{ "model_repo_id": "JumpHigh/patchtst-cross-sectional-return-forecast", "dataset_id": "siddharthmb/stocks-ohlcv", "dataset_file": "ohlcv.csv", "tickers": [ "AAPL", "MSFT", "AMZN", "GOOGL", "NVDA", "TSLA", "AMD", "INTC", "ADBE", "ORCL", "CSCO", "IBM", "JPM", "BAC", "V", "MA", "AXP", "JNJ", "PG", "KO", "WMT", "HD" ], "num_channels": 20, "use_synthetic": false, "synthetic_steps": 1800, "context_length": 512, "prediction_length": 64, "patch_length": 16, "patch_stride": 8, "d_model": 128, "num_hidden_layers": 4, "num_attention_heads": 4, "ffn_dim": 512, "batch_size": 64, "eval_batch_size": 128, "num_epochs": 20, "learning_rate": 0.0005, "weight_decay": 0.01, "warmup_ratio": 0.05, "max_grad_norm": 1.0, "window_stride": 1, "train_fraction": 0.7, "validation_fraction": 0.15, "random_seed": 7, "max_csv_chunks": null, "csv_chunksize": 500000, "min_rows_per_ticker": 1000, "device": "auto", "bf16": true, "output_dir": "patchtst-return-model", "checkpoint_upload_every": 1, "resume_from_model_id": null, "resume_from_subfolder": null }