mirror of
https://github.com/mudler/LocalAI.git
synced 2024-12-24 06:46:39 +00:00
feat: add ngqa and RMSNormEps parameters (#860)
Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
This commit is contained in:
Ettore Di Giacinto
GitHub
parent
953e30814a
commit
5ca21ee398
2
Makefile
2
Makefile
@ -4,7 +4,7 @@ GOVET=$(GOCMD) vet
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BINARY_NAME=local-ai
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BINARY_NAME=local-ai
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# llama.cpp versions
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# llama.cpp versions
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GOLLAMA_VERSION?=6ba16de8e965e5aa0f32d25ef9d6149bb6586565
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GOLLAMA_VERSION?=50cee7712066d9e38306eccadcfbb44ea87df4b7
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# gpt4all version
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# gpt4all version
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GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all
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GPT4ALL_REPO?=https://github.com/nomic-ai/gpt4all
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@ -18,6 +18,8 @@ func gRPCModelOpts(c config.Config) *pb.ModelOptions {
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ContextSize: int32(c.ContextSize),
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ContextSize: int32(c.ContextSize),
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Seed: int32(c.Seed),
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Seed: int32(c.Seed),
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NBatch: int32(b),
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NBatch: int32(b),
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NGQA: c.NGQA,
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RMSNormEps: c.RMSNormEps,
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F16Memory: c.F16,
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F16Memory: c.F16,
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MLock: c.MMlock,
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MLock: c.MMlock,
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RopeFreqBase: c.RopeFreqBase,
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RopeFreqBase: c.RopeFreqBase,
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@ -51,6 +51,9 @@ type Config struct {
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FunctionsConfig Functions `yaml:"function"`
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FunctionsConfig Functions `yaml:"function"`
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SystemPrompt string `yaml:"system_prompt"`
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SystemPrompt string `yaml:"system_prompt"`
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RMSNormEps float32 `yaml:"rms_norm_eps"`
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NGQA int32 `yaml:"ngqa"`
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}
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}
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type Functions struct {
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type Functions struct {
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@ -13,7 +13,7 @@ _sym_db = _symbol_database.Default()
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rbackend.proto\x12\x07\x62\x61\x63kend\"\x0f\n\rHealthMessage\"\x86\x06\n\x0ePredictOptions\x12\x0e\n\x06Prompt\x18\x01 \x01(\t\x12\x0c\n\x04Seed\x18\x02 \x01(\x05\x12\x0f\n\x07Threads\x18\x03 \x01(\x05\x12\x0e\n\x06Tokens\x18\x04 \x01(\x05\x12\x0c\n\x04TopK\x18\x05 \x01(\x05\x12\x0e\n\x06Repeat\x18\x06 \x01(\x05\x12\r\n\x05\x42\x61tch\x18\x07 \x01(\x05\x12\r\n\x05NKeep\x18\x08 \x01(\x05\x12\x13\n\x0bTemperature\x18\t \x01(\x02\x12\x0f\n\x07Penalty\x18\n \x01(\x02\x12\r\n\x05\x46\x31\x36KV\x18\x0b \x01(\x08\x12\x11\n\tDebugMode\x18\x0c \x01(\x08\x12\x13\n\x0bStopPrompts\x18\r \x03(\t\x12\x11\n\tIgnoreEOS\x18\x0e \x01(\x08\x12\x19\n\x11TailFreeSamplingZ\x18\x0f \x01(\x02\x12\x10\n\x08TypicalP\x18\x10 \x01(\x02\x12\x18\n\x10\x46requencyPenalty\x18\x11 \x01(\x02\x12\x17\n\x0fPresencePenalty\x18\x12 \x01(\x02\x12\x10\n\x08Mirostat\x18\x13 \x01(\x05\x12\x13\n\x0bMirostatETA\x18\x14 \x01(\x02\x12\x13\n\x0bMirostatTAU\x18\x15 \x01(\x02\x12\x12\n\nPenalizeNL\x18\x16 \x01(\x08\x12\x11\n\tLogitBias\x18\x17 \x01(\t\x12\r\n\x05MLock\x18\x19 \x01(\x08\x12\x0c\n\x04MMap\x18\x1a \x01(\x08\x12\x16\n\x0ePromptCacheAll\x18\x1b \x01(\x08\x12\x15\n\rPromptCacheRO\x18\x1c \x01(\x08\x12\x0f\n\x07Grammar\x18\x1d \x01(\t\x12\x0f\n\x07MainGPU\x18\x1e \x01(\t\x12\x13\n\x0bTensorSplit\x18\x1f \x01(\t\x12\x0c\n\x04TopP\x18 \x01(\x02\x12\x17\n\x0fPromptCachePath\x18! \x01(\t\x12\r\n\x05\x44\x65\x62ug\x18\" \x01(\x08\x12\x17\n\x0f\x45mbeddingTokens\x18# \x03(\x05\x12\x12\n\nEmbeddings\x18$ \x01(\t\x12\x14\n\x0cRopeFreqBase\x18% \x01(\x02\x12\x15\n\rRopeFreqScale\x18& \x01(\x02\x12\x1b\n\x13NegativePromptScale\x18\' \x01(\x02\x12\x16\n\x0eNegativePrompt\x18( \x01(\t\"\x18\n\x05Reply\x12\x0f\n\x07message\x18\x01 \x01(\x0c\"\xd9\x02\n\x0cModelOptions\x12\r\n\x05Model\x18\x01 \x01(\t\x12\x13\n\x0b\x43ontextSize\x18\x02 \x01(\x05\x12\x0c\n\x04Seed\x18\x03 \x01(\x05\x12\x0e\n\x06NBatch\x18\x04 \x01(\x05\x12\x11\n\tF16Memory\x18\x05 \x01(\x08\x12\r\n\x05MLock\x18\x06 \x01(\x08\x12\x0c\n\x04MMap\x18\x07 \x01(\x08\x12\x11\n\tVocabOnly\x18\x08 \x01(\x08\x12\x0f\n\x07LowVRAM\x18\t \x01(\x08\x12\x12\n\nEmbeddings\x18\n \x01(\x08\x12\x0c\n\x04NUMA\x18\x0b \x01(\x08\x12\x12\n\nNGPULayers\x18\x0c \x01(\x05\x12\x0f\n\x07MainGPU\x18\r \x01(\t\x12\x13\n\x0bTensorSplit\x18\x0e \x01(\t\x12\x0f\n\x07Threads\x18\x0f \x01(\x05\x12\x19\n\x11LibrarySearchPath\x18\x10 \x01(\t\x12\x14\n\x0cRopeFreqBase\x18\x11 \x01(\x02\x12\x15\n\rRopeFreqScale\x18\x12 \x01(\x02\"*\n\x06Result\x12\x0f\n\x07message\x18\x01 \x01(\t\x12\x0f\n\x07success\x18\x02 \x01(\x08\"%\n\x0f\x45mbeddingResult\x12\x12\n\nembeddings\x18\x01 \x03(\x02\"C\n\x11TranscriptRequest\x12\x0b\n\x03\x64st\x18\x02 \x01(\t\x12\x10\n\x08language\x18\x03 \x01(\t\x12\x0f\n\x07threads\x18\x04 \x01(\r\"N\n\x10TranscriptResult\x12,\n\x08segments\x18\x01 \x03(\x0b\x32\x1a.backend.TranscriptSegment\x12\x0c\n\x04text\x18\x02 \x01(\t\"Y\n\x11TranscriptSegment\x12\n\n\x02id\x18\x01 \x01(\x05\x12\r\n\x05start\x18\x02 \x01(\x03\x12\x0b\n\x03\x65nd\x18\x03 \x01(\x03\x12\x0c\n\x04text\x18\x04 \x01(\t\x12\x0e\n\x06tokens\x18\x05 \x03(\x05\"\x9e\x01\n\x14GenerateImageRequest\x12\x0e\n\x06height\x18\x01 \x01(\x05\x12\r\n\x05width\x18\x02 \x01(\x05\x12\x0c\n\x04mode\x18\x03 \x01(\x05\x12\x0c\n\x04step\x18\x04 \x01(\x05\x12\x0c\n\x04seed\x18\x05 \x01(\x05\x12\x17\n\x0fpositive_prompt\x18\x06 \x01(\t\x12\x17\n\x0fnegative_prompt\x18\x07 \x01(\t\x12\x0b\n\x03\x64st\x18\x08 \x01(\t\"6\n\nTTSRequest\x12\x0c\n\x04text\x18\x01 \x01(\t\x12\r\n\x05model\x18\x02 \x01(\t\x12\x0b\n\x03\x64st\x18\x03 \x01(\t2\xeb\x03\n\x07\x42\x61\x63kend\x12\x32\n\x06Health\x12\x16.backend.HealthMessage\x1a\x0e.backend.Reply\"\x00\x12\x34\n\x07Predict\x12\x17.backend.PredictOptions\x1a\x0e.backend.Reply\"\x00\x12\x35\n\tLoadModel\x12\x15.backend.ModelOptions\x1a\x0f.backend.Result\"\x00\x12<\n\rPredictStream\x12\x17.backend.PredictOptions\x1a\x0e.backend.Reply\"\x00\x30\x01\x12@\n\tEmbedding\x12\x17.backend.PredictOptions\x1a\x18.backend.EmbeddingResult\"\x00\x12\x41\n\rGenerateImage\x12\x1d.backend.GenerateImageRequest\x1a\x0f.backend.Result\"\x00\x12M\n\x12\x41udioTranscription\x12\x1a.backend.TranscriptRequest\x1a\x19.backend.TranscriptResult\"\x00\x12-\n\x03TTS\x12\x13.backend.TTSRequest\x1a\x0f.backend.Result\"\x00\x42Z\n\x19io.skynet.localai.backendB\x0eLocalAIBackendP\x01Z+github.com/go-skynet/LocalAI/pkg/grpc/protob\x06proto3')
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\rbackend.proto\x12\x07\x62\x61\x63kend\"\x0f\n\rHealthMessage\"\x86\x06\n\x0ePredictOptions\x12\x0e\n\x06Prompt\x18\x01 \x01(\t\x12\x0c\n\x04Seed\x18\x02 \x01(\x05\x12\x0f\n\x07Threads\x18\x03 \x01(\x05\x12\x0e\n\x06Tokens\x18\x04 \x01(\x05\x12\x0c\n\x04TopK\x18\x05 \x01(\x05\x12\x0e\n\x06Repeat\x18\x06 \x01(\x05\x12\r\n\x05\x42\x61tch\x18\x07 \x01(\x05\x12\r\n\x05NKeep\x18\x08 \x01(\x05\x12\x13\n\x0bTemperature\x18\t \x01(\x02\x12\x0f\n\x07Penalty\x18\n \x01(\x02\x12\r\n\x05\x46\x31\x36KV\x18\x0b \x01(\x08\x12\x11\n\tDebugMode\x18\x0c \x01(\x08\x12\x13\n\x0bStopPrompts\x18\r \x03(\t\x12\x11\n\tIgnoreEOS\x18\x0e \x01(\x08\x12\x19\n\x11TailFreeSamplingZ\x18\x0f \x01(\x02\x12\x10\n\x08TypicalP\x18\x10 \x01(\x02\x12\x18\n\x10\x46requencyPenalty\x18\x11 \x01(\x02\x12\x17\n\x0fPresencePenalty\x18\x12 \x01(\x02\x12\x10\n\x08Mirostat\x18\x13 \x01(\x05\x12\x13\n\x0bMirostatETA\x18\x14 \x01(\x02\x12\x13\n\x0bMirostatTAU\x18\x15 \x01(\x02\x12\x12\n\nPenalizeNL\x18\x16 \x01(\x08\x12\x11\n\tLogitBias\x18\x17 \x01(\t\x12\r\n\x05MLock\x18\x19 \x01(\x08\x12\x0c\n\x04MMap\x18\x1a \x01(\x08\x12\x16\n\x0ePromptCacheAll\x18\x1b \x01(\x08\x12\x15\n\rPromptCacheRO\x18\x1c \x01(\x08\x12\x0f\n\x07Grammar\x18\x1d \x01(\t\x12\x0f\n\x07MainGPU\x18\x1e \x01(\t\x12\x13\n\x0bTensorSplit\x18\x1f \x01(\t\x12\x0c\n\x04TopP\x18 \x01(\x02\x12\x17\n\x0fPromptCachePath\x18! \x01(\t\x12\r\n\x05\x44\x65\x62ug\x18\" \x01(\x08\x12\x17\n\x0f\x45mbeddingTokens\x18# \x03(\x05\x12\x12\n\nEmbeddings\x18$ \x01(\t\x12\x14\n\x0cRopeFreqBase\x18% \x01(\x02\x12\x15\n\rRopeFreqScale\x18& \x01(\x02\x12\x1b\n\x13NegativePromptScale\x18\' \x01(\x02\x12\x16\n\x0eNegativePrompt\x18( \x01(\t\"\x18\n\x05Reply\x12\x0f\n\x07message\x18\x01 \x01(\x0c\"\xfb\x02\n\x0cModelOptions\x12\r\n\x05Model\x18\x01 \x01(\t\x12\x13\n\x0b\x43ontextSize\x18\x02 \x01(\x05\x12\x0c\n\x04Seed\x18\x03 \x01(\x05\x12\x0e\n\x06NBatch\x18\x04 \x01(\x05\x12\x11\n\tF16Memory\x18\x05 \x01(\x08\x12\r\n\x05MLock\x18\x06 \x01(\x08\x12\x0c\n\x04MMap\x18\x07 \x01(\x08\x12\x11\n\tVocabOnly\x18\x08 \x01(\x08\x12\x0f\n\x07LowVRAM\x18\t \x01(\x08\x12\x12\n\nEmbeddings\x18\n \x01(\x08\x12\x0c\n\x04NUMA\x18\x0b \x01(\x08\x12\x12\n\nNGPULayers\x18\x0c \x01(\x05\x12\x0f\n\x07MainGPU\x18\r \x01(\t\x12\x13\n\x0bTensorSplit\x18\x0e \x01(\t\x12\x0f\n\x07Threads\x18\x0f \x01(\x05\x12\x19\n\x11LibrarySearchPath\x18\x10 \x01(\t\x12\x14\n\x0cRopeFreqBase\x18\x11 \x01(\x02\x12\x15\n\rRopeFreqScale\x18\x12 \x01(\x02\x12\x12\n\nRMSNormEps\x18\x13 \x01(\x02\x12\x0c\n\x04NGQA\x18\x14 \x01(\x05\"*\n\x06Result\x12\x0f\n\x07message\x18\x01 \x01(\t\x12\x0f\n\x07success\x18\x02 \x01(\x08\"%\n\x0f\x45mbeddingResult\x12\x12\n\nembeddings\x18\x01 \x03(\x02\"C\n\x11TranscriptRequest\x12\x0b\n\x03\x64st\x18\x02 \x01(\t\x12\x10\n\x08language\x18\x03 \x01(\t\x12\x0f\n\x07threads\x18\x04 \x01(\r\"N\n\x10TranscriptResult\x12,\n\x08segments\x18\x01 \x03(\x0b\x32\x1a.backend.TranscriptSegment\x12\x0c\n\x04text\x18\x02 \x01(\t\"Y\n\x11TranscriptSegment\x12\n\n\x02id\x18\x01 \x01(\x05\x12\r\n\x05start\x18\x02 \x01(\x03\x12\x0b\n\x03\x65nd\x18\x03 \x01(\x03\x12\x0c\n\x04text\x18\x04 \x01(\t\x12\x0e\n\x06tokens\x18\x05 \x03(\x05\"\x9e\x01\n\x14GenerateImageRequest\x12\x0e\n\x06height\x18\x01 \x01(\x05\x12\r\n\x05width\x18\x02 \x01(\x05\x12\x0c\n\x04mode\x18\x03 \x01(\x05\x12\x0c\n\x04step\x18\x04 \x01(\x05\x12\x0c\n\x04seed\x18\x05 \x01(\x05\x12\x17\n\x0fpositive_prompt\x18\x06 \x01(\t\x12\x17\n\x0fnegative_prompt\x18\x07 \x01(\t\x12\x0b\n\x03\x64st\x18\x08 \x01(\t\"6\n\nTTSRequest\x12\x0c\n\x04text\x18\x01 \x01(\t\x12\r\n\x05model\x18\x02 \x01(\t\x12\x0b\n\x03\x64st\x18\x03 \x01(\t2\xeb\x03\n\x07\x42\x61\x63kend\x12\x32\n\x06Health\x12\x16.backend.HealthMessage\x1a\x0e.backend.Reply\"\x00\x12\x34\n\x07Predict\x12\x17.backend.PredictOptions\x1a\x0e.backend.Reply\"\x00\x12\x35\n\tLoadModel\x12\x15.backend.ModelOptions\x1a\x0f.backend.Result\"\x00\x12<\n\rPredictStream\x12\x17.backend.PredictOptions\x1a\x0e.backend.Reply\"\x00\x30\x01\x12@\n\tEmbedding\x12\x17.backend.PredictOptions\x1a\x18.backend.EmbeddingResult\"\x00\x12\x41\n\rGenerateImage\x12\x1d.backend.GenerateImageRequest\x1a\x0f.backend.Result\"\x00\x12M\n\x12\x41udioTranscription\x12\x1a.backend.TranscriptRequest\x1a\x19.backend.TranscriptResult\"\x00\x12-\n\x03TTS\x12\x13.backend.TTSRequest\x1a\x0f.backend.Result\"\x00\x42Z\n\x19io.skynet.localai.backendB\x0eLocalAIBackendP\x01Z+github.com/go-skynet/LocalAI/pkg/grpc/protob\x06proto3')
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_globals = globals()
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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@ -29,21 +29,21 @@ if _descriptor._USE_C_DESCRIPTORS == False:
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_globals['_REPLY']._serialized_start=820
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_globals['_REPLY']._serialized_start=820
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_globals['_REPLY']._serialized_end=844
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_globals['_REPLY']._serialized_end=844
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_globals['_MODELOPTIONS']._serialized_start=847
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_globals['_MODELOPTIONS']._serialized_start=847
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_globals['_MODELOPTIONS']._serialized_end=1192
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_globals['_MODELOPTIONS']._serialized_end=1226
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_globals['_RESULT']._serialized_start=1194
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_globals['_RESULT']._serialized_start=1228
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_globals['_RESULT']._serialized_end=1236
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_globals['_RESULT']._serialized_end=1270
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_globals['_EMBEDDINGRESULT']._serialized_start=1238
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_globals['_EMBEDDINGRESULT']._serialized_start=1272
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_globals['_EMBEDDINGRESULT']._serialized_end=1275
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_globals['_EMBEDDINGRESULT']._serialized_end=1309
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_globals['_TRANSCRIPTREQUEST']._serialized_start=1277
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_globals['_TRANSCRIPTREQUEST']._serialized_start=1311
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_globals['_TRANSCRIPTREQUEST']._serialized_end=1344
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_globals['_TRANSCRIPTREQUEST']._serialized_end=1378
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_globals['_TRANSCRIPTRESULT']._serialized_start=1346
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_globals['_TRANSCRIPTRESULT']._serialized_start=1380
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_globals['_TRANSCRIPTRESULT']._serialized_end=1424
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_globals['_TRANSCRIPTRESULT']._serialized_end=1458
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_globals['_TRANSCRIPTSEGMENT']._serialized_start=1426
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_globals['_TRANSCRIPTSEGMENT']._serialized_start=1460
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_globals['_TRANSCRIPTSEGMENT']._serialized_end=1515
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_globals['_TRANSCRIPTSEGMENT']._serialized_end=1549
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_globals['_GENERATEIMAGEREQUEST']._serialized_start=1518
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_globals['_GENERATEIMAGEREQUEST']._serialized_start=1552
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_globals['_GENERATEIMAGEREQUEST']._serialized_end=1676
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_globals['_GENERATEIMAGEREQUEST']._serialized_end=1710
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_globals['_TTSREQUEST']._serialized_start=1678
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_globals['_TTSREQUEST']._serialized_start=1712
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_globals['_TTSREQUEST']._serialized_end=1732
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_globals['_TTSREQUEST']._serialized_end=1766
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_globals['_BACKEND']._serialized_start=1735
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_globals['_BACKEND']._serialized_start=1769
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_globals['_BACKEND']._serialized_end=2226
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_globals['_BACKEND']._serialized_end=2260
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# @@protoc_insertion_point(module_scope)
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# @@protoc_insertion_point(module_scope)
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@ -33,6 +33,14 @@ func (llm *LLM) Load(opts *pb.ModelOptions) error {
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llama.WithRopeFreqScale(ropeFreqScale),
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llama.WithRopeFreqScale(ropeFreqScale),
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}
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}
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if opts.NGQA != 0 {
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llamaOpts = append(llamaOpts, llama.WithGQA(int(opts.NGQA)))
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}
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if opts.RMSNormEps != 0 {
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llamaOpts = append(llamaOpts, llama.WithRMSNormEPS(opts.RMSNormEps))
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}
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if opts.ContextSize != 0 {
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if opts.ContextSize != 0 {
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llamaOpts = append(llamaOpts, llama.SetContext(int(opts.ContextSize)))
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llamaOpts = append(llamaOpts, llama.SetContext(int(opts.ContextSize)))
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}
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}
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@ -481,6 +481,8 @@ type ModelOptions struct {
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LibrarySearchPath string `protobuf:"bytes,16,opt,name=LibrarySearchPath,proto3" json:"LibrarySearchPath,omitempty"`
|
LibrarySearchPath string `protobuf:"bytes,16,opt,name=LibrarySearchPath,proto3" json:"LibrarySearchPath,omitempty"`
|
||||||
RopeFreqBase float32 `protobuf:"fixed32,17,opt,name=RopeFreqBase,proto3" json:"RopeFreqBase,omitempty"`
|
RopeFreqBase float32 `protobuf:"fixed32,17,opt,name=RopeFreqBase,proto3" json:"RopeFreqBase,omitempty"`
|
||||||
RopeFreqScale float32 `protobuf:"fixed32,18,opt,name=RopeFreqScale,proto3" json:"RopeFreqScale,omitempty"`
|
RopeFreqScale float32 `protobuf:"fixed32,18,opt,name=RopeFreqScale,proto3" json:"RopeFreqScale,omitempty"`
|
||||||
|
RMSNormEps float32 `protobuf:"fixed32,19,opt,name=RMSNormEps,proto3" json:"RMSNormEps,omitempty"`
|
||||||
|
NGQA int32 `protobuf:"varint,20,opt,name=NGQA,proto3" json:"NGQA,omitempty"`
|
||||||
}
|
}
|
||||||
|
|
||||||
func (x *ModelOptions) Reset() {
|
func (x *ModelOptions) Reset() {
|
||||||
@ -641,6 +643,20 @@ func (x *ModelOptions) GetRopeFreqScale() float32 {
|
|||||||
return 0
|
return 0
|
||||||
}
|
}
|
||||||
|
|
||||||
|
func (x *ModelOptions) GetRMSNormEps() float32 {
|
||||||
|
if x != nil {
|
||||||
|
return x.RMSNormEps
|
||||||
|
}
|
||||||
|
return 0
|
||||||
|
}
|
||||||
|
|
||||||
|
func (x *ModelOptions) GetNGQA() int32 {
|
||||||
|
if x != nil {
|
||||||
|
return x.NGQA
|
||||||
|
}
|
||||||
|
return 0
|
||||||
|
}
|
||||||
|
|
||||||
type Result struct {
|
type Result struct {
|
||||||
state protoimpl.MessageState
|
state protoimpl.MessageState
|
||||||
sizeCache protoimpl.SizeCache
|
sizeCache protoimpl.SizeCache
|
||||||
@ -1191,7 +1207,7 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
|
|||||||
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||||||
@ -1224,90 +1240,93 @@ var file_pkg_grpc_proto_backend_proto_rawDesc = []byte{
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||||||
}
|
}
|
||||||
|
|
||||||
var (
|
var (
|
||||||
|
|||||||
@ -87,6 +87,8 @@ message ModelOptions {
|
|||||||
string LibrarySearchPath = 16;
|
string LibrarySearchPath = 16;
|
||||||
float RopeFreqBase = 17;
|
float RopeFreqBase = 17;
|
||||||
float RopeFreqScale = 18;
|
float RopeFreqScale = 18;
|
||||||
|
float RMSNormEps = 19;
|
||||||
|
int32 NGQA = 20;
|
||||||
}
|
}
|
||||||
|
|
||||||
message Result {
|
message Result {
|
||||||
|
|||||||
Loading…
Reference in New Issue
Block a user