{ "model_name": "MySQL Query Generator From Scratch", "version": "1.0.0", "architecture": { "type": "GPT-style Transformer", "variant": "Decoder-only", "trained_from": "absolute_scratch", "no_pretrained_weights": true, "layers": { "total_transformer_blocks": 8, "attention_heads_per_layer": 8, "hidden_size": 512, "feedforward_size": 2048, "max_sequence_length": 512, "dropout_rate": 0.1 }, "components": { "token_embedding": "4206 x 512", "position_embedding": "512 x 512", "multi_head_attention": "Custom implementation", "feed_forward": "GELU activation", "layer_norm": "Pre-norm configuration", "output_projection": "512 x 4206" } }, "parameters": { "total_parameters": 29789184, "trainable_parameters": 29789184, "embedding_parameters": 2415616, "transformer_parameters": 27373568, "model_size_mb": 113.63671875 }, "vocabulary": { "total_tokens": 4206, "special_tokens": 4, "sql_keywords": "SELECT, FROM, WHERE, JOIN, GROUP BY, ORDER BY, LIMIT, etc.", "tokenization": "Custom word-level tokenizer", "built_from_scratch": true } }