{ "model_name": "hermes-mobile-270m-litertlm", "display_name": "Hermes Mobile 270M (LiteRT-LM) — iPhone 16 optimized", "format": "litertlm", "quantization": "int4_per_channel", "context_length": 4096, "parameters": "270M", "framework": "litert-lm", "architecture": "decoder-only-gqa", "license": "apache-2.0", "tags": [ "litert-lm", "litert", "on-device", "mobile", "iphone", "ios", "iphone-16", "apple-neural-engine", "agent", "tool-calling", "google-ai-edge-gallery", "raven-ecosystem" ], "library_name": "litert-lm", "pipeline_tag": "text-generation", "base_model": "hermes-edge/hermes-270m", "intended_org": "bclermo", "files": { "model": "hermes-mobile-270m-int4.litertlm", "model_card": "model_card.md" }, "config": { "vocab_size": 32000, "hidden_size": 1024, "intermediate_size": 2816, "num_layers": 21, "num_heads": 16, "num_kv_heads": 4, "head_dim": 64, "max_seq_len": 4096, "rope_theta": 10000.0, "rms_norm_eps": 1e-06, "tie_embeddings": true, "attention": "grouped_query_attention", "activation": "silu_swiglu", "normalization": "rms_norm", "position_embedding": "rope" }, "runtime": { "min_ios_version": 17, "recommended_ios_version": 18, "min_android_version": 10, "recommended_ram_gb": 6, "accelerators": ["apple_neural_engine", "gpu", "cpu"], "apple_ane": true, "backends": ["coreml", "gpu", "cpu"], "approx_file_size_mb": 180 }, "variants": { "hermes-270m": {"size_mb": 180, "params": "270M", "iphone_16_tok_per_sec": 55}, "hermes-500m": {"size_mb": 280, "params": "500M", "iphone_16_tok_per_sec": 40}, "hermes-1b": {"size_mb": 600, "params": "1B", "iphone_16_tok_per_sec": 25} } }