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autotimes_config.json

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+{
+    "model_name": "ETH_5m_tempnorm",
+    "root_path": "/content/drive/MyDrive/eth_autotimes/",
+    "data_path": "eth_5m.csv",
+    "llm_type": "llama",
+    "model_id": "eth_5m",
+    "model": "AutoTimes_Llama",
+    "data": "ETH",
+    "features": null,
+    "seq_len": 480,
+    "label_len": 384,
+    "token_len": 96,
+    "tokenize_marks": [
+        true
+    ],
+    "pred_len": 96,
+    "minutes": [
+        5
+    ],
+    "test_seq_len": 480,
+    "test_label_len": 384,
+    "test_pred_len": 96,
+    "batch_size": 64,
+    "learning_rate": 0.0005,
+    "weight_decay": 0,
+    "train_epochs": 10,
+    "tmax": 10,
+    "gpu": 0,
+    "use_amp": true,
+    "cosine": true,
+    "val_set_shuffle": false,
+    "drop_last": false,
+    "num_workers": 4,
+    "checkpoints": "./checkpoints",
+    "test_dir": "./test",
+    "test_file_name": "best_model.pth",
+    "visualize": false,
+    "loss": "MSE",
+    "use_multi_gpu": false,
+    "local_rank": null,
+    "seasonal_patterns": null,
+    "frequency_map": null,
+    "des": "test",
+    "lradj": "type1",
+    "patience": 3,
+    "dropout": 0.1,
+    "llm_ckp_dir": "./llama",
+    "mlp_hidden_dim": 512,
+    "mlp_hidden_layers": 4,
+    "mlp_activation": "gelu",
+    "mix_embeds": true,
+    "scale": true,
+    "train_fraction": 0.7,
+    "test_fraction": 0.25,
+    "scaler_type": "standard",
+    "extra_kwargs": {}
+}

config.json

@@ -0,0 +1,85 @@
+{
+    "vocab_size": 32000,
+    "max_position_embeddings": 4096,
+    "hidden_size": 4096,
+    "intermediate_size": 11008,
+    "num_hidden_layers": 32,
+    "num_attention_heads": 32,
+    "num_key_value_heads": 32,
+    "hidden_act": "silu",
+    "initializer_range": 0.02,
+    "rms_norm_eps": 1e-05,
+    "pretraining_tp": 1,
+    "use_cache": true,
+    "rope_theta": 10000.0,
+    "rope_scaling": null,
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "mlp_bias": false,
+    "head_dim": 128,
+    "return_dict": true,
+    "output_hidden_states": false,
+    "output_attentions": false,
+    "torchscript": false,
+    "torch_dtype": "float16",
+    "use_bfloat16": false,
+    "tf_legacy_loss": false,
+    "pruned_heads": {},
+    "tie_word_embeddings": false,
+    "chunk_size_feed_forward": 0,
+    "is_encoder_decoder": false,
+    "is_decoder": false,
+    "cross_attention_hidden_size": null,
+    "add_cross_attention": false,
+    "tie_encoder_decoder": false,
+    "max_length": 20,
+    "min_length": 0,
+    "do_sample": false,
+    "early_stopping": false,
+    "num_beams": 1,
+    "num_beam_groups": 1,
+    "diversity_penalty": 0.0,
+    "temperature": 1.0,
+    "top_k": 50,
+    "top_p": 1.0,
+    "typical_p": 1.0,
+    "repetition_penalty": 1.0,
+    "length_penalty": 1.0,
+    "no_repeat_ngram_size": 0,
+    "encoder_no_repeat_ngram_size": 0,
+    "bad_words_ids": null,
+    "num_return_sequences": 1,
+    "output_scores": false,
+    "return_dict_in_generate": false,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "remove_invalid_values": false,
+    "exponential_decay_length_penalty": null,
+    "suppress_tokens": null,
+    "begin_suppress_tokens": null,
+    "architectures": [
+        "LlamaForCausalLM"
+    ],
+    "finetuning_task": null,
+    "id2label": {
+        "0": "LABEL_0",
+        "1": "LABEL_1"
+    },
+    "label2id": {
+        "LABEL_0": 0,
+        "LABEL_1": 1
+    },
+    "tokenizer_class": null,
+    "prefix": null,
+    "bos_token_id": 1,
+    "pad_token_id": null,
+    "eos_token_id": 2,
+    "sep_token_id": null,
+    "decoder_start_token_id": null,
+    "task_specific_params": null,
+    "problem_type": null,
+    "_name_or_path": "./llama",
+    "_attn_implementation_autoset": true,
+    "transformers_version": "4.48.3",
+    "model_type": "llama"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9b6b170f7f87e8dacc0ed7bd7158f741f4857f34eb06e96295c4606c2ba5a56a
+size 13498280268