt.allow_image, + /* has_inp_audio */ impl->oai_parser_opt.allow_audio, + }; +} + // generator-like API for HTTP response generation diff --git a/tools/server/server-context.h b/tools/server/server-context.h index eaa138087..230b25952 100644 --- a/tools/server/server-context.h +++ b/tools/server/server-context.h @@ -9,6 +9,13 @@ struct server_context_impl; // private implementation +struct server_context_info { + std::string build_info; + std::string model_name; + bool has_inp_image; + bool has_inp_audio; +}; + struct server_context { std::unique_ptr impl; @@ -33,6 +40,10 @@ struct server_context { // get a new response reader, used by CLI application server_response_reader get_response_reader(); + + // get server info + // used by CLI application + server_context_info get_info() const; }; diff --git a/tools/server/server-models.cpp b/tools/server/server-models.cpp index 6f88e93c4..6c618a673 100644 --- a/tools/server/server-models.cpp +++ b/tools/server/server-models.cpp @@ -1,6 +1,7 @@ #include "server-common.h" #include "server-models.h" +#include "preset.h" #include "download.h" #include // TODO: remove this once we use HTTP client from download.h @@ -33,6 +34,10 @@ #define CMD_EXIT "exit" +// address for child process, this is needed because router may run on 0.0.0.0 +// ref: https://github.com/ggml-org/llama.cpp/issues/17862 +#define CHILD_ADDR "127.0.0.1" + static std::filesystem::path get_server_exec_path() { #if defined(_WIN32) wchar_t buf[32768] = { 0 }; // Large buffer to handle long paths @@ -132,6 +137,93 @@ static std::vector list_local_models(const std::string & dir) { return models; } +// +// server_presets +// + + +server_presets::server_presets(int argc, char ** argv, common_params & base_params, const std::string & presets_path) + : ctx_params(common_params_parser_init(base_params, LLAMA_EXAMPLE_SERVER)) { + if (!presets_path.empty()) { + presets = common_presets_load(presets_path, ctx_params); + SRV_INF("Loaded %zu presets from %s\n", presets.size(), presets_path.c_str()); + } + + // populate reserved args (will be appended by the router) + for (auto & opt : ctx_params.options) { + if (opt.env == nullptr) { + continue; + } + std::string env = opt.env; + if (env == "LLAMA_ARG_PORT" || + env == "LLAMA_ARG_HOST" || + env == "LLAMA_ARG_ALIAS" || + env == "LLAMA_ARG_API_KEY" || + env == "LLAMA_ARG_MODELS_DIR" || + env == "LLAMA_ARG_MODELS_MAX" || + env == "LLAMA_ARG_MODELS_PRESET" || + env == "LLAMA_ARG_MODEL" || + env == "LLAMA_ARG_MMPROJ" || + env == "LLAMA_ARG_HF_REPO" || + env == "LLAMA_ARG_NO_MODELS_AUTOLOAD") { + control_args[env] = opt; + } + } + + // read base args from router's argv + common_params_parse(argc, argv, LLAMA_EXAMPLE_SERVER, base_args); + + // remove any router-controlled args from base_args + for (const auto & cargs : control_args) { + auto it = base_args.find(cargs.second); + if (it != base_args.end()) { + base_args.erase(it); + } + } +} + +common_preset server_presets::get_preset(const std::string & name) { + auto it = presets.find(name); + if (it != presets.end()) { + return it->second; + } + return common_preset(); +} + +void server_presets::render_args(server_model_meta & meta) { + common_preset preset = meta.preset; // copy + // merging 3 kinds of args: + // 1. model-specific args (from preset) + // force removing control args if any + for (auto & cargs : control_args) { + if (preset.options.find(cargs.second) != preset.options.end()) { + SRV_WRN("Preset '%s' contains reserved arg '%s', removing it\n", preset.name.c_str(), cargs.second.args[0]); + preset.options.erase(cargs.second); + } + } + // 2. base args (from router) + // inherit from base args + for (const auto & [arg, value] : base_args) { + preset.options[arg] = value; + } + // 3. control args (from router) + // set control values + preset.options[control_args["LLAMA_ARG_HOST"]] = CHILD_ADDR; + preset.options[control_args["LLAMA_ARG_PORT"]] = std::to_string(meta.port); + preset.options[control_args["LLAMA_ARG_ALIAS"]] = meta.name; + if (meta.in_cache) { + preset.options[control_args["LLAMA_ARG_HF_REPO"]] = meta.name; + } else { + preset.options[control_args["LLAMA_ARG_MODEL"]] = meta.path; + if (!meta.path_mmproj.empty()) { + preset.options[control_args["LLAMA_ARG_MMPROJ"]] = meta.path_mmproj; + } + } + meta.args = preset.to_args(); + // add back the binary path at the front + meta.args.insert(meta.args.begin(), get_server_exec_path().string()); +} + // // server_models // @@ -140,7 +232,7 @@ server_models::server_models( const common_params & params, int argc, char ** argv, - char ** envp) : base_params(params) { + char ** envp) : base_params(params), presets(argc, argv, base_params, params.models_preset) { for (int i = 0; i < argc; i++) { base_args.push_back(std::string(argv[i])); } @@ -155,11 +247,58 @@ server_models::server_models( LOG_WRN("failed to get server executable path: %s\n", e.what()); LOG_WRN("using original argv[0] as fallback: %s\n", base_args[0].c_str()); } - // TODO: allow refreshing cached model list - // add cached models + load_models(); +} + +void server_models::add_model(server_model_meta && meta) { + if (mapping.find(meta.name) != mapping.end()) { + throw std::runtime_error(string_format("model '%s' appears multiple times", meta.name.c_str())); + } + presets.render_args(meta); // populate meta.args + std::string name = meta.name; + mapping[name] = instance_t{ + /* subproc */ std::make_shared(), + /* th */ std::thread(), + /* meta */ std::move(meta) + }; +} + +static std::vector list_custom_path_models(server_presets & presets) { + // detect any custom-path models in presets + std::vector custom_models; + for (auto & [model_name, preset] : presets.presets) { + local_model model; + model.name = model_name; + std::vector to_erase; + for (auto & [arg, value] : preset.options) { + std::string env(arg.env ? arg.env : ""); + if (env == "LLAMA_ARG_MODEL") { + model.path = value; + to_erase.push_back(arg); + } + if (env == "LLAMA_ARG_MMPROJ") { + model.path_mmproj = value; + to_erase.push_back(arg); + } + } + for (auto & arg : to_erase) { + preset.options.erase(arg); + } + if (!model.name.empty() && !model.path.empty()) { + custom_models.push_back(model); + } + } + return custom_models; +} + +// TODO: allow refreshing cached model list +void server_models::load_models() { + // loading models from 3 sources: + // 1. cached models auto cached_models = common_list_cached_models(); for (const auto & model : cached_models) { server_model_meta meta{ + /* preset */ presets.get_preset(model.to_string()), /* name */ model.to_string(), /* path */ model.manifest_path, /* path_mmproj */ "", // auto-detected when loading @@ -170,21 +309,18 @@ server_models::server_models( /* args */ std::vector(), /* exit_code */ 0 }; - mapping[meta.name] = instance_t{ - /* subproc */ std::make_shared(), - /* th */ std::thread(), - /* meta */ meta - }; + add_model(std::move(meta)); } - // add local models specificed via --models-dir - if (!params.models_dir.empty()) { - auto local_models = list_local_models(params.models_dir); + // 2. local models specificed via --models-dir + if (!base_params.models_dir.empty()) { + auto local_models = list_local_models(base_params.models_dir); for (const auto & model : local_models) { if (mapping.find(model.name) != mapping.end()) { // already exists in cached models, skip continue; } server_model_meta meta{ + /* preset */ presets.get_preset(model.name), /* name */ model.name, /* path */ model.path, /* path_mmproj */ model.path_mmproj, @@ -195,13 +331,31 @@ server_models::server_models( /* args */ std::vector(), /* exit_code */ 0 }; - mapping[meta.name] = instance_t{ - /* subproc */ std::make_shared(), - /* th */ std::thread(), - /* meta */ meta - }; + add_model(std::move(meta)); } } + // 3. custom-path models specified in presets + auto custom_models = list_custom_path_models(presets); + for (const auto & model : custom_models) { + server_model_meta meta{ + /* preset */ presets.get_preset(model.name), + /* name */ model.name, + /* path */ model.path, + /* path_mmproj */ model.path_mmproj, + /* in_cache */ false, + /* port */ 0, + /* status */ SERVER_MODEL_STATUS_UNLOADED, + /* last_used */ 0, + /* args */ std::vector(), + /* exit_code */ 0 + }; + add_model(std::move(meta)); + } + // log available models + SRV_INF("Available models (%zu) (*: custom preset)\n", mapping.size()); + for (const auto & [name, inst] : mapping) { + SRV_INF(" %c %s\n", inst.meta.preset.name.empty() ? ' ' : '*', name.c_str()); + } } void server_models::update_meta(const std::string & name, const server_model_meta & meta) { @@ -335,19 +489,7 @@ void server_models::unload_lru() { } } -static void add_or_replace_arg(std::vector & args, const std::string & key, const std::string & value) { - for (size_t i = 0; i < args.size(); i++) { - if (args[i] == key && i + 1 < args.size()) { - args[i + 1] = value; - return; - } - } - // not found, append - args.push_back(key); - args.push_back(value); -} - -void server_models::load(const std::string & name, bool auto_load) { +void server_models::load(const std::string & name) { if (!has_model(name)) { throw std::runtime_error("model name=" + name + " is not found"); } @@ -376,26 +518,10 @@ void server_models::load(const std::string & name, bool auto_load) { { SRV_INF("spawning server instance with name=%s on port %d\n", inst.meta.name.c_str(), inst.meta.port); - std::vector child_args; - if (auto_load && !meta.args.empty()) { - child_args = meta.args; // copy previous args - } else { - child_args = base_args; // copy - if (inst.meta.in_cache) { - add_or_replace_arg(child_args, "-hf", inst.meta.name); - } else { - add_or_replace_arg(child_args, "-m", inst.meta.path); - if (!inst.meta.path_mmproj.empty()) { - add_or_replace_arg(child_args, "--mmproj", inst.meta.path_mmproj); - } - } - } - - // set model args - add_or_replace_arg(child_args, "--port", std::to_string(inst.meta.port)); - add_or_replace_arg(child_args, "--alias", inst.meta.name); + presets.render_args(inst.meta); // update meta.args - std::vector child_env = base_env; // copy + std::vector child_args = inst.meta.args; // copy + std::vector child_env = base_env; // copy child_env.push_back("LLAMA_SERVER_ROUTER_PORT=" + std::to_string(base_params.port)); SRV_INF("%s", "spawning server instance with args:\n"); @@ -541,7 +667,7 @@ bool server_models::ensure_model_loaded(const std::string & name) { } if (meta->status == SERVER_MODEL_STATUS_UNLOADED) { SRV_INF("model name=%s is not loaded, loading...\n", name.c_str()); - load(name, true); + load(name); } SRV_INF("waiting until model name=%s is fully loaded...\n", name.c_str()); @@ -571,7 +697,7 @@ server_http_res_ptr server_models::proxy_request(const server_http_req & req, co SRV_INF("proxying request to model %s on port %d\n", name.c_str(), meta->port); auto proxy = std::make_unique( method, - base_params.hostname, + CHILD_ADDR, meta->port, req.path, req.headers, @@ -724,38 +850,6 @@ void server_models_routes::init_routes() { return models.proxy_request(req, method, name, true); // update last usage for POST request only }; - this->get_router_models = [this](const server_http_req &) { - auto res = std::make_unique(); - json models_json = json::array(); - auto all_models = models.get_all_meta(); - std::time_t t = std::time(0); - for (const auto & meta : all_models) { - json status { - {"value", server_model_status_to_string(meta.status)}, - {"args", meta.args}, - }; - if (meta.is_failed()) { - status["exit_code"] = meta.exit_code; - status["failed"] = true; - } - models_json.push_back(json { - {"id", meta.name}, - {"object", "model"}, // for OAI-compat - {"owned_by", "llamacpp"}, // for OAI-compat - {"created", t}, // for OAI-compat - {"in_cache", meta.in_cache}, - {"path", meta.path}, - {"status", status}, - // TODO: add other fields, may require reading GGUF metadata - }); - } - res_ok(res, { - {"data", models_json}, - {"object", "list"}, - }); - return res; - }; - this->post_router_models_load = [this](const server_http_req & req) { auto res = std::make_unique(); json body = json::parse(req.body); @@ -769,7 +863,7 @@ void server_models_routes::init_routes() { res_err(res, format_error_response("model is already loaded", ERROR_TYPE_INVALID_REQUEST)); return res; } - models.load(name, false); + models.load(name); res_ok(res, {{"success", true}}); return res; }; @@ -793,9 +887,12 @@ void server_models_routes::init_routes() { std::time_t t = std::time(0); for (const auto & meta : all_models) { json status { - {"value", server_model_status_to_string(meta.status)}, - {"args", meta.args}, + {"value", server_model_status_to_string(meta.status)}, + {"args", meta.args}, }; + if (!meta.preset.name.empty()) { + status["preset"] = meta.preset.to_ini(); + } if (meta.is_failed()) { status["exit_code"] = meta.exit_code; status["failed"] = true; diff --git a/tools/server/server-models.h b/tools/server/server-models.h index 526e7488d..9cdbbad9b 100644 --- a/tools/server/server-models.h +++ b/tools/server/server-models.h @@ -1,6 +1,7 @@ #pragma once #include "common.h" +#include "preset.h" #include "server-http.h" #include @@ -47,6 +48,7 @@ static std::string server_model_status_to_string(server_model_status status) { } struct server_model_meta { + common_preset preset; std::string name; std::string path; std::string path_mmproj; // only available if in_cache=false @@ -54,7 +56,7 @@ struct server_model_meta { int port = 0; server_model_status status = SERVER_MODEL_STATUS_UNLOADED; int64_t last_used = 0; // for LRU unloading - std::vector args; // additional args passed to the model instance (used for debugging) + std::vector args; // args passed to the model instance, will be populated by render_args() int exit_code = 0; // exit code of the model instance process (only valid if status == FAILED) bool is_active() const { @@ -66,6 +68,19 @@ struct server_model_meta { } }; +// the server_presets struct holds the presets read from presets.ini +// as well as base args from the router server +struct server_presets { + common_presets presets; + common_params_context ctx_params; + std::map base_args; + std::map control_args; // args reserved for server control + + server_presets(int argc, char ** argv, common_params & base_params, const std::string & models_dir); + common_preset get_preset(const std::string & name); + void render_args(server_model_meta & meta); +}; + struct subprocess_s; struct server_models { @@ -85,14 +100,21 @@ struct server_models { std::vector base_args; std::vector base_env; + server_presets presets; + void update_meta(const std::string & name, const server_model_meta & meta); // unload least recently used models if the limit is reached void unload_lru(); + // not thread-safe, caller must hold mutex + void add_model(server_model_meta && meta); + public: server_models(const common_params & params, int argc, char ** argv, char ** envp); + void load_models(); + // check if a model instance exists bool has_model(const std::string & name); @@ -102,8 +124,7 @@ struct server_models { // return a copy of all model metadata std::vector get_all_meta(); - // if auto_load is true, load the model with previous args if any - void load(const std::string & name, bool auto_load); + void load(const std::string & name); void unload(const std::string & name); void unload_all(); diff --git a/tools/server/server-queue.h b/tools/server/server-queue.h index 726eadf4e..8780d7fe1 100644 --- a/tools/server/server-queue.h +++ b/tools/server/server-queue.h @@ -135,7 +135,10 @@ struct server_response_reader { stop(); } - void post_task(server_task && tasks); + int get_new_id() { + return queue_tasks.get_new_id(); + } + void post_task(server_task && task); void post_tasks(std::vector && tasks); bool has_next() const; diff --git a/tools/server/server-task.h b/tools/server/server-task.h index 9011ff944..0759094a0 100644 --- a/tools/server/server-task.h +++ b/tools/server/server-task.h @@ -120,6 +120,10 @@ struct server_task { task_params params; server_tokens tokens; + // only used by CLI, this delegates the tokenization to the server + json cli_input = nullptr; + std::vector cli_files; + server_task_type type; // used by SERVER_TASK_TYPE_SLOT_SAVE, SERVER_TASK_TYPE_SLOT_RESTORE, SERVER_TASK_TYPE_SLOT_ERASE diff --git a/update_metal_device_supports_op.py b/update_metal_device_supports_op.py new file mode 100755 index 000000000..f9feb8f84 --- /dev/null +++ b/update_metal_device_supports_op.py @@ -0,0 +1,150 @@ +#!/usr/bin/env python3 +""" +Script to extract ggml_metal_device_supports_op function from ggml-metal-device.m +and update it in ggml-metal-remoting.cpp. + +The function prototype and first 3 lines are hardcoded as specified, and the rest +of the function body is copied from the source file. +""" + +import re +import sys +import os + +# File paths +SOURCE_FILE = "ggml/src/ggml-metal/ggml-metal-device.m" +TARGET_FILE = "ggml/src/ggml-remotingfrontend/ggml-metal-remoting.cpp" + +# Hardcoded prototype and first 3 lines for the target function +TARGET_PROTOTYPE = "bool ggml_metal_device_supports_op(const struct ggml_backend_metal_device_context *dev_ctx, const struct ggml_tensor * op) {" +TARGET_FIRST_LINES = """ const bool has_simdgroup_mm = dev_ctx->has_simdgroup_mm; + const bool has_simdgroup_reduction = dev_ctx->has_simdgroup_reduction; + const bool has_bfloat = dev_ctx->has_bfloat;""" + +def extract_function_body(source_file): + """Extract the function body from the source file, starting after the 3rd line.""" + try: + with open(source_file, 'r') as f: + content = f.read() + + # Find the function start + pattern = r'bool ggml_metal_device_supports_op\([^)]+\)\s*\{' + match = re.search(pattern, content) + + if not match: + print(f"Error: Could not find function declaration in {source_file}") + return None + + # Find the start of the function body + func_start = match.end() + + # Extract lines to find where to start copying from (after the 3rd variable declaration) + lines = content[func_start:].split('\n') + + # Skip the first few lines (variable declarations) and find the start of the actual logic + skip_lines = 0 + for i, line in enumerate(lines): + if 'const bool has_bfloat' in line: + # Find the end of this declaration (next non-blank line that's not a variable declaration) + for j in range(i + 1, len(lines)): + stripped = lines[j].strip() + if stripped and not stripped.startswith('const bool'): + skip_lines = j + break + break + + if skip_lines == 0: + print("Error: Could not find the end of variable declarations") + return None + + # Get the remaining function body + remaining_lines = lines[skip_lines:] + + # Find the matching closing brace for the function + brace_count = 0 + end_line = 0 + + for i, line in enumerate(remaining_lines): + brace_count += line.count('{') - line.count('}') + if brace_count < 0: # Found the closing brace + end_line = i + break + + if end_line == 0: + print("Error: Could not find the end of function") + return None + + # Extract the function body (excluding the final closing brace) + function_body = '\n'.join(remaining_lines[:end_line]) + + return function_body.rstrip() + + except FileNotFoundError: + print(f"Error: Source file {source_file} not found") + return None + except Exception as e: + print(f"Error reading source file: {e}") + return None + +def update_target_file(target_file, new_function_body): + """Update the target file with the new function implementation.""" + try: + with open(target_file, 'r') as f: + content = f.read() + + # Find the existing function + pattern = r'(bool ggml_metal_device_supports_op\([^)]+\)\s*\{).*?(\n\})' + match = re.search(pattern, content, re.DOTALL) + + if not match: + print(f"Error: Could not find function in target file {target_file}") + return False + + # Construct the new function + new_function = f"{TARGET_PROTOTYPE}\n{TARGET_FIRST_LINES}\n\n{new_function_body}\n}}" + + # Replace the old function with the new one + new_content = content[:match.start()] + new_function + content[match.end():] + + # Write back to file + with open(target_file, 'w') as f: + f.write(new_content) + + print(f"Successfully updated {target_file}") + return True + + except FileNotFoundError: + print(f"Error: Target file {target_file} not found") + return False + except Exception as e: + print(f"Error updating target file: {e}") + return False + +def main(): + """Main function to orchestrate the update process.""" + print("Extracting ggml_metal_device_supports_op from source file...") + + # Check if files exist + if not os.path.exists(SOURCE_FILE): + print(f"Error: Source file {SOURCE_FILE} not found") + sys.exit(1) + + if not os.path.exists(TARGET_FILE): + print(f"Error: Target file {TARGET_FILE} not found") + sys.exit(1) + + # Extract function body + function_body = extract_function_body(SOURCE_FILE) + if function_body is None: + sys.exit(1) + + print(f"Extracted {len(function_body.split())} lines of function body") + + # Update target file + if update_target_file(TARGET_FILE, function_body): + print("Update completed successfully!") + else: + sys.exit(1) + +if __name__ == "__main__": + main() \ No newline at end of file