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+ python run_squad.py \
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+ --model_name_or_path google/canine-c \
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+ --do_train \
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+ --do_eval \
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+ --per_gpu_train_batch_size 1 \
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+ --per_gpu_eval_batch_size 1 \
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+ --gradient_accumulation_steps 128 \
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+ --learning_rate 3e-5 \
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+ --num_train_epochs 3 \
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+ --max_seq_length 1024 \
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+ --doc_stride 128 \
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+ --max_answer_length 240 \
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+ --output_dir canine-c-squad \
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+ --model_type bert
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+
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+ {
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+ "_name_or_path": "google/canine-c",
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+ "architectures": [
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+ "CanineForQuestionAnswering"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "bos_token_id": 57344,
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+ "downsampling_rate": 4,
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+ "eos_token_id": 57345,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "layer_norm_eps": 1e-12,
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+ "local_transformer_stride": 128,
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+ "max_position_embeddings": 16384,
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+ "model_type": "canine",
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+ "num_attention_heads": 12,
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+ "num_hash_buckets": 16384,
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+ "num_hash_functions": 8,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.19.0.dev0",
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+ "type_vocab_size": 16,
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+ "upsampling_kernel_size": 4,
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+ "use_cache": true
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+ }
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+
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+ {'exact': 58.893093661305585, 'f1': 72.18823344945899}