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π Release BioPhys 6.0 Grand Master: 16GB (14.89GB) Gemma-4 100% Devour, Ecosystem Evolution, Solar MoE, SNN Autoregressive SDK, Dynamic PhaseVM
be99550 | // π [BioPhys 6.0 곡μ Rust SDK: biophys_engine::sdk] (src/sdk.rs) | |
| // μΈλΆ μ ν리μΌμ΄μ (Tauri, Axum, CLI, Python FFI)μμ 1μ€ μ½λλ‘ 16GB μ§νμ AIλ₯Ό ꡬλνλ κ°λ°μ ν€νΈ | |
| use std::time::Instant; | |
| use crate::applied_rust2026_features::StreamingTokenIterator; | |
| use crate::dynamic_knowledge_rag::{DynamicKnowledgeRAG, DynamicDocument}; | |
| use crate::dynamic_phase_interpreter::{DynamicScriptParser, PhaseVM}; | |
| use crate::ecosystem_evolution::{MutationInjector, SubconsciousMixer, SporeArchiver}; | |
| use crate::generative_llm::{GenerativeEngine, GenerativeContext}; | |
| use crate::native_bpe_tokenizer::NativeBpeTokenizer; | |
| use crate::parallel_engine::LargeScaleEngine; | |
| use crate::solar_moe_router::SolarMoERouter; | |
| use crate::tachyon_speculative::TachyonSpeculativeEngine; | |
| use crate::token_autoregressive_snn::SpikingTokenEngine; | |
| /// βοΈ [SDK κ΅¬μ± μ€μ (Builder Pattern)] | |
| pub struct BioPhysConfig { | |
| pub lattice_size: usize, // 물리 격μ ν¬κΈ° (κΈ°λ³Έ 256x256) | |
| pub temperature: f32, // μμ± λ€μμ± μ¨λ (0.0 ~ 1.0) | |
| pub mutation_rate: f32, // μ°μ£Ό λ°©μ¬μ λμ°λ³μ΄μ¨ | |
| pub subconscious_bleed: f32, // μΈμ κ° λ¬΄μμ λμμ¨ (κΈ°λ³Έ 0.03 = 3%) | |
| pub top_k_retrieval: usize, // RAG μΈμΆ λ¬Έμ μ | |
| pub lookahead_speculative: usize, // νν€μ¨ ν¬κΈ°μ λμ½λ© λ―Έλ ν ν° μ | |
| } | |
| impl Default for BioPhysConfig { | |
| fn default() -> Self { | |
| BioPhysConfig { | |
| lattice_size: 256, | |
| temperature: 0.3, | |
| mutation_rate: 0.002, | |
| subconscious_bleed: 0.03, | |
| top_k_retrieval: 2, | |
| lookahead_speculative: 4, | |
| } | |
| } | |
| } | |
| /// π¦ [SDK μμ ν μλ΅ κ²°κ³Ό κ°μ²΄] | |
| pub struct BioPhysResponse { | |
| pub text: String, // μμ±λ ν μ€νΈ | |
| pub latency_ms: f64, // μ΄ μ²λ¦¬ μ§μ° μκ° (ms) | |
| pub routed_planet: String, // ν λΉλ νμκ³ 6νμ± MoE λ μ΄λ¦ | |
| pub planet_orbit_au: f32, // κΆ€λ λ°κ²½ (AU) | |
| pub energy_level: f32, // 물리 격μ κ³λ©΄ μλμ§ | |
| pub is_verified: bool, // μ‘°μ κ³ μ μμ± νκ° μ°¨λ¨ ν΅κ³Ό μ¬λΆ | |
| pub resonance_score: f32, // μ§νμ 곡λͺ μΌμΉλ | |
| pub retrieved_docs_count: usize,// μ°Έμ‘°λ RAG μ§μ 건μ | |
| } | |
| /// π [SDK μ€μκ° ν λ λ©νΈλ¦¬ μν] | |
| pub struct BioPhysTelemetry { | |
| pub active_nodes: usize, // 격μ νμ± λ Έλ μ (65,536) | |
| pub avg_energy: f32, // νκ· κ³λ©΄ μλμ§ | |
| pub total_queries_served: usize,// λμ μ²λ¦¬ μ§μ μ | |
| pub mutations_applied: usize, // λμ λμ°λ³μ΄ μ§ν νμ | |
| pub subconscious_sessions: usize,// λμ 무μμ μΈμ μ | |
| } | |
| /// π [BioPhys 6.0 곡μ ν΄λΌμ΄μΈνΈ (Main SDK Entrypoint)] | |
| pub struct BioPhysClient { | |
| pub config: BioPhysConfig, | |
| engine: LargeScaleEngine, | |
| rag: DynamicKnowledgeRAG, | |
| solar_router: SolarMoERouter, | |
| mutator: MutationInjector, | |
| subconscious_mixer: SubconsciousMixer, | |
| spore_archiver: SporeArchiver, | |
| tokenizer: NativeBpeTokenizer, | |
| tachyon_engine: TachyonSpeculativeEngine, | |
| spiking_token_engine: SpikingTokenEngine, | |
| vm: PhaseVM, | |
| total_queries: usize, | |
| } | |
| impl BioPhysClient { | |
| /// 1. κΈ°λ³Έ μ€μ μΌλ‘ SDK ν΄λΌμ΄μΈνΈ μ΄κΈ°ν (1μ€ μμ) | |
| pub fn new() -> Self { | |
| Self::with_config(BioPhysConfig::default()) | |
| } | |
| /// 2. 컀μ€ν μ€μ μ μ μ©νμ¬ SDK ν΄λΌμ΄μΈνΈ μ΄κΈ°ν | |
| pub fn with_config(config: BioPhysConfig) -> Self { | |
| let engine = LargeScaleEngine::new(config.lattice_size); | |
| let rag = DynamicKnowledgeRAG::new("knowledge_corpus"); | |
| let solar_router = SolarMoERouter::new(); | |
| let mutator = MutationInjector::new(config.mutation_rate); | |
| let subconscious_mixer = SubconsciousMixer::new(config.lattice_size, config.subconscious_bleed); | |
| let spore_archiver = SporeArchiver::new(); | |
| let tokenizer = NativeBpeTokenizer::new(); | |
| let tachyon_engine = TachyonSpeculativeEngine::new(config.lattice_size, config.lookahead_speculative); | |
| let spiking_token_engine = SpikingTokenEngine::new(config.lattice_size); | |
| let vm = PhaseVM::new(); | |
| BioPhysClient { | |
| config, | |
| engine, | |
| rag, | |
| solar_router, | |
| mutator, | |
| subconscious_mixer, | |
| spore_archiver, | |
| tokenizer, | |
| tachyon_engine, | |
| spiking_token_engine, | |
| vm, | |
| total_queries: 0, | |
| } | |
| } | |
| /// 3. [λκΈ°μ μμ±ν μ§μμλ΅ (Generate API)] | |
| /// μ§λ¬Έμ λ°μ νμκ³ λΌμ°ν , RAG μΈμΆ, 무μμ νΌν©, μμ± νκ° κ²μ¦μ κ±°μΉ μ΅μ’ μλ΅ λ°ν | |
| pub fn generate(&mut self, prompt: &str) -> BioPhysResponse { | |
| let start_time = Instant::now(); | |
| self.total_queries += 1; | |
| // 1. νμκ³ MoE λμ λΌμ°ν | |
| let target_planet = self.solar_router.route_query(prompt); | |
| let planet_name = target_planet.name.clone(); | |
| let planet_au = target_planet.orbit_au; | |
| // 2. 물리 격μ λμν μ°μ° & 무μμ λμ λ―Ήμ± | |
| let avg_e = self.engine.step_parallel(); | |
| let mut latent = vec![avg_e; self.config.lattice_size]; | |
| self.subconscious_mixer.blend_subconscious(&mut latent); | |
| // 3. μ°μ£Ό λ°©μ¬μ λμ°λ³μ΄ μν | |
| let mut weights_sample = vec![0x55555555; 50]; | |
| self.mutator.inject_cosmic_mutation(&mut weights_sample, avg_e, |_| 0.521); | |
| // 4. λΈλν μ§νμ RAG μΈμΆ | |
| let search_results = self.rag.search_documents(prompt, self.config.top_k_retrieval); | |
| let retrieved_docs: Vec<DynamicDocument> = search_results.into_iter().map(|(d, _)| d.clone()).collect(); | |
| let docs_count = retrieved_docs.len(); | |
| // 5. μ§νμ μμ± λ° μ‘°μ κ³ μ μμ± νκ° κ²μ¦ | |
| let mode = GenerativeEngine::detect_mode(prompt); | |
| let ctx = GenerativeContext { | |
| prompt: prompt.to_string(), | |
| retrieved_docs, | |
| temperature: self.config.temperature, | |
| mode, | |
| }; | |
| let response_text = GenerativeEngine::generate_response(&ctx, avg_e); | |
| let (is_verified, resonance) = self.solar_router.verify_binary_singularity(&response_text, "BioPhys 2-Bit μ§νμ 물리"); | |
| let latency_ms = start_time.elapsed().as_secs_f64() * 1000.0; | |
| BioPhysResponse { | |
| text: response_text, | |
| latency_ms, | |
| routed_planet: planet_name, | |
| planet_orbit_au: planet_au, | |
| energy_level: avg_e, | |
| is_verified, | |
| resonance_score: resonance, | |
| retrieved_docs_count: docs_count, | |
| } | |
| } | |
| /// 4. [μ€μκ° ν ν° μ€νΈλ¦¬λ° (Streaming API)] | |
| /// ν ν°μ΄ μμ±λλ μκ° 1κ°μ© μ¦μ λ°©μΆνλ Zero-Allocation μ€νΈλ¦Ό λ°λ³΅μ μμ± | |
| pub fn stream_tokens<'a>(&'a mut self, max_tokens: usize) -> StreamingTokenIterator<'a> { | |
| StreamingTokenIterator::new(&self.spiking_token_engine.vocab, max_tokens, 0) | |
| } | |
| /// 5. [λμ λ°μ΄νΈμ½λ μ€ν¬λ¦½νΈ μ€ν (Interpreter API)] | |
| /// μΈκ³΅μ§λ₯μ΄ μμ±ν μμμ ν μ€νΈ μ€ν¬λ¦½νΈλ₯Ό μλλ°μ€ VMμμ μ¦μ ν΄μ μ€ν | |
| pub fn execute_script(&mut self, script: &str) -> Result<Option<f32>, String> { | |
| let bytecodes = DynamicScriptParser::compile_script(script); | |
| self.vm.load_program(bytecodes); | |
| self.vm.run() | |
| } | |
| /// 6. [μ€μκ° ν λ λ©νΈλ¦¬ μ‘°ν (Telemetry API)] | |
| pub fn get_telemetry(&mut self) -> BioPhysTelemetry { | |
| let avg_e = self.engine.step_parallel(); | |
| BioPhysTelemetry { | |
| active_nodes: self.config.lattice_size * self.config.lattice_size, | |
| avg_energy: avg_e, | |
| total_queries_served: self.total_queries, | |
| mutations_applied: self.mutator.total_mutations_applied, | |
| subconscious_sessions: self.subconscious_mixer.session_count, | |
| } | |
| } | |
| } | |