diff --git a/.devops/nix/package.nix b/.devops/nix/package.nix index 00be596ce..911c42ecb 100644 --- a/.devops/nix/package.nix +++ b/.devops/nix/package.nix @@ -18,6 +18,7 @@ vulkan-headers, vulkan-loader, curl, + shaderc, useBlas ? builtins.all (x: !x) [ useCuda useMetalKit @@ -146,6 +147,7 @@ let vulkanBuildInputs = [ vulkan-headers vulkan-loader + shaderc ]; in diff --git a/.devops/tools.sh b/.devops/tools.sh index 335382f69..cf0e8f32d 100755 --- a/.devops/tools.sh +++ b/.devops/tools.sh @@ -8,7 +8,7 @@ arg1="$1" shift if [[ "$arg1" == '--convert' || "$arg1" == '-c' ]]; then - python3 ./convert-hf-to-gguf.py "$@" + python3 ./convert_hf_to_gguf.py "$@" elif [[ "$arg1" == '--quantize' || "$arg1" == '-q' ]]; then ./llama-quantize "$@" elif [[ "$arg1" == '--run' || "$arg1" == '-r' ]]; then diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index 1e344db6b..1f275603a 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -355,8 +355,10 @@ jobs: - name: Dependencies id: depends run: | - sudo apt-get update - sudo apt-get install build-essential libvulkan-dev + wget -qO - https://packages.lunarg.com/lunarg-signing-key-pub.asc | sudo apt-key add - + sudo wget -qO /etc/apt/sources.list.d/lunarg-vulkan-jammy.list https://packages.lunarg.com/vulkan/lunarg-vulkan-jammy.list + sudo apt-get update -y + sudo apt-get install -y build-essential vulkan-sdk - name: Build id: cmake_build diff --git a/.gitignore b/.gitignore index 4866f6122..7c7dee0c6 100644 --- a/.gitignore +++ b/.gitignore @@ -61,6 +61,11 @@ llama-batched-swift out/ tmp/ +# Deprecated + +/main +/server + # CI !.github/workflows/*.yml diff --git a/CMakeLists.txt b/CMakeLists.txt index befc4433c..67dcf86d4 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -132,7 +132,16 @@ set(LLAMA_INCLUDE_INSTALL_DIR ${CMAKE_INSTALL_INCLUDEDIR} CACHE PATH "Location o set(LLAMA_LIB_INSTALL_DIR ${CMAKE_INSTALL_LIBDIR} CACHE PATH "Location of library files") set(LLAMA_BIN_INSTALL_DIR ${CMAKE_INSTALL_BINDIR} CACHE PATH "Location of binary files") -get_directory_property(LLAMA_TRANSIENT_DEFINES COMPILE_DEFINITIONS) + +# At the moment some compile definitions are placed within the ggml/src +# directory but not exported on the `ggml` target. This could be improved by +# determining _precisely_ which defines are necessary for the llama-config +# package. +# +get_directory_property(GGML_DIR_DEFINES DIRECTORY ggml/src COMPILE_DEFINITIONS) +get_target_property(GGML_TARGET_DEFINES ggml COMPILE_DEFINITIONS) +set(GGML_TRANSIENT_DEFINES ${GGML_TARGET_DEFINES} ${GGML_DIR_DEFINES}) +get_target_property(GGML_LINK_LIBRARIES ggml LINK_LIBRARIES) set_target_properties(llama PROPERTIES PUBLIC_HEADER ${CMAKE_CURRENT_SOURCE_DIR}/include/llama.h) install(TARGETS llama LIBRARY PUBLIC_HEADER) diff --git a/Makefile b/Makefile index 668b38b99..bec332ec5 100644 --- a/Makefile +++ b/Makefile @@ -197,6 +197,10 @@ ifdef GGML_RPC BUILD_TARGETS += rpc-server endif +ifdef GGML_VULKAN + BUILD_TARGETS += vulkan-shaders-gen +endif + default: $(BUILD_TARGETS) $(LEGACY_TARGETS_BUILD) test: $(TEST_TARGETS) @@ -547,11 +551,17 @@ ifdef GGML_OPENBLAS64 endif # GGML_OPENBLAS64 ifdef GGML_BLIS - MK_CPPFLAGS += -DGGML_USE_BLAS -I/usr/local/include/blis -I/usr/include/blis + MK_CPPFLAGS += -DGGML_USE_BLAS -DGGML_BLAS_USE_BLIS -I/usr/local/include/blis -I/usr/include/blis MK_LDFLAGS += -lblis -L/usr/local/lib OBJ_GGML += ggml/src/ggml-blas.o endif # GGML_BLIS +ifdef GGML_NVPL + MK_CPPFLAGS += -DGGML_USE_BLAS -DGGML_BLAS_USE_NVPL -DNVPL_ILP64 -I/usr/local/include/nvpl_blas -I/usr/include/nvpl_blas + MK_LDFLAGS += -L/usr/local/lib -lnvpl_blas_core -lnvpl_blas_ilp64_gomp + OBJ_GGML += ggml/src/ggml-blas.o +endif # GGML_NVPL + ifndef GGML_NO_LLAMAFILE MK_CPPFLAGS += -DGGML_USE_LLAMAFILE OBJ_GGML += ggml/src/llamafile/sgemm.o @@ -704,8 +714,8 @@ endif # GGML_CUDA ifdef GGML_VULKAN MK_CPPFLAGS += -DGGML_USE_VULKAN - MK_LDFLAGS += -lvulkan - OBJ_GGML += ggml/src/ggml-vulkan.o + MK_LDFLAGS += $(shell pkg-config --libs vulkan) + OBJ_GGML += ggml/src/ggml-vulkan.o ggml/src/ggml-vulkan-shaders.o ifdef GGML_VULKAN_CHECK_RESULTS MK_CPPFLAGS += -DGGML_VULKAN_CHECK_RESULTS @@ -727,10 +737,28 @@ ifdef GGML_VULKAN_RUN_TESTS MK_CPPFLAGS += -DGGML_VULKAN_RUN_TESTS endif -ggml/src/ggml-vulkan.o: \ - ggml/src/ggml-vulkan.cpp \ - ggml/include/ggml-vulkan.h - $(CXX) $(CXXFLAGS) -c $< -o $@ +GLSLC_CMD = glslc +_ggml_vk_genshaders_cmd = $(shell pwd)/vulkan-shaders-gen +_ggml_vk_header = ggml/src/ggml-vulkan-shaders.hpp +_ggml_vk_source = ggml/src/ggml-vulkan-shaders.cpp +_ggml_vk_input_dir = ggml/src/vulkan-shaders +_ggml_vk_shader_deps = $(echo $(_ggml_vk_input_dir)/*.comp) + +ggml/src/ggml-vulkan.o: ggml/src/ggml-vulkan.cpp ggml/include/ggml-vulkan.h $(_ggml_vk_header) $(_ggml_vk_source) + $(CXX) $(CXXFLAGS) $(shell pkg-config --cflags vulkan) -c $< -o $@ + +$(_ggml_vk_header): $(_ggml_vk_source) + +$(_ggml_vk_source): $(_ggml_vk_shader_deps) vulkan-shaders-gen + $(_ggml_vk_genshaders_cmd) \ + --glslc $(GLSLC_CMD) \ + --input-dir $(_ggml_vk_input_dir) \ + --target-hpp $(_ggml_vk_header) \ + --target-cpp $(_ggml_vk_source) + +vulkan-shaders-gen: ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp + $(CXX) $(CXXFLAGS) -o $@ $(LDFLAGS) ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp + endif # GGML_VULKAN ifdef GGML_HIPBLAS @@ -1110,6 +1138,7 @@ clean: rm -vrf ggml/src/ggml-cuda/template-instances/*.o rm -rvf $(BUILD_TARGETS) rm -rvf $(TEST_TARGETS) + rm -f vulkan-shaders-gen ggml/src/ggml-vulkan-shaders.hpp ggml/src/ggml-vulkan-shaders.cpp rm -rvf $(LEGACY_TARGETS_CLEAN) find examples pocs -type f -name "*.o" -delete diff --git a/cmake/llama-config.cmake.in b/cmake/llama-config.cmake.in index 2e7da2f8e..f072b76a3 100644 --- a/cmake/llama-config.cmake.in +++ b/cmake/llama-config.cmake.in @@ -8,6 +8,13 @@ set(GGML_CUDA @GGML_CUDA@) set(GGML_METAL @GGML_METAL@) set(GGML_HIPBLAS @GGML_HIPBLAS@) set(GGML_ACCELERATE @GGML_ACCELERATE@) +set(GGML_VULKAN @GGML_VULKAN@) +set(GGML_VULKAN_CHECK_RESULTS @GGML_VULKAN_CHECK_RESULTS@) +set(GGML_VULKAN_DEBUG @GGML_VULKAN_DEBUG@) +set(GGML_VULKAN_MEMORY_DEBUG @GGML_VULKAN_MEMORY_DEBUG@) +set(GGML_VULKAN_VALIDATE @GGML_VULKAN_VALIDATE@) +set(GGML_SYCL @GGML_SYCL@) +set(GGML_OPENMP @GGML_OPENMP@) @PACKAGE_INIT@ @@ -37,18 +44,36 @@ if (GGML_METAL) find_library(METALKIT_FRAMEWORK MetalKit REQUIRED) endif() +if (GGML_VULKAN) + find_package(Vulkan REQUIRED) +endif() + if (GGML_HIPBLAS) find_package(hip REQUIRED) find_package(hipblas REQUIRED) find_package(rocblas REQUIRED) endif() +if (GGML_SYCL) + find_package(IntelSYCL REQUIRED) + find_package(MKL REQUIRED) +endif() + +if (GGML_OPENMP) + find_package(OpenMP REQUIRED) +endif() + + +find_library(ggml_LIBRARY ggml + REQUIRED + HINTS ${LLAMA_LIB_DIR}) + find_library(llama_LIBRARY llama REQUIRED HINTS ${LLAMA_LIB_DIR}) -set(_llama_link_deps "Threads::Threads" "@LLAMA_EXTRA_LIBS@") -set(_llama_transient_defines "@LLAMA_TRANSIENT_DEFINES@") +set(_llama_link_deps "${ggml_LIBRARY}" "@GGML_LINK_LIBRARIES@") +set(_llama_transient_defines "@GGML_TRANSIENT_DEFINES@") add_library(llama UNKNOWN IMPORTED) diff --git a/convert_hf_to_gguf.py b/convert_hf_to_gguf.py index 70ea963f2..c5eb7bdbb 100755 --- a/convert_hf_to_gguf.py +++ b/convert_hf_to_gguf.py @@ -373,6 +373,29 @@ class Model: except KeyError: raise NotImplementedError(f'Architecture {arch!r} not supported!') from None + def does_token_look_special(self, token: str | bytes) -> bool: + if isinstance(token, (bytes, bytearray)): + token_text = token.decode(encoding="utf-8") + elif isinstance(token, memoryview): + token_text = token.tobytes().decode(encoding="utf-8") + else: + token_text = token + + # Some models mark some added tokens which ought to be control tokens as not special. + # (e.g. command-r, command-r-plus, deepseek-coder, gemma{,-2}) + seems_special = token_text in ( + "", # deepseek-coder + "", "<2mass>", "[@BOS@]", # gemma{,-2} + ) + + seems_special = seems_special or (token_text.startswith("<|") and token_text.endswith("|>")) + seems_special = seems_special or (token_text.startswith("<｜") and token_text.endswith("｜>")) # deepseek-coder + + # TODO: should these be marked as UNUSED instead? (maybe not) + seems_special = seems_special or (token_text.startswith("")) # gemma{,-2} + + return seems_special + # used for GPT-2 BPE and WordPiece vocabs def get_vocab_base(self) -> tuple[list[str], list[int], str]: tokens: list[str] = [] @@ -391,16 +414,18 @@ class Model: for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) - elif reverse_vocab[i] in added_vocab: - tokens.append(reverse_vocab[i]) - if tokenizer.added_tokens_decoder[i].special: - toktypes.append(gguf.TokenType.CONTROL) - else: - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) else: - tokens.append(reverse_vocab[i]) - toktypes.append(gguf.TokenType.NORMAL) + token: str = reverse_vocab[i] + if token in added_vocab: + if tokenizer.added_tokens_decoder[i].special or self.does_token_look_special(token): + toktypes.append(gguf.TokenType.CONTROL) + else: + token = token.replace(b"\xe2\x96\x81".decode("utf-8"), " ") # pre-normalize user-defined spaces + toktypes.append(gguf.TokenType.USER_DEFINED) + else: + toktypes.append(gguf.TokenType.NORMAL) + tokens.append(token) return tokens, toktypes, tokpre @@ -559,7 +584,7 @@ class Model: for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) elif reverse_vocab[i] in added_vocab: tokens.append(reverse_vocab[i]) toktypes.append(gguf.TokenType.CONTROL) @@ -609,7 +634,7 @@ class Model: tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): piece = tokenizer.IdToPiece(token_id) @@ -644,6 +669,25 @@ class Model: scores[token_id] = -1000.0 toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + tokenizer_config_file = self.dir_model / 'tokenizer_config.json' + if tokenizer_config_file.is_file(): + with open(tokenizer_config_file, "r", encoding="utf-8") as f: + tokenizer_config_json = json.load(f) + added_tokens_decoder = tokenizer_config_json.get("added_tokens_decoder", {}) + for token_id, token_data in added_tokens_decoder.items(): + token_id = int(token_id) + token: str = token_data["content"] + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: + assert tokens[token_id] == token.encode("utf-8") + if token_data.get("special") or self.does_token_look_special(token): + toktypes[token_id] = SentencePieceTokenTypes.CONTROL + else: + token = token.replace(b"\xe2\x96\x81".decode("utf-8"), " ") # pre-normalize user-defined spaces + toktypes[token_id] = SentencePieceTokenTypes.USER_DEFINED + + scores[token_id] = -1000.0 + tokens[token_id] = token.encode("utf-8") + if vocab_size > len(tokens): pad_count = vocab_size - len(tokens) logger.debug(f"Padding vocab with {pad_count} token(s) - [PAD1] through [PAD{pad_count}]") @@ -1203,11 +1247,10 @@ class RefactModel(Model): # TODO: how to determine special FIM tokens automatically? special_vocab = gguf.SpecialVocab(self.dir_model, load_merges=False, - special_token_types = ['prefix', 'suffix', 'middle', 'fsep', 'eot']) + special_token_types = ['prefix', 'suffix', 'middle', 'eot']) special_vocab._set_special_token("prefix", 1) special_vocab._set_special_token("suffix", 3) special_vocab._set_special_token("middle", 2) - special_vocab._set_special_token("fsep", 4) # is this correct? special_vocab.add_to_gguf(self.gguf_writer) def set_gguf_parameters(self): @@ -1267,7 +1310,7 @@ class StableLMModel(Model): if (self.dir_model / "tokenizer.json").is_file(): self._set_vocab_gpt2() else: - # StableLM 2 1.6B uses a vocab in a similar format to Qwen's vocab + # StableLM 2 1.6B used to have a vocab in a similar format to Qwen's vocab self._set_vocab_qwen() def set_gguf_parameters(self): @@ -1579,7 +1622,6 @@ class DbrxModel(Model): self.gguf_writer.add_rope_freq_base(attn_config["rope_theta"]) self.gguf_writer.add_clamp_kqv(attn_config["clip_qkv"]) - self.gguf_writer.add_file_type(self.ftype) self.gguf_writer.add_expert_count(ffn_config["moe_num_experts"]) self.gguf_writer.add_expert_used_count(ffn_config["moe_top_k"]) @@ -1873,7 +1915,7 @@ class Phi3MiniModel(Model): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): @@ -1918,7 +1960,7 @@ class Phi3MiniModel(Model): for token_id, foken_data in added_tokens_decoder.items(): token_id = int(token_id) token = foken_data["content"].encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert tokens[token_id] == token tokens[token_id] = token scores[token_id] = -1000.0 @@ -1934,7 +1976,7 @@ class Phi3MiniModel(Model): for foken_data in added_tokens: token_id = int(foken_data["id"]) token = foken_data["content"].encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert tokens[token_id] == token tokens[token_id] = token scores[token_id] = -1000.0 @@ -2146,7 +2188,7 @@ class InternLM2Model(Model): toktype = SentencePieceTokenTypes.BYTE # take care of ununsed raw token if piece.startswith('[UNUSED'): - toktype = SentencePieceTokenTypes.UNKNOWN + toktype = SentencePieceTokenTypes.UNUSED tokens.append(text) scores.append(score) @@ -2176,7 +2218,7 @@ class InternLM2Model(Model): if token == chat_eos_token: chat_eos_token_id = token_id token = token.encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert(tokens[token_id] == token) tokens[token_id] = token scores[token_id] = -1000.0 @@ -2195,7 +2237,7 @@ class InternLM2Model(Model): if token == chat_eos_token: chat_eos_token_id = token_id token = token.encode("utf-8") - if toktypes[token_id] != SentencePieceTokenTypes.UNKNOWN: + if toktypes[token_id] != SentencePieceTokenTypes.UNUSED: assert(tokens[token_id] == token) tokens[token_id] = token scores[token_id] = -1000.0 @@ -2424,19 +2466,7 @@ class Gemma2Model(Model): model_arch = gguf.MODEL_ARCH.GEMMA2 def set_vocab(self): - tokens, scores, toktypes = self._create_vocab_sentencepiece() - # hack: This is required so that we can properly use start/end-of-turn for chat template - for i in range(108): - # including , , - toktypes[i] = SentencePieceTokenTypes.CONTROL - self.gguf_writer.add_tokenizer_model("llama") - self.gguf_writer.add_tokenizer_pre("default") - self.gguf_writer.add_token_list(tokens) - self.gguf_writer.add_token_scores(scores) - self.gguf_writer.add_token_types(toktypes) - - special_vocab = gguf.SpecialVocab(self.dir_model, n_vocab=len(tokens)) - special_vocab.add_to_gguf(self.gguf_writer) + self._set_vocab_sentencepiece() self.gguf_writer.add_add_space_prefix(False) @@ -2463,11 +2493,6 @@ class Gemma2Model(Model): ) self.gguf_writer.add_sliding_window(self.hparams["sliding_window"]) - # sanity check - attn_scalar = self.hparams["query_pre_attn_scalar"] - if attn_scalar != hparams["hidden_size"] / hparams["num_attention_heads"]: - raise ValueError("query_pre_attn_scalar must be equal to n_embd / n_head") - def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]: del bid # unused @@ -2760,7 +2785,7 @@ class ArcticModel(Model): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): @@ -3015,7 +3040,7 @@ class T5Model(Model): tokens: list[bytes] = [f"[PAD{i}]".encode("utf-8") for i in range(vocab_size)] scores: list[float] = [-10000.0] * vocab_size - toktypes: list[int] = [SentencePieceTokenTypes.UNKNOWN] * vocab_size + toktypes: list[int] = [SentencePieceTokenTypes.UNUSED] * vocab_size for token_id in range(tokenizer.vocab_size()): piece = tokenizer.IdToPiece(token_id) @@ -3233,15 +3258,14 @@ class ChatGLMModel(Model): if len(piece) != 0 and token_id < tokenizer.tokenizer.sp_model.vocab_size(): score = tokenizer.tokenizer.sp_model.get_score(token_id) - if len(piece) == 0: - text = f"[PAD{token_id}]".encode("utf-8") - if token_id >= tokenizer.tokenizer.sp_model.vocab_size(): if piece in special_tokens: - # show special tokens in prompt - toktype = SentencePieceTokenTypes.USER_DEFINED + toktype = SentencePieceTokenTypes.CONTROL + elif len(piece) == 0: + text = f"[PAD{token_id}]".encode("utf-8") + toktype = SentencePieceTokenTypes.UNUSED else: - toktype = SentencePieceTokenTypes.UNKNOWN + toktype = SentencePieceTokenTypes.USER_DEFINED tokens.append(text) scores.append(score) toktypes.append(toktype) @@ -3330,7 +3354,7 @@ class ChatGLMModel(Model): for i in range(vocab_size): if i not in reverse_vocab: tokens.append(f"[PAD{i}]") - toktypes.append(gguf.TokenType.USER_DEFINED) + toktypes.append(gguf.TokenType.UNUSED) elif reverse_vocab[i] in added_vocab: tokens.append(reverse_vocab[i]) if tokenizer.added_tokens_decoder[i].special: diff --git a/docs/build.md b/docs/build.md index d70f72f4c..916fcf22d 100644 --- a/docs/build.md +++ b/docs/build.md @@ -242,6 +242,45 @@ The following compilation options are also available to tweak performance (yes, ### Vulkan +**Windows** + +#### w64devkit + +Download and extract [w64devkit](https://github.com/skeeto/w64devkit/releases). + +Download and install the [Vulkan SDK](https://vulkan.lunarg.com/sdk/home#windows). When selecting components, only the Vulkan SDK Core is required. + +Launch `w64devkit.exe` and run the following commands to copy Vulkan dependencies: +```sh +SDK_VERSION=1.3.283.0 +cp /VulkanSDK/$SDK_VERSION/Bin/glslc.exe $W64DEVKIT_HOME/bin/ +cp /VulkanSDK/$SDK_VERSION/Lib/vulkan-1.lib $W64DEVKIT_HOME/x86_64-w64-mingw32/lib/ +cp -r /VulkanSDK/$SDK_VERSION/Include/* $W64DEVKIT_HOME/x86_64-w64-mingw32/include/ +cat > $W64DEVKIT_HOME/x86_64-w64-mingw32/lib/pkgconfig/vulkan.pc <name, ggml_ne_string(src1).c_str()); + snprintf(src1_str, sizeof(src1_str), "%s{%s}", src1->name, ggml_ne_string(src1).c_str()); } printf("%s: %24s = (%s) %10s(%s{%s}, %s}) = {%s}\n", __func__, diff --git a/examples/gguf-hash/gguf-hash.cpp b/examples/gguf-hash/gguf-hash.cpp index c34728c3d..e96c75117 100644 --- a/examples/gguf-hash/gguf-hash.cpp +++ b/examples/gguf-hash/gguf-hash.cpp @@ -347,7 +347,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[17]; for (int offset = 0; offset < 8; offset++) { unsigned int shift_bits_by = (8 * (8 - offset - 1)); - sprintf( ( hex_result + (2*offset)), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); } if (hash_params.manifest_is_usable) { @@ -384,7 +384,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[41] = {0}; for (int offset = 0; offset < 20; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -421,7 +421,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[SHA256_DIGEST_SIZE * 2 + 1] = {0}; for (int offset = 0; offset < SHA256_DIGEST_SIZE; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -460,7 +460,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[17]; for (int offset = 0; offset < 8; offset++) { unsigned int shift_bits_by = (8 * (8 - offset - 1)); - sprintf( ( hex_result + (2*offset)), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", (unsigned char) (hash >> shift_bits_by)&0xff); } if (hash_params.manifest_is_usable) { @@ -490,7 +490,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[41]; for (int offset = 0; offset < 20; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -520,7 +520,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { char hex_result[SHA256_DIGEST_SIZE * 2 + 1] = {0}; for (int offset = 0; offset < SHA256_DIGEST_SIZE; offset++) { - sprintf( ( hex_result + (2*offset)), "%02x", result[offset]&0xff); + snprintf( ( hex_result + (2*offset)), sizeof(hex_result) - (2*offset), "%02x", result[offset]&0xff); } if (hash_params.manifest_is_usable) { @@ -552,7 +552,7 @@ static hash_exit_code_t gguf_hash(const hash_params & hash_params) { generate_uuidv5(result, uuid); char string_buffer[37] = {0}; - sprintf(string_buffer, "%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x", + snprintf(string_buffer, sizeof(string_buffer), "%02x%02x%02x%02x-%02x%02x-%02x%02x-%02x%02x-%02x%02x%02x%02x%02x%02x", uuid[0], uuid[1], uuid[2], uuid[3], uuid[4], uuid[5], uuid[6], uuid[7], uuid[8], uuid[9], uuid[10], uuid[11], diff --git a/examples/main/main.cpp b/examples/main/main.cpp index 4ef55c1e6..a0d817b1a 100644 --- a/examples/main/main.cpp +++ b/examples/main/main.cpp @@ -289,8 +289,13 @@ int main(int argc, char ** argv) { // Should not run without any tokens if (embd_inp.empty()) { - embd_inp.push_back(llama_token_bos(model)); - LOG("embd_inp was considered empty and bos was added: %s\n", LOG_TOKENS_TOSTR_PRETTY(ctx, embd_inp).c_str()); + if (add_bos) { + embd_inp.push_back(llama_token_bos(model)); + LOG("embd_inp was considered empty and bos was added: %s\n", LOG_TOKENS_TOSTR_PRETTY(ctx, embd_inp).c_str()); + } else { + LOG_TEE("error: input is empty\n"); + return -1; + } } // Tokenize negative prompt diff --git a/examples/pydantic_models_to_grammar.py b/examples/pydantic_models_to_grammar.py index d8145710c..93e5dcb6c 100644 --- a/examples/pydantic_models_to_grammar.py +++ b/examples/pydantic_models_to_grammar.py @@ -6,7 +6,7 @@ import re from copy import copy from enum import Enum from inspect import getdoc, isclass -from typing import TYPE_CHECKING, Any, Callable, List, Optional, Union, get_args, get_origin +from typing import TYPE_CHECKING, Any, Callable, List, Optional, Union, get_args, get_origin, get_type_hints from docstring_parser import parse from pydantic import BaseModel, create_model @@ -53,35 +53,38 @@ class PydanticDataType(Enum): def map_pydantic_type_to_gbnf(pydantic_type: type[Any]) -> str: - if isclass(pydantic_type) and issubclass(pydantic_type, str): + origin_type = get_origin(pydantic_type) + origin_type = pydantic_type if origin_type is None else origin_type + + if isclass(origin_type) and issubclass(origin_type, str): return PydanticDataType.STRING.value - elif isclass(pydantic_type) and issubclass(pydantic_type, bool): + elif isclass(origin_type) and issubclass(origin_type, bool): return PydanticDataType.BOOLEAN.value - elif isclass(pydantic_type) and issubclass(pydantic_type, int): + elif isclass(origin_type) and issubclass(origin_type, int): return PydanticDataType.INTEGER.value - elif isclass(pydantic_type) and issubclass(pydantic_type, float): + elif isclass(origin_type) and issubclass(origin_type, float): return PydanticDataType.FLOAT.value - elif isclass(pydantic_type) and issubclass(pydantic_type, Enum): + elif isclass(origin_type) and issubclass(origin_type, Enum): return PydanticDataType.ENUM.value - elif isclass(pydantic_type) and issubclass(pydantic_type, BaseModel): - return format_model_and_field_name(pydantic_type.__name__) - elif get_origin(pydantic_type) is list: + elif isclass(origin_type) and issubclass(origin_type, BaseModel): + return format_model_and_field_name(origin_type.__name__) + elif origin_type is list: element_type = get_args(pydantic_type)[0] return f"{map_pydantic_type_to_gbnf(element_type)}-list" - elif get_origin(pydantic_type) is set: + elif origin_type is set: element_type = get_args(pydantic_type)[0] return f"{map_pydantic_type_to_gbnf(element_type)}-set" - elif get_origin(pydantic_type) is Union: + elif origin_type is Union: union_types = get_args(pydantic_type) union_rules = [map_pydantic_type_to_gbnf(ut) for ut in union_types] return f"union-{'-or-'.join(union_rules)}" - elif get_origin(pydantic_type) is Optional: + elif origin_type is Optional: element_type = get_args(pydantic_type)[0] return f"optional-{map_pydantic_type_to_gbnf(element_type)}" - elif isclass(pydantic_type): - return f"{PydanticDataType.CUSTOM_CLASS.value}-{format_model_and_field_name(pydantic_type.__name__)}" - elif get_origin(pydantic_type) is dict: + elif isclass(origin_type): + return f"{PydanticDataType.CUSTOM_CLASS.value}-{format_model_and_field_name(origin_type.__name__)}" + elif origin_type is dict: key_type, value_type = get_args(pydantic_type) return f"custom-dict-key-type-{format_model_and_field_name(map_pydantic_type_to_gbnf(key_type))}-value-type-{format_model_and_field_name(map_pydantic_type_to_gbnf(value_type))}" else: @@ -118,7 +121,7 @@ def get_members_structure(cls, rule_name): # Modify this comprehension members = [ f' "\\"{name}\\"" ":" {map_pydantic_type_to_gbnf(param_type)}' - for name, param_type in cls.__annotations__.items() + for name, param_type in get_type_hints(cls).items() if name != "self" ] @@ -297,17 +300,20 @@ def generate_gbnf_rule_for_type( field_name = format_model_and_field_name(field_name) gbnf_type = map_pydantic_type_to_gbnf(field_type) - if isclass(field_type) and issubclass(field_type, BaseModel): + origin_type = get_origin(field_type) + origin_type = field_type if origin_type is None else origin_type + + if isclass(origin_type) and issubclass(origin_type, BaseModel): nested_model_name = format_model_and_field_name(field_type.__name__) nested_model_rules, _ = generate_gbnf_grammar(field_type, processed_models, created_rules) rules.extend(nested_model_rules) gbnf_type, rules = nested_model_name, rules - elif isclass(field_type) and issubclass(field_type, Enum): + elif isclass(origin_type) and issubclass(origin_type, Enum): enum_values = [f'"\\"{e.value}\\""' for e in field_type] # Adding escaped quotes enum_rule = f"{model_name}-{field_name} ::= {' | '.join(enum_values)}" rules.append(enum_rule) gbnf_type, rules = model_name + "-" + field_name, rules - elif get_origin(field_type) == list: # Array + elif origin_type is list: # Array element_type = get_args(field_type)[0] element_rule_name, additional_rules = generate_gbnf_rule_for_type( model_name, f"{field_name}-element", element_type, is_optional, processed_models, created_rules @@ -317,7 +323,7 @@ def generate_gbnf_rule_for_type( rules.append(array_rule) gbnf_type, rules = model_name + "-" + field_name, rules - elif get_origin(field_type) == set or field_type == set: # Array + elif origin_type is set: # Array element_type = get_args(field_type)[0] element_rule_name, additional_rules = generate_gbnf_rule_for_type( model_name, f"{field_name}-element", element_type, is_optional, processed_models, created_rules @@ -371,7 +377,7 @@ def generate_gbnf_rule_for_type( gbnf_type = f"{model_name}-{field_name}-optional" else: gbnf_type = f"{model_name}-{field_name}-union" - elif isclass(field_type) and issubclass(field_type, str): + elif isclass(origin_type) and issubclass(origin_type, str): if field_info and hasattr(field_info, "json_schema_extra") and field_info.json_schema_extra is not None: triple_quoted_string = field_info.json_schema_extra.get("triple_quoted_string", False) markdown_string = field_info.json_schema_extra.get("markdown_code_block", False) @@ -387,8 +393,8 @@ def generate_gbnf_rule_for_type( gbnf_type = PydanticDataType.STRING.value elif ( - isclass(field_type) - and issubclass(field_type, float) + isclass(origin_type) + and issubclass(origin_type, float) and field_info and hasattr(field_info, "json_schema_extra") and field_info.json_schema_extra is not None @@ -413,8 +419,8 @@ def generate_gbnf_rule_for_type( ) elif ( - isclass(field_type) - and issubclass(field_type, int) + isclass(origin_type) + and issubclass(origin_type, int) and field_info and hasattr(field_info, "json_schema_extra") and field_info.json_schema_extra is not None @@ -462,7 +468,7 @@ def generate_gbnf_grammar(model: type[BaseModel], processed_models: set[type[Bas if not issubclass(model, BaseModel): # For non-Pydantic classes, generate model_fields from __annotations__ or __init__ if hasattr(model, "__annotations__") and model.__annotations__: - model_fields = {name: (typ, ...) for name, typ in model.__annotations__.items()} # pyright: ignore[reportGeneralTypeIssues] + model_fields = {name: (typ, ...) for name, typ in get_type_hints(model).items()} else: init_signature = inspect.signature(model.__init__) parameters = init_signature.parameters @@ -470,7 +476,7 @@ def generate_gbnf_grammar(model: type[BaseModel], processed_models: set[type[Bas name != "self"} else: # For Pydantic models, use model_fields and check for ellipsis (required fields) - model_fields = model.__annotations__ + model_fields = get_type_hints(model) model_rule_parts = [] nested_rules = [] @@ -706,7 +712,7 @@ def generate_markdown_documentation( else: documentation += f" Fields:\n" # noqa: F541 if isclass(model) and issubclass(model, BaseModel): - for name, field_type in model.__annotations__.items(): + for name, field_type in get_type_hints(model).items(): # if name == "markdown_code_block": # continue if get_origin(field_type) == list: @@ -754,14 +760,17 @@ def generate_field_markdown( field_info = model.model_fields.get(field_name) field_description = field_info.description if field_info and field_info.description else "" - if get_origin(field_type) == list: + origin_type = get_origin(field_type) + origin_type = field_type if origin_type is None else origin_type + + if origin_type == list: element_type = get_args(field_type)[0] field_text = f"{indent}{field_name} ({format_model_and_field_name(field_type.__name__)} of {format_model_and_field_name(element_type.__name__)})" if field_description != "": field_text += ":\n" else: field_text += "\n" - elif get_origin(field_type) == Union: + elif origin_type == Union: element_types = get_args(field_type) types = [] for element_type in element_types: @@ -792,9 +801,9 @@ def generate_field_markdown( example_text = f"'{field_example}'" if isinstance(field_example, str) else field_example field_text += f"{indent} Example: {example_text}\n" - if isclass(field_type) and issubclass(field_type, BaseModel): + if isclass(origin_type) and issubclass(origin_type, BaseModel): field_text += f"{indent} Details:\n" - for name, type_ in field_type.__annotations__.items(): + for name, type_ in get_type_hints(field_type).items(): field_text += generate_field_markdown(name, type_, field_type, depth + 2) return field_text @@ -855,7 +864,7 @@ def generate_text_documentation( if isclass(model) and issubclass(model, BaseModel): documentation_fields = "" - for name, field_type in model.__annotations__.items(): + for name, field_type in get_type_hints(model).items(): # if name == "markdown_code_block": # continue if get_origin(field_type) == list: @@ -948,7 +957,7 @@ def generate_field_text( if isclass(field_type) and issubclass(field_type, BaseModel): field_text += f"{indent} Details:\n" - for name, type_ in field_type.__annotations__.items(): + for name, type_ in get_type_hints(field_type).items(): field_text += generate_field_text(name, type_, field_type, depth + 2) return field_text diff --git a/examples/pydantic_models_to_grammar_examples.py b/examples/pydantic_models_to_grammar_examples.py index 8e7f46cf9..504ed98df 100644 --- a/examples/pydantic_models_to_grammar_examples.py +++ b/examples/pydantic_models_to_grammar_examples.py @@ -20,6 +20,8 @@ def create_completion(prompt, grammar): response = requests.post("http://127.0.0.1:8080/completion", headers=headers, json=data) data = response.json() + assert data.get("error") is None, data + print(data["content"]) return data["content"] diff --git a/examples/quantize-stats/quantize-stats.cpp b/examples/quantize-stats/quantize-stats.cpp index 746df8446..68cf8d359 100644 --- a/examples/quantize-stats/quantize-stats.cpp +++ b/examples/quantize-stats/quantize-stats.cpp @@ -154,7 +154,7 @@ static void test_roundtrip_on_chunk( } if (use_reference) { - qfns.from_float_reference(input_scratch, quantized_scratch, chunk_size); + qfns.from_float_ref(input_scratch, quantized_scratch, chunk_size); } else { qfns.from_float(input_scratch, quantized_scratch, chunk_size); } diff --git a/examples/server/server.cpp b/examples/server/server.cpp index 8feff6702..badeb9121 100644 --- a/examples/server/server.cpp +++ b/examples/server/server.cpp @@ -737,6 +737,8 @@ struct server_context { slot.ga_n = ga_n; slot.ga_w = ga_w; + slot.sparams = params.sparams; + slot.reset(); slots.push_back(slot); @@ -2003,6 +2005,11 @@ struct server_context { int32_t n_batch = llama_n_batch(ctx); int32_t n_ubatch = llama_n_ubatch(ctx); + // track if this is an embedding or non-embedding batch + // if we've added sampled tokens above, we are in non-embedding mode + // -1: none, 0: non-embedding, 1: embedding + int32_t batch_type = batch.n_tokens > 0 ? 0 : -1; + // next, batch any pending prompts without exceeding n_batch if (params.cont_batching || batch.n_tokens == 0) { for (auto & slot : slots) { @@ -2173,6 +2180,14 @@ struct server_context { } } + // check that we are in the right batch_type, if not defer the slot + bool slot_type = slot.embedding ? 1 : 0; + if (batch_type == -1) { + batch_type = slot_type; + } else if (batch_type != slot_type) { + continue; + } + // keep only the common part int p0 = (int) system_tokens.size() + slot.n_past; if (!llama_kv_cache_seq_rm(ctx, slot.id + 1, p0, -1)) { @@ -2274,6 +2289,9 @@ struct server_context { {"n_tokens", batch.n_tokens}, }); + // make sure we're in the right embedding mode + llama_set_embeddings(ctx, batch_type == 1); + // process the created batch of tokens for (int32_t i = 0; i < batch.n_tokens; i += n_batch) { const int32_t n_tokens = std::min(n_batch, batch.n_tokens - i); @@ -2988,6 +3006,11 @@ int main(int argc, char ** argv) { }; const auto handle_completions = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support completions. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = json::parse(req.body); @@ -3083,6 +3106,11 @@ int main(int argc, char ** argv) { }; const auto handle_chat_completions = [&ctx_server, ¶ms, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support chat completions. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = oaicompat_completion_params_parse(ctx_server.model, json::parse(req.body), params.chat_template); @@ -3155,6 +3183,11 @@ int main(int argc, char ** argv) { }; const auto handle_infill = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + if (ctx_server.params.embedding) { + res_error(res, format_error_response("This server does not support infill. Start it without `--embeddings`", ERROR_TYPE_NOT_SUPPORTED)); + return; + } + res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); json data = json::parse(req.body); @@ -3241,13 +3274,8 @@ int main(int argc, char ** argv) { return res.set_content(data.dump(), "application/json; charset=utf-8"); }; - const auto handle_embeddings = [¶ms, &ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { + const auto handle_embeddings = [&ctx_server, &res_error](const httplib::Request & req, httplib::Response & res) { res.set_header("Access-Control-Allow-Origin", req.get_header_value("Origin")); - if (!params.embedding) { - res.status = 501; - res.set_content("This server does not support embeddings. Start it with `--embeddings`", "text/plain; charset=utf-8"); - return; - } const json body = json::parse(req.body); bool is_openai = false; diff --git a/examples/server/utils.hpp b/examples/server/utils.hpp index 7ef2a519a..db6b3b74d 100644 --- a/examples/server/utils.hpp +++ b/examples/server/utils.hpp @@ -122,8 +122,26 @@ inline std::string format_chat(const struct llama_model * model, const std::stri for (size_t i = 0; i < messages.size(); ++i) { const auto & curr_msg = messages[i]; - std::string role = json_value(curr_msg, "role", std::string("")); - std::string content = json_value(curr_msg, "content", std::string("")); + + std::string role = json_value(curr_msg, "role", std::string("")); + + std::string content; + if (curr_msg.contains("content")) { + if (curr_msg["content"].is_string()) { + content = curr_msg["content"].get(); + } else if (curr_msg["content"].is_array()) { + for (const auto & part : curr_msg["content"]) { + if (part.contains("text")) { + content += "\n" + part["text"].get(); + } + } + } else { + throw std::runtime_error("Invalid 'content' type (ref: https://github.com/ggerganov/llama.cpp/issues/8367)"); + } + } else { + throw std::runtime_error("Missing 'content' (ref: https://github.com/ggerganov/llama.cpp/issues/8367)"); + } + chat.push_back({role, content}); } diff --git a/examples/tokenize/tokenize.cpp b/examples/tokenize/tokenize.cpp index 0180c87d8..2afb6024c 100644 --- a/examples/tokenize/tokenize.cpp +++ b/examples/tokenize/tokenize.cpp @@ -29,6 +29,7 @@ static void print_usage_information(const char * argv0, FILE * stream) { fprintf(stream, " -p PROMPT, --prompt PROMPT read prompt from the argument.\n"); fprintf(stream, " --stdin read prompt from standard input.\n"); fprintf(stream, " --no-bos do not ever add a BOS token to the prompt, even if normally the model uses a BOS token.\n"); + fprintf(stream, " --no-parse-special do not parse control tokens.\n"); fprintf(stream, " --log-disable disable logs. Makes stderr quiet when loading the model.\n"); fprintf(stream, " --show-count print the total number of tokens.\n"); } @@ -195,6 +196,7 @@ int main(int raw_argc, char ** raw_argv) { // variables where to put any arguments we see. bool printing_ids = false; bool no_bos = false; + bool no_parse_special = false; bool disable_logging = false; bool show_token_count = false; const char * model_path = NULL; @@ -229,6 +231,9 @@ int main(int raw_argc, char ** raw_argv) { else if (arg == "--no-bos") { no_bos = true; } + else if (arg == "--no-parse-special") { + no_parse_special = true; + } else if (arg == "-p" || arg == "--prompt") { if (prompt_set) { fprintf(stderr, "Error: -p or --prompt specified multiple times.\n"); @@ -359,9 +364,10 @@ int main(int raw_argc, char ** raw_argv) { const bool model_wants_add_bos = llama_should_add_bos_token(model); const bool add_bos = model_wants_add_bos && !no_bos; + const bool parse_special = !no_parse_special; std::vector tokens; - tokens = ::llama_tokenize(model, prompt, add_bos, true); + tokens = ::llama_tokenize(model, prompt, add_bos, parse_special); if (printing_ids) { printf("["); diff --git a/flake.lock b/flake.lock index 5001fbf91..3e5125dde 100644 --- a/flake.lock +++ b/flake.lock @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1720031269, - "narHash": "sha256-rwz8NJZV+387rnWpTYcXaRNvzUSnnF9aHONoJIYmiUQ=", + "lastModified": 1720768451, + "narHash": "sha256-EYekUHJE2gxeo2pM/zM9Wlqw1Uw2XTJXOSAO79ksc4Y=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "9f4128e00b0ae8ec65918efeba59db998750ead6", + "rev": "7e7c39ea35c5cdd002cd4588b03a3fb9ece6fad9", "type": "github" }, "original": { diff --git a/ggml/.gitignore b/ggml/.gitignore new file mode 100644 index 000000000..c82d8e692 --- /dev/null +++ b/ggml/.gitignore @@ -0,0 +1,2 @@ +src/ggml-vulkan-shaders.hpp +src/ggml-vulkan-shaders.cpp diff --git a/ggml/ggml_vk_generate_shaders.py b/ggml/ggml_vk_generate_shaders.py deleted file mode 100644 index 41d5d9b8c..000000000 --- a/ggml/ggml_vk_generate_shaders.py +++ /dev/null @@ -1,220 +0,0 @@ -#!/usr/bin/env python - -import logging -import argparse -import asyncio -import os -from tempfile import gettempdir - -logger = logging.getLogger("ggml-vk-generate-shaders") - -GLSLC = "glslc" - -type_names = [ - "f32", - "f16", - "q4_0", - "q4_1", - "q5_0", - "q5_1", - "q8_0", - "q2_k", - "q3_k", - "q4_k", - "q5_k", - "q6_k", -] - -ASYNCIO_CONCURRENCY = 64 - -input_dir = "vulkan-shaders" -output_dir = gettempdir() - -lock = asyncio.Lock() -shader_fnames = [] - - -async def string_to_spv(name, in_fname, defines, fp16=True): - name = f"{name}{'_fp32' if not fp16 else ''}" - out_fname = os.path.join(output_dir, f"{name}.spv") - - in_path = os.path.join(input_dir, in_fname) - - cmd = [GLSLC, "-fshader-stage=compute", "--target-env=vulkan1.2", "-O", in_path, "-o", out_fname] - - cmd.extend([f"-D{key}={value}" for key, value in defines.items()]) - - proc = await asyncio.create_subprocess_exec(*cmd, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.PIPE) - - stdout, stderr = await proc.communicate() - - stdout = stdout.decode() - error = stderr.decode() - - if proc.returncode: - cmd = " ".join(cmd) - logger.error(f"cannot compile {name}\n\n{cmd}\n\n{error}") - return - - async with lock: - shader_fnames.append((name, out_fname)) - - -def matmul_shaders(tasks, fp16, matmul_id): - if fp16: - load_vec = "8" - aligned_b_type_f32 = "mat2x4" - aligned_b_type_f16 = "f16mat2x4" - else: - load_vec = "4" - aligned_b_type_f32 = "vec4" - aligned_b_type_f16 = "f16vec4" - - base_dict = {"FLOAT_TYPE": "float" if not fp16 else "float16_t"} - shader_name = "matmul" - - if matmul_id: - base_dict["MUL_MAT_ID"] = "1" - shader_name = "matmul_id" - - if fp16: - base_dict["FLOAT16"] = "1" - - # Shaders with f16 B_TYPE - tasks.append(string_to_spv(f"{shader_name}_f32_f16", "mul_mm.comp", base_dict | {"DATA_A_F32": "1", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv(f"{shader_name}_f32_f16_aligned", "mul_mm.comp", base_dict | {"DATA_A_F32": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f16, "D_TYPE": "float"}, fp16)) - - tasks.append(string_to_spv(f"{shader_name}_f16", "mul_mm.comp", base_dict | {"DATA_A_F16": "1", "B_TYPE": "float16_t", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv(f"{shader_name}_f16_aligned", "mul_mm.comp", base_dict | {"DATA_A_F16": "1", "LOAD_VEC_A": load_vec, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f16, "D_TYPE": "float"}, fp16)) - - for tname in type_names: - data_a_key = f"DATA_A_{tname.upper()}" - load_vec_a = load_vec if tname in ("f32", "f16") else "2" - tasks.append(string_to_spv(f"{shader_name}_{tname}_f32", "mul_mm.comp", base_dict | {data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"}, fp16)) - tasks.append(string_to_spv(f"{shader_name}_{tname}_f32_aligned", "mul_mm.comp", base_dict | {data_a_key: "2", "LOAD_VEC_A": load_vec_a, "LOAD_VEC_B": load_vec, "B_TYPE": aligned_b_type_f32, "D_TYPE": "float"}, fp16)) - - -async def main(): - logger.info("ggml_vulkan: Generating and compiling shaders to SPIR-V") - - tasks = [] - - base_dict = {"FLOAT_TYPE": "float"} - - for fp16 in (False, True): - # MUL_MAT - matmul_shaders(tasks, fp16, False) - # MUL_MAT_ID - matmul_shaders(tasks, fp16, True) - - for tname in type_names: - # mul mat vec - data_a_key = f"DATA_A_{tname.upper()}" - shader = f"mul_mat_vec_{tname}.comp" if tname.endswith("_k") else "mul_mat_vec.comp" - - tasks.append(string_to_spv(f"mul_mat_vec_{tname}_f32_f32", shader, base_dict | {data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv(f"mul_mat_vec_{tname}_f16_f32", shader, base_dict | {data_a_key: "1", "B_TYPE": "float16_t", "D_TYPE": "float"})) - - tasks.append(string_to_spv(f"mul_mat_vec_id_{tname}_f32", shader, base_dict | {"MUL_MAT_ID": "1", data_a_key: "1", "B_TYPE": "float", "D_TYPE": "float"})) - - # Dequant shaders - if tname != "f16": - tasks.append(string_to_spv(f"dequant_{tname}", f"dequant_{tname}.comp", base_dict | {data_a_key: "1", "D_TYPE": "float16_t"})) - - # get_rows - if not tname.endswith("_k"): - shader = "get_rows.comp" if tname in ("f32", "f16") else "get_rows_quant.comp" - - if tname == "f16": - tasks.append(string_to_spv(f"get_rows_{tname}", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float16_t", "OPTIMIZATION_ERROR_WORKAROUND": "1"})) - else: - tasks.append(string_to_spv(f"get_rows_{tname}", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float16_t"})) - tasks.append(string_to_spv(f"get_rows_{tname}_f32", shader, {data_a_key: "1", "B_TYPE": "int", "D_TYPE": "float"})) - - tasks.append(string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {"A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {"A_TYPE": "float16_t", "B_TYPE": "float", "D_TYPE": "float"})) - - # Norms - tasks.append(string_to_spv("norm_f32", "norm.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("rms_norm_f32", "rms_norm.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"})) - - tasks.append(string_to_spv("cpy_f32_f32", "copy.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("cpy_f32_f16", "copy.comp", {"A_TYPE": "float", "D_TYPE": "float16_t"})) - tasks.append(string_to_spv("cpy_f16_f16", "copy.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t", "OPTIMIZATION_ERROR_WORKAROUND": "1"})) - - tasks.append(string_to_spv("add_f32", "add.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {})) - - tasks.append(string_to_spv("mul_f32", "mul.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("div_f32", "div.comp", {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("scale_f32", "scale.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("sqr_f32", "square.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("clamp_f32", "clamp.comp", {"A_TYPE": "float", "D_TYPE": "float", "FLOAT_TYPE": "float"})) - - tasks.append(string_to_spv("gelu_f32", "gelu.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("silu_f32", "silu.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("relu_f32", "relu.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - - tasks.append(string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - - tasks.append(string_to_spv("soft_max_f32", "soft_max.comp", base_dict | {"A_TYPE": "float", "B_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("soft_max_f32_f16", "soft_max.comp", base_dict | {"A_TYPE": "float", "B_TYPE": "float16_t", "D_TYPE": "float"})) - - tasks.append(string_to_spv("rope_norm_f32", "rope_norm.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("rope_norm_f16", "rope_norm.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t"})) - - tasks.append(string_to_spv("rope_neox_f32", "rope_neox.comp", {"A_TYPE": "float", "D_TYPE": "float"})) - tasks.append(string_to_spv("rope_neox_f16", "rope_neox.comp", {"A_TYPE": "float16_t", "D_TYPE": "float16_t"})) - - tasks.append(string_to_spv("argsort_f32", "argsort.comp", {"A_TYPE": "float"})) - - tasks.append(string_to_spv("sum_rows_f32", "sum_rows.comp", base_dict | {"A_TYPE": "float", "D_TYPE": "float"})) - - # Helper to decorate tasks with semaphore acquisition. - async def withSemaphore(sem, task): - async with sem: - return await task - - # Run tasks concurrently guarded by a concurrency limit. - sem = asyncio.Semaphore(ASYNCIO_CONCURRENCY) - await asyncio.gather(*(withSemaphore(sem, task) for task in tasks)) - - with open("ggml-vulkan-shaders.hpp", "w") as f: - f.write("#include \n\n") - for name, path in sorted(shader_fnames): - - with open(path, "rb") as spv: - counter = 0 - newline_counter = 0 - f.write(f"unsigned char {name}_data[] = {{\n") - for val in spv.read(): - f.write(f"0x{val:02x},") - newline_counter += 1 - counter += 1 - if newline_counter >= 12: - newline_counter = 0 - f.write("\n") - f.write("\n};\n") - f.write(f"const uint64_t {name}_len = {counter};\n\n") - os.remove(path) - - -if __name__ == "__main__": - parser = argparse.ArgumentParser(description="GGML Vulkan Shader Generator") - - parser.add_argument("--glslc", help="Path to glslc") - parser.add_argument("--verbose", action="store_true", help="increase output verbosity") - - args = parser.parse_args() - - logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) - - if args.glslc: - GLSLC = args.glslc - - asyncio.run(main()) diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 1e3677537..f2145ff35 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -714,9 +714,9 @@ extern "C" { GGML_API GGML_CALL size_t ggml_nbytes (const struct ggml_tensor * tensor); GGML_API size_t ggml_nbytes_pad (const struct ggml_tensor * tensor); // same as ggml_nbytes() but padded to GGML_MEM_ALIGN - GGML_API GGML_CALL int ggml_blck_size(enum ggml_type type); - GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block - GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row + GGML_API GGML_CALL int64_t ggml_blck_size(enum ggml_type type); + GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block + GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row GGML_DEPRECATED( GGML_API double ggml_type_sizef(enum ggml_type type), // ggml_type_size()/ggml_blck_size() as float @@ -2410,31 +2410,31 @@ extern "C" { #endif typedef void (*ggml_to_float_t) (const void * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); - typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, - const void * GGML_RESTRICT y, size_t by, int nrc); - typedef void (*ggml_from_float_to_mat_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, - int64_t k, int64_t bx); - typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); - typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_from_float_to_mat_t) + (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, int64_t k, int64_t bs); + typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, + const void * GGML_RESTRICT y, size_t by, int nrc); + typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); typedef struct { - const char * type_name; - int blck_size; - size_t type_size; - bool is_quantized; - ggml_to_float_t to_float; - ggml_from_float_t from_float; - ggml_from_float_t from_float_reference; - ggml_vec_dot_t vec_dot; - enum ggml_type vec_dot_type; - int64_t nrows; // number of rows to process simultaneously; - int64_t ncols; // number of columns to process simultaneously; - int64_t interleave_blcksize; // interleave elements in blocks of interleave_blcksize; + const char * type_name; + int64_t blck_size; + int64_t blck_size_interleave; // interleave elements in blocks + size_t type_size; + bool is_quantized; + ggml_to_float_t to_float; + ggml_from_float_t from_float; + ggml_from_float_t from_float_ref; ggml_from_float_to_mat_t from_float_to_mat; - ggml_gemv_t gemv; - ggml_gemm_t gemm; + ggml_vec_dot_t vec_dot; + enum ggml_type vec_dot_type; + int64_t nrows; // number of rows to process simultaneously + int64_t ncols; // number of columns to process simultaneously + ggml_gemv_t gemv; + ggml_gemm_t gemm; } ggml_type_traits_t; GGML_API ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type type); diff --git a/ggml/src/CMakeLists.txt b/ggml/src/CMakeLists.txt index c5ee7e425..41e50ad2c 100644 --- a/ggml/src/CMakeLists.txt +++ b/ggml/src/CMakeLists.txt @@ -527,14 +527,11 @@ if (GGML_RPC) endif() if (GGML_VULKAN) - find_package(Vulkan) + find_package(Vulkan COMPONENTS glslc REQUIRED) if (Vulkan_FOUND) message(STATUS "Vulkan found") - set(GGML_HEADERS_VULKAN ../include/ggml-vulkan.h) - set(GGML_SOURCES_VULKAN ggml-vulkan.cpp) - list(APPEND GGML_CDEF_PUBLIC GGML_USE_VULKAN) # Workaround to the "can't dereference invalidated vector iterator" bug in clang-cl debug build @@ -563,7 +560,37 @@ if (GGML_VULKAN) add_compile_definitions(GGML_VULKAN_RUN_TESTS) endif() - set(GGML_EXTRA_LIBS ${GGML_EXTRA_LIBS} Vulkan::Vulkan) + add_subdirectory(vulkan-shaders) + + set (_ggml_vk_genshaders_cmd vulkan-shaders-gen) + set (_ggml_vk_header ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.hpp) + set (_ggml_vk_source ${CMAKE_CURRENT_BINARY_DIR}/ggml-vulkan-shaders.cpp) + set (_ggml_vk_input_dir ${CMAKE_CURRENT_SOURCE_DIR}/vulkan-shaders) + set (_ggml_vk_output_dir ${CMAKE_CURRENT_BINARY_DIR}/vulkan-shaders.spv) + + file(GLOB _ggml_vk_shader_deps "${_ggml_vk_input_dir}/*.comp") + + add_custom_command( + OUTPUT ${_ggml_vk_header} + ${_ggml_vk_source} + + COMMAND ${_ggml_vk_genshaders_cmd} + --glslc ${Vulkan_GLSLC_EXECUTABLE} + --input-dir ${_ggml_vk_input_dir} + --output-dir ${_ggml_vk_output_dir} + --target-hpp ${_ggml_vk_header} + --target-cpp ${_ggml_vk_source} + --no-clean + + DEPENDS ${_ggml_vk_shader_deps} + COMMENT "Generate vulkan shaders" + ) + + set(GGML_HEADERS_VULKAN ${CMAKE_CURRENT_SOURCE_DIR}/../include/ggml-vulkan.h ${_ggml_vk_header}) + set(GGML_SOURCES_VULKAN ggml-vulkan.cpp ${_ggml_vk_source}) + + set(GGML_EXTRA_LIBS ${GGML_EXTRA_LIBS} Vulkan::Vulkan) + set(GGML_EXTRA_INCLUDES ${GGML_EXTRA_INCLUDES} ${CMAKE_CURRENT_BINARY_DIR}) else() message(WARNING "Vulkan not found") endif() diff --git a/ggml/src/ggml-aarch64.c b/ggml/src/ggml-aarch64.c index 008718634..40838cf4f 100644 --- a/ggml/src/ggml-aarch64.c +++ b/ggml/src/ggml-aarch64.c @@ -20,19 +20,19 @@ // Functions to create the interleaved data layout formats -// interleave 4 block_q4_0s in blocks of interleave_blcksize +// interleave 4 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x4 // in the interleaved block_q4_0x4, place deltas for 4 block_q4_0 blocks -// first, then interleave quants from 4 block_q4_0s in blocks of interleave_blcksize +// first, then interleave quants from 4 block_q4_0s in blocks of blck_size_interleave // // - in : an array of block_q4_0 pointers -// - interleave_blcksize : the block_q4_0 quants bytes are interleaved in blocks of -// interleave_blcksize bytes +// - blck_size_interleave : the block_q4_0 quants bytes are interleaved in blocks of +// blck_size_interleave bytes // - xor_mask : the mask to convert the nibbles in block_q4_0 quants bytes // from bias offset form to pure sign form (this saves subtract // operations durin unpacking) // -static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x4 out; for (int i = 0; i < 4; i++) { @@ -40,9 +40,9 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 2; i++) { - int src_offset = (i / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -50,11 +50,11 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b return out; } -// interleave 8 block_q4_0s in blocks of interleave_blcksize +// interleave 8 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x8 // in the interleaved block_q4_0x8, place deltas for 8 block_q4_0 blocks -// first, then interleave quants from 8 block_q4_0s in blocks of interleave_blcksize -static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +// first, then interleave quants from 8 block_q4_0s in blocks of blck_size_interleave +static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x8 out; for (int i = 0; i < 8; i++) { @@ -62,9 +62,9 @@ static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 4; i++) { - int src_offset = (i / (8 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (8 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (8 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (8 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -135,7 +135,7 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 4; + const int blck_size_interleave = 4; float srcv[4][QK8_0]; float id[4]; @@ -155,12 +155,12 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif @@ -253,7 +253,7 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 8; + const int blck_size_interleave = 8; float srcv[4][QK8_0]; float id[4]; @@ -273,26 +273,30 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif } -void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t interleave_blcksize) { +void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t blck_size_interleave) { assert(nrow == 4); UNUSED(nrow); - if (interleave_blcksize == 4) quantize_q8_0_4x4(x, vy, n_per_row); - else if (interleave_blcksize == 8) quantize_q8_0_4x8(x, vy, n_per_row); - else assert(false); + if (blck_size_interleave == 4) { + quantize_q8_0_4x4(x, vy, n_per_row); + } else if (blck_size_interleave == 8) { + quantize_q8_0_4x8(x, vy, n_per_row); + } else { + assert(false); + } } -static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int interleave_blcksize) { +static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int blck_size_interleave) { assert(n_per_row % QK4_0 == 0); const int nb = n_per_row / QK4_0; @@ -311,15 +315,15 @@ static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict ds for (int64_t x = 0; x < nb; x++) { for (int i = 0; i < nrows_interleaved; i++ ) { - quantize_row_q4_0_reference(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); + quantize_row_q4_0_ref(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); } if (nrows_interleaved == 8) { - *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x8 *) out_ptr + 1; } else if (nrows_interleaved == 4) { - *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x4 *) out_ptr + 1; } } diff --git a/ggml/src/ggml-aarch64.h b/ggml/src/ggml-aarch64.h index 65ead1efe..517babaf1 100644 --- a/ggml/src/ggml-aarch64.h +++ b/ggml/src/ggml-aarch64.h @@ -16,7 +16,7 @@ extern "C" { void quantize_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); -void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t interleave_blcksize); +void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t blck_size_interleave); // Quantization utilizing an importance matrix (a.k.a. "Activation aWare Quantization") size_t quantize_q4_0_4x4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); @@ -24,14 +24,14 @@ size_t quantize_q4_0_4x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT d size_t quantize_q4_0_8x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); // GEMV -void ggml_gemv_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); // GEMM -void ggml_gemm_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); #ifdef __cplusplus } diff --git a/ggml/src/ggml-backend.c b/ggml/src/ggml-backend.c index 13c71c310..dbbaa3941 100644 --- a/ggml/src/ggml-backend.c +++ b/ggml/src/ggml-backend.c @@ -394,7 +394,7 @@ void ggml_backend_event_wait(ggml_backend_t backend, ggml_backend_event_t event) // backend registry -#define GGML_REG_MAX_BACKENDS 16 +#define GGML_REG_MAX_BACKENDS 64 struct ggml_backend_reg { char name[128]; diff --git a/ggml/src/ggml-blas.cpp b/ggml/src/ggml-blas.cpp index d709a357b..a37aa4072 100644 --- a/ggml/src/ggml-blas.cpp +++ b/ggml/src/ggml-blas.cpp @@ -8,11 +8,12 @@ # include #elif defined(GGML_BLAS_USE_MKL) # include +#elif defined(GGML_BLAS_USE_BLIS) +# include +#elif defined(GGML_BLAS_USE_NVPL) +# include #else # include -# ifdef BLIS_ENABLE_CBLAS -# include -# endif #endif struct ggml_backend_blas_context { @@ -140,10 +141,14 @@ static void ggml_backend_blas_mul_mat(ggml_backend_blas_context * ctx, struct gg openblas_set_num_threads(ctx->n_threads); #endif -#if defined(BLIS_ENABLE_CBLAS) +#if defined(GGML_BLAS_USE_BLIS) bli_thread_set_num_threads(ctx->n_threads); #endif +#if defined(GGML_BLAS_USE_NVPL) + nvpl_blas_set_num_threads(ctx->n_threads); +#endif + for (int64_t i13 = 0; i13 < ne13; i13++) { for (int64_t i12 = 0; i12 < ne12; i12++) { const int64_t i03 = i13/r3; diff --git a/ggml/src/ggml-cuda/common.cuh b/ggml/src/ggml-cuda/common.cuh index 4ff06b871..26d9412a2 100644 --- a/ggml/src/ggml-cuda/common.cuh +++ b/ggml/src/ggml-cuda/common.cuh @@ -104,7 +104,7 @@ #define cudaStreamWaitEvent(stream, event, flags) hipStreamWaitEvent(stream, event, flags) #define cudaStream_t hipStream_t #define cudaSuccess hipSuccess -#define __trap abort +#define __trap() do { abort(); __builtin_unreachable(); } while(0) #define CUBLAS_STATUS_SUCCESS HIPBLAS_STATUS_SUCCESS #define CUBLAS_STATUS_NOT_INITIALIZED HIPBLAS_STATUS_NOT_INITIALIZED #define CUBLAS_STATUS_ALLOC_FAILED HIPBLAS_STATUS_ALLOC_FAILED diff --git a/ggml/src/ggml-cuda/mma.cuh b/ggml/src/ggml-cuda/mma.cuh index 5d87dd8e6..a452a3cc3 100644 --- a/ggml/src/ggml-cuda/mma.cuh +++ b/ggml/src/ggml-cuda/mma.cuh @@ -70,6 +70,10 @@ struct mma_int_A_I16K8 { } #endif // defined(INT8_MMA_AVAILABLE) } + + __device__ __forceinline__ void load_low(const int * __restrict__ xs0, const int & stride) { + ((mma_int_A_I16K4 *) x)[0].load(xs0, stride); + } }; struct mma_int_B_J8K4 { diff --git a/ggml/src/ggml-cuda/mmq.cuh b/ggml/src/ggml-cuda/mmq.cuh index 118e34d28..51c44d857 100644 --- a/ggml/src/ggml-cuda/mmq.cuh +++ b/ggml/src/ggml-cuda/mmq.cuh @@ -8,18 +8,70 @@ #include #define MMQ_DP4A_MAX_BATCH_SIZE 64 // Max. batch size to use for dp4a MMQ kernels when FP16 tensor cores are available. +#define MMQ_ITER_K 256 +#define MMQ_NWARPS 8 typedef void (*load_tiles_mmq_t)(const char * __restrict__ x, int * x_tile, const int & kbx0, const int & i_max, const int & stride); -typedef void (*vec_dot_mmq_t)(const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0); +typedef void (*vec_dot_mmq_t)(const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00); typedef void (*mmq_write_back_t)(const float * __restrict__ sum, float * __restrict__ dst, const int & stride, const int & i_max, const int & j_max); +enum mmq_q8_1_ds_layout { + MMQ_Q8_1_DS_LAYOUT_D4, + MMQ_Q8_1_DS_LAYOUT_DS4, + MMQ_Q8_1_DS_LAYOUT_D2S6, +}; + struct block_q8_1_mmq { - half2 ds[4]; - int8_t qs[4*QK8_1]; + // The y float data is converted to a data layout that can simply be copied to shared memory as a contiguous block. + // The y float data is first grouped as blocks of 128 values. + // These blocks are then treated as individual data values and transposed. + // + // To avoid shared memory bank conflicts each block is padded with 16 bytes. + // This padding is also used to store block scales/partial sums. + // The scales multiplied with the quantized data are equal to the unquantized values. + // The partial sums are obtained by summing up a subgroup of the contained values (prior to quantization) + // and are only needed for performance reasons. + // + // The exact data stored depends on the x data type. + union { + float d4[4]; // 1 32 bit scale per 32 values, stored as d0,d1,d2,d3 + half2 ds4[4]; // 1 16 bit scale + 1 16 bit partial sum per 32 values, stored as d0,s0,d1,s1,d2,s2,d3,s3 + half d2s6[8]; // 1 16 bit scale per 64 values + 1 16 bit partial sum per 16 values for the first 96 values, + // stored as d0,d1,s1,s2,s3,s4,s5 + }; + int8_t qs[4*QK8_1]; // 128 values quantized to 8 bit each }; static_assert(sizeof(block_q8_1_mmq) == 4*QK8_1 + 4*sizeof(half2), "Unexpected block_q8_1_mmq size"); static_assert(sizeof(block_q8_1_mmq) == 4*sizeof(block_q8_1), "Unexpected block_q8_1_mmq size"); +static mmq_q8_1_ds_layout mmq_get_q8_1_ds_layout(const ggml_type type_x) { + switch (type_x) { + case GGML_TYPE_Q4_0: + case GGML_TYPE_Q4_1: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q5_0: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q5_1: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q8_0: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q2_K: + return MMQ_Q8_1_DS_LAYOUT_D2S6; + case GGML_TYPE_Q3_K: + return MMQ_Q8_1_DS_LAYOUT_D4; + case GGML_TYPE_Q4_K: + case GGML_TYPE_Q5_K: + return MMQ_Q8_1_DS_LAYOUT_DS4; + case GGML_TYPE_Q6_K: + case GGML_TYPE_IQ4_XS: + case GGML_TYPE_IQ4_NL: + return MMQ_Q8_1_DS_LAYOUT_D4; + default: + GGML_ASSERT(false); + break; + } +} + struct tile_x_sizes { int qs; int dm; @@ -79,49 +131,46 @@ static constexpr __device__ int get_mmq_y_device() { #endif // defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__) } -#define MMQ_DP4A_TXS_Q4_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_0 + mmq_y/QI4_0, 0} -#define MMQ_DP4A_TXS_Q4_1 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_1 + mmq_y/QI4_1, 0} -#define MMQ_DP4A_TXS_Q5_0 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_0 + mmq_y/QI5_0, 0} -#define MMQ_DP4A_TXS_Q5_1 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_1 + mmq_y/QI5_1, 0} -#define MMQ_DP4A_TXS_Q8_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI8_0 + mmq_y/QI8_0, 0} -#define MMQ_DP4A_TXS_Q2_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE + mmq_y, 0} -#define MMQ_DP4A_TXS_Q3_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI3_K + mmq_y/QI3_K, mmq_y*WARP_SIZE/4 + mmq_y/4} -#define MMQ_DP4A_TXS_Q4_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_K + mmq_y/QI4_K, mmq_y*WARP_SIZE/8 + mmq_y/8} -#define MMQ_DP4A_TXS_Q5_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_K + mmq_y/QI5_K, mmq_y*WARP_SIZE/8 + mmq_y/8} -#define MMQ_DP4A_TXS_Q6_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI6_K + mmq_y/QI6_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q4_0 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_0 + mmq_y/QI4_0, 0} +#define MMQ_DP4A_TXS_Q4_1 tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_1 + mmq_y/QI4_1, 0} +#define MMQ_DP4A_TXS_Q8_0 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_0 + mmq_y/(QI8_0/2), 0} +#define MMQ_DP4A_TXS_Q8_1 tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE*2/QI8_1 + mmq_y/(QI8_1/2), 0} +#define MMQ_DP4A_TXS_Q2_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE + mmq_y, 0} +#define MMQ_DP4A_TXS_Q3_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q4_K tile_x_sizes{mmq_y*WARP_SIZE + mmq_y, mmq_y*WARP_SIZE/QI4_K + mmq_y/QI4_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q5_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI5_K + mmq_y/QI5_K, mmq_y*WARP_SIZE/8 + mmq_y/8} +#define MMQ_DP4A_TXS_Q6_K tile_x_sizes{mmq_y*WARP_SIZE*2 + mmq_y, mmq_y*WARP_SIZE/QI6_K + mmq_y/QI6_K, mmq_y*WARP_SIZE/8 + mmq_y/8} static constexpr __host__ __device__ tile_x_sizes mmq_get_dp4a_tile_x_sizes(ggml_type type, int mmq_y) { return type == GGML_TYPE_Q4_0 ? MMQ_DP4A_TXS_Q4_0 : type == GGML_TYPE_Q4_1 ? MMQ_DP4A_TXS_Q4_1 : - type == GGML_TYPE_Q5_0 ? MMQ_DP4A_TXS_Q5_0 : - type == GGML_TYPE_Q5_1 ? MMQ_DP4A_TXS_Q5_1 : + type == GGML_TYPE_Q5_0 ? MMQ_DP4A_TXS_Q8_0 : + type == GGML_TYPE_Q5_1 ? MMQ_DP4A_TXS_Q8_1 : type == GGML_TYPE_Q8_0 ? MMQ_DP4A_TXS_Q8_0 : type == GGML_TYPE_Q2_K ? MMQ_DP4A_TXS_Q2_K : type == GGML_TYPE_Q3_K ? MMQ_DP4A_TXS_Q3_K : type == GGML_TYPE_Q4_K ? MMQ_DP4A_TXS_Q4_K : type == GGML_TYPE_Q5_K ? MMQ_DP4A_TXS_Q5_K : type == GGML_TYPE_Q6_K ? MMQ_DP4A_TXS_Q6_K : - type == GGML_TYPE_IQ4_XS ? MMQ_DP4A_TXS_Q5_0 : - type == GGML_TYPE_IQ4_NL ? MMQ_DP4A_TXS_Q5_0 : + type == GGML_TYPE_IQ4_XS ? MMQ_DP4A_TXS_Q8_0 : + type == GGML_TYPE_IQ4_NL ? MMQ_DP4A_TXS_Q8_0 : tile_x_sizes{0, 0, 0}; } -#define MMQ_MMA_TILE_X_K_Q4_0 (1*WARP_SIZE + WARP_SIZE/QI4_0 + 4) -#define MMQ_MMA_TILE_X_K_Q4_1 (1*WARP_SIZE + WARP_SIZE/QI4_1 + 4) -#define MMQ_MMA_TILE_X_K_Q5_0 (2*WARP_SIZE + WARP_SIZE/QI5_0 + 4) -#define MMQ_MMA_TILE_X_K_Q5_1 (2*WARP_SIZE + WARP_SIZE/QI5_1 + 4) -#define MMQ_MMA_TILE_X_K_Q8_0 (1*WARP_SIZE + WARP_SIZE/QI8_0 + 0) -#define MMQ_MMA_TILE_X_K_Q2_K (1*WARP_SIZE + WARP_SIZE + 4) -#define MMQ_MMA_TILE_X_K_Q3_K (2*WARP_SIZE + WARP_SIZE/QI3_K + WARP_SIZE/4 + 2) -#define MMQ_MMA_TILE_X_K_Q4_K (1*WARP_SIZE + WARP_SIZE/QI4_K + WARP_SIZE/8 + 7) -#define MMQ_MMA_TILE_X_K_Q5_K (2*WARP_SIZE + WARP_SIZE/QI5_K + WARP_SIZE/8 + 7) -#define MMQ_MMA_TILE_X_K_Q6_K (2*WARP_SIZE + WARP_SIZE/QI6_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q4_0 (1*WARP_SIZE + WARP_SIZE/QI4_0 + 4) +#define MMQ_MMA_TILE_X_K_Q4_1 (1*WARP_SIZE + WARP_SIZE/QI4_1 + 4) +#define MMQ_MMA_TILE_X_K_Q8_0 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_Q8_1 (2*WARP_SIZE + 2*WARP_SIZE/QI8_0 + 4) +#define MMQ_MMA_TILE_X_K_Q2_K (2*WARP_SIZE + WARP_SIZE + 4) +#define MMQ_MMA_TILE_X_K_Q3_K (2*WARP_SIZE + WARP_SIZE/(2*QI3_K) + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q4_K (1*WARP_SIZE + WARP_SIZE/QI4_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q5_K (2*WARP_SIZE + WARP_SIZE/QI5_K + WARP_SIZE/8 + 7) +#define MMQ_MMA_TILE_X_K_Q6_K (2*WARP_SIZE + WARP_SIZE/QI6_K + WARP_SIZE/8 + 7) static_assert(MMQ_MMA_TILE_X_K_Q4_0 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q4_1 % 8 == 4, "Wrong padding."); -static_assert(MMQ_MMA_TILE_X_K_Q5_0 % 8 == 4, "Wrong padding."); -static_assert(MMQ_MMA_TILE_X_K_Q5_1 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q8_0 % 8 == 4, "Wrong padding."); +static_assert(MMQ_MMA_TILE_X_K_Q8_1 % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q2_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q3_K % 8 == 4, "Wrong padding."); static_assert(MMQ_MMA_TILE_X_K_Q4_K % 8 == 4, "Wrong padding."); @@ -131,21 +180,20 @@ static_assert(MMQ_MMA_TILE_X_K_Q6_K % 8 == 4, "Wrong padding."); static constexpr __host__ __device__ int mmq_get_mma_tile_x_k(ggml_type type) { return type == GGML_TYPE_Q4_0 ? MMQ_MMA_TILE_X_K_Q4_0 : type == GGML_TYPE_Q4_1 ? MMQ_MMA_TILE_X_K_Q4_1 : - type == GGML_TYPE_Q5_0 ? MMQ_MMA_TILE_X_K_Q5_0 : - type == GGML_TYPE_Q5_1 ? MMQ_MMA_TILE_X_K_Q5_1 : + type == GGML_TYPE_Q5_0 ? MMQ_MMA_TILE_X_K_Q8_0 : + type == GGML_TYPE_Q5_1 ? MMQ_MMA_TILE_X_K_Q8_1 : type == GGML_TYPE_Q8_0 ? MMQ_MMA_TILE_X_K_Q8_0 : type == GGML_TYPE_Q2_K ? MMQ_MMA_TILE_X_K_Q2_K : type == GGML_TYPE_Q3_K ? MMQ_MMA_TILE_X_K_Q3_K : type == GGML_TYPE_Q4_K ? MMQ_MMA_TILE_X_K_Q4_K : type == GGML_TYPE_Q5_K ? MMQ_MMA_TILE_X_K_Q5_K : type == GGML_TYPE_Q6_K ? MMQ_MMA_TILE_X_K_Q6_K : - type == GGML_TYPE_IQ4_XS ? MMQ_MMA_TILE_X_K_Q5_0 : - type == GGML_TYPE_IQ4_NL ? MMQ_MMA_TILE_X_K_Q5_0 : + type == GGML_TYPE_IQ4_XS ? MMQ_MMA_TILE_X_K_Q8_0 : + type == GGML_TYPE_IQ4_NL ? MMQ_MMA_TILE_X_K_Q8_0 : 0; } #define MMQ_TILE_Y_K (WARP_SIZE + WARP_SIZE/QI8_1) -#define MMQ_NWARPS 8 static int mmq_get_granularity_host(const int mmq_x, const int cc) { return int8_mma_available(cc) && mmq_x >= 48 ? 16 : 8; @@ -218,7 +266,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_0, mmq_y); const int * x_qs = (const int *) x; @@ -226,34 +274,39 @@ static __device__ __forceinline__ void vec_dot_q4_0_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*VDR_Q4_0_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - - const int kyqs = k0 % (QI8_1/2) + QI8_1 * (k0 / (QI8_1/2)); - - int u[2*VDR_Q4_0_Q8_1_MMQ]; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l) % WARP_SIZE]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l + QI4_0) % WARP_SIZE]; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); + + int u[2*VDR_Q4_0_Q8_1_MMQ]; + +#pragma unroll + for (int l = 0; l < VDR_Q4_0_Q8_1_MMQ; ++l) { + u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; + u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_0)]; + } + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_0_q8_1_impl + (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_0], u, + x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + k0/(QR4_0*QI4_0)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); } - - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_0_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], u, x_df[i*(WARP_SIZE/QI4_0) + i/QI4_0 + k0/QI4_0], - y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); } } } template static __device__ __forceinline__ void vec_dot_q4_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -271,52 +324,60 @@ static __device__ __forceinline__ void vec_dot_q4_0_q8_1_mma( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; + mma_A A[ntx][4]; + float dA[ntx][mma_C::ne/2][4]; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int k = k0 + mma_A::get_k(l) % QI4_0; - const int shift = 4*(mma_A::get_k(l) / QI4_0); - - A[n].x[l] = __vsubss4((x_qs[i*MMQ_MMA_TILE_X_K_Q4_0 + k] >> shift) & 0x0F0F0F0F, 0x08080808); - } + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*QI4_0) { + const int k0 = k00 + k01; #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_A::ne; ++l) { + const int i = i0 + n*mma_A::I + mma_A::get_i(l); + const int k = k0/QR4_0 + mma_A::get_k(l) % QI4_0; + const int shift = 4*(mma_A::get_k(l) / QI4_0); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q4_0 + k0/QI4_0]; + A[n][k01/(QR4_0*QI4_0)].x[l] = __vsubss4((x_qs[i*MMQ_MMA_TILE_X_K_Q4_0 + k] >> shift) & 0x0F0F0F0F, 0x08080808); + } + +#pragma unroll + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + + dA[n][l][k01/(QR4_0*QI4_0)] = x_df[i*MMQ_MMA_TILE_X_K_Q4_0 + k0/(QR4_0*QI4_0)]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_0*QI4_0) { + mma_B B; + float dB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = __low2float(y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); - } + dB[l] = __low2float(y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/(QR4_0*QI4_0)], B); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]*C.x[l]; + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2][k01/(QR4_0*QI4_0)]*dB[l%2]*C.x[l]; + } } } } @@ -381,7 +442,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_1, mmq_y); const int * x_qs = (const int *) x; @@ -389,34 +450,39 @@ static __device__ __forceinline__ void vec_dot_q4_1_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*VDR_Q4_1_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - - const int kyqs = k0 % (QI8_1/2) + QI8_1 * (k0 / (QI8_1/2)); - - int u[2*VDR_Q4_1_Q8_1_MMQ]; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; #pragma unroll - for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) { - u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l) % WARP_SIZE]; - u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + (kyqs + l + QI4_1) % WARP_SIZE]; + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + const int kyqs = QI8_1 * ((k01/2) / (QI8_1/2)) + (k01/2) % (QI8_1/2); + + int u[2*VDR_Q4_1_Q8_1_MMQ]; + +#pragma unroll + for (int l = 0; l < VDR_Q4_1_Q8_1_MMQ; ++l) { + u[2*l+0] = y_qs[j*MMQ_TILE_Y_K + kyqs + l]; + u[2*l+1] = y_qs[j*MMQ_TILE_Y_K + kyqs + (l + QI4_1)]; + } + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_1_q8_1_impl + (&x_qs[i*(WARP_SIZE + 1) + k0/QR4_1], u, + x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + k0/(QR4_1*QI4_1)], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); } - - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_1_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], u, x_dm[i*(WARP_SIZE/QI4_1) + i/QI4_1 + k0/QI4_1], - y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); } } } template static __device__ __forceinline__ void vec_dot_q4_1_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -435,50 +501,58 @@ static __device__ __forceinline__ void vec_dot_q4_1_q8_1_mma( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; - mma_A A[ntx]; - half2 dmA[ntx][mma_C::ne/2]; + mma_A A[ntx][4]; + half2 dmA[ntx][mma_C::ne/2][4]; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); #pragma unroll for (int n = 0; n < ntx; ++n) { - ((mma_A_K4 *) &A[n])[0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_1 + k0, MMQ_MMA_TILE_X_K_Q4_1); - A[n].x[2] = (A[n].x[0] >> 4) & 0x0F0F0F0F; - A[n].x[3] = (A[n].x[1] >> 4) & 0x0F0F0F0F; - A[n].x[0] &= 0x0F0F0F0F; - A[n].x[1] &= 0x0F0F0F0F; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*QI4_1) { + const int k0 = k00 + k01; + + A[n][k01/(QR4_1*QI4_1)].load_low(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_1 + k0/QR4_1, MMQ_MMA_TILE_X_K_Q4_1); + A[n][k01/(QR4_1*QI4_1)].x[2] = (A[n][k01/(QR4_1*QI4_1)].x[0] >> 4) & 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[3] = (A[n][k01/(QR4_1*QI4_1)].x[1] >> 4) & 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[0] &= 0x0F0F0F0F; + A[n][k01/(QR4_1*QI4_1)].x[1] &= 0x0F0F0F0F; #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_1 + k0/QI4_1]; + dmA[n][l][k01/(QR4_1*QI4_1)] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_1 + k0/(QR4_1*QI4_1)]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - half2 dsB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_1*QI4_1) { + mma_B B; + half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } + dsB[l] = y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]; + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/(QR4_1*QI4_1)], B); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - const half2 dmA_dsB = dmA[n][l/2]*dsB[l%2]; - sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + for (int l = 0; l < mma_C::ne; ++l) { + const half2 dmA_dsB = dmA[n][l/2][k01/(QR4_1*QI4_1)]*dsB[l%2]; + sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + } } } } @@ -531,8 +605,8 @@ template static __device__ __forceinlin qs1 = __vsubss4(qs1, 0x10101010); // subtract 16 #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + kbx*(2*QI5_0) + kqsx + 0] = qs0; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + 0] = qs0; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; #else x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_0) + kqsx + 0] = qs0; x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_0) + kqsx + QI5_0] = qs1; @@ -553,106 +627,13 @@ template static __device__ __forceinlin const block_q5_0 * bxi = (const block_q5_0 *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + kbxd] = bxi->d; + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else x_df[i*(WARP_SIZE/QI5_0) + i/QI5_0 + kbxd] = bxi->d; #endif // INT8_MMA_AVAILABLE } } -template -static __device__ __forceinline__ void vec_dot_q5_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { - - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_0, mmq_y); - const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + txs.qs; - const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; - -#pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl - (&x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE], - x_df[i*(WARP_SIZE/QI5_0) + i/QI5_0 + k0/QI5_0], y_df[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); - } - } -} - -template -static __device__ __forceinline__ void vec_dot_q5_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { -#ifdef INT8_MMA_AVAILABLE - - typedef mma_int_A_I16K8 mma_A; - typedef mma_int_B_J8K8 mma_B; - typedef mma_int_C_I16J8 mma_C; - - constexpr int granularity = mmq_get_granularity_device(mmq_x); - constexpr int rows_per_warp = 2 * granularity; - constexpr int ntx = rows_per_warp/mma_C::I; // Number of x minitiles per warp. - - y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); - - const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + WARP_SIZE*2; - const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; - - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; - - const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_0 + QR5_1*k0, MMQ_MMA_TILE_X_K_Q5_0); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + mma_C::get_i(2*l) + n*mma_C::I; - - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + k0/QI5_0]; - } - } - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; - - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); - - dB[l] = y_df[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); - -#pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]*C.x[l]; - } - } - } -#else - GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); - NO_DEVICE_CODE; -#endif // INT8_MMA_AVAILABLE -} - template static __device__ __forceinline__ void load_tiles_q5_1( const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { @@ -694,8 +675,8 @@ template static __device__ __forceinlin qs1 |= (qh << 9) & 0x10000000; // 19 -> 28 #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_1 + kbx*(2*QI5_1) + kqsx + 0] = qs0; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + 0] = qs0; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_1 + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; #else x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_1) + kqsx + 0] = qs0; x_qs[i*(2*WARP_SIZE + 1) + kbx*(2*QI5_1) + kqsx + QI5_1] = qs1; @@ -716,113 +697,19 @@ template static __device__ __forceinlin const block_q5_1 * bxi = (const block_q5_1 *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_dm[i*MMQ_MMA_TILE_X_K_Q5_1 + kbxd] = bxi->dm; + x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + kbxd] = bxi->dm; #else x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + kbxd] = bxi->dm; #endif // INT8_MMA_AVAILABLE } } -template -static __device__ __forceinline__ void vec_dot_q5_1_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { - - constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y); - const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + txs.qs; - const int * y_qs = (const int *) y + 4; - const half2 * y_ds = (const half2 *) y; - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; - -#pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; - - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_1_q8_1_impl - (&x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE], - x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + k0/QI5_1], y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]); - } - } -} - -template -static __device__ __forceinline__ void vec_dot_q5_1_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { -#ifdef INT8_MMA_AVAILABLE - - typedef mma_int_A_I16K8 mma_A; - typedef mma_int_B_J8K8 mma_B; - typedef mma_int_C_I16J8 mma_C; - - constexpr int granularity = mmq_get_granularity_device(mmq_x); - constexpr int rows_per_warp = 2 * granularity; - constexpr int ntx = rows_per_warp/mma_C::I; // Number of x minitiles per warp. - - y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); - - const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + 2*WARP_SIZE; - const int * y_qs = (const int *) y + 4; - const half2 * y_ds = (const half2 *) y; - - mma_A A[ntx]; - half2 dmA[ntx][mma_C::ne/2]; - - const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_1 + QR5_1*k0, MMQ_MMA_TILE_X_K_Q5_1); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + mma_C::get_i(2*l) + n*mma_C::I; - - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_1 + k0/QI5_1]; - } - } - -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - half2 dsB[mma_C::ne/2]; - - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0) % WARP_SIZE, MMQ_TILE_Y_K); - -#pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); - - dsB[l] = y_ds[j*MMQ_TILE_Y_K + (2*k0/QI8_1) % (WARP_SIZE/QI8_1)]; - } - -#pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); - -#pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - const half2 dmA_dsB = dmA[n][l/2]*dsB[l%2]; - sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); - } - } - } -#else - GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); - NO_DEVICE_CODE; -#endif // INT8_MMA_AVAILABLE -} - template static __device__ __forceinline__ void load_tiles_q8_0( const char * __restrict__ x, int * __restrict__ x_tile, const int & kbx0, const int & i_max, const int & stride) { #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; - float * x_df = (float *) (x_tile + WARP_SIZE); + float * x_df = (float *) (x_tile + 2*WARP_SIZE); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); int * x_qs = (int *) x_tile; @@ -843,18 +730,20 @@ template static __device__ __forceinlin const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbx; #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x] = get_int_b2(bxi->qs, kqsx); + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + 0 + threadIdx.x] = get_int_b2(bxi[0].qs, kqsx); + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx); #else - x_qs[i*(WARP_SIZE + 1) + threadIdx.x] = get_int_b2(bxi->qs, kqsx); + x_qs[i*(2*WARP_SIZE + 1) + 0 + threadIdx.x] = get_int_b2(bxi[0].qs, kqsx); + x_qs[i*(2*WARP_SIZE + 1) + WARP_SIZE + threadIdx.x] = get_int_b2(bxi[WARP_SIZE/QI8_0].qs, kqsx); #endif // INT8_MMA_AVAILABLE } - const int blocks_per_tile_x_row = WARP_SIZE / QI8_0; + const int blocks_per_tile_x_row = 2*WARP_SIZE / QI8_0; const int kbxd = threadIdx.x % blocks_per_tile_x_row; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI8_0) { - int i = i0 + threadIdx.y * QI8_0 + threadIdx.x / blocks_per_tile_x_row; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI8_0/2) { + int i = i0 + threadIdx.y * (QI8_0/2) + threadIdx.x / blocks_per_tile_x_row; if (need_check) { i = min(i, i_max); @@ -863,16 +752,16 @@ template static __device__ __forceinlin const block_q8_0 * bxi = (const block_q8_0 *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = bxi->d; #else - x_df[i*(WARP_SIZE/QI8_0) + i / QI8_0 + kbxd] = bxi->d; + x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + kbxd] = bxi->d; #endif // INT8_MMA_AVAILABLE } } template static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q8_0, mmq_y); const int * x_qs = (const int *) x; @@ -880,24 +769,29 @@ static __device__ __forceinline__ void vec_dot_q8_0_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl - (&x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k0], x_df[i*(WARP_SIZE/QI8_0) + i/QI8_0 + k0/QI8_0], - y_df[j*MMQ_TILE_Y_K + k0/QI8_1]); +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_0_q8_1_impl + (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k0 % WARP_SIZE], + x_df[i*(2*WARP_SIZE/QI8_0) + i/(QI8_0/2) + k0/QI8_0], y_df[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]); + } } } } template static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -911,49 +805,178 @@ static __device__ __forceinline__ void vec_dot_q8_0_q8_1_mma( y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); const int * x_qs = (const int *) x; - const float * x_df = (const float *) x_qs + WARP_SIZE; + const float * x_df = (const float *) x_qs + 2*WARP_SIZE; const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; - mma_A A[ntx]; - float dA[ntx][mma_C::ne/2]; + mma_A A[ntx][WARP_SIZE/QI8_0]; + float dA[ntx][mma_C::ne/2][WARP_SIZE/QI8_0]; const int i0 = (threadIdx.y/ntx)*rows_per_warp; #pragma unroll for (int n = 0; n < ntx; ++n) { - A[n].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_0 + k0, MMQ_MMA_TILE_X_K_Q8_0); +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; + + A[n][k01/QI8_0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_0 + k0, MMQ_MMA_TILE_X_K_Q8_0); + } #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + k0/QI8_0]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; + + dA[n][l][k01/QI8_0] = x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + k0/QI8_0]; + } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_0) { + const int k0 = k00 + k01; - B.load(y_qs + j0*MMQ_TILE_Y_K + k0, MMQ_TILE_Y_K); + mma_B B; + float dB[mma_C::ne/2]; + + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + k0/QI8_1]; + dB[l] = y_df[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; + } + +#pragma unroll + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/QI8_0], B); + +#pragma unroll + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += C.x[l]*dA[n][l/2][k01/QI8_0]*dB[l%2]; + } + } + } + } +#else + GGML_UNUSED(x); GGML_UNUSED(y); GGML_UNUSED(sum); + NO_DEVICE_CODE; +#endif // INT8_MMA_AVAILABLE +} + +template +static __device__ __forceinline__ void vec_dot_q8_1_q8_1_dp4a( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { + + constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_1, mmq_y); + const int * x_qs = (const int *) x; + const half2 * x_dm = (const half2 *) x_qs + txs.qs; + const int * y_qs = (const int *) y + 4; + const half2 * y_ds = (const half2 *) y; + +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += VDR_Q8_0_Q8_1_MMQ) { + const int k0 = k00 + k01; + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q8_1_q8_1_impl + (&x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + x_dm[i*(WARP_SIZE/QI5_1) + i/QI5_1 + k0/QI8_1], y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } + } + } +} + +template +static __device__ __forceinline__ void vec_dot_q8_1_q8_1_mma( + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { +#ifdef INT8_MMA_AVAILABLE + + typedef mma_int_A_I16K8 mma_A; + typedef mma_int_B_J8K8 mma_B; + typedef mma_int_C_I16J8 mma_C; + + constexpr int granularity = mmq_get_granularity_device(mmq_x); + constexpr int rows_per_warp = 2 * granularity; + constexpr int ntx = rows_per_warp/mma_C::I; // Number of x minitiles per warp. + + y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); + + const int * x_qs = (const int *) x; + const half2 * x_dm = (const half2 *) x_qs + 2*WARP_SIZE; + const int * y_qs = (const int *) y + 4; + const half2 * y_dm = (const half2 *) y; + + mma_A A[ntx][WARP_SIZE/QI8_1]; + half2 dmA[ntx][mma_C::ne/2][WARP_SIZE/QI8_1]; + + const int i0 = (threadIdx.y/ntx)*rows_per_warp; + +#pragma unroll + for (int n = 0; n < ntx; ++n) { +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + A[n][k01/QI8_1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q8_1 + k0, MMQ_MMA_TILE_X_K_Q8_1); } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C; - C.mma_K8(A[n], B); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += C.x[l]*dA[n][l/2]*dB[l%2]; + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + dmA[n][l][k01/QI8_1] = x_dm[i*MMQ_MMA_TILE_X_K_Q8_1 + k0/QI8_1]; + } + } + } + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; + + mma_B B; + half2 dsB[mma_C::ne/2]; + + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); + +#pragma unroll + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); + + dsB[l] = y_dm[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; + } + +#pragma unroll + for (int n = 0; n < ntx; ++n) { + mma_C C; + C.mma_K8(A[n][k01/QI8_1], B); + +#pragma unroll + for (int l = 0; l < mma_C::ne; ++l) { + const half2 dmA_dsB = dmA[n][l/2][k01/QI8_1]*dsB[l%2]; + sum[(j0/mma_C::J + n)*mma_C::ne + l] += __low2float(dmA_dsB)*C.x[l] + __high2float(dmA_dsB); + } } } } @@ -968,44 +991,37 @@ template static __device__ __forceinlin #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; - half2 * x_dm = (half2 *) (x_qs + WARP_SIZE); + half2 * x_dm = (half2 *) (x_qs + 2*WARP_SIZE); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y); int * x_qs = (int *) x_tile; half2 * x_dm = (half2 *) (x_qs + txs.qs); #endif // INT8_MMA_AVAILABLE - const int kbx = threadIdx.x / QI2_K; const int kqsx = threadIdx.x % QI2_K; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { - int i = i0 + threadIdx.y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI2_K) { + int i = i0 + threadIdx.y*(WARP_SIZE/QI2_K) + threadIdx.x/QI2_K; if (need_check) { i = min(i, i_max); } - const block_q2_K * bxi = (const block_q2_K *) x + kbx0 + i*stride + kbx; + const block_q2_K * bxi = (const block_q2_K *) x + kbx0 + i*stride; const int x_ql_0 = get_int_b2(bxi->qs, kqsx); #pragma unroll for (int l = 0; l < QR2_K; ++l) { - const int k = kbx*QI2_K + (kqsx/8)*8 + l*2 + (kqsx % 8)/4; + const int k = (kqsx/8)*32 + l*8 + kqsx % 8; - int x_qs_k = ((x_ql_0 >> (2*l)) & 0x03030303) << (2*(kqsx % 4)); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 1, WARP_SIZE); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 2, WARP_SIZE); - - if (kqsx % QR2_K != 0) { - continue; - } + const int x_qs_k = (x_ql_0 >> (2*l)) & 0x03030303; #ifdef INT8_MMA_AVAILABLE x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k] = x_qs_k; #else - x_qs[i*(WARP_SIZE + 1) + k] = x_qs_k; + x_qs[i*(2*WARP_SIZE + 1) + k] = x_qs_k; #endif // INT8_MMA_AVAILABLE } @@ -1018,44 +1034,68 @@ template static __device__ __forceinlin #endif // FAST_FP16_AVAILABLE #ifdef INT8_MMA_AVAILABLE - x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + threadIdx.x] = x_dm_ik; + x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + kqsx] = x_dm_ik; #else - x_dm[i*(WARP_SIZE + 1) + threadIdx.x] = x_dm_ik; + x_dm[i*(WARP_SIZE + 1) + kqsx] = x_dm_ik; #endif // INT8_MMA_AVAILABLE } } template static __device__ __forceinline__ void vec_dot_q2_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q2_K, mmq_y); const int * x_qs = (const int *) x; const half2 * x_dm = (const half2 *) x_qs + txs.qs; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_ds = (const half2 *) y; + float2 y_df[mmq_x/nwarps]; #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { const int j = j0 + threadIdx.y; -#pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + y_df[j0/nwarps] = __half22float2(y_ds[j*MMQ_TILE_Y_K]); + } - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( - &x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + (QR2_K*k0) % WARP_SIZE], - &x_dm[i*(WARP_SIZE + 1) + k0], y_df[j*MMQ_TILE_Y_K + ((QR2_K*k0) % WARP_SIZE)/QI8_1]); +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR2_K*VDR_Q2_K_Q8_1_MMQ) { + const int k0 = k00 + k01; + +#pragma unroll + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; + +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; + + if (k01 < WARP_SIZE/2) { + constexpr int ns = 2; + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y, + &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } else { + constexpr int ns = 1; + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q2_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], + &x_dm[i*(WARP_SIZE + 1) + k0/4], k01 < WARP_SIZE/2 ? y_df[j0/nwarps].x : y_df[j0/nwarps].y, + &y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } + } } } } template static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; + typedef mma_int_A_I16K8 mma_A_K8; typedef mma_int_B_J8K4 mma_B; typedef mma_int_C_I16J8 mma_C; @@ -1066,74 +1106,107 @@ static __device__ __forceinline__ void vec_dot_q2_K_q8_1_mma( y += (threadIdx.y % ntx) * (mma_B::J*MMQ_TILE_Y_K); const int * x_qs = (const int *) x; - const half2 * x_dm = (const half2 *) x_qs + WARP_SIZE; + const half2 * x_dm = (const half2 *) x_qs + WARP_SIZE*2; const int * y_qs = (const int *) y + 4; - const float * y_df = (const float *) y; + const half2 * y_ds = (const half2 *) y; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - float dA[ntx][mma_C::ne/2][2]; - float mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][8]; + float dA[ntx][mma_C::ne/2][8]; + float mA[ntx][mma_C::ne/2][8]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int shift = 2*mma_A::get_k(l); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + const int k0 = k00 + k01; - A[n][0].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + 0] >> shift) & 0x03030303; - A[n][1].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + 1] >> shift) & 0x03030303; + ((mma_A_K8 *) A[n])[k01/QI8_1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q2_K + k0, MMQ_MMA_TILE_X_K_Q2_K); } + } +#pragma unroll + for (int n = 0; n < ntx; ++n) { #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); #pragma unroll - for (int kdm = 0; kdm < 2; ++kdm) { - const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0 + kdm]); + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1/2) { + const int k0 = k00 + k01; - dA[n][l][kdm] = dm.x; - mA[n][l][kdm] = dm.y; + const float2 dm = __half22float2(x_dm[i*MMQ_MMA_TILE_X_K_Q2_K + k0/(QI8_1/2)]); + + dA[n][l][k01/(QI8_1/2)] = dm.x; + mA[n][l][k01/(QI8_1/2)] = dm.y; } } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B[2]; - float dB[mma_C::ne/2]; - - B[0].load(y_qs + j0*MMQ_TILE_Y_K + (QR2_K*k0 + 0) % WARP_SIZE, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + (QR2_K*k0 + mma_B::K) % WARP_SIZE, MMQ_TILE_Y_K); + float2 dB[mma_C::ne/2]; #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((4*k0)/QI8_1) % (WARP_SIZE/QI8_1)]; + dB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K]); } - mma_C Cm[2]; - mma_A A1; - A1.x[0] = 0x01010101; - A1.x[1] = 0x01010101; - Cm[0].mma_K4(A1, B[0]); - Cm[1].mma_K4(A1, B[1]); +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QI8_1) { + mma_B B[2]; + + B[0].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + 0), MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + mma_B::K), MMQ_TILE_Y_K); + + mma_C Cm[2]; + if (k01 >= WARP_SIZE * 3/4) { + mma_A A1; + A1.x[0] = 0x01010101; + A1.x[1] = 0x01010101; + Cm[0].mma_K4(A1, B[0]); + Cm[1].mma_K4(A1, B[1]); + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C Cd[2]; + for (int n = 0; n < ntx; ++n) { + mma_C Cd[2]; - Cd[0].mma_K4(A[n][0], B[0]); - Cd[1].mma_K4(A[n][1], B[1]); + Cd[0].mma_K4(A[n][k01/4 + 0], B[0]); + Cd[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += ( - Cd[0].x[l]*dA[n][l/2][0] + Cd[1].x[l]*dA[n][l/2][1] - Cm[0].x[l]*mA[n][l/2][0] - Cm[1].x[l]*mA[n][l/2][1])*dB[l%2]; + for (int l = 0; l < mma_C::ne; ++l) { + float tmp = Cd[0].x[l]*dA[n][l/2][k01/4 + 0] + Cd[1].x[l]*dA[n][l/2][k01/4 + 1]; + if (k01 >= WARP_SIZE * 3/4) { + tmp -= Cm[0].x[l]*mA[n][l/2][k01/4 + 0] + Cm[1].x[l]*mA[n][l/2][k01/4 + 1]; + } + sum[(j0/mma_C::J + n)*mma_C::ne + l] += tmp*(k01 < WARP_SIZE/2 ? dB[l%2].x : dB[l%2].y); + } + } + } + +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE * 3/4; k01 += QI8_1) { + float2 sB[mma_C::ne/2]; + +#pragma unroll + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); + + sB[l] = __half22float2(y_ds[j*MMQ_TILE_Y_K + (1 + k01/QI8_1)]); + } + +#pragma unroll + for (int n = 0; n < ntx; ++n) { +#pragma unroll + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] -= mA[n][l/2][k01/4 + 0]*sB[l%2].x; + sum[(j0/mma_C::J + n)*mma_C::ne + l] -= mA[n][l/2][k01/4 + 1]*sB[l%2].y; + } } } } @@ -1149,7 +1222,7 @@ template static __device__ __forceinlin #ifdef INT8_MMA_AVAILABLE int * x_qs = (int *) x_tile; float * x_df = (float *) (x_qs + WARP_SIZE*2); - int * x_sc = (int *) (x_df + WARP_SIZE/QI3_K); + int * x_sc = (int *) (x_df + 1); #else constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y); int * x_qs = (int *) x_tile; @@ -1157,75 +1230,66 @@ template static __device__ __forceinlin int * x_sc = (int *) (x_df + txs.dm); #endif // INT8_MMA_AVAILABLE - const int kbx = threadIdx.x / QI3_K; const int kqsx = threadIdx.x % QI3_K; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps) { - int i = i0 + threadIdx.y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps * WARP_SIZE/QI3_K) { + int i = i0 + threadIdx.y * (WARP_SIZE/QI3_K) + threadIdx.x / QI3_K; if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + kbx; + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; const int x_ql_0 = get_int_b2(bxi->qs, kqsx); const int x_qh_0 = get_int_b2(bxi->hmask, kqsx % (QI3_K/2)) >> (4 * (kqsx / (QI3_K/2))); #pragma unroll for (int l = 0; l < QR3_K; ++l) { - const int k = kbx*(QR3_K*QI3_K) + (kqsx/8)*32 + l*8 + kqsx % 8; + const int k = (kqsx/8)*32 + l*8 + kqsx % 8; const int x_ql_k = (x_ql_0 >> (2*l)) & 0x03030303; const int x_qh_k = ((x_qh_0 >> l) << 2) & 0x04040404; - int x_qs_k = (x_ql_k | x_qh_k) << (4*(k%2)); - x_qs_k |= __shfl_xor_sync(0xFFFFFFFF, x_qs_k, 1, WARP_SIZE); - - if (kqsx % 2 != 0) { - continue; - } + const int x_qs_k = __vsubss4(x_ql_k | x_qh_k, 0x04040404); #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2] = x_qs_k; + x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k] = x_qs_k; #else - x_qs[i*(2*WARP_SIZE + 1) + k/2] = x_qs_k; + x_qs[i*(2*WARP_SIZE + 1) + k] = x_qs_k; #endif // INT8_MMA_AVAILABLE } } - const int blocks_per_tile_x_row = WARP_SIZE / QI3_K; - const int kbxd = threadIdx.x % blocks_per_tile_x_row; - #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * QI3_K) { - int i = (i0 + threadIdx.y * QI3_K + threadIdx.x / blocks_per_tile_x_row) % mmq_y; + for (int i0 = 0; i0 < mmq_y; i0 += nwarps*WARP_SIZE) { + int i = (i0 + threadIdx.y*WARP_SIZE + threadIdx.x) % mmq_y; if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + kbxd; + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q3_K + kbxd] = bxi->d; + x_df[i*MMQ_MMA_TILE_X_K_Q3_K] = bxi->d; #else - x_df[i*(WARP_SIZE/QI3_K) + i/QI3_K + kbxd] = bxi->d; + x_df[i] = bxi->d; #endif // INT8_MMA_AVAILABLE } #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += nwarps * 4) { - int i = i0 + threadIdx.y * 4 + threadIdx.x / (WARP_SIZE/4); + for (int i0 = 0; i0 < mmq_y; i0 += nwarps*8) { + int i = i0 + threadIdx.y*8 + threadIdx.x/(WARP_SIZE/8); if (need_check) { i = min(i, i_max); } - const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride + (threadIdx.x % (WARP_SIZE/4)) / (QI3_K/4); + const block_q3_K * bxi = (const block_q3_K *) x + kbx0 + i*stride; - const int ksc = threadIdx.x % (QI3_K/4); + const int ksc = threadIdx.x % (WARP_SIZE/8); const int ksc_low = ksc % (QI3_K/8); const int shift_low = 4 * (ksc / (QI3_K/8)); @@ -1238,16 +1302,16 @@ template static __device__ __forceinlin const int sc = __vsubss4(sc_low | sc_high, 0x20202020); #ifdef INT8_MMA_AVAILABLE - x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + threadIdx.x % (WARP_SIZE/4)] = sc; + x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + threadIdx.x % (WARP_SIZE/8)] = sc; #else - x_sc[i*(WARP_SIZE/4) + i/4 + threadIdx.x % (WARP_SIZE/4)] = sc; + x_sc[i*(WARP_SIZE/8) + i/8 + threadIdx.x % (WARP_SIZE/8)] = sc; #endif // INT8_MMA_AVAILABLE } } template static __device__ __forceinline__ void vec_dot_q3_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q3_K, mmq_y); const int * x_qs = (const int *) x; @@ -1256,32 +1320,35 @@ static __device__ __forceinline__ void vec_dot_q3_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - const int kbx = k0 / QI3_K; - const int ky = (k0 % QI3_K) * QR3_K; +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - const int8_t * scales = ((const int8_t *) (x_sc + i * (WARP_SIZE/4) + i/4 + kbx*4)) + ky/4; + const int8_t * scales = ((const int8_t *) (x_sc + i*(WARP_SIZE/8) + i/8)) + k0/4; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q3_K_q8_1_impl_mmq( - &x_qs[i*(2*WARP_SIZE + 1) + 2*k0], &y_qs[j*MMQ_TILE_Y_K + (k0*QR3_K) % WARP_SIZE], scales, - x_df[i*(WARP_SIZE/QI3_K) + i/QI3_K + kbx], y_df[j*MMQ_TILE_Y_K + ((k0*QR3_K) % WARP_SIZE)/QI8_1]); + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q3_K_q8_1_impl_mmq( + &x_qs[i*(2*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], scales, + x_df[i], y_df[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q3_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; + typedef mma_int_A_I16K8 mma_A_K8; typedef mma_int_B_J8K4 mma_B; typedef mma_int_C_I16J8 mma_C; @@ -1293,73 +1360,74 @@ static __device__ __forceinline__ void vec_dot_q3_K_q8_1_mma( const int * x_qs = (const int *) x; const float * x_df = (const float *) x_qs + WARP_SIZE*2; - const int * x_sc = (const int *) x_df + WARP_SIZE/QI3_K; + const int * x_sc = (const int *) x_df + 1; const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][8]; + int scA[ntx][mma_C::ne/2][8]; float dA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int l = 0; l < mma_A::ne; ++l) { - const int i = i0 + n*mma_A::I + mma_A::get_i(l); - const int k = QR3_K*k0 + mma_A::get_k(l); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; - A[n][0].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2 + 0] >> (4*(k%2))) & 0x0F0F0F0F; - A[n][1].x[l] = (x_qs[i*MMQ_MMA_TILE_X_K_Q3_K + k/2 + mma_A::K/2] >> (4*(k%2))) & 0x0F0F0F0F; - A[n][0].x[l] = __vsubss4(A[n][0].x[l], 0x04040404); - A[n][1].x[l] = __vsubss4(A[n][1].x[l], 0x04040404); + ((mma_A_K8 *) A[n])[k01/8].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q3_K + k0, MMQ_MMA_TILE_X_K_Q3_K); } #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - const int kbx = k0 / QI3_K; - const int ky = (k0 % QI3_K) * QR3_K; - const int8_t * sc = ((const int8_t *) (x_sc + i*MMQ_MMA_TILE_X_K_Q3_K + kbx*4)) + ky/4; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; - scA[n][l][0] = sc[0]; - scA[n][l][1] = sc[1]; - } + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q3_K + k0/16]; + const int8_t * sc = (const int8_t *) &sc_packed; #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][k01/4 + ksc] = sc[ksc]; + } + } - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q3_K + k0/QI3_K]; + dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q3_K]; } } #pragma unroll for (int j0 = 0; j0 < mmq_x; j0 += ntx*mma_C::J) { - mma_B B[2]; - float dB[mma_C::ne/2]; +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR3_K*VDR_Q3_K_Q8_1_MMQ) { + mma_B B[2]; + float dB[mma_C::ne/2]; - B[0].load(y_qs + j0*MMQ_TILE_Y_K + (QR3_K*k0 + 0) % WARP_SIZE, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + (QR3_K*k0 + mma_B::K) % WARP_SIZE, MMQ_TILE_Y_K); + B[0].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + 0), MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + (k01 + mma_B::K), MMQ_TILE_Y_K); #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int j = j0 + mma_C::get_j(l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((4*k0)/QI8_1) % (WARP_SIZE/QI8_1)]; - } + dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; + } #pragma unroll - for (int n = 0; n < ntx; ++n) { - mma_C C[2]; - C[0].mma_K4(A[n][0], B[0]); - C[1].mma_K4(A[n][1], B[1]); + for (int n = 0; n < ntx; ++n) { + mma_C C[2]; + C[0].mma_K4(A[n][k01/4 + 0], B[0]); + C[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll - for (int l = 0; l < mma_C::ne; ++l) { - sum[(j0/mma_C::J + n)*mma_C::ne + l] += (C[0].x[l]*scA[n][l/2][0] + C[1].x[l]*scA[n][l/2][1])*dA[n][l/2]*dB[l%2]; + for (int l = 0; l < mma_C::ne; ++l) { + sum[(j0/mma_C::J + n)*mma_C::ne + l] += dA[n][l/2]*dB[l%2]* + (C[0].x[l]*scA[n][l/2][k01/4 + 0] + C[1].x[l]*scA[n][l/2][k01/4 + 1]); + } } } } @@ -1451,7 +1519,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q4_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q4_K, mmq_y); const int * x_qs = (const int *) x; @@ -1460,26 +1528,31 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR4_K*VDR_Q4_K_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]) + 2*((k0 % 16) / 8); +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_K_q8_1_impl_mmq( - &x_qs[i*(WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + (QR4_K*k0) % WARP_SIZE], sc, sc+8, - x_dm[i*(WARP_SIZE/QI4_K) + i/QI4_K], &y_ds[j*MMQ_TILE_Y_K + ((QR4_K*k0) % WARP_SIZE)/QI8_1]); + const uint8_t * sc = (const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/32] + 2*(k01/16); + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q4_K_q8_1_impl_mmq( + &x_qs[i*(WARP_SIZE + 1) + k0/2], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8, + x_dm[i*(WARP_SIZE/QI4_K) + i/QI4_K], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -1500,35 +1573,40 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; - int mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][4]; + int scA[ntx][mma_C::ne/2][4]; + int mA[ntx][mma_C::ne/2][4]; half2 dmA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 8) { - A[n][kvdr/4 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_K + k0, MMQ_MMA_TILE_X_K_Q4_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; + + A[n][k01/8 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q4_K + k0/QR4_K, MMQ_MMA_TILE_X_K_Q4_K); #pragma unroll for (int l = 0; l < mma_A::ne; ++l) { - A[n][kvdr/4 + 1].x[l] = (A[n][kvdr/4 + 0].x[l] >> 4) & 0x0F0F0F0F; - A[n][kvdr/4 + 0].x[l] &= 0x0F0F0F0F; + A[n][k01/8 + 1].x[l] = (A[n][k01/8 + 0].x[l] >> 4) & 0x0F0F0F0F; + A[n][k01/8 + 0].x[l] &= 0x0F0F0F0F; } } #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 4) { + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + (k00/32 + 0)]; + const int m_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + (k00/32 + 2)]; + + const uint8_t * sc = (const uint8_t *) &sc_packed; + const uint8_t * m = (const uint8_t *) &m_packed; + #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); - - const uint8_t * sc = ((const uint8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q4_K + k0/16]) + 2 * ((k0 % 16) / 8); - const uint8_t * m = sc + 8; - - scA[n][l][kvdr/4] = sc[kvdr/4]; - mA[n][l][kvdr/4] = m[kvdr/4]; + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][ksc] = sc[ksc]; + mA[n][l][ksc] = m[ksc]; } } @@ -1536,7 +1614,7 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_A::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_K + k0/QI4_K]; + dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q4_K]; } } @@ -1546,28 +1624,28 @@ static __device__ __forceinline__ void vec_dot_q4_K_q8_1_mma( float tmpm[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q4_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { mma_B B; half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0 + 2*kvdr) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k01, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dsB[l] = y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C; - C.mma_K8(A[n][kvdr/4], B); + C.mma_K8(A[n][k01/8], B); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmpd[n][l] += (C.x[l]*scA[n][l/2][kvdr/4]) * __low2float(dsB[l%2]); - tmpm[n][l] += mA[n][l/2][kvdr/4] * __high2float(dsB[l%2]); + tmpd[n][l] += (C.x[l]*scA[n][l/2][k01/8]) * __low2float(dsB[l%2]); + tmpm[n][l] += mA[n][l/2][k01/8] * __high2float(dsB[l%2]); } } } @@ -1682,7 +1760,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q5_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q5_K, mmq_y); const int * x_qs = (const int *) x; @@ -1691,26 +1769,31 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const half2 * y_ds = (const half2 *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR5_K*VDR_Q5_K_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]) + 2 * ((k0 % 16) / 8); +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q5_K_q8_1_impl_mmq( - &x_qs[i*(QR5_K*WARP_SIZE + 1) + QR5_K*k0], &y_qs[j*MMQ_TILE_Y_K + (QR5_K*k0) % WARP_SIZE], sc, sc+8, - x_dm[i*(WARP_SIZE/QI5_K) + i/QI5_K], &y_ds[j*MMQ_TILE_Y_K + ((QR5_K*k0) % WARP_SIZE)/QI8_1]); + const uint8_t * sc = ((const uint8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k00/32]) + 2*(k01/16); + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q5_K_q8_1_impl_mmq( + &x_qs[i*(QR5_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc, sc+8, + x_dm[i*(WARP_SIZE/QI5_K) + i/QI5_K], &y_ds[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K8 mma_A; @@ -1731,26 +1814,34 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][2]; - int scA[ntx][mma_C::ne/2][2]; - int mA[ntx][mma_C::ne/2][2]; + mma_A A[ntx][4]; + int scA[ntx][mma_C::ne/2][4]; + int mA[ntx][mma_C::ne/2][4]; half2 dmA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q5_K_Q8_1_MMQ; kvdr += 4) { - A[n][kvdr/4].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_K + (QR5_K*k0 + QR5_K*kvdr), MMQ_MMA_TILE_X_K_Q5_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + + A[n][k01/8].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q5_K + k0, MMQ_MMA_TILE_X_K_Q5_K); + } #pragma unroll - for (int l = 0; l < mma_C::ne/2; ++l) { - const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); + for (int l = 0; l < mma_C::ne/2; ++l) { + const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - const uint8_t * sc = ((const uint8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + k0/16]) + 2 * ((k0 % 16) / 8); - const uint8_t * m = sc + 8; + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + (k00/32 + 0)]; + const int m_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q5_K + (k00/32 + 2)]; - scA[n][l][kvdr/4] = sc[kvdr/4]; - mA[n][l][kvdr/4] = m[kvdr/4]; + const uint8_t * sc = (const uint8_t *) &sc_packed; + const uint8_t * m = (const uint8_t *) &m_packed; + +#pragma unroll + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][ksc] = sc[ksc]; + mA[n][l][ksc] = m[ksc]; } } @@ -1758,7 +1849,7 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_K + k0/QI5_K]; + dmA[n][l] = x_dm[i*MMQ_MMA_TILE_X_K_Q5_K]; } } @@ -1768,28 +1859,30 @@ static __device__ __forceinline__ void vec_dot_q5_K_q8_1_mma( float tmpm[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q5_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + mma_B B; half2 dsB[mma_C::ne/2]; - B.load(y_qs + j0*MMQ_TILE_Y_K + (2*k0 + 2*kvdr) % WARP_SIZE, MMQ_TILE_Y_K); + B.load(y_qs + j0*MMQ_TILE_Y_K + k0 % WARP_SIZE, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dsB[l] = y_ds[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dsB[l] = y_ds[j*MMQ_TILE_Y_K + (k0/QI8_1) % (WARP_SIZE/QI8_1)]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C; - C.mma_K8(A[n][kvdr/4], B); + C.mma_K8(A[n][k01/8], B); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmpd[n][l] += (C.x[l]*scA[n][l/2][kvdr/4]) * __low2float(dsB[l%2]); - tmpm[n][l] += mA[n][l/2][kvdr/4] * __high2float(dsB[l%2]); + tmpd[n][l] += (C.x[l]*scA[n][l/2][k01/8]) * __low2float(dsB[l%2]); + tmpm[n][l] += mA[n][l/2][k01/8] * __high2float(dsB[l%2]); } } } @@ -1896,7 +1989,7 @@ template static __device__ __forceinlin template static __device__ __forceinline__ void vec_dot_q6_K_q8_1_dp4a( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { constexpr tile_x_sizes txs = mmq_get_dp4a_tile_x_sizes(GGML_TYPE_Q6_K, mmq_y); const int * x_qs = (const int *) x; @@ -1905,26 +1998,31 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_dp4a( const int * y_qs = (const int *) y + 4; const float * y_df = (const float *) y; -#pragma unroll - for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { - const int j = j0 + threadIdx.y; +// #pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += QR6_K*VDR_Q6_K_Q8_1_MMQ) { + const int k0 = k00 + k01; #pragma unroll - for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { - const int i = i0 + threadIdx.x; + for (int j0 = 0; j0 < mmq_x; j0 += nwarps) { + const int j = j0 + threadIdx.y; - const int8_t * sc = ((const int8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/8]); +#pragma unroll + for (int i0 = 0; i0 < mmq_y; i0 += WARP_SIZE) { + const int i = i0 + threadIdx.x; - sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q6_K_q8_1_impl_mmq( - &x_qs[i*(QR6_K*WARP_SIZE + 1) + QR6_K*k0], &y_qs[j*MMQ_TILE_Y_K + (QR6_K*k0) % WARP_SIZE], sc, - x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K], &y_df[j*MMQ_TILE_Y_K + ((QR6_K*k0) % WARP_SIZE)/QI8_1]); + const int8_t * sc = ((const int8_t *) &x_sc[i * (WARP_SIZE/8) + i/8 + k0/16]); + + sum[j0/nwarps*mmq_y/WARP_SIZE + i0/WARP_SIZE] += vec_dot_q6_K_q8_1_impl_mmq( + &x_qs[i*(QR6_K*WARP_SIZE + 1) + k0], &y_qs[j*MMQ_TILE_Y_K + k01], sc, + x_df[i*(WARP_SIZE/QI6_K) + i/QI6_K], &y_df[j*MMQ_TILE_Y_K + k01/QI8_1]); + } } } } template static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( - const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k0) { + const int * __restrict__ x, const int * __restrict__ y, float * __restrict__ sum, const int & k00) { #ifdef INT8_MMA_AVAILABLE typedef mma_int_A_I16K4 mma_A; @@ -1945,25 +2043,35 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( const int i0 = (threadIdx.y / ntx) * (ntx*mma_A::I); - mma_A A[ntx][4]; - int scA[ntx][mma_C::ne/2][4]; + mma_A A[ntx][8]; + int scA[ntx][mma_C::ne/2][8]; float dA[ntx][mma_C::ne/2]; #pragma unroll for (int n = 0; n < ntx; ++n) { #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q6_K_Q8_1_MMQ; kvdr += 4) { - A[n][kvdr/2 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (QR6_K*k0 + QR6_K*kvdr + 0), MMQ_MMA_TILE_X_K_Q6_K); - A[n][kvdr/2 + 1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (QR6_K*k0 + QR6_K*kvdr + mma_A::K), MMQ_MMA_TILE_X_K_Q6_K); + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { + const int k0 = k00 + k01; + + A[n][k01/4 + 0].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + 0), MMQ_MMA_TILE_X_K_Q6_K); + A[n][k01/4 + 1].load(x_qs + (i0 + n*mma_A::I)*MMQ_MMA_TILE_X_K_Q6_K + (k0 + mma_A::K), MMQ_MMA_TILE_X_K_Q6_K); + } + +#pragma unroll + for (int k01 = 0; k01 < WARP_SIZE; k01 += 16) { + const int k0 = k00 + k01; #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - const int8_t * sc = ((const int8_t *) &x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + k0/8]); + const int sc_packed = x_sc[i*MMQ_MMA_TILE_X_K_Q6_K + k0/16]; + const int8_t * sc = (const int8_t *) &sc_packed; - scA[n][l][kvdr/2 + 0] = sc[kvdr/2 + 0]; - scA[n][l][kvdr/2 + 1] = sc[kvdr/2 + 1]; +#pragma unroll + for (int ksc = 0; ksc < sizeof(int); ++ksc) { + scA[n][l][k01/4 + ksc] = sc[ksc]; + } } } @@ -1971,7 +2079,7 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( for (int l = 0; l < mma_C::ne/2; ++l) { const int i = i0 + n*mma_C::I + mma_C::get_i(2*l); - dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q6_K + k0/QI6_K]; + dA[n][l] = x_df[i*MMQ_MMA_TILE_X_K_Q6_K]; } } @@ -1980,30 +2088,29 @@ static __device__ __forceinline__ void vec_dot_q6_K_q8_1_mma( float tmp[ntx][mma_C::ne] = {{0.0f}}; #pragma unroll - for (int kvdr = 0; kvdr < VDR_Q6_K_Q8_1_MMQ; kvdr += 4) { + for (int k01 = 0; k01 < WARP_SIZE; k01 += 8) { mma_B B[2]; float dB[mma_C::ne/2]; - const int k0B = (2*k0 + 2*kvdr) % WARP_SIZE; - B[0].load(y_qs + j0*MMQ_TILE_Y_K + 0 + k0B, MMQ_TILE_Y_K); - B[1].load(y_qs + j0*MMQ_TILE_Y_K + mma_B::K + k0B, MMQ_TILE_Y_K); + B[0].load(y_qs + j0*MMQ_TILE_Y_K + 0 + k01, MMQ_TILE_Y_K); + B[1].load(y_qs + j0*MMQ_TILE_Y_K + mma_B::K + k01, MMQ_TILE_Y_K); #pragma unroll for (int l = 0; l < mma_C::ne/2; ++l) { const int j = j0 + mma_C::get_j(l); - dB[l] = y_df[j*MMQ_TILE_Y_K + ((2*k0 + 2*kvdr)/QI8_1) % (WARP_SIZE/QI8_1)]; + dB[l] = y_df[j*MMQ_TILE_Y_K + k01/QI8_1]; } #pragma unroll for (int n = 0; n < ntx; ++n) { mma_C C[2]; - C[0].mma_K4(A[n][kvdr/2 + 0], B[0]); - C[1].mma_K4(A[n][kvdr/2 + 1], B[1]); + C[0].mma_K4(A[n][k01/4 + 0], B[0]); + C[1].mma_K4(A[n][k01/4 + 1], B[1]); #pragma unroll for (int l = 0; l < mma_C::ne; ++l) { - tmp[n][l] += (C[0].x[l]*scA[n][l/2][kvdr/2 + 0] + C[1].x[l]*scA[n][l/2][kvdr/2 + 1])*dB[l%2]; + tmp[n][l] += (C[0].x[l]*scA[n][l/2][k01/4 + 0] + C[1].x[l]*scA[n][l/2][k01/4 + 1])*dB[l%2]; } } } @@ -2051,8 +2158,8 @@ template static __device__ __forceinlin const int2 v = get_int_from_table_16(aux_q4); const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4; #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 0] = v.x; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 4] = v.y; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y; #else x_qs[i*(2*WARP_SIZE + 1) + k0 + 0] = v.x; x_qs[i*(2*WARP_SIZE + 1) + k0 + 4] = v.y; @@ -2073,7 +2180,7 @@ template static __device__ __forceinlin const block_iq4_nl * bxi = (const block_iq4_nl *) x + kbx0 + i*stride + kbxd; #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + kbxd] = __half2float(bxi->d); + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + kbxd] = __half2float(bxi->d); #else x_df[i*(WARP_SIZE/4) + i/4 + kbxd] = __half2float(bxi->d); #endif // INT8_MMA_AVAILABLE @@ -2109,8 +2216,8 @@ template static __device__ __forceinlin const int2 v = get_int_from_table_16(aux_q4); const int k0 = 8 * (threadIdx.x / 4) + threadIdx.x % 4; #ifdef INT8_MMA_AVAILABLE - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 0] = v.x; - x_qs[i*MMQ_MMA_TILE_X_K_Q5_0 + k0 + 4] = v.y; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 0] = v.x; + x_qs[i*MMQ_MMA_TILE_X_K_Q8_0 + k0 + 4] = v.y; #else x_qs[i*(2*WARP_SIZE + 1) + k0 + 0] = v.x; x_qs[i*(2*WARP_SIZE + 1) + k0 + 4] = v.y; @@ -2133,7 +2240,7 @@ template static __device__ __forceinlin | (((bxi->scales_h >> (2*(threadIdx.x % 8))) & 0x03) << 4); #ifdef INT8_MMA_AVAILABLE - x_df[i*MMQ_MMA_TILE_X_K_Q5_0 + threadIdx.x % 8] = d * (ls - 32); + x_df[i*MMQ_MMA_TILE_X_K_Q8_0 + threadIdx.x % 8] = d * (ls - 32); #else x_df[i*(WARP_SIZE/4) + i/4 + threadIdx.x % 8] = d * (ls - 32); #endif // INT8_MMA_AVAILABLE @@ -2229,16 +2336,16 @@ template struct mmq_type_traits { static constexpr int vdr = VDR_Q5_0_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_q5_0; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; template struct mmq_type_traits { static constexpr int vdr = VDR_Q5_1_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_q5_1; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_1_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_1_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_1_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_1_q8_1_dp4a; }; template @@ -2293,45 +2400,18 @@ template struct mmq_type_traits { static constexpr int vdr = VDR_IQ4_NL_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_iq4_nl; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; template struct mmq_type_traits { static constexpr int vdr = VDR_IQ4_XS_Q8_1_MMQ; static constexpr load_tiles_mmq_t load_tiles = load_tiles_iq4_xs; - static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q5_0_q8_1_mma; - static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q5_0_q8_1_dp4a; + static constexpr vec_dot_mmq_t vec_dot_mma = vec_dot_q8_0_q8_1_mma; + static constexpr vec_dot_mmq_t vec_dot_dp4a = vec_dot_q8_0_q8_1_dp4a; }; -static bool mmq_need_sum(const ggml_type type_x) { - switch (type_x) { - case GGML_TYPE_Q4_0: - case GGML_TYPE_Q4_1: - return true; - case GGML_TYPE_Q5_0: - return false; - case GGML_TYPE_Q5_1: - return true; - case GGML_TYPE_Q8_0: - case GGML_TYPE_Q2_K: - case GGML_TYPE_Q3_K: - return false; - case GGML_TYPE_Q4_K: - case GGML_TYPE_Q5_K: - return true; - case GGML_TYPE_Q6_K: - case GGML_TYPE_IQ4_XS: - case GGML_TYPE_IQ4_NL: - return false; - default: - GGML_ASSERT(false); - break; - } - return false; -} - template static __device__ void mul_mat_q_process_tile( const char * __restrict__ x, const char * __restrict__ yc, float * __restrict__ dst, float * __restrict__ tmp_fixup, @@ -2339,10 +2419,7 @@ static __device__ void mul_mat_q_process_tile( const int & it, const int & jt, const int & kb0_start, const int & kb0_stop) { constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qr = ggml_cuda_type_traits::qr; - constexpr int qi = ggml_cuda_type_traits::qi; constexpr int mmq_y = get_mmq_y_device(); - constexpr int vdr = mmq_type_traits::vdr; constexpr load_tiles_mmq_t load_tiles = mmq_type_traits::load_tiles; extern __shared__ char data_mul_mat_q[]; @@ -2357,7 +2434,7 @@ static __device__ void mul_mat_q_process_tile( constexpr mmq_write_back_t write_back = mmq_write_back_dp4a; #endif // INT8_MMA_AVAILABLE - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f}; @@ -2366,29 +2443,40 @@ static __device__ void mul_mat_q_process_tile( const int * y = (const int *) yc + jt*(mmq_x*sizeof(block_q8_1_mmq)/sizeof(int)); - for (int kb0 = kb0_start; kb0 < kb0_stop; kb0 += blocks_per_warp) { - + for (int kb0 = kb0_start; kb0 < kb0_stop; kb0 += blocks_per_iter) { load_tiles(x, tile_x, stride01*it*mmq_y + kb0, tile_x_max_i, stride01); -#pragma unroll - for (int kr = 0; kr < qr; ++kr) { - const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + kr*sizeof(block_q8_1_mmq)/sizeof(int)); + { + const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 0*sizeof(block_q8_1_mmq)/sizeof(int)); #pragma unroll for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) { int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x; tile_y[l] = by0[l]; } - - __syncthreads(); - -// #pragma unroll // unrolling this loop causes too much register pressure - for (int k0 = kr*WARP_SIZE/qr; k0 < (kr+1)*WARP_SIZE/qr; k0 += vdr) { - vec_dot(tile_x, tile_y, sum, k0); - } - - __syncthreads(); } + + __syncthreads(); + + vec_dot(tile_x, tile_y, sum, 0); + + __syncthreads(); + + { + const int * by0 = y + stride11*(kb0*(qk*sizeof(block_q8_1_mmq) / (4*QK8_1*sizeof(int))) + 1*sizeof(block_q8_1_mmq)/sizeof(int)); +#pragma unroll + for (int l0 = 0; l0 < mmq_x*MMQ_TILE_Y_K; l0 += nwarps*WARP_SIZE) { + int l = l0 + threadIdx.y*WARP_SIZE + threadIdx.x; + + tile_y[l] = by0[l]; + } + } + + __syncthreads(); + + vec_dot(tile_x, tile_y, sum, WARP_SIZE); + + __syncthreads(); } if (fixup) { @@ -2424,7 +2512,6 @@ static __global__ void mul_mat_q( } constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qi = ggml_cuda_type_traits::qi; constexpr int mmq_y = get_mmq_y_device(); // On AMD or old CUDA the performance with stream-k was worse, use conventional tiling instead: @@ -2439,7 +2526,7 @@ static __global__ void mul_mat_q( #endif // (defined(GGML_USE_HIPBLAS) && defined(__HIP_PLATFORM_AMD__)) || __CUDA_ARCH__ < CC_VOLTA const int64_t blocks_per_ne00 = ne00 / qk; - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; const int ntx = (ne11 + mmq_x - 1) / mmq_x; // Number of tiles x const int nty = (ne01 + mmq_y - 1) / mmq_y; // Number of tiles y @@ -2448,8 +2535,8 @@ static __global__ void mul_mat_q( int64_t kbc = (int64_t) blockIdx.x *blocks_per_ne00*ntx*nty / gridDim.x; int64_t kbc_stop = (int64_t)(blockIdx.x + 1)*blocks_per_ne00*ntx*nty / gridDim.x; - kbc -= (kbc % blocks_per_ne00) % blocks_per_warp; - kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_warp; + kbc -= (kbc % blocks_per_ne00) % blocks_per_iter; + kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_iter; // kb0 == k index when doing the matrix multiplication for an output tile. int kb0_start = kbc % blocks_per_ne00; @@ -2490,8 +2577,7 @@ static __global__ void mul_mat_q_stream_k_fixup( constexpr int mmq_y = get_mmq_y_device(); constexpr int qk = ggml_cuda_type_traits::qk; - constexpr int qi = ggml_cuda_type_traits::qi; - constexpr int blocks_per_warp = WARP_SIZE / qi; + constexpr int blocks_per_iter = MMQ_ITER_K / qk; const int64_t blocks_per_ne00 = ne00 / qk; float sum[mmq_x*mmq_y / (nwarps*WARP_SIZE)] = {0.0f}; @@ -2501,15 +2587,18 @@ static __global__ void mul_mat_q_stream_k_fixup( bool any_fixup = false; - const int bidx_start = (blockIdx.y*nty + blockIdx.x) * block_num_mmq / (gridDim.y*gridDim.x); - const int bidx_stop = (blockIdx.y*nty + blockIdx.x + 1) * block_num_mmq / (gridDim.y*gridDim.x) + 1; + const int bidx_start = ((blockIdx.y*nty + blockIdx.x) * block_num_mmq) / (gridDim.y*gridDim.x); + const int bidx_stop = ((blockIdx.y*nty + blockIdx.x + 1) * block_num_mmq + gridDim.y*gridDim.x - 1) / (gridDim.y*gridDim.x); + + int64_t kbc_0; + int64_t kbc_stop_0 = (int64_t) bidx_start*blocks_per_ne00*ntx*nty / block_num_mmq; for (int bidx = bidx_start; bidx < bidx_stop; ++bidx) { - int64_t kbc = (int64_t) bidx *blocks_per_ne00*ntx*nty / block_num_mmq; - int64_t kbc_stop = (int64_t)(bidx + 1)*blocks_per_ne00*ntx*nty / block_num_mmq; + kbc_0 = kbc_stop_0; + kbc_stop_0 = (int64_t) (bidx + 1)*blocks_per_ne00*ntx*nty / block_num_mmq; - kbc -= (kbc % blocks_per_ne00) % blocks_per_warp; - kbc_stop -= (kbc_stop % blocks_per_ne00) % blocks_per_warp; + const int64_t kbc = kbc_0 - (kbc_0 % blocks_per_ne00) % blocks_per_iter; + const int64_t kbc_stop = kbc_stop_0 - (kbc_stop_0 % blocks_per_ne00) % blocks_per_iter; // Skip fixup tile if the MMQ CUDA block never wrote anything to it: if (kbc == kbc_stop || kbc_stop % blocks_per_ne00 == 0) { diff --git a/ggml/src/ggml-cuda/quantize.cu b/ggml/src/ggml-cuda/quantize.cu index b46786822..aa7f1eff0 100644 --- a/ggml/src/ggml-cuda/quantize.cu +++ b/ggml/src/ggml-cuda/quantize.cu @@ -37,47 +37,92 @@ static __global__ void quantize_q8_1(const float * __restrict__ x, void * __rest reinterpret_cast(y[ib].ds.y) = sum; } -template +template static __global__ void quantize_mmq_q8_1( const float * __restrict__ x, void * __restrict__ vy, const int64_t kx0, const int64_t kx1, const int64_t kx0_padded) { - const int64_t ix0 = (int64_t)blockDim.x*blockIdx.x + threadIdx.x; + constexpr int vals_per_scale = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 64 : 32; + constexpr int vals_per_sum = ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6 ? 16 : 32; + + const int64_t ix0 = ((int64_t)blockDim.x*blockIdx.x + threadIdx.x)*4; if (ix0 >= kx0_padded) { return; } + const float4 * x4 = (const float4 *) x; + const int64_t ix1 = kx1*blockIdx.z + blockIdx.y; block_q8_1_mmq * y = (block_q8_1_mmq *) vy; - const int64_t ib0 = blockIdx.z*(gridDim.y*gridDim.x*blockDim.x/(4*QK8_1)); // first block of channel - const int64_t ib = ib0 + (ix0 / (4*QK8_1))*kx1 + blockIdx.y; // block index in channel - const int64_t iqs = ix0 % (4*QK8_1); // quant index in block + const int64_t ib0 = blockIdx.z*((int64_t)gridDim.y*gridDim.x*blockDim.x/QK8_1); // first block of channel + const int64_t ib = ib0 + (ix0 / (4*QK8_1))*kx1 + blockIdx.y; // block index in channel + const int64_t iqs = ix0 % (4*QK8_1); // quant index in block - const float xi = ix0 < kx0 ? x[ix1*kx0 + ix0] : 0.0f; - float amax = fabsf(xi); + // Load 4 floats per thread and calculate max. abs. value between them: + const float4 xi = ix0 < kx0 ? x4[(ix1*kx0 + ix0)/4] : make_float4(0.0f, 0.0f, 0.0f, 0.0f); + float amax = fabsf(xi.x); + amax = fmaxf(amax, fabsf(xi.y)); + amax = fmaxf(amax, fabsf(xi.z)); + amax = fmaxf(amax, fabsf(xi.w)); - amax = warp_reduce_max(amax); - - float sum; - if (need_sum) { - sum = warp_reduce_sum(xi); + // Exchange max. abs. value between vals_per_scale/4 threads. +#pragma unroll + for (int mask = vals_per_scale/8; mask > 0; mask >>= 1) { + amax = fmaxf(amax, __shfl_xor_sync(0xFFFFFFFF, amax, mask, WARP_SIZE)); } - const float d = amax / 127; - const int8_t q = amax == 0.0f ? 0 : roundf(xi / d); + float sum; + if (ds_layout != MMQ_Q8_1_DS_LAYOUT_D4) { + sum = xi.x + xi.y + xi.z + xi.w; - y[ib].qs[iqs] = q; + // Exchange calculate sum across vals_per_sum/4 threads. +#pragma unroll + for (int mask = vals_per_sum/8; mask > 0; mask >>= 1) { + sum += __shfl_xor_sync(0xFFFFFFFF, sum, mask, WARP_SIZE); + } + } + + const float d_inv = 127.0f / amax; + char4 q; + q.x = roundf(xi.x*d_inv); + q.y = roundf(xi.y*d_inv); + q.z = roundf(xi.z*d_inv); + q.w = roundf(xi.w*d_inv); + + // Write back 4 int8 values as a single 32 bit value for better memroy bandwidth: + char4 * yqs4 = (char4 *) y[ib].qs; + yqs4[iqs/4] = q; + + if (ds_layout == MMQ_Q8_1_DS_LAYOUT_D2S6) { + if (iqs % 16 != 0 || iqs >= 96) { + return; + } + + y[ib].d2s6[2 + iqs/16] = sum; + + if (iqs % 64 != 0) { + return; + } + + const float d = 1.0f / d_inv; + + y[ib].d2s6[iqs/64] = d; - if (iqs % QK8_1 != 0) { return; } - if (need_sum) { - y[ib].ds[iqs/QK8_1] = make_half2(d, sum); + if (iqs % 32 != 0) { + return; + } + + const float d = 1.0f / d_inv; + + if (ds_layout == MMQ_Q8_1_DS_LAYOUT_DS4) { + y[ib].ds4[iqs/32] = make_half2(d, sum); } else { - ((float *) y[ib].ds)[iqs/QK8_1] = d; + y[ib].d4[iqs/32] = d; } } @@ -101,12 +146,24 @@ void quantize_mmq_q8_1_cuda( GGML_ASSERT(kx0_padded % (4*QK8_1) == 0); - const int64_t block_num_x = (kx0_padded + CUDA_QUANTIZE_BLOCK_SIZE - 1) / CUDA_QUANTIZE_BLOCK_SIZE; + const int64_t block_num_x = (kx0_padded + 4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ - 1) / (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ); const dim3 num_blocks(block_num_x, kx1, channels); - const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE, 1, 1); - if (mmq_need_sum(type_x)) { - quantize_mmq_q8_1<<>>(x, vy, kx0, kx1, kx0_padded); - } else { - quantize_mmq_q8_1<<>>(x, vy, kx0, kx1, kx0_padded); + const dim3 block_size(CUDA_QUANTIZE_BLOCK_SIZE_MMQ, 1, 1); + switch (mmq_get_q8_1_ds_layout(type_x)) { + case MMQ_Q8_1_DS_LAYOUT_D4: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + case MMQ_Q8_1_DS_LAYOUT_DS4: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + case MMQ_Q8_1_DS_LAYOUT_D2S6: + quantize_mmq_q8_1 + <<>>(x, vy, kx0, kx1, kx0_padded); + break; + default: + GGML_ASSERT(false); + break; } } diff --git a/ggml/src/ggml-cuda/quantize.cuh b/ggml/src/ggml-cuda/quantize.cuh index 486c9360a..03bf322b9 100644 --- a/ggml/src/ggml-cuda/quantize.cuh +++ b/ggml/src/ggml-cuda/quantize.cuh @@ -5,7 +5,11 @@ #include -#define CUDA_QUANTIZE_BLOCK_SIZE 256 +#define CUDA_QUANTIZE_BLOCK_SIZE 256 +#define CUDA_QUANTIZE_BLOCK_SIZE_MMQ 128 + +static_assert(MATRIX_ROW_PADDING % CUDA_QUANTIZE_BLOCK_SIZE == 0, "Risk of out-of-bounds access."); +static_assert(MATRIX_ROW_PADDING % (4*CUDA_QUANTIZE_BLOCK_SIZE_MMQ) == 0, "Risk of out-of-bounds access."); typedef void (*quantize_cuda_t)( const float * x, void * vy, const int64_t kx0, const int64_t kx1, const int64_t channels, const int64_t kx0_padded, diff --git a/ggml/src/ggml-cuda/vecdotq.cuh b/ggml/src/ggml-cuda/vecdotq.cuh index 1d510484a..6a17d0f3e 100644 --- a/ggml/src/ggml-cuda/vecdotq.cuh +++ b/ggml/src/ggml-cuda/vecdotq.cuh @@ -189,7 +189,7 @@ template static __device__ __forceinline__ float vec_dot_q8_1_q8_1_imp } #define VDR_Q2_K_Q8_1_MMVQ 1 -#define VDR_Q2_K_Q8_1_MMQ 2 +#define VDR_Q2_K_Q8_1_MMQ 4 // contiguous v/x values static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmvq( @@ -219,32 +219,56 @@ static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmvq( return dm2f.x*sumf_d - dm2f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values +template static __device__ __forceinline__ float vec_dot_q2_K_q8_1_impl_mmq( - const int * __restrict__ v, const int * __restrict__ u, const half2 * dm2, const float & d8) { + const int * __restrict__ v, const int * __restrict__ u, const half2 * dm2, const float & d8, const half2 * s8) { - float sumf_d = 0.0f; - float sumf_m = 0.0f; + float sumf = 0.0f; + float sumf_d8 = 0.0f; #pragma unroll - for (int i0 = 0; i0 < QI8_1; i0 += QI8_1/2) { - const float2 dm2f = __half22float2(dm2[i0/(QI8_1/2)]); - int sumi_d = 0; - int sumi_m = 0; + for (int i0 = 0; i0 < QR2_K*VDR_Q2_K_Q8_1_MMQ; i0 += QI8_1) { + const float2 dm2f0 = __half22float2(dm2[i0/(QI8_1/2) + 0]); + int sumi_d0 = 0; + + const float2 dm2f1 = __half22float2(dm2[i0/(QI8_1/2) + 1]); + int sumi_d1 = 0; - const int vi0 = v[i0/(QI8_1/2)]; #pragma unroll for (int i = i0; i < i0 + QI8_1/2; ++i) { - const int vi = (vi0 >> (2*(i % (QI8_1/2)))) & 0x03030303; - sumi_d = ggml_cuda_dp4a(vi, u[i], sumi_d); // SIMD dot product - sumi_m = ggml_cuda_dp4a(0x01010101, u[i], sumi_m); + sumi_d0 = ggml_cuda_dp4a(v[i], u[i], sumi_d0); } + sumf_d8 += dm2f0.x * sumi_d0; - sumf_d += dm2f.x * sumi_d; - sumf_m += dm2f.y * sumi_m; +#pragma unroll + for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) { + sumi_d1 = ggml_cuda_dp4a(v[i], u[i], sumi_d1); + } + sumf_d8 += dm2f1.x * sumi_d1; + + if (i0/QI8_1 < ns8) { + const float2 s8f = __half22float2(s8[i0/QI8_1]); + sumf -= dm2f0.y*s8f.x; + sumf -= dm2f1.y*s8f.y; + } else { + int sumi_m0 = 0; +#pragma unroll + for (int i = i0; i < i0 + QI8_1/2; ++i) { + sumi_m0 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m0); + } + sumf_d8 -= dm2f0.y * sumi_m0; + + int sumi_m1 = 0; +#pragma unroll + for (int i = i0 + QI8_1/2; i < i0 + QI8_1; ++i) { + sumi_m1 = ggml_cuda_dp4a(0x01010101, u[i], sumi_m1); + } + sumf_d8 -= dm2f1.y * sumi_m1; + } } - return d8*(sumf_d - sumf_m); + return sumf + d8*sumf_d8; } #define VDR_Q3_K_Q8_1_MMVQ 1 @@ -283,7 +307,7 @@ static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmvq( return d3 * sumf; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ scales, const float & d3, const float & d8) { @@ -296,8 +320,7 @@ static __device__ __forceinline__ float vec_dot_q3_K_q8_1_impl_mmq( #pragma unroll for (int i = i0; i < i0 + QI8_1/2; ++i) { - const int vi = __vsubss4((v[i/2] >> (4*(i%2))) & 0x0F0F0F0F, 0x04040404); - sumi_sc = ggml_cuda_dp4a(vi, u[i], sumi_sc); // SIMD dot product + sumi_sc = ggml_cuda_dp4a(v[i], u[i], sumi_sc); // SIMD dot product } sumi += sumi_sc * scales[i0 / (QI8_1/2)]; @@ -334,7 +357,7 @@ static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_vmmq( return dm4f.x*sumf_d - dm4f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q4_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc, const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) { @@ -397,7 +420,7 @@ static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_vmmq( return dm5f.x*sumf_d - dm5f.y*sumf_m; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q5_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const uint8_t * __restrict__ sc, const uint8_t * __restrict__ m, const half2 & dm4, const half2 * __restrict__ ds8) { @@ -451,13 +474,16 @@ static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmvq( return d*sumf; } -// contiguous u/y values +// contiguous v/x + u/y values static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmq( const int * __restrict__ v, const int * __restrict__ u, const int8_t * __restrict__ sc, const float & d6, const float * __restrict__ d8) { float sumf_d = 0.0f; + const int sc_packed = get_int_b4(sc, 0); + const int8_t * sc_reg = (const int8_t *) &sc_packed; + #pragma unroll for (int i0 = 0; i0 < VDR_Q6_K_Q8_1_MMQ; i0 += 4) { int2 sumi_d = {0, 0}; // 2 q6_K scales per q8_1 scale @@ -471,7 +497,7 @@ static __device__ __forceinline__ float vec_dot_q6_K_q8_1_impl_mmq( sumi_d.y = ggml_cuda_dp4a(v[2*i+5], u[2*i+5], sumi_d.y); // SIMD dot product } - sumf_d += d8[i0/4] * (sc[i0/2+0]*sumi_d.x + sc[i0/2+1]*sumi_d.y); + sumf_d += d8[i0/4] * (sc_reg[i0/2+0]*sumi_d.x + sc_reg[i0/2+1]*sumi_d.y); } return d6 * sumf_d; diff --git a/ggml/src/ggml-metal.m b/ggml/src/ggml-metal.m index 79902c9a8..b5939efa6 100644 --- a/ggml/src/ggml-metal.m +++ b/ggml/src/ggml-metal.m @@ -193,16 +193,16 @@ enum ggml_metal_kernel_type { //GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_F16_H256, // https://github.com/ggerganov/llama.cpp/issues/7261 GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H128, //GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256, // https://github.com/ggerganov/llama.cpp/issues/7261 - GGML_METAL_KERNEL_TYPE_CPY_F32_F16, GGML_METAL_KERNEL_TYPE_CPY_F32_F32, + GGML_METAL_KERNEL_TYPE_CPY_F32_F16, + GGML_METAL_KERNEL_TYPE_CPY_F16_F16, + GGML_METAL_KERNEL_TYPE_CPY_F16_F32, GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1, GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0, GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1, GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, - GGML_METAL_KERNEL_TYPE_CPY_F16_F16, - GGML_METAL_KERNEL_TYPE_CPY_F16_F32, GGML_METAL_KERNEL_TYPE_CONCAT, GGML_METAL_KERNEL_TYPE_SQR, GGML_METAL_KERNEL_TYPE_SUM_ROWS, @@ -651,14 +651,14 @@ static struct ggml_metal_context * ggml_metal_init(int n_cb) { //GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_FLASH_ATTN_EXT_VEC_F16_H256, flash_attn_ext_vec_f16_h256, ctx->support_simdgroup_reduction); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F16, cpy_f32_f16, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_F32, cpy_f32_f32, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F16, cpy_f16_f16, true); + GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F32, cpy_f16_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0, cpy_f32_q8_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0, cpy_f32_q4_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1, cpy_f32_q4_1, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_0, cpy_f32_q5_0, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_Q5_1, cpy_f32_q5_1, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F32_IQ4_NL, cpy_f32_iq4_nl, true); - GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F16, cpy_f16_f16, true); - GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CPY_F16_F32, cpy_f16_f32, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_CONCAT, concat, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SQR, sqr, true); GGML_METAL_ADD_KERNEL(GGML_METAL_KERNEL_TYPE_SUM_ROWS, sum_rows, true); @@ -810,8 +810,8 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const switch (op->src[0]->type) { case GGML_TYPE_F32: switch (op->type) { - case GGML_TYPE_F16: case GGML_TYPE_F32: + case GGML_TYPE_F16: case GGML_TYPE_Q8_0: case GGML_TYPE_Q4_0: case GGML_TYPE_Q4_1: @@ -824,8 +824,8 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const } case GGML_TYPE_F16: switch (op->type) { - case GGML_TYPE_F16: case GGML_TYPE_F32: + case GGML_TYPE_F16: return true; default: return false; @@ -837,7 +837,7 @@ static bool ggml_metal_supports_op(const struct ggml_metal_context * ctx, const case GGML_OP_DIAG_MASK_INF: case GGML_OP_GET_ROWS: { - return op->src[0]->type != GGML_TYPE_BF16 && op->ne[3] == 1; + return op->ne[3] == 1; } default: return false; @@ -1580,8 +1580,8 @@ static enum ggml_status ggml_metal_graph_compute( // some Metal matrix data types require aligned pointers // ref: https://developer.apple.com/metal/Metal-Shading-Language-Specification.pdf (Table 2.5) switch (src0->type) { - case GGML_TYPE_F32: GGML_ASSERT(nb01 % 16 == 0); break; - case GGML_TYPE_F16: GGML_ASSERT(nb01 % 8 == 0); break; + case GGML_TYPE_F32: GGML_ASSERT(nb01 % 16 == 0); break; + case GGML_TYPE_F16: GGML_ASSERT(nb01 % 8 == 0); break; default: break; } @@ -2775,8 +2775,8 @@ static enum ggml_status ggml_metal_graph_compute( GGML_ASSERT(ne0 % ggml_blck_size(dst->type) == 0); switch (dstt) { - case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F16].pipeline; break; - case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline; break; + case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F32].pipeline; break; + case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_F16].pipeline; break; case GGML_TYPE_Q8_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q8_0].pipeline; break; case GGML_TYPE_Q4_0: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_0].pipeline; break; case GGML_TYPE_Q4_1: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F32_Q4_1].pipeline; break; @@ -2789,8 +2789,8 @@ static enum ggml_status ggml_metal_graph_compute( case GGML_TYPE_F16: { switch (dstt) { - case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline; break; - case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F32].pipeline; break; + case GGML_TYPE_F32: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F32].pipeline; break; + case GGML_TYPE_F16: pipeline = ctx->kernels[GGML_METAL_KERNEL_TYPE_CPY_F16_F16].pipeline; break; default: GGML_ASSERT(false && "not implemented"); }; } break; diff --git a/ggml/src/ggml-metal.metal b/ggml/src/ggml-metal.metal index c3503479b..2a3b0c0a6 100644 --- a/ggml/src/ggml-metal.metal +++ b/ggml/src/ggml-metal.metal @@ -1219,9 +1219,10 @@ kernel void kernel_mul_mv_q8_0_f32( kernel_mul_mv_q8_0_f32_impl(src0,src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,nullptr,tgpig,tiisg,sgitg); } -#define N_F32_F32 4 +#define N_MV_T_T 4 -void kernel_mul_mv_f32_f32_impl( +template +void kernel_mul_mv_impl( device const char * src0, device const char * src1, device float * dst, @@ -1239,13 +1240,12 @@ void kernel_mul_mv_f32_f32_impl( uint64_t nb12, int64_t ne0, int64_t ne1, - uint r2, - uint r3, - uint3 tgpig, - uint tiisg) { - + uint r2, + uint r3, + uint3 tgpig, + uint tiisg) { const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F32_F32; + const int64_t rb = tgpig.y*N_MV_T_T; const int64_t im = tgpig.z; const uint i12 = im%ne12; @@ -1253,20 +1253,20 @@ void kernel_mul_mv_f32_f32_impl( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const float * x = (device const float *) (src0 + offset0); + device const T0 * x = (device const T0 *) (src0 + offset0); if (ne00 < 128) { - for (int row = 0; row < N_F32_F32; ++row) { + for (int row = 0; row < N_MV_T_T; ++row) { int r1 = rb + row; if (r1 >= ne11) { break; } - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); + device const T1 * y = (device const T1 *) (src1 + r1*nb11 + im*nb12); float sumf = 0; for (int i = tiisg; i < ne00; i += 32) { - sumf += (float) x[i] * (float) y[i]; + sumf += (T0) x[i] * (T1) y[i]; } float all_sum = simd_sum(sumf); @@ -1275,32 +1275,32 @@ void kernel_mul_mv_f32_f32_impl( } } } else { - device const float4 * x4 = (device const float4 *)x; - for (int row = 0; row < N_F32_F32; ++row) { + device const T04 * x4 = (device const T04 *) x; + for (int row = 0; row < N_MV_T_T; ++row) { int r1 = rb + row; if (r1 >= ne11) { break; } - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - device const float4 * y4 = (device const float4 *) y; + device const T1 * y = (device const T1 *) (src1 + r1*nb11 + im*nb12); + device const T14 * y4 = (device const T14 *) y; float sumf = 0; for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } float all_sum = simd_sum(sumf); if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; + for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) (x[i] * y[i]); dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } } } -[[host_name("kernel_mul_mv_f32_f32")]] -kernel void kernel_mul_mv_f32_f32( +template +kernel void kernel_mul_mv( device const char * src0, device const char * src1, device float * dst, @@ -1322,90 +1322,38 @@ kernel void kernel_mul_mv_f32_f32( constant uint & r3, uint3 tgpig[[threadgroup_position_in_grid]], uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f32_f32_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); + kernel_mul_mv_impl( + src0, + src1, + dst, + ne00, + ne01, + ne02, + nb00, + nb01, + nb02, + ne10, + ne11, + ne12, + nb10, + nb11, + nb12, + ne0, + ne1, + r2, + r3, + tgpig, + tiisg); } -#define N_F16_F16 4 +typedef decltype(kernel_mul_mv) mul_mv_t; -kernel void kernel_mul_mv_f16_f16( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { +template [[host_name("kernel_mul_mv_f32_f32")]] kernel mul_mv_t kernel_mul_mv; +template [[host_name("kernel_mul_mv_f16_f32")]] kernel mul_mv_t kernel_mul_mv; +template [[host_name("kernel_mul_mv_f16_f16")]] kernel mul_mv_t kernel_mul_mv; - const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F16_F16; - const int64_t im = tgpig.z; - - const uint i12 = im%ne12; - const uint i13 = im/ne12; - - const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - - device const half * x = (device const half *) (src0 + offset0); - - if (ne00 < 128) { - for (int row = 0; row < N_F16_F16; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const half * y = (device const half *) (src1 + r1*nb11 + im*nb12); - - float sumf = 0; - for (int i = tiisg; i < ne00; i += 32) { - sumf += (half) x[i] * (half) y[i]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } else { - device const half4 * x4 = (device const half4 *)x; - for (int row = 0; row < N_F16_F16; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const half * y = (device const half *) (src1 + r1*nb11 + im*nb12); - device const half4 * y4 = (device const half4 *) y; - - float sumf = 0; - for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (half) x4[i][k] * y4[i][k]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (half) x[i] * y[i]; - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } -} - -void kernel_mul_mv_f16_f32_1row_impl( +template +kernel void kernel_mul_mv_1row( device const char * src0, device const char * src1, device float * dst, @@ -1437,7 +1385,7 @@ void kernel_mul_mv_f16_f32_1row_impl( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const half * x = (device const half *) (src0 + offset0); + device const T * x = (device const T *) (src0 + offset0); device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); float sumf = 0; @@ -1450,153 +1398,29 @@ void kernel_mul_mv_f16_f32_1row_impl( dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } else { - device const half4 * x4 = (device const half4 *) x; + device const T4 * x4 = (device const T4 *) x; device const float4 * y4 = (device const float4 *) y; + for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float)x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } + float all_sum = simd_sum(sumf); + if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; + for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) (x[i] * y[i]); dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; } } } -[[host_name("kernel_mul_mv_f16_f32_1row")]] -kernel void kernel_mul_mv_f16_f32_1row( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f16_f32_1row_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); -} +typedef decltype(kernel_mul_mv_1row) mul_mv_1row_t; -#define N_F16_F32 4 - -void kernel_mul_mv_f16_f32_impl( - device const char * src0, - device const char * src1, - device float * dst, - int64_t ne00, - int64_t ne01, - int64_t ne02, - uint64_t nb00, - uint64_t nb01, - uint64_t nb02, - int64_t ne10, - int64_t ne11, - int64_t ne12, - uint64_t nb10, - uint64_t nb11, - uint64_t nb12, - int64_t ne0, - int64_t ne1, - uint r2, - uint r3, - uint3 tgpig, - uint tiisg) { - - const int64_t r0 = tgpig.x; - const int64_t rb = tgpig.y*N_F16_F32; - const int64_t im = tgpig.z; - - const uint i12 = im%ne12; - const uint i13 = im/ne12; - - const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - - device const half * x = (device const half *) (src0 + offset0); - - if (ne00 < 128) { - for (int row = 0; row < N_F16_F32; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - - float sumf = 0; - for (int i = tiisg; i < ne00; i += 32) { - sumf += (float) x[i] * (float) y[i]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } else { - device const half4 * x4 = (device const half4 *)x; - for (int row = 0; row < N_F16_F32; ++row) { - int r1 = rb + row; - if (r1 >= ne11) { - break; - } - - device const float * y = (device const float *) (src1 + r1*nb11 + im*nb12); - device const float4 * y4 = (device const float4 *) y; - - float sumf = 0; - for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; - } - - float all_sum = simd_sum(sumf); - if (tiisg == 0) { - for (int i = 4*(ne00/4); i < ne00; ++i) all_sum += (float) x[i] * y[i]; - dst[im*ne1*ne0 + r1*ne0 + r0] = all_sum; - } - } - } -} - -[[host_name("kernel_mul_mv_f16_f32")]] -kernel void kernel_mul_mv_f16_f32( - device const char * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant int64_t & ne11, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiisg[[thread_index_in_simdgroup]]) { - kernel_mul_mv_f16_f32_impl(src0, src1, dst, ne00, ne01, ne02, nb00, nb01, nb02, ne10, ne11, ne12, nb10, nb11, nb12, ne0, ne1, r2, r3, tgpig, tiisg); -} +template [[host_name("kernel_mul_mv_f16_f32_1row")]] kernel mul_mv_1row_t kernel_mul_mv_1row; // Assumes row size (ne00) is a multiple of 4 -kernel void kernel_mul_mv_f16_f32_l4( +template +kernel void kernel_mul_mv_l4( device const char * src0, device const char * src1, device float * dst, @@ -1628,14 +1452,14 @@ kernel void kernel_mul_mv_f16_f32_l4( const uint offset0 = r0*nb01 + (i12/r2)*nb02 + (i13/r3)*nb02*ne02; - device const half4 * x4 = (device const half4 *) (src0 + offset0); + device const T4 * x4 = (device const T4 *) (src0 + offset0); for (int r1 = 0; r1 < nrows; ++r1) { device const float4 * y4 = (device const float4 *) (src1 + r1*nb11 + im*nb12); float sumf = 0; for (int i = tiisg; i < ne00/4; i += 32) { - for (int k = 0; k < 4; ++k) sumf += (float) x4[i][k] * y4[i][k]; + for (int k = 0; k < 4; ++k) sumf += (float) (x4[i][k] * y4[i][k]); } float all_sum = simd_sum(sumf); @@ -1645,6 +1469,10 @@ kernel void kernel_mul_mv_f16_f32_l4( } } +typedef decltype(kernel_mul_mv_l4) mul_mv_l4_t; + +template [[host_name("kernel_mul_mv_f16_f32_l4")]] kernel mul_mv_l4_t kernel_mul_mv_l4; + static float rope_yarn_ramp(const float low, const float high, const int i0) { const float y = (i0 / 2 - low) / max(0.001f, high - low); return 1.0f - min(1.0f, max(0.0f, y)); @@ -2765,9 +2593,10 @@ kernel void kernel_flash_attn_ext_vec_f16( template [[host_name("kernel_flash_attn_ext_vec_f16_h128")]] kernel flash_attn_ext_f16_t kernel_flash_attn_ext_vec_f16<128>; //template [[host_name("kernel_flash_attn_ext_vec_f16_h256")]] kernel flash_attn_ext_f16_t kernel_flash_attn_ext_vec_f16<256>; -kernel void kernel_cpy_f16_f16( - device const half * src0, - device half * dst, +template +kernel void kernel_cpy( + device const void * src0, + device void * dst, constant int64_t & ne00, constant int64_t & ne01, constant int64_t & ne02, @@ -2798,138 +2627,20 @@ kernel void kernel_cpy_f16_f16( const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - device half * dst_data = (device half *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); + device T1 * dst_data = (device T1 *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const half * src = (device half *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - dst_data[i00] = src[0]; + device const T0 * src = (device T0 *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); + dst_data[i00] = (T1) src[0]; } } -kernel void kernel_cpy_f16_f32( - device const half * src0, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; +typedef decltype(kernel_cpy) kernel_cpy_t; - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device float * dst_data = (device float *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const half * src = (device half *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - dst_data[i00] = src[0]; - } -} - -kernel void kernel_cpy_f32_f16( - device const float * src0, - device half * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device half * dst_data = (device half *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const float * src = (device float *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - - dst_data[i00] = src[0]; - } -} - -kernel void kernel_cpy_f32_f32( - device const float * src0, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne01, - constant int64_t & ne02, - constant int64_t & ne03, - constant uint64_t & nb00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant uint64_t & nb03, - constant int64_t & ne0, - constant int64_t & ne1, - constant int64_t & ne2, - constant int64_t & ne3, - constant uint64_t & nb0, - constant uint64_t & nb1, - constant uint64_t & nb2, - constant uint64_t & nb3, - uint3 tgpig[[threadgroup_position_in_grid]], - uint3 tpitg[[thread_position_in_threadgroup]], - uint3 ntg[[threads_per_threadgroup]]) { - const int64_t i03 = tgpig[2]; - const int64_t i02 = tgpig[1]; - const int64_t i01 = tgpig[0]; - - const int64_t n = i03*ne02*ne01*ne00 + i02*ne01*ne00 + i01*ne00; - - const int64_t i3 = n / (ne2*ne1*ne0); - const int64_t i2 = (n - i3*ne2*ne1*ne0) / (ne1*ne0); - const int64_t i1 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0) / ne0; - const int64_t i0 = (n - i3*ne2*ne1*ne0 - i2*ne1*ne0 - i1*ne0); - - device float * dst_data = (device float *) ((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0); - - for (int64_t i00 = tpitg.x; i00 < ne00; i00 += ntg.x) { - device const float * src = (device float *)((device char *) src0 + i03*nb03 + i02*nb02 + i01*nb01 + i00*nb00); - - dst_data[i00] = src[0]; - } -} +template [[host_name("kernel_cpy_f32_f32")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f32_f16")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f16_f16")]] kernel kernel_cpy_t kernel_cpy; +template [[host_name("kernel_cpy_f16_f32")]] kernel kernel_cpy_t kernel_cpy; kernel void kernel_cpy_f32_q8_0( device const float * src0, @@ -5730,9 +5441,9 @@ void dequantize_iq4_xs(device const block_iq4_xs * xb, short il, thread type4x4 } template -kernel void kernel_get_rows( +kernel void kernel_get_rows_q( device const void * src0, - device const char * src1, + device const void * src1, device float * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5745,27 +5456,24 @@ kernel void kernel_get_rows( uint3 tgpig[[threadgroup_position_in_grid]], uint tiitg[[thread_index_in_threadgroup]], uint3 tptg [[threads_per_threadgroup]]) { - //const int64_t i = tgpig; - //const int64_t r = ((device int32_t *) src1)[i]; - const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int64_t ind = tiitg; ind < ne00/16; ind += tptg.x) { float4x4 temp; - dequantize_func( - ((device const block_q *) ((device char *) src0 + r*nb01 + i02*nb02)) + ind/nl, ind%nl, temp); + dequantize_func(((device const block_q *) ((const device char *) src0 + r*nb01 + i02*nb02)) + ind/nl, ind%nl, temp); *(((device float4x4 *) ((device char *) dst + i11*nb2 + i10*nb1)) + ind) = temp; } } -kernel void kernel_get_rows_f32( +template +kernel void kernel_get_rows_f( device const void * src0, - device const char * src1, + device const void * src1, device float * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5781,47 +5489,19 @@ kernel void kernel_get_rows_f32( const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device float *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device float *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; - } -} - -kernel void kernel_get_rows_f16( - device const void * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb1, - constant uint64_t & nb2, - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint3 tptg [[threads_per_threadgroup]]) { - const int64_t i10 = tgpig.x; - const int64_t i11 = tgpig.y; - - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; - - const int64_t i02 = i11; - - for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device float *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device half *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; + (( device float *) (( device char *) dst + i11*nb2 + i10*nb1))[ind] = + ((const device T *) ((const device char *) src0 + i02*nb02 + r*nb01))[ind]; } } kernel void kernel_get_rows_i32( device const void * src0, - device const char * src1, + device const void * src1, device int32_t * dst, constant int64_t & ne00, constant uint64_t & nb01, @@ -5837,13 +5517,13 @@ kernel void kernel_get_rows_i32( const int64_t i10 = tgpig.x; const int64_t i11 = tgpig.y; - const int64_t r = ((device int32_t *) ((device char *) src1 + i11*nb11 + i10*nb10))[0]; + const int64_t r = ((const device int32_t *) ((const device char *) src1 + i11*nb11 + i10*nb10))[0]; const int64_t i02 = i11; for (int ind = tiitg; ind < ne00; ind += tptg.x) { - ((device int32_t *) ((device char *) dst + i11*nb2 + i10*nb1))[ind] = - ((device int32_t *) ((device char *) src0 + r*nb01 + i02*nb02))[ind]; + (( device int32_t *) (( device char *) dst + i11*nb2 + i10*nb1))[ind] = + ((const device int32_t *) ((const device char *) src0 + i02*nb02 + r*nb01))[ind]; } } @@ -5860,28 +5540,28 @@ kernel void kernel_get_rows_i32( #define SG_MAT_ROW 8 // each block_q contains 16*nl weights -template -void kernel_mul_mm_impl(device const uchar * src0, - device const uchar * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne02, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup uchar * shared_memory [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { +template +kernel void kernel_mul_mm(device const uchar * src0, + device const uchar * src1, + device float * dst, + constant int64_t & ne00, + constant int64_t & ne02, + constant uint64_t & nb01, + constant uint64_t & nb02, + constant int64_t & ne12, + constant uint64_t & nb10, + constant uint64_t & nb11, + constant uint64_t & nb12, + constant int64_t & ne0, + constant int64_t & ne1, + constant uint & r2, + constant uint & r3, + threadgroup uchar * shared_memory [[threadgroup(0)]], + uint3 tgpig[[threadgroup_position_in_grid]], + uint tiitg[[thread_index_in_threadgroup]], + uint sgitg[[simdgroup_index_in_threadgroup]]) { - threadgroup half * sa = (threadgroup half *)(shared_memory); + threadgroup T * sa = (threadgroup T *)(shared_memory); threadgroup float * sb = (threadgroup float *)(shared_memory + 4096); const uint r0 = tgpig.y; @@ -5896,7 +5576,7 @@ void kernel_mul_mm_impl(device const uchar * src0, short thread_row = ((short)tiitg/THREAD_PER_ROW) < n_rows ? ((short)tiitg/THREAD_PER_ROW) : n_rows - 1; short thread_col = ((short)tiitg/THREAD_PER_COL) < n_cols ? ((short)tiitg/THREAD_PER_COL) : n_cols - 1; - simdgroup_half8x8 ma[4]; + simdgroup_T8x8 ma[4]; simdgroup_float8x8 mb[2]; simdgroup_float8x8 c_res[8]; for (int i = 0; i < 8; i++){ @@ -5919,7 +5599,7 @@ void kernel_mul_mm_impl(device const uchar * src0, for (int loop_k = 0; loop_k < ne00; loop_k += BLOCK_SIZE_K) { // load data and store to threadgroup memory - half4x4 temp_a; + T4x4 temp_a; dequantize_func(x, il, temp_a); threadgroup_barrier(mem_flags::mem_threadgroup); @@ -5939,7 +5619,7 @@ void kernel_mul_mm_impl(device const uchar * src0, threadgroup_barrier(mem_flags::mem_threadgroup); // load matrices from threadgroup memory and conduct outer products - threadgroup half * lsma = (sa + THREAD_MAT_M * SG_MAT_SIZE * (sgitg % 2)); + threadgroup T * lsma = (sa + THREAD_MAT_M * SG_MAT_SIZE * (sgitg % 2)); threadgroup float * lsmb = (sb + THREAD_MAT_N * SG_MAT_SIZE * (sgitg / 2)); #pragma unroll(4) @@ -6115,48 +5795,6 @@ void kernel_mul_mm_id_impl( } } -template -kernel void kernel_mul_mm(device const uchar * src0, - device const uchar * src1, - device float * dst, - constant int64_t & ne00, - constant int64_t & ne02, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne12, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb12, - constant int64_t & ne0, - constant int64_t & ne1, - constant uint & r2, - constant uint & r3, - threadgroup uchar * shared_memory [[threadgroup(0)]], - uint3 tgpig[[threadgroup_position_in_grid]], - uint tiitg[[thread_index_in_threadgroup]], - uint sgitg[[simdgroup_index_in_threadgroup]]) { - kernel_mul_mm_impl( - src0, - src1, - dst, - ne00, - ne02, - nb01, - nb02, - ne12, - nb10, - nb11, - nb12, - ne0, - ne1, - r2, - r3, - shared_memory, - tgpig, - tiitg, - sgitg); -} - template kernel void kernel_mul_mm_id( device const uchar * src0s, @@ -6237,69 +5875,60 @@ kernel void kernel_mul_mm_id( // get rows // -typedef void (get_rows_t)( - device const void * src0, - device const char * src1, - device float * dst, - constant int64_t & ne00, - constant uint64_t & nb01, - constant uint64_t & nb02, - constant int64_t & ne10, - constant uint64_t & nb10, - constant uint64_t & nb11, - constant uint64_t & nb1, - constant uint64_t & nb2, - uint3, uint, uint3); +typedef decltype(kernel_get_rows_f) get_rows_f_t; -//template [[host_name("kernel_get_rows_f32")]] kernel get_rows_t kernel_get_rows; -//template [[host_name("kernel_get_rows_f16")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_1")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_1")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q8_0")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q2_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q3_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q4_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q5_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_q6_K")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_xs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq3_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq2_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq1_s")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq1_m")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq4_nl")]] kernel get_rows_t kernel_get_rows; -template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_t kernel_get_rows; +template [[host_name("kernel_get_rows_f32")]] kernel get_rows_f_t kernel_get_rows_f; +template [[host_name("kernel_get_rows_f16")]] kernel get_rows_f_t kernel_get_rows_f; + +typedef decltype(kernel_get_rows_q) get_rows_q_t; + +template [[host_name("kernel_get_rows_q4_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q4_1")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_1")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q8_0")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q2_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q3_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q4_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q5_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_q6_K")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_xxs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_xs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq3_xxs")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq3_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq2_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq1_s")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq1_m")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq4_nl")]] kernel get_rows_q_t kernel_get_rows_q; +template [[host_name("kernel_get_rows_iq4_xs")]] kernel get_rows_q_t kernel_get_rows_q; // // matrix-matrix multiplication // -typedef decltype(kernel_mul_mm) mat_mm_t; +typedef decltype(kernel_mul_mm) mat_mm_t; -template [[host_name("kernel_mul_mm_f32_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_f16_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_1_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_1_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q8_0_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q2_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q3_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q4_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q5_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_q6_K_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_xs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq3_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq2_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq1_s_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq1_m_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq4_nl_f32")]] kernel mat_mm_t kernel_mul_mm; -template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_f32_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_f16_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_1_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_1_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q8_0_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q2_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q3_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q4_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q5_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_q6_K_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_xs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq3_xxs_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq3_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq2_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq1_s_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq1_m_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq4_nl_f32")]] kernel mat_mm_t kernel_mul_mm; +template [[host_name("kernel_mul_mm_iq4_xs_f32")]] kernel mat_mm_t kernel_mul_mm; // // indirect matrix-matrix multiplication @@ -6436,7 +6065,7 @@ void mmv_fn( impl_fn(src0,(const device float *)src1,dst,ne00,ne01,ne02,ne10,ne12,ne0,ne1,r2,r3,shared_values,tgpig,tiisg,sgitg); } -typedef decltype(mmv_fn) mul_mv_impl_fn_t; +typedef decltype(mmv_fn>) mul_mv_impl_fn_t; template kernel void kernel_mul_mv_id( @@ -6514,20 +6143,20 @@ kernel void kernel_mul_mv_id( sgitg); } -typedef decltype(kernel_mul_mv_id>) kernel_mul_mv_id_t; +typedef decltype(kernel_mul_mv_id>>) kernel_mul_mv_id_t; -template [[host_name("kernel_mul_mv_id_f32_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_f16_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q8_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q4_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q4_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q5_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q5_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; -template [[host_name("kernel_mul_mv_id_q2_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q3_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q4_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q5_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; -template [[host_name("kernel_mul_mv_id_q6_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_f32_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_f16_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q8_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q4_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q4_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q5_0_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q5_1_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>>; +template [[host_name("kernel_mul_mv_id_q2_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q3_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q4_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q5_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; +template [[host_name("kernel_mul_mv_id_q6_K_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq1_s_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq1_m_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; template [[host_name("kernel_mul_mv_id_iq2_xxs_f32")]] kernel kernel_mul_mv_id_t kernel_mul_mv_id>; diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index cbe377cf5..1839a722e 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -658,7 +658,7 @@ static inline __m128i packNibbles( __m256i bytes ) { #endif //__loongarch_asx // reference implementation for deterministic creation of model files -void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict y, int64_t k) { +void quantize_row_q4_0_ref(const float * restrict x, block_q4_0 * restrict y, int64_t k) { static const int qk = QK4_0; assert(k % qk == 0); @@ -696,11 +696,11 @@ void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict } void quantize_row_q4_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_0_reference(x, y, k); + quantize_row_q4_0_ref(x, y, k); } -void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict y, int64_t k) { +void quantize_row_q4_1_ref(const float * restrict x, block_q4_1 * restrict y, int64_t k) { const int qk = QK4_1; assert(k % qk == 0); @@ -738,10 +738,10 @@ void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict } void quantize_row_q4_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_1_reference(x, y, k); + quantize_row_q4_1_ref(x, y, k); } -void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict y, int64_t k) { +void quantize_row_q5_0_ref(const float * restrict x, block_q5_0 * restrict y, int64_t k) { static const int qk = QK5_0; assert(k % qk == 0); @@ -786,10 +786,10 @@ void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict } void quantize_row_q5_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_0_reference(x, y, k); + quantize_row_q5_0_ref(x, y, k); } -void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict y, int64_t k) { +void quantize_row_q5_1_ref(const float * restrict x, block_q5_1 * restrict y, int64_t k) { const int qk = QK5_1; assert(k % qk == 0); @@ -834,11 +834,11 @@ void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict } void quantize_row_q5_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_1_reference(x, y, k); + quantize_row_q5_1_ref(x, y, k); } // reference implementation for deterministic creation of model files -void quantize_row_q8_0_reference(const float * restrict x, block_q8_0 * restrict y, int64_t k) { +void quantize_row_q8_0_ref(const float * restrict x, block_q8_0 * restrict y, int64_t k) { assert(k % QK8_0 == 0); const int nb = k / QK8_0; @@ -1144,12 +1144,12 @@ void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_0_reference(x, y, k); + quantize_row_q8_0_ref(x, y, k); #endif } // reference implementation for deterministic creation of model files -void quantize_row_q8_1_reference(const float * restrict x, block_q8_1 * restrict y, int64_t k) { +void quantize_row_q8_1_ref(const float * restrict x, block_q8_1 * restrict y, int64_t k) { assert(QK8_1 == 32); assert(k % QK8_1 == 0); const int nb = k / QK8_1; @@ -1508,7 +1508,7 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_1_reference(x, y, k); + quantize_row_q8_1_ref(x, y, k); #endif } @@ -1899,7 +1899,7 @@ static inline void get_scale_min_k4(int j, const uint8_t * restrict q, uint8_t * //========================- 2-bit (de)-quantization -void quantize_row_q2_K_reference(const float * restrict x, block_q2_K * restrict y, int64_t k) { +void quantize_row_q2_K_ref(const float * restrict x, block_q2_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2002,7 +2002,7 @@ void dequantize_row_q2_K(const block_q2_K * restrict x, float * restrict y, int6 } void quantize_row_q2_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q2_K_reference(x, vy, k); + quantize_row_q2_K_ref(x, vy, k); } static float make_qkx3_quants(int n, int nmax, const float * restrict x, const float * restrict weights, @@ -2226,7 +2226,7 @@ static void quantize_row_q2_K_impl(const float * restrict x, block_q2_K * restri size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q2_K, n_per_row); if (!quant_weights) { - quantize_row_q2_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q2_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2241,7 +2241,7 @@ size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nr //========================= 3-bit (de)-quantization -void quantize_row_q3_K_reference(const float * restrict x, block_q3_K * restrict y, int64_t k) { +void quantize_row_q3_K_ref(const float * restrict x, block_q3_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2368,7 +2368,7 @@ void dequantize_row_q3_K(const block_q3_K * restrict x, float * restrict y, int6 } void quantize_row_q3_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q3_K_reference(x, vy, k); + quantize_row_q3_K_ref(x, vy, k); } static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restrict y, int64_t n_per_row, const float * restrict quant_weights) { @@ -2458,7 +2458,7 @@ static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restri size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q3_K, n_per_row); if (!quant_weights) { - quantize_row_q3_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q3_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2473,7 +2473,7 @@ size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 4-bit (de)-quantization -void quantize_row_q4_K_reference(const float * restrict x, block_q4_K * restrict y, int64_t k) { +void quantize_row_q4_K_ref(const float * restrict x, block_q4_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2572,7 +2572,7 @@ void dequantize_row_q4_K(const block_q4_K * restrict x, float * restrict y, int6 void quantize_row_q4_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q4_K * restrict y = vy; - quantize_row_q4_K_reference(x, y, k); + quantize_row_q4_K_ref(x, y, k); } static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2651,7 +2651,7 @@ static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restri size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q4_K, n_per_row); if (!quant_weights) { - quantize_row_q4_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2666,7 +2666,7 @@ size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 5-bit (de)-quantization -void quantize_row_q5_K_reference(const float * restrict x, block_q5_K * restrict y, int64_t k) { +void quantize_row_q5_K_ref(const float * restrict x, block_q5_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -2783,7 +2783,7 @@ void dequantize_row_q5_K(const block_q5_K * restrict x, float * restrict y, int6 void quantize_row_q5_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q5_K * restrict y = vy; - quantize_row_q5_K_reference(x, y, k); + quantize_row_q5_K_ref(x, y, k); } static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2882,7 +2882,7 @@ static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restri size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q5_K, n_per_row); if (!quant_weights) { - quantize_row_q5_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2897,7 +2897,7 @@ size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 6-bit (de)-quantization -void quantize_row_q6_K_reference(const float * restrict x, block_q6_K * restrict y, int64_t k) { +void quantize_row_q6_K_ref(const float * restrict x, block_q6_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3001,7 +3001,7 @@ void dequantize_row_q6_K(const block_q6_K * restrict x, float * restrict y, int6 void quantize_row_q6_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q6_K * restrict y = vy; - quantize_row_q6_K_reference(x, y, k); + quantize_row_q6_K_ref(x, y, k); } static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -3091,7 +3091,7 @@ static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restri size_t quantize_q6_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q6_K, n_per_row); if (!quant_weights) { - quantize_row_q6_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q6_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -3108,7 +3108,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri static_assert(QK4_0 == 32, "QK4_0 must be 32"); if (!quant_weights) { - quantize_row_q4_0_reference(x, y, n_per_row); + quantize_row_q4_0_ref(x, y, n_per_row); return; } @@ -3134,7 +3134,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri size_t quantize_q4_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_0, n_per_row); @@ -3151,7 +3151,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri static_assert(QK4_1 == 32, "QK4_1 must be 32"); if (!quant_weights) { - quantize_row_q4_1_reference(x, y, n_per_row); + quantize_row_q4_1_ref(x, y, n_per_row); return; } @@ -3179,7 +3179,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri size_t quantize_q4_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_1, n_per_row); @@ -3196,7 +3196,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri static_assert(QK5_0 == 32, "QK5_0 must be 32"); if (!quant_weights) { - quantize_row_q5_0_reference(x, y, n_per_row); + quantize_row_q5_0_ref(x, y, n_per_row); return; } @@ -3233,7 +3233,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri size_t quantize_q5_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_0, n_per_row); @@ -3250,7 +3250,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri static_assert(QK5_1 == 32, "QK5_1 must be 32"); if (!quant_weights) { - quantize_row_q5_1_reference(x, y, n_per_row); + quantize_row_q5_1_ref(x, y, n_per_row); return; } @@ -3286,7 +3286,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_1, n_per_row); @@ -3302,7 +3302,7 @@ size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nr size_t quantize_q8_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { (void)quant_weights; // not used const size_t row_size = ggml_row_size(GGML_TYPE_Q8_0, n_per_row); - quantize_row_q8_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q8_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * row_size; } @@ -3590,7 +3590,7 @@ void dequantize_row_iq4_xs(const block_iq4_xs * restrict x, float * restrict y, //===================================== Q8_K ============================================== -void quantize_row_q8_K_reference(const float * restrict x, block_q8_K * restrict y, int64_t k) { +void quantize_row_q8_K_ref(const float * restrict x, block_q8_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3641,7 +3641,7 @@ void dequantize_row_q8_K(const block_q8_K * restrict x, float * restrict y, int6 } void quantize_row_q8_K(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q8_K_reference(x, y, k); + quantize_row_q8_K_ref(x, y, k); } //===================================== Dot ptoducts ================================= @@ -13530,10 +13530,10 @@ size_t quantize_iq3_xxs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq3_xxs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_xxs * restrict y = vy; - quantize_row_iq3_xxs_reference(x, y, k); + quantize_row_iq3_xxs_ref(x, y, k); } -void quantize_row_iq3_xxs_reference(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { +void quantize_row_iq3_xxs_ref(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_row_iq3_xxs_impl(256, x, y, k, NULL); } @@ -13746,10 +13746,10 @@ size_t quantize_iq3_s(const float * restrict src, void * restrict dst, int64_t n void quantize_row_iq3_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_s * restrict y = vy; - quantize_row_iq3_s_reference(x, y, k); + quantize_row_iq3_s_ref(x, y, k); } -void quantize_row_iq3_s_reference(const float * restrict x, block_iq3_s * restrict y, int64_t k) { +void quantize_row_iq3_s_ref(const float * restrict x, block_iq3_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq3_s(x, y, 1, k, NULL); } @@ -14487,7 +14487,7 @@ void quantize_row_iq4_nl(const float * restrict x, void * restrict vy, int64_t k } } -void quantize_row_iq4_nl_reference(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { +void quantize_row_iq4_nl_ref(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { assert(k % QK4_NL == 0); quantize_row_iq4_nl(x, y, k); } @@ -14515,10 +14515,10 @@ size_t quantize_iq4_xs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq4_xs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq4_xs * restrict y = vy; - quantize_row_iq4_xs_reference(x, y, k); + quantize_row_iq4_xs_ref(x, y, k); } -void quantize_row_iq4_xs_reference(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { +void quantize_row_iq4_xs_ref(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq4_xs(x, y, 1, k, NULL); } @@ -14705,7 +14705,7 @@ size_t quantize_iq2_s(const float * restrict src, void * restrict dst, int64_t n return nrow * nblock * sizeof(block_iq2_s); } -void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restrict y, int64_t k) { +void quantize_row_iq2_s_ref(const float * restrict x, block_iq2_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq2_s(x, y, 1, k, NULL); } @@ -14713,7 +14713,7 @@ void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restri void quantize_row_iq2_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq2_s * restrict y = vy; - quantize_row_iq2_s_reference(x, y, k); + quantize_row_iq2_s_ref(x, y, k); } static bool validate_float(float f, size_t i) { diff --git a/ggml/src/ggml-quants.h b/ggml/src/ggml-quants.h index 30983b872..88b1f3269 100644 --- a/ggml/src/ggml-quants.h +++ b/ggml/src/ggml-quants.h @@ -12,25 +12,25 @@ extern "C" { #endif // Quantization -void quantize_row_q4_0_reference(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_1_reference(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_0_reference(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_1_reference(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_0_reference(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_1_reference(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_1_ref(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q2_K_reference(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q3_K_reference(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_K_reference(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_K_reference(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q6_K_reference(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_K_reference(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_K_ref(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_K_ref(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q6_K_ref(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_K_ref(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); -void quantize_row_iq3_xxs_reference(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_nl_reference (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_xs_reference (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq3_s_reference (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); -void quantize_row_iq2_s_reference (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); +void quantize_row_iq3_xxs_ref(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_nl_ref (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_xs_ref (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq3_s_ref (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); +void quantize_row_iq2_s_ref (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); diff --git a/ggml/src/ggml-sycl.cpp b/ggml/src/ggml-sycl.cpp index 9c419ba89..5a890237f 100644 --- a/ggml/src/ggml-sycl.cpp +++ b/ggml/src/ggml-sycl.cpp @@ -3768,37 +3768,13 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten stream->memcpy(ids_host.data(), ids_dev, ggml_nbytes(ids)))); SYCL_CHECK(CHECK_TRY_ERROR(stream->wait())); - const ggml_tensor_extra_gpu *src0_extra = - (const ggml_tensor_extra_gpu *)src0->extra; - const ggml_tensor_extra_gpu *src1_extra = - (const ggml_tensor_extra_gpu *)src1->extra; - const ggml_tensor_extra_gpu *dst_extra = - (const ggml_tensor_extra_gpu *)dst->extra; - - ggml_tensor_extra_gpu src0_row_extra; - ggml_tensor_extra_gpu src1_row_extra; - ggml_tensor_extra_gpu dst_row_extra; - ggml_tensor src0_row = *src0; ggml_tensor src1_row = *src1; ggml_tensor dst_row = *dst; - src1_row.backend = GGML_BACKEND_TYPE_GPU; - dst_row.backend = GGML_BACKEND_TYPE_GPU; - - src0_row.extra = &src0_row_extra; - src1_row.extra = &src1_row_extra; - dst_row.extra = &dst_row_extra; - - char *src0_original = src1->backend == GGML_BACKEND_TYPE_CPU - ? (char *)src0->data - : (char *)src0_extra->data_device[ctx.device]; - char *src1_original = src1->backend == GGML_BACKEND_TYPE_CPU - ? (char *)src1->data - : (char *)src1_extra->data_device[ctx.device]; - char *dst_original = dst->backend == GGML_BACKEND_TYPE_CPU - ? (char *)dst->data - : (char *)dst_extra->data_device[ctx.device]; + char *src0_original = (char *)src0->data; + char *src1_original = (char *)src1->data; + char *dst_original = (char *)dst->data; src0_row.ne[2] = 1; src0_row.ne[3] = 1; @@ -3827,12 +3803,9 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten const int64_t i1 = id; const int64_t i2 = i12; - src0_row_extra.data_device[ctx.device] = - src0_original + i02*nb02; - src1_row_extra.data_device[ctx.device] = - src1_original + + i11*nb11 + i12*nb12; - dst_row_extra.data_device[ctx.device] = - dst_original + i1*nb1 + i2*nb2; + src0_row.data = src0_original + i02*nb02; + src1_row.data = src1_original + + i11*nb11 + i12*nb12; + dst_row.data = dst_original + i1*nb1 + i2*nb2; ggml_sycl_mul_mat(ctx, &src0_row, &src1_row, &dst_row); } @@ -3841,8 +3814,8 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten ggml_sycl_pool_alloc src1_contiguous(ctx.pool(), sizeof(float)*ggml_nelements(src1)); ggml_sycl_pool_alloc dst_contiguous(ctx.pool(), sizeof(float)*ggml_nelements(dst)); - src1_row_extra.data_device[ctx.device] = src1_contiguous.get(); - dst_row_extra.data_device[ctx.device] = dst_contiguous.get(); + src1_row.data = src1_contiguous.get(); + dst_row.data = dst_contiguous.get(); for (int64_t i02 = 0; i02 < n_as; i02++) { int64_t num_src1_rows = 0; @@ -3898,7 +3871,7 @@ static void ggml_sycl_mul_mat_id(ggml_backend_sycl_context & ctx, const ggml_ten }); } - src0_row_extra.data_device[ctx.device] = src0_original + i02*nb02; + src0_row.data = src0_original + i02*nb02; GGML_ASSERT(nb11 == sizeof(float)*ne10); GGML_ASSERT(nb1 == sizeof(float)*ne0); @@ -5221,6 +5194,10 @@ GGML_CALL static bool ggml_backend_sycl_supports_op(ggml_backend_t backend, cons return false; } } + ggml_type src0_type = op->src[0]->type; + if (src0_type == GGML_TYPE_BF16) { + return false; + } return true; } break; case GGML_OP_GET_ROWS: diff --git 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-const uint64_t dequant_q4_k_len = 5916; - -unsigned char dequant_q5_0_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb7,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00,0x12,0x00,0x00,0x00, -0x2b,0x00,0x00,0x00,0x50,0x00,0x00,0x00,0x7f,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x00,0x01,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1a,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x12,0x00,0x00,0x00, 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gelu_f32_len = 1484; - -unsigned char get_rows_f16_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x87,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0a,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1b,0x00,0x00,0x00,0x35,0x00,0x00,0x00,0x74,0x00,0x00,0x00, -0x7b,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x19,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x19,0x00,0x00,0x00, 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-const uint64_t get_rows_f32_f32_len = 2976; - -unsigned char get_rows_q4_0_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xf8,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0a,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x41,0x00,0x00,0x00, -0x51,0x00,0x00,0x00,0x69,0x00,0x00,0x00,0xbd,0x00,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x15,0x00,0x00,0x00,0x06,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x16,0x00,0x00,0x00, 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matmul_f32_f16_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xd5,0x02,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0xfd,0x00,0x00,0x00,0x03,0x01,0x00,0x00,0x45,0x01,0x00,0x00, -0x4d,0x01,0x00,0x00,0x36,0x02,0x00,0x00,0x7f,0x02,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00, 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-const uint64_t matmul_id_f16_len = 10788; - -unsigned char matmul_id_f16_aligned_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x5e,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x08,0x01,0x00,0x00,0x0f,0x01,0x00,0x00,0x86,0x01,0x00,0x00, -0x8c,0x01,0x00,0x00,0xc1,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_id_q3_k_f32_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xff,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00,0x2e,0x00,0x00,0x00, -0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00,0x44,0x01,0x00,0x00, -0xb5,0x01,0x00,0x00,0x2e,0x02,0x00,0x00,0x35,0x02,0x00,0x00, -0x51,0x03,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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-const uint64_t matmul_id_q4_0_f32_aligned_len = 11844; - -unsigned char matmul_id_q4_0_f32_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x43,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x12,0x01,0x00,0x00,0x33,0x01,0x00,0x00,0x7e,0x01,0x00,0x00, -0x85,0x01,0x00,0x00,0xa1,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_id_q4_0_f32_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x3b,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7b,0x00,0x00,0x00,0x90,0x00,0x00,0x00, -0x11,0x01,0x00,0x00,0x32,0x01,0x00,0x00,0x61,0x01,0x00,0x00, -0x6c,0x01,0x00,0x00,0x94,0x02,0x00,0x00,0x10,0x00,0x06,0x00, -0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00, 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-0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, -}; -const uint64_t matmul_id_q4_1_f32_aligned_len = 11912; - -unsigned char matmul_id_q4_1_f32_aligned_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x44,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x16,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x10,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x13,0x00,0x00,0x00,0x1f,0x00,0x00,0x00, -0x2e,0x00,0x00,0x00,0x7c,0x00,0x00,0x00,0x91,0x00,0x00,0x00, -0x12,0x01,0x00,0x00,0x38,0x01,0x00,0x00,0x83,0x01,0x00,0x00, -0x8a,0x01,0x00,0x00,0xa6,0x02,0x00,0x00,0x10,0x00,0x06,0x00, 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matmul_q3_k_f32_len = 13124; - -unsigned char matmul_q3_k_f32_aligned_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xc5,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x3a,0x01,0x00,0x00,0xaa,0x01,0x00,0x00,0x0d,0x02,0x00,0x00, -0x15,0x02,0x00,0x00,0x21,0x03,0x00,0x00,0x6a,0x03,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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matmul_q4_k_f32_fp32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x86,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x21,0x01,0x00,0x00,0x78,0x01,0x00,0x00, -0xc4,0x01,0x00,0x00,0xcf,0x01,0x00,0x00,0xb4,0x02,0x00,0x00, -0xfd,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, 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-const uint64_t matmul_q5_0_f32_len = 11076; - -unsigned char matmul_q5_0_f32_aligned_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x61,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00, -0x4d,0x00,0x00,0x00,0x0a,0x01,0x00,0x00,0x51,0x01,0x00,0x00, -0x86,0x01,0x00,0x00,0x8e,0x01,0x00,0x00,0x9b,0x02,0x00,0x00, -0xe4,0x02,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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matmul_q6_k_f32_len = 11744; - -unsigned char matmul_q6_k_f32_aligned_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x64,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x09,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0f,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x14,0x00,0x00,0x00,0x3e,0x00,0x00,0x00,0x4d,0x00,0x00,0x00, -0x33,0x01,0x00,0x00,0x44,0x01,0x00,0x00,0xb1,0x01,0x00,0x00, -0xb9,0x01,0x00,0x00,0xc5,0x02,0x00,0x00,0x0e,0x03,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, 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mul_mat_vec_q2_k_f32_f32_len = 8504; - -unsigned char mul_mat_vec_q3_k_f16_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x8c,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x27,0x00,0x00,0x00, -0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00,0x11,0x00,0x02,0x00, -0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x1a,0x00,0x00,0x00,0x4a,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x6e,0x00,0x00,0x00,0x9c,0x00,0x00,0x00, -0xc4,0x00,0x00,0x00,0xdb,0x00,0x00,0x00,0x53,0x03,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x20,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 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mul_mat_vec_q5_0_f32_f32_len = 4604; - -unsigned char mul_mat_vec_q5_1_f16_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0xb8,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x73,0x00,0x00,0x00, -0x7b,0x00,0x00,0x00,0xa9,0x00,0x00,0x00,0xac,0x00,0x00,0x00, -0xb5,0x00,0x00,0x00,0xc5,0x00,0x00,0x00,0xfe,0x00,0x00,0x00, -0x3d,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x1b,0x00,0x00,0x00, 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mul_mat_vec_q8_0_f16_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x67,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x11,0x00,0x02,0x00,0x60,0x11,0x00,0x00,0x0b,0x00,0x06,0x00, -0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64, -0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00, -0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x0f,0x00,0x0e,0x00, -0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e, -0x00,0x00,0x00,0x00,0x20,0x00,0x00,0x00,0x46,0x00,0x00,0x00, -0x4e,0x00,0x00,0x00,0x7d,0x00,0x00,0x00,0x81,0x00,0x00,0x00, -0x8a,0x00,0x00,0x00,0x9a,0x00,0x00,0x00,0xd2,0x00,0x00,0x00, -0x11,0x01,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x1b,0x00,0x00,0x00, -0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x48,0x00,0x05,0x00, 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-0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, -}; -const uint64_t scale_f32_len = 3320; - -unsigned char silu_f32_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x3b,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00, -0x47,0x4c,0x53,0x4c,0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30, -0x00,0x00,0x00,0x00,0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x0f,0x00,0x09,0x00,0x05,0x00,0x00,0x00, -0x04,0x00,0x00,0x00,0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x14,0x00,0x00,0x00,0x24,0x00,0x00,0x00, -0x2c,0x00,0x00,0x00,0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00, -0x01,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00, -0x0b,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x48,0x00,0x05,0x00, -0x12,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x23,0x00,0x00,0x00, -0x00,0x00,0x00,0x00,0x48,0x00,0x05,0x00,0x12,0x00,0x00,0x00, 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-const uint64_t soft_max_f32_len = 4836; - -unsigned char soft_max_f32_f16_data[] = { -0x03,0x02,0x23,0x07,0x00,0x05,0x01,0x00,0x0b,0x00,0x0d,0x00, -0x73,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x11,0x00,0x02,0x00, -0x01,0x00,0x00,0x00,0x11,0x00,0x02,0x00,0x51,0x11,0x00,0x00, -0x0b,0x00,0x06,0x00,0x01,0x00,0x00,0x00,0x47,0x4c,0x53,0x4c, -0x2e,0x73,0x74,0x64,0x2e,0x34,0x35,0x30,0x00,0x00,0x00,0x00, -0x0e,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x0f,0x00,0x0c,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, -0x6d,0x61,0x69,0x6e,0x00,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x11,0x00,0x00,0x00,0x19,0x00,0x00,0x00,0x77,0x00,0x00,0x00, -0x90,0x00,0x00,0x00,0xa5,0x00,0x00,0x00,0x10,0x01,0x00,0x00, -0x10,0x00,0x06,0x00,0x04,0x00,0x00,0x00,0x11,0x00,0x00,0x00, -0x00,0x02,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, -0x47,0x00,0x04,0x00,0x0b,0x00,0x00,0x00,0x0b,0x00,0x00,0x00, -0x1b,0x00,0x00,0x00,0x47,0x00,0x04,0x00,0x11,0x00,0x00,0x00, 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-0x14,0x00,0x00,0x00,0x6f,0x00,0x00,0x00,0x6e,0x00,0x00,0x00, -0x41,0x00,0x06,0x00,0x3a,0x00,0x00,0x00,0x70,0x00,0x00,0x00, -0x6c,0x00,0x00,0x00,0x29,0x00,0x00,0x00,0x0f,0x00,0x00,0x00, -0x3e,0x00,0x03,0x00,0x70,0x00,0x00,0x00,0x6f,0x00,0x00,0x00, -0xf9,0x00,0x02,0x00,0x68,0x00,0x00,0x00,0xf8,0x00,0x02,0x00, -0x68,0x00,0x00,0x00,0xfd,0x00,0x01,0x00,0x38,0x00,0x01,0x00, - -}; -const uint64_t sum_rows_f32_len = 2112; diff --git a/ggml/src/ggml-vulkan.cpp b/ggml/src/ggml-vulkan.cpp index 101781ede..8efe32329 100644 --- a/ggml/src/ggml-vulkan.cpp +++ b/ggml/src/ggml-vulkan.cpp @@ -6561,7 +6561,7 @@ static void ggml_vk_print_tensor(ggml_backend_vk_context * ctx, const ggml_tenso ggml_tensor_extra_gpu * extra = (ggml_tensor_extra_gpu *) tensor->extra; vk_buffer buffer_gpu = extra->buffer_gpu.lock(); - ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size); + ggml_vk_buffer_read(buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size); } std::cerr << "TENSOR CHECK " << name << " (" << tensor->name << "): " << ggml_op_name(tensor->op) << std::endl; @@ -6645,7 +6645,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * for (int i3 = 0; i3 < src0->ne[3]; i3++) { for (int i2 = 0; i2 < src0->ne[2]; i2++) { const int idx = i3*src0->ne[2] + i2; - ggml_vk_buffer_read(ctx, buffer_gpu, offset + idx * src0->nb[2], ((char *)src0_clone->data + idx * src0_clone->nb[2]), src0->ne[1] * src0->nb[1]); + ggml_vk_buffer_read(buffer_gpu, offset + idx * src0->nb[2], ((char *)src0_clone->data + idx * src0_clone->nb[2]), src0->ne[1] * src0->nb[1]); } } @@ -6658,7 +6658,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * if (offset + src0_size >= buffer_gpu->size) { src0_size = buffer_gpu->size - offset; } - ggml_vk_buffer_read(ctx, buffer_gpu, offset, src0_clone->data, src0_size); + ggml_vk_buffer_read(buffer_gpu, offset, src0_clone->data, src0_size); memcpy(src0_clone->nb, src0->nb, sizeof(size_t) * GGML_MAX_DIMS); } } else { @@ -6687,7 +6687,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * for (int i3 = 0; i3 < src1->ne[3]; i3++) { for (int i2 = 0; i2 < src1->ne[2]; i2++) { const int idx = i3*src1->ne[2] + i2; - ggml_vk_buffer_read(ctx, buffer_gpu, offset + idx * src1->nb[2], ((char *)src1_clone->data + idx * src1_clone->nb[2]), src1->ne[1] * src1->nb[1]); + ggml_vk_buffer_read(buffer_gpu, offset + idx * src1->nb[2], ((char *)src1_clone->data + idx * src1_clone->nb[2]), src1->ne[1] * src1->nb[1]); } } @@ -6700,7 +6700,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * if (offset + src1_size >= buffer_gpu->size) { src1_size = buffer_gpu->size - offset; } - ggml_vk_buffer_read(ctx, buffer_gpu, offset, src1_clone->data, src1_size); + ggml_vk_buffer_read(buffer_gpu, offset, src1_clone->data, src1_size); memcpy(src1_clone->nb, src1->nb, sizeof(size_t) * GGML_MAX_DIMS); } } else { @@ -6745,7 +6745,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * for (int i3 = 0; i3 < src2->ne[3]; i3++) { for (int i2 = 0; i2 < src2->ne[2]; i2++) { const int idx = i3*src2->ne[2] + i2; - ggml_vk_buffer_read(ctx, buffer_gpu, offset + idx * src2->nb[2], ((char *)src2_clone->data + idx * src2_clone->nb[2]), src2->ne[1] * src2->nb[1]); + ggml_vk_buffer_read(buffer_gpu, offset + idx * src2->nb[2], ((char *)src2_clone->data + idx * src2_clone->nb[2]), src2->ne[1] * src2->nb[1]); } } @@ -6758,7 +6758,7 @@ static void ggml_vk_check_results_0(ggml_backend_vk_context * ctx, ggml_tensor * if (offset + src2_size >= buffer_gpu->size) { src2_size = buffer_gpu->size - offset; } - ggml_vk_buffer_read(ctx, buffer_gpu, offset, src2_clone->data, src2_size); + ggml_vk_buffer_read(buffer_gpu, offset, src2_clone->data, src2_size); memcpy(src2_clone->nb, src2->nb, sizeof(size_t) * GGML_MAX_DIMS); } } else { @@ -6922,7 +6922,7 @@ static void ggml_vk_check_results_1(ggml_backend_vk_context * ctx, ggml_tensor * tensor_size = buffer_gpu->size - (extra->offset + tensor->view_offs); } - ggml_vk_buffer_read(ctx, buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size); + ggml_vk_buffer_read(buffer_gpu, extra->offset + tensor->view_offs, tensor_data, tensor_size); } float first_error_result = -1.0f; diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index a9d5c7f4d..60b3c5e7a 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -592,7 +592,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_fp16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_fp16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_fp16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_fp16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_f16, .vec_dot_type = GGML_TYPE_F16, .nrows = 1, @@ -604,7 +604,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_0, .from_float = quantize_row_q4_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_0_ref, .vec_dot = ggml_vec_dot_q4_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -620,7 +620,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_1, .from_float = quantize_row_q4_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_1_ref, .vec_dot = ggml_vec_dot_q4_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -636,7 +636,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -648,7 +648,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -660,7 +660,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_0, .from_float = quantize_row_q5_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_0_ref, .vec_dot = ggml_vec_dot_q5_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -672,7 +672,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_1, .from_float = quantize_row_q5_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_1_ref, .vec_dot = ggml_vec_dot_q5_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, @@ -684,7 +684,8 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q8_0, .from_float = quantize_row_q8_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_0_ref, + .from_float_to_mat = quantize_mat_q8_0, .vec_dot = ggml_vec_dot_q8_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -692,7 +693,6 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { #else .nrows = 1, #endif - .from_float_to_mat = quantize_mat_q8_0, }, [GGML_TYPE_Q8_1] = { .type_name = "q8_1", @@ -700,7 +700,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .type_size = sizeof(block_q8_1), .is_quantized = true, .from_float = quantize_row_q8_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_1_ref, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, }, @@ -711,7 +711,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q2_K, .from_float = quantize_row_q2_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q2_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q2_K_ref, .vec_dot = ggml_vec_dot_q2_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -723,7 +723,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q3_K, .from_float = quantize_row_q3_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q3_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q3_K_ref, .vec_dot = ggml_vec_dot_q3_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -735,7 +735,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_K, .from_float = quantize_row_q4_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_K_ref, .vec_dot = ggml_vec_dot_q4_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -747,7 +747,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_K, .from_float = quantize_row_q5_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_K_ref, .vec_dot = ggml_vec_dot_q5_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -759,7 +759,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q6_K, .from_float = quantize_row_q6_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q6_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q6_K_ref, .vec_dot = ggml_vec_dot_q6_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -771,7 +771,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xxs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -783,7 +783,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -795,7 +795,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_xxs, .from_float = quantize_row_iq3_xxs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_xxs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_xxs_ref, .vec_dot = ggml_vec_dot_iq3_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -807,7 +807,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_s, .from_float = quantize_row_iq3_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_s_ref, .vec_dot = ggml_vec_dot_iq3_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -819,7 +819,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_s, .from_float = quantize_row_iq2_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq2_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq2_s_ref, .vec_dot = ggml_vec_dot_iq2_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -831,7 +831,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_s, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -843,7 +843,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_m, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_m_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -855,7 +855,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_nl, .from_float = quantize_row_iq4_nl, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_nl_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_nl_ref, .vec_dot = ggml_vec_dot_iq4_nl_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -867,7 +867,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_xs, .from_float = quantize_row_iq4_xs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_xs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_xs_ref, .vec_dot = ggml_vec_dot_iq4_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -886,7 +886,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_bf16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_bf16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_bf16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_bf16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_bf16, .vec_dot_type = GGML_TYPE_BF16, .nrows = 1, @@ -894,48 +894,48 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { [GGML_TYPE_Q4_0_4_4] = { .type_name = "q4_0_4x4", .blck_size = QK4_0, + .blck_size_interleave = 4, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 4, .gemv = ggml_gemv_q4_0_4x4_q8_0, .gemm = ggml_gemm_q4_0_4x4_q8_0, }, [GGML_TYPE_Q4_0_4_8] = { .type_name = "q4_0_4x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_4x8_q8_0, .gemm = ggml_gemm_q4_0_4x8_q8_0, }, [GGML_TYPE_Q4_0_8_8] = { .type_name = "q4_0_8x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 8, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_8x8_q8_0, .gemm = ggml_gemm_q4_0_8x8_q8_0, } @@ -3115,7 +3115,7 @@ size_t ggml_nbytes_pad(const struct ggml_tensor * tensor) { return GGML_PAD(ggml_nbytes(tensor), GGML_MEM_ALIGN); } -GGML_CALL int ggml_blck_size(enum ggml_type type) { +GGML_CALL int64_t ggml_blck_size(enum ggml_type type) { return type_traits[type].blck_size; } @@ -12192,15 +12192,14 @@ static void ggml_compute_forward_mul_mat( const enum ggml_type type = src0->type; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const vec_dot_num_rows = type_traits[type].nrows; - int64_t const matmul_num_cols = type_traits[type].ncols; - int64_t const interleave_blcksize = type_traits[type].interleave_blcksize; - ggml_from_float_to_mat_t const from_float_to_mat - = type_traits[vec_dot_type].from_float_to_mat; - ggml_gemv_t const gemv = type_traits[type].gemv; - ggml_gemm_t const gemm = type_traits[type].gemm; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + ggml_from_float_to_mat_t const from_float_to_mat = type_traits[vec_dot_type].from_float_to_mat; + int64_t const vec_dot_num_rows = type_traits[type].nrows; + int64_t const matmul_num_cols = type_traits[type].ncols; + int64_t const blck_size_interleave = type_traits[type].blck_size_interleave; + ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_gemm_t const gemm = type_traits[type].gemm; GGML_ASSERT(ne0 == ne01); GGML_ASSERT(ne1 == ne11); @@ -12264,14 +12263,14 @@ UseGgmlGemm1:; for (int64_t i11 = ith * 4; i11 < ne11 - ne11 % 4; i11 += nth * 4) { from_float_to_mat((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - 4, ne10, interleave_blcksize); + 4, ne10, blck_size_interleave); } i11_processed = ne11 - ne11 % 4; } for (int64_t i11 = i11_processed + ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -12355,7 +12354,7 @@ UseGgmlGemm2:; int64_t src0_start = (ith * ne01) / nth; int64_t src0_end = ((ith + 1) * ne01) / nth; src0_start = (src0_start % matmul_num_cols) ? src0_start + matmul_num_cols - (src0_start % matmul_num_cols): src0_start; - src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; + src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; if (src0_start >= src0_end) return; // If there are more than three rows in src1, use gemm; otherwise, use gemv. @@ -12413,11 +12412,11 @@ static void ggml_compute_forward_mul_mat_id( const bool src1_cont = ggml_is_contiguous(src1); - ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const matmul_num_cols = type_traits[type].ncols; - ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + int64_t const matmul_num_cols = type_traits[type].ncols; + ggml_gemv_t const gemv = type_traits[type].gemv; // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == ggml_type_size(type)); @@ -12458,9 +12457,9 @@ static void ggml_compute_forward_mul_mat_id( for (int64_t i13 = 0; i13 < ne13; ++i13) { for (int64_t i12 = 0; i12 < ne12; ++i12) { for (int64_t i11 = ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -21063,8 +21062,8 @@ struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_p (int64_t) info->ne[3]; if (ne % ggml_blck_size(info->type) != 0) { - fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%d)\n", - __func__, info->name.data, (int)info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); + fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%" PRId64 ")\n", + __func__, info->name.data, (int) info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); fclose(file); gguf_free(ctx); return NULL; diff --git a/ggml/src/vulkan-shaders/CMakeLists.txt b/ggml/src/vulkan-shaders/CMakeLists.txt new file mode 100644 index 000000000..41551e009 --- /dev/null +++ b/ggml/src/vulkan-shaders/CMakeLists.txt @@ -0,0 +1,5 @@ + +set(TARGET vulkan-shaders-gen) +add_executable(${TARGET} vulkan-shaders-gen.cpp) +install(TARGETS ${TARGET} RUNTIME) +target_compile_features(${TARGET} PRIVATE cxx_std_11) diff --git a/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp new file mode 100644 index 000000000..3038d647f --- /dev/null +++ b/ggml/src/vulkan-shaders/vulkan-shaders-gen.cpp @@ -0,0 +1,524 @@ + + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#ifdef _WIN32 + #include + #include // For _mkdir on Windows +#else + #include + #include + #include +#endif + +#define ASYNCIO_CONCURRENCY 64 + +std::mutex lock; +std::vector> shader_fnames; + +std::string GLSLC = "glslc"; +std::string input_dir = "vulkan-shaders"; +std::string output_dir = "/tmp"; +std::string target_hpp = "ggml-vulkan-shaders.hpp"; +std::string target_cpp = "ggml-vulkan-shaders.cpp"; +bool no_clean = false; + +const std::vector type_names = { + "f32", + "f16", + "q4_0", + "q4_1", + "q5_0", + "q5_1", + "q8_0", + "q2_k", + "q3_k", + "q4_k", + "q5_k", + "q6_k" +}; + +void execute_command(const std::string& command, std::string& stdout_str, std::string& stderr_str) { +#ifdef _WIN32 + HANDLE stdout_read, stdout_write; + HANDLE stderr_read, stderr_write; + SECURITY_ATTRIBUTES sa = { sizeof(SECURITY_ATTRIBUTES), NULL, TRUE }; + + if (!CreatePipe(&stdout_read, &stdout_write, &sa, 0) || + !SetHandleInformation(stdout_read, HANDLE_FLAG_INHERIT, 0)) { + throw std::runtime_error("Failed to create stdout pipe"); + } + + if (!CreatePipe(&stderr_read, &stderr_write, &sa, 0) || + !SetHandleInformation(stderr_read, HANDLE_FLAG_INHERIT, 0)) { + throw std::runtime_error("Failed to create stderr pipe"); + } + + PROCESS_INFORMATION pi; + STARTUPINFOA si = { sizeof(STARTUPINFOA) }; + si.dwFlags = STARTF_USESTDHANDLES; + si.hStdOutput = stdout_write; + si.hStdError = stderr_write; + + std::vector cmd(command.begin(), command.end()); + cmd.push_back('\0'); + + if (!CreateProcessA(NULL, cmd.data(), NULL, NULL, TRUE, 0, NULL, NULL, &si, &pi)) { + throw std::runtime_error("Failed to create process"); + } + + CloseHandle(stdout_write); + CloseHandle(stderr_write); + + std::array buffer; + DWORD bytes_read; + + while (ReadFile(stdout_read, buffer.data(), buffer.size(), &bytes_read, NULL) && bytes_read > 0) { + stdout_str.append(buffer.data(), bytes_read); + } + + while (ReadFile(stderr_read, buffer.data(), buffer.size(), &bytes_read, NULL) && bytes_read > 0) { + stderr_str.append(buffer.data(), bytes_read); + } + + CloseHandle(stdout_read); + CloseHandle(stderr_read); + WaitForSingleObject(pi.hProcess, INFINITE); + CloseHandle(pi.hProcess); + CloseHandle(pi.hThread); +#else +int stdout_pipe[2]; + int stderr_pipe[2]; + + if (pipe(stdout_pipe) != 0 || pipe(stderr_pipe) != 0) { + throw std::runtime_error("Failed to create pipes"); + } + + pid_t pid = fork(); + if (pid < 0) { + throw std::runtime_error("Failed to fork process"); + } + + if (pid == 0) { + close(stdout_pipe[0]); + close(stderr_pipe[0]); + dup2(stdout_pipe[1], STDOUT_FILENO); + dup2(stderr_pipe[1], STDERR_FILENO); + close(stdout_pipe[1]); + close(stderr_pipe[1]); + execl("/bin/sh", "sh", "-c", command.c_str(), (char*) nullptr); + _exit(EXIT_FAILURE); + } else { + close(stdout_pipe[1]); + close(stderr_pipe[1]); + + std::array buffer; + ssize_t bytes_read; + + while ((bytes_read = read(stdout_pipe[0], buffer.data(), buffer.size())) > 0) { + stdout_str.append(buffer.data(), bytes_read); + } + + while ((bytes_read = read(stderr_pipe[0], buffer.data(), buffer.size())) > 0) { + stderr_str.append(buffer.data(), bytes_read); + } + + close(stdout_pipe[0]); + close(stderr_pipe[0]); + waitpid(pid, nullptr, 0); + } +#endif +} + +bool directory_exists(const std::string& path) { + struct stat info; + if (stat(path.c_str(), &info) != 0) { + return false; // Path doesn't exist or can't be accessed + } + return (info.st_mode & S_IFDIR) != 0; // Check if it is a directory +} + +bool create_directory(const std::string& path) { +#ifdef _WIN32 + return _mkdir(path.c_str()) == 0 || errno == EEXIST; // EEXIST means the directory already exists +#else + return mkdir(path.c_str(), 0755) == 0 || errno == EEXIST; // 0755 is the directory permissions +#endif +} + +std::string to_uppercase(const std::string& input) { + std::string result = input; + for (char& c : result) { + c = std::toupper(c); + } + return result; +} + +bool string_ends_with(const std::string& str, const std::string& suffix) { + if (suffix.size() > str.size()) { + return false; + } + return std::equal(suffix.rbegin(), suffix.rend(), str.rbegin()); +} + +#ifdef _WIN32 + static const char path_separator = '\\'; +#else + static const char path_separator = '/'; +#endif + +std::string join_paths(const std::string& path1, const std::string& path2) { + return path1 + path_separator + path2; +} + +std::string basename(const std::string &path) { + return path.substr(path.find_last_of("/\\") + 1); +} + +void string_to_spv(const std::string& _name, const std::string& in_fname, const std::map& defines, bool fp16 = true) { + std::string name = _name + (fp16 ? "" : "_fp32"); + std::string out_fname = join_paths(output_dir, name + ".spv"); + std::string in_path = join_paths(input_dir, in_fname); + + std::vector cmd = {GLSLC, "-fshader-stage=compute", "--target-env=vulkan1.2", "-O", in_path, "-o", out_fname}; + for (const auto& define : defines) { + cmd.push_back("-D" + define.first + "=" + define.second); + } + + std::string command; + for (const auto& part : cmd) { + command += part + " "; + } + + std::string stdout_str, stderr_str; + try { + // std::cout << "Executing command: "; + // for (const auto& part : cmd) { + // std::cout << part << " "; + // } + // std::cout << std::endl; + + execute_command(command, stdout_str, stderr_str); + if (!stderr_str.empty()) { + std::cerr << "cannot compile " << name << "\n\n" << command << "\n\n" << stderr_str << std::endl; + return; + } + + std::lock_guard guard(lock); + shader_fnames.push_back(std::make_pair(name, out_fname)); + } catch (const std::exception& e) { + std::cerr << "Error executing command for " << name << ": " << e.what() << std::endl; + } +} + +std::map merge_maps(const std::map& a, const std::map& b) { + std::map result = a; + result.insert(b.begin(), b.end()); + return result; +} + +void matmul_shaders(std::vector>& tasks, bool fp16, bool matmul_id) { + std::string load_vec = fp16 ? "8" : "4"; + std::string aligned_b_type_f32 = fp16 ? "mat2x4" : "vec4"; + std::string aligned_b_type_f16 = fp16 ? "f16mat2x4" : "f16vec4"; + + std::map base_dict = {{"FLOAT_TYPE", fp16 ? "float16_t" : "float"}}; + std::string shader_name = "matmul"; + + if (matmul_id) { + base_dict["MUL_MAT_ID"] = "1"; + shader_name = "matmul_id"; + } + + if (fp16) { + base_dict["FLOAT16"] = "1"; + } + + // Shaders with f16 B_TYPE + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f32_f16", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F32", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f32_f16_aligned", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F32", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}}), fp16); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f16", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F16", "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_f16_aligned", "mul_mm.comp", merge_maps(base_dict, {{"DATA_A_F16", "1"}, {"LOAD_VEC_A", load_vec}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f16}, {"D_TYPE", "float"}}), fp16); + })); + + for (const auto& tname : type_names) { + std::string data_a_key = "DATA_A_" + to_uppercase(tname); + std::string load_vec_a = (tname == "f32" || tname == "f16") ? load_vec : "2"; + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_" + tname + "_f32", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}), fp16); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv(shader_name + "_" + tname + "_f32_aligned", "mul_mm.comp", merge_maps(base_dict, {{data_a_key, "1"}, {"LOAD_VEC_A", load_vec_a}, {"LOAD_VEC_B", load_vec}, {"B_TYPE", aligned_b_type_f32}, {"D_TYPE", "float"}}), fp16); + })); + } +} + +void process_shaders(std::vector>& tasks) { + std::cout << "ggml_vulkan: Generating and compiling shaders to SPIR-V" << std::endl; + std::map base_dict = {{"FLOAT_TYPE", "float"}}; + + for (const auto& fp16 : {false, true}) { + matmul_shaders(tasks, fp16, false); + matmul_shaders(tasks, fp16, true); + } + + for (const auto& tname : type_names) { + // mul mat vec + std::string data_a_key = "DATA_A_" + to_uppercase(tname); + std::string shader = (string_ends_with(tname, "_k")) ? "mul_mat_vec_" + tname + ".comp" : "mul_mat_vec.comp"; + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_" + tname + "_f32_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_" + tname + "_f16_f32", shader, merge_maps(base_dict, {{data_a_key, "1"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("mul_mat_vec_id_" + tname + "_f32", shader, merge_maps(base_dict, {{"MUL_MAT_ID", "1"}, {data_a_key, "1"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + + // Dequant shaders + if (tname != "f16") { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("dequant_" + tname, "dequant_" + tname + ".comp", merge_maps(base_dict, {{data_a_key, "1"}, {"D_TYPE", "float16_t"}})); + })); + } + + if (!string_ends_with(tname, "_k")) { + shader = (tname == "f32" || tname == "f16") ? "get_rows.comp" : "get_rows_quant.comp"; + + if (tname == "f16") { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname, shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}}); + })); + } else { + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname, shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float16_t"}}); + })); + } + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("get_rows_" + tname + "_f32", shader, {{data_a_key, "1"}, {"B_TYPE", "int"}, {"D_TYPE", "float"}}); + })); + } + } + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_mat_vec_p021_f16_f32", "mul_mat_vec_p021.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_mat_vec_nc_f16_f32", "mul_mat_vec_nc.comp", {{"A_TYPE", "float16_t"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + // Norms + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("norm_f32", "norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("rms_norm_f32", "rms_norm.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f32_f32", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f32_f16", "copy.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float16_t"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("cpy_f16_f16", "copy.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}, {"OPTIMIZATION_ERROR_WORKAROUND", "1"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("add_f32", "add.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("split_k_reduce", "mul_mat_split_k_reduce.comp", {}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("mul_f32", "mul.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("div_f32", "div.comp", {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("scale_f32", "scale.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("sqr_f32", "square.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("clamp_f32", "clamp.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}, {"FLOAT_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("gelu_f32", "gelu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("silu_f32", "silu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("relu_f32", "relu.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("diag_mask_inf_f32", "diag_mask_inf.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("soft_max_f32", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float"}, {"D_TYPE", "float"}})); + })); + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("soft_max_f32_f16", "soft_max.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"B_TYPE", "float16_t"}, {"D_TYPE", "float"}})); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_norm_f32", "rope_norm.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_norm_f16", "rope_norm.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_neox_f32", "rope_neox.comp", {{"A_TYPE", "float"}, {"D_TYPE", "float"}}); + })); + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("rope_neox_f16", "rope_neox.comp", {{"A_TYPE", "float16_t"}, {"D_TYPE", "float16_t"}}); + })); + + tasks.push_back(std::async(std::launch::async, [] { + string_to_spv("argsort_f32", "argsort.comp", {{"A_TYPE", "float"}}); + })); + + tasks.push_back(std::async(std::launch::async, [=] { + string_to_spv("sum_rows_f32", "sum_rows.comp", merge_maps(base_dict, {{"A_TYPE", "float"}, {"D_TYPE", "float"}})); + })); +} + +void write_output_files() { + FILE* hdr = fopen(target_hpp.c_str(), "w"); + FILE* src = fopen(target_cpp.c_str(), "w"); + + fprintf(hdr, "#include \n\n"); + fprintf(src, "#include \"%s\"\n\n", basename(target_hpp).c_str()); + + for (const auto& pair : shader_fnames) { + const std::string& name = pair.first; + const std::string& path = pair.second; + FILE* spv = fopen(path.c_str(), "rb"); + if (!spv) { + std::cerr << "Error opening SPIR-V file: " << path << "\n"; + continue; + } + + fseek(spv, 0, SEEK_END); + size_t size = ftell(spv); + fseek(spv, 0, SEEK_SET); + + std::vector data(size); + size_t read_size = fread(data.data(), 1, size, spv); + fclose(spv); + if (read_size != size) { + std::cerr << "Error reading SPIR-V file: " << path << "\n"; + continue; + } + + fprintf(hdr, "extern unsigned char %s_data[%zu];\n", name.c_str(), size); + fprintf(hdr, "const uint64_t %s_len = %zu;\n\n", name.c_str(), size); + + fprintf(src, "unsigned char %s_data[%zu] = {\n", name.c_str(), size); + for (size_t i = 0; i < size; ++i) { + fprintf(src, "0x%02x,", data[i]); + if ((i + 1) % 12 == 0) fprintf(src, "\n"); + } + fprintf(src, "\n};\n\n"); + + if (!no_clean) { + std::remove(path.c_str()); + } + } + + fclose(hdr); + fclose(src); +} + +int main(int argc, char** argv) { + std::map args; + for (int i = 1; i < argc; i += 2) { + if (i + 1 < argc) { + args[argv[i]] = argv[i + 1]; + } + } + + if (args.find("--glslc") != args.end()) { + GLSLC = args["--glslc"]; // Path to glslc + } + if (args.find("--input-dir") != args.end()) { + input_dir = args["--input-dir"]; // Directory containing shader sources + } + if (args.find("--output-dir") != args.end()) { + output_dir = args["--output-dir"]; // Directory for containing SPIR-V output + } + if (args.find("--target-hpp") != args.end()) { + target_hpp = args["--target-hpp"]; // Path to generated header file + } + if (args.find("--target-cpp") != args.end()) { + target_cpp = args["--target-cpp"]; // Path to generated cpp file + } + if (args.find("--no-clean") != args.end()) { + no_clean = true; // Keep temporary SPIR-V files in output-dir after build + } + + if (!directory_exists(input_dir)) { + std::cerr << "\"" << input_dir << "\" must be a valid directory containing shader sources" << std::endl; + return EXIT_FAILURE; + } + + if (!directory_exists(output_dir)) { + if (!create_directory(output_dir)) { + std::cerr << "Error creating output directory: " << output_dir << "\n"; + return EXIT_FAILURE; + } + } + + std::vector> tasks; + process_shaders(tasks); + + for (auto& task : tasks) { + task.get(); + } + + write_output_files(); + + return EXIT_SUCCESS; +} diff --git a/gguf-py/scripts/gguf_hash.py b/gguf-py/scripts/gguf_hash.py index 770b79a93..ee34d09bf 100755 --- a/gguf-py/scripts/gguf_hash.py +++ b/gguf-py/scripts/gguf_hash.py @@ -27,8 +27,9 @@ UUID_NAMESPACE_LLAMA_CPP = uuid.UUID('ef001206-dadc-5f6d-a15f-3359e577d4e5') # For more information about what field.parts and field.data represent, # please see the comments in the modify_gguf.py example. -def gguf_hash(reader: GGUFReader, filename: str, disable_progress_bar) -> None: +def gguf_hash(reader: GGUFReader, filename: str, disable_progress_bar: bool, no_layer: bool) -> None: sha1 = hashlib.sha1() + sha256 = hashlib.sha256() uuidv5_sha1 = hashlib.sha1() uuidv5_sha1.update(UUID_NAMESPACE_LLAMA_CPP.bytes) @@ -50,7 +51,7 @@ def gguf_hash(reader: GGUFReader, filename: str, disable_progress_bar) -> None: bar = tqdm(desc="Hashing", total=total_weights, unit="weights", unit_scale=True, disable=disable_progress_bar) # Hashing Process - for n, tensor in enumerate(reader.tensors, 1): + for tensor in reader.tensors: # We don't need these if tensor.name.endswith((".attention.masked_bias", ".attention.bias", ".rotary_emb.inv_freq")): @@ -62,29 +63,39 @@ def gguf_hash(reader: GGUFReader, filename: str, disable_progress_bar) -> None: sum_weights_in_tensor *= dim bar.update(sum_weights_in_tensor) - sha1_layer = hashlib.sha1() - sha1_layer.update(tensor.data.data) + if not no_layer: + + sha1_layer = hashlib.sha1() + sha1_layer.update(tensor.data.data) + print("sha1 {0} {1}:{2}".format(sha1_layer.hexdigest(), filename, tensor.name)) # noqa: NP100 + + sha256_layer = hashlib.sha256() + sha256_layer.update(tensor.data.data) + print("sha256 {0} {1}:{2}".format(sha256_layer.hexdigest(), filename, tensor.name)) # noqa: NP100 + sha1.update(tensor.data.data) + sha256.update(tensor.data.data) uuidv5_sha1.update(tensor.data.data) - print("sha1 {0} {1}:{2}".format(sha1_layer.hexdigest(), filename, tensor.name)) # noqa: NP100 # Flush Hash Progress Bar bar.close() # Display Hash Output - print("sha1 {0} {1}".format(sha1.hexdigest(), filename)) # noqa: NP100 - print("UUIDv5 {0} {1}".format(uuid.UUID(bytes=uuidv5_sha1.digest()[:16], version=5), filename)) # noqa: NP100 + print("sha1 {0} {1}".format(sha1.hexdigest(), filename)) # noqa: NP100 + print("sha256 {0} {1}".format(sha256.hexdigest(), filename)) # noqa: NP100 + print("uuid {0} {1}".format(uuid.UUID(bytes=uuidv5_sha1.digest()[:16], version=5), filename)) # noqa: NP100 def main() -> None: parser = argparse.ArgumentParser(description="Dump GGUF file metadata") parser.add_argument("model", type=str, help="GGUF format model filename") + parser.add_argument("--no-layer", action="store_true", help="exclude per layer hash") parser.add_argument("--verbose", action="store_true", help="increase output verbosity") parser.add_argument("--progressbar", action="store_true", help="enable progressbar") args = parser.parse_args(None if len(sys.argv) > 1 else ["--help"]) logging.basicConfig(level=logging.DEBUG if args.verbose else logging.INFO) reader = GGUFReader(args.model, 'r') - gguf_hash(reader, args.model, not args.progressbar) + gguf_hash(reader, args.model, not args.progressbar, args.no_layer) if __name__ == '__main__': diff --git a/requirements/requirements-pydantic.txt b/requirements/requirements-pydantic.txt index 2f9455b14..bdd423e07 100644 --- a/requirements/requirements-pydantic.txt +++ b/requirements/requirements-pydantic.txt @@ -1,2 +1,3 @@ docstring_parser~=0.15 pydantic~=2.6.3 +requests diff --git a/src/llama.cpp b/src/llama.cpp index 5c7edf6b7..d5a7bb62b 100644 --- a/src/llama.cpp +++ b/src/llama.cpp @@ -5477,6 +5477,7 @@ static void llm_load_vocab( } else if ( tokenizer_pre == "command-r") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_COMMAND_R; + vocab.tokenizer_clean_spaces = false; } else if ( tokenizer_pre == "qwen2") { vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_QWEN2; @@ -5710,7 +5711,7 @@ static void llm_load_vocab( // build special tokens cache { for (llama_vocab::id id = 0; id < (llama_vocab::id)n_vocab; ++id) { - if (!(vocab.id_to_token[id].attr & LLAMA_TOKEN_ATTR_NORMAL)) { + if (vocab.id_to_token[id].attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_USER_DEFINED | LLAMA_TOKEN_ATTR_UNKNOWN)) { vocab.cache_special_tokens.push_back(id); } } @@ -5941,13 +5942,6 @@ static bool llm_load_tensors( auto & hparams = model.hparams; -#ifdef GGML_USE_SYCL - // disable MoE with SYCL until mul_mat_id is updated - if (hparams.n_expert > 0) { - n_gpu_layers = 0; - } -#endif - model.split_mode = split_mode; model.main_gpu = main_gpu; model.n_gpu_layers = n_gpu_layers; @@ -8247,7 +8241,7 @@ static struct ggml_tensor * llm_build_kqv( struct ggml_tensor * kq = ggml_mul_mat(ctx, k, q); cb(kq, "kq", il); - if (model.arch == LLM_ARCH_PHI2 || model.arch == LLM_ARCH_PHI3 || model.arch == LLM_ARCH_GPTNEOX) { + if (model.arch == LLM_ARCH_PHI2 || model.arch == LLM_ARCH_PHI3 || model.arch == LLM_ARCH_GPTNEOX || model.arch == LLM_ARCH_QWEN2) { // for this arch, we need to perform the KQ multiplication with F32 precision, otherwise we get NaNs // ref: https://github.com/ggerganov/llama.cpp/pull/4490#issuecomment-1859055847 ggml_mul_mat_set_prec(kq, GGML_PREC_F32); @@ -11800,7 +11794,12 @@ struct llm_build_context { ext_factor, attn_factor, beta_fast, beta_slow); cb(Qcur, "Qcur", il); - Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd / n_head))); + // ref: https://github.com/google/gemma_pytorch/commit/03e657582d17cb5a8617ebf333c1c16f3694670e + switch (model.type) { + case e_model::MODEL_9B: Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd_head_k))); break; + case e_model::MODEL_27B: Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd / n_head))); break; + default: GGML_ASSERT(false); + }; cb(Qcur, "Qcur_scaled", il); Kcur = ggml_rope_ext( @@ -15532,17 +15531,6 @@ struct llm_tokenizer_bpe { "[0-9][0-9][0-9]", }; break; - case LLAMA_VOCAB_PRE_TYPE_MPT: - // TODO: MPT pre-tokenization regexes are unknown - // the following are close, but not exact. run the following: - // ./bin/test-tokenizer-0 ../models/ggml-vocab-mpt.gguf - GGML_ASSERT("MPT pre-tokenization regexes are unknown - fixes needed"); - regex_exprs = { - "\\s?\\p{L}+", - "\\s?\\p{P}+", - "'s|'t|'re|'ve|'m|'ll|'d| ?\\p{L}+| ?\\p{N}+| ?[^\\s\\p{L}\\p{N}]+|\\s+(?!\\S)", - }; - break; case LLAMA_VOCAB_PRE_TYPE_STARCODER: case LLAMA_VOCAB_PRE_TYPE_REFACT: case LLAMA_VOCAB_PRE_TYPE_COMMAND_R: @@ -15552,6 +15540,7 @@ struct llm_tokenizer_bpe { }; break; case LLAMA_VOCAB_PRE_TYPE_GPT2: + case LLAMA_VOCAB_PRE_TYPE_MPT: case LLAMA_VOCAB_PRE_TYPE_OLMO: case LLAMA_VOCAB_PRE_TYPE_JAIS: regex_exprs = { @@ -15578,8 +15567,8 @@ struct llm_tokenizer_bpe { break; case LLAMA_VOCAB_PRE_TYPE_VIKING: regex_exprs = { - "\\p{N}", " ?[^(\\s|.,!?…。，、।۔،)]+", + "\\p{N}", }; break; default: @@ -16299,12 +16288,20 @@ struct fragment_buffer_variant { // #define PRETOKENIZERDEBUG -static void tokenizer_st_partition(const llama_vocab & vocab, std::forward_list & buffer) { +static void tokenizer_st_partition(const llama_vocab & vocab, std::forward_list & buffer, bool parse_special) { // for each special token for (const llama_vocab::id special_id : vocab.cache_special_tokens) { const auto & data = vocab.id_to_token[special_id]; const auto & special_token = data.text; + if (!parse_special && (data.attr & (LLAMA_TOKEN_ATTR_CONTROL | LLAMA_TOKEN_ATTR_UNKNOWN))) { + // Ignore control and unknown tokens when parse_special == false + continue; + // User-defined tokens are still pre-tokenized before everything else + // ref: https://github.com/huggingface/tokenizers/blob/fdd26ba9a3f0c133427aab0423888cbde91362d7/tokenizers/src/tokenizer/mod.rs#L726 + // This is mostly relevant for neox-style tokenizers (mpt, olmo, stablelm, etc.) + } + // for each text fragment std::forward_list::iterator it = buffer.begin(); while (it != buffer.end()) { @@ -16417,7 +16414,7 @@ static std::vector llama_tokenize_internal(const llama_vocab & if (!raw_text.empty()) { fragment_buffer.emplace_front(raw_text, 0, raw_text.length()); - if (parse_special) tokenizer_st_partition(vocab, fragment_buffer); + tokenizer_st_partition(vocab, fragment_buffer, parse_special); } switch (vocab.type) { @@ -21188,7 +21185,7 @@ int32_t llama_token_to_piece(const struct llama_model * model, llama_token token size--; } if (length < (int32_t)size) { - return (int32_t) -size; + return -(int32_t) size; } memcpy(buf, token, size); return (int32_t) size; diff --git a/tests/test-double-float.cpp b/tests/test-double-float.cpp index 753dae911..6aac4737a 100644 --- a/tests/test-double-float.cpp +++ b/tests/test-double-float.cpp @@ -14,7 +14,7 @@ #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wdouble-promotion" -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_orig(float v0) { return ((int8_t) (round(v0))) + 8; } // ggml.c::ggml_silu_f32 @@ -24,7 +24,7 @@ inline static float silu_orig(float x) { #pragma GCC diagnostic pop -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_float(float v0) { return (int8_t)roundf(v0) + 8; } // ggml.c::ggml_silu_f32 diff --git a/tests/test-quantize-fns.cpp b/tests/test-quantize-fns.cpp index e690ac6c8..c97458d1d 100644 --- a/tests/test-quantize-fns.cpp +++ b/tests/test-quantize-fns.cpp @@ -60,7 +60,7 @@ static float reference_quantization_error(ggml_type_traits_t & qfns, size_t test qfns.from_float(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out.data(), test_size); - qfns.from_float_reference(test_data, tmp_q.data(), test_size); + qfns.from_float_ref(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out_ref.data(), test_size); return array_rmse(tmp_out.data(), tmp_out_ref.data(), test_size); diff --git a/tests/test-quantize-perf.cpp b/tests/test-quantize-perf.cpp index 48d9fae3d..24e066053 100644 --- a/tests/test-quantize-perf.cpp +++ b/tests/test-quantize-perf.cpp @@ -285,7 +285,7 @@ int main(int argc, char * argv[]) { for (size_t size : params.test_sizes) { printf(" %zu values (%.2f MB)\n", size, 4*size/(float)(1024*1024)); auto quantize_fn = [&](void) -> float { - qfns.from_float_reference(test_data1, test_q1, size); + qfns.from_float_ref(test_data1, test_q1, size); return test_q1[0]; }; size_t quantized_size = ggml_row_size(type, size); diff --git a/tests/test-tokenizer-0.cpp b/tests/test-tokenizer-0.cpp index 1f04b6f34..d3d21331b 100644 --- a/tests/test-tokenizer-0.cpp +++ b/tests/test-tokenizer-0.cpp @@ -195,7 +195,7 @@ int main(int argc, char **argv) { const bool add_special = false; for (const auto & test_kv : k_tests) { - const std::vector res = llama_tokenize(ctx, test_kv.first, add_special, true); + const std::vector res = llama_tokenize(ctx, test_kv.first, add_special, false); printf("\n"); printf("src: '%s'\n", test_kv.first.c_str()); @@ -253,7 +253,7 @@ int main(int argc, char **argv) { { const auto t_start = ggml_time_us(); - res = llama_tokenize(ctx, text, add_special, true); + res = llama_tokenize(ctx, text, add_special, false); const auto t_end = ggml_time_us(); diff --git a/tests/test-tokenizer-random.py b/tests/test-tokenizer-random.py index c50a8ca32..9ebe6c891 100644 --- a/tests/test-tokenizer-random.py +++ b/tests/test-tokenizer-random.py @@ -20,7 +20,7 @@ from typing import Any, Iterator, cast from typing_extensions import Buffer import cffi -from transformers import AutoTokenizer +from transformers import AutoTokenizer, PreTrainedTokenizer logger = logging.getLogger("test-tokenizer-random") @@ -129,7 +129,7 @@ class Tokenizer: class TokenizerGroundtruth (Tokenizer): def __init__(self, dir_tokenizer: str): - self.model = AutoTokenizer.from_pretrained(dir_tokenizer) + self.model: PreTrainedTokenizer = AutoTokenizer.from_pretrained(dir_tokenizer) # guess BOS and EOS ids = self.encode("a") assert 1 <= len(ids) <= 3 @@ -143,7 +143,7 @@ class TokenizerGroundtruth (Tokenizer): self.vocab = list(sorted(self.vocab)) # tokens and lists self.special_tokens = list(self.model.all_special_tokens) - self.added_tokens = list(self.model.added_tokens_encoder) + self.added_tokens = self.model.batch_decode(self.model.added_tokens_encoder.values(), skip_special_tokens=False) self.bos_token = self.model.bos_token self.eos_token = self.model.eos_token @@ -232,6 +232,7 @@ def generator_custom_text_edge_cases() -> Iterator[str]: 'a\na', # bert fail '"`', # falcon ' \u2e4e', # falcon + '\n\x0b ', # falcon 'a\xa0\xa0\x00b', # jina-v2-es 'one ', # jina-v2-es lstrip=true 'a b', # rstrip phi-3