Ụdị Serialization Model
Usoro ihe nlere anya bụ ka esi echekwa ụdị mmụta igwe a zụrụ azụ na diski ka enwere ike ibunye ya ma mee ya ma emechaa, n'igwe dị iche ma ọ bụ n'asụsụ dị iche.
Nchịkọta
The format you choose affects portability, speed, file size, and even security.
Ime miri emi
Mgbe ọzụzụ gasịrị, ihe nlereanya bụ naanị ọnụọgụ (arọ) gbakwunyere nkọwa nke ụkpụrụ ya. Serialization na-ede steeti ahụ n'ime faịlụ. Ebe obibi dị iche iche na-eji usoro dị iche iche. Python's pickle na PyTorch's default .pt faịlụ dị mma mana kegide gị na Python ma nwee ike mebie koodu aka ike na ibu, na-eme ka ha bụrụ ihe egwu nchekwa na faịlụ ndị atụkwasịghị obi. ONNX (Open Neural Network Exchange) bụ usoro na-anọpụ iche nke na-ahapụ ihe nlereanya a zụrụ na PyTorch ka ọ na-agba ọsọ n'oge ma ọ bụ asụsụ ọzọ. SavedModel na HDF5 ochie na-eje ozi TensorFlow na Keras. Maka ụdị asụsụ buru ibu, safetensors aghọwo ihe a ma ama n'ihi na ọ na-echekwa naanị tensor data na nhazi dị mfe, ngwa ngwa, ebe nchekwa na-enweghị mmezu koodu, na-eme ka ọ dị nchebe na ngwa ngwa ibu. A na-eji GGUF eme ihe maka ịgba ọsọ LLM nke ọma na ngwaike mpaghara.
Nghọta nka nka
Isi ahịa-apụ bụ n'etiti framework-nwaafọ na mgbanwe ụdị. Ụdị nke ala (Pickle, .pt) na-ejide ihe Python zuru ezu mana ọ chọrọ otu koodu ahụ iji mebie ma nwee ike ịme koodu nzuzo. Ụdị mgbanwe dị ka ONNX na-ebupụ eserese mgbakọ na mwepụ n'ime atụmatụ ahaziri ahazi (iji protocol buffers) ka oge ọ bụla dakọtara nwee ike ime ya. Safetensors na-aga ntakịrị: obere nkụnye eji isi mee JSON na-akọwa aha tensor ọ bụla, udi ya, na dtype, na-esote bytes raw, na-enye ohere maapụ ebe nchekwa efu.
Mmetụta atụmatụ
Ọnụ ego na mmefu ego
Mkpebi ihe owuwu ụlọ na-akwalite arụmọrụ yana ọnụ ahịa ọrụ ruo ọtụtụ afọ.
Mkpebi doro anya
Nkà mmụta nka na-enyere ndị otu egwuregwu aka ịhọrọ nchịkọta ziri ezi, ọ bụghị naanị nke kachasị ọhụrụ.
Quality akara
Nhọrọ injinia ka mma na-ebelata ihe omume ntụkwasị obi na mmepụta.
Ọdịnihu nke usoro nhazi usoro ihe nlere anya
Na-atụ anya nkwubi okwu ga-aga n'ihu n'ụdị nchekwa, enwere ike ibugharị. Safetensors na-aghọ ihe ndabara maka ikesa oke ihe atụ n'ihu ọha n'ihi na ọ na-ewepụ ihe egwu mkpochapụ nke pickle, na GGUF bụ ọkọlọtọ de facto maka ntinye LLM mpaghara na ọnụọgụ. ONNX na-aga n'ihu na-agbasawanye dị ka àkwà mmiri dị n'etiti usoro ọzụzụ yana oge nhazi oge kachasị na ngwaọrụ ihu, ihe nchọgharị, na ngwa ngwa. N'ozuzu usoro a na-akwado usoro ndị na-anọghị n'asụsụ, ebe nchekwa na-arụ ọrụ nke ọma, yana nchekwa site na imewe.
Mmejuputa n'ezie n'ụwa
Otu otu na-azụ ihe nlereanya na PyTorch, na-ebupụ ya na ONNX, ma na-agba ya n'ime ngwa C # na-enweghị ndabere Python.
Ihu ịmakụ na-ekesa ihe atụ dị ka ihe nchekwa ka ndị ọrụ nwee ike budata ya n'enweghị ihe egwu nke igbu koodu ọjọọ.
Onye nrụpụta na-ebudata faịlụ GGUF nke LLM a na-agụta ka ọ rụọ ya na mpaghara na laptọọpụ CPU.
Ọrụ TensorFlow na-ebu akwụkwọ ndekọ aha SavedModel nwere eserese na mgbanwe maka ibu amụma site na API.
Ihe ize ndụ & okporo ụzọ nche
Ịkwalite otu akara ngosi nwere ike zoo adịghị ike sistemụ sara mbara.
A na-eledakarị ihe akụrụngwa na ụgwọ ọrụ anya.
Ọdịiche nchekwa na nleba anya nwere ike itolite ka sistemu na-adịwanye mgbagwoju anya.
Map mmejuputa
Kọwaa latency, ịdịmma na ebumnuche ọnụ ahịa tupu mmejuputa ya.
Benchmark n'okpuru ibu dị adị na ọnọdụ data.
Nleba anya akụrụngwa maka mperi, ịkpafu na mmetụta onye ọrụ.
Kwadebe ụzọ nzaghachi azụghachi azụ na ihe omume tupu ịchachaa.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Ụdị ịkwachaa
Ajụjụ a na-ajụkarị
What is Model Serialization Formats?
Usoro ihe nlere anya bụ ka esi echekwa ụdị mmụta igwe a zụrụ azụ na diski ka enwere ike ibunye ya ma mee ya ma emechaa, n'igwe dị iche ma ọ bụ n'asụsụ dị iche. Usoro ị họọrọ na-emetụta mbugharị, ọsọ, nha faịlụ na ọbụna nchekwa.
Kedu ihe kpatara eji ewere usoro pickle Python dị ka ihe egwu nchekwa maka ụdị?
Unpickling nwere ike ịgba koodu aka ike, yabụ na-ebufe faịlụ pickle enweghị ntụkwasị obi nwere ike imebi sistemụ gị.
Kedu uru bụ isi uru nke usoro ONNX?
ONNX bụ usoro mgbanwe na-anọpụ iche, na-enye ohere ibugharị n'ofe oge, asụsụ, na ngwaike.
Kedu ihe kpatara ndị nchekwa ji bụrụ ihe ewu ewu maka ikesa oke ihe atụ?
Safetensors na-ezere ihe egwu igbu koodu nke pickle na ibu ngwa ngwa site na nkewa ebe nchekwa, na-eme ka ọ dị mma ma rụọ ọrụ nke ọma.
GGUF kacha jikọtara ya na nke ikpe ojiji?
GGUF bụ ezigbo usoro maka ikesa na ịgba ọsọ LLM n'ime mpaghara yana nke ọma.
Kedu ihe usoro mgbanwe dịka ONNX na-echekwa?
ONNX na-eweghara eserese mgbakọ na mwepụ ihe nlereanya ahụ na nhazi ọkọlọtọ ka oge ọ bụla dakọtara nwee ike ime ya.