--- language: - en license: apache-2.0 tags: - sentence-transformers - sparse-encoder - sparse - splade - generated_from_trainer - dataset_size:630000 - loss:SpladeLoss - loss:SparseMultipleNegativesRankingLoss - loss:FlopsLoss base_model: drexalt/NeoBERT-RetroMAE-pretrain widget: - text: placeholder datasets: - lightonai/ms-marco-en-bge-gemma pipeline_tag: feature-extraction library_name: sentence-transformers metrics: - dot_accuracy@1 - dot_accuracy@3 - dot_accuracy@5 - dot_accuracy@10 - dot_precision@1 - dot_precision@3 - dot_precision@5 - dot_precision@10 - dot_recall@1 - dot_recall@3 - dot_recall@5 - dot_recall@10 - dot_ndcg@10 - dot_mrr@10 - dot_map@100 - query_active_dims - query_sparsity_ratio - corpus_active_dims - corpus_sparsity_ratio - avg_flops model-index: - name: splade-NeoBERT-RetroMAE-pretrain trained on LightOn MS MARCO (triplets) results: - task: type: sparse-information-retrieval name: Sparse Information Retrieval dataset: name: NanoSciFact type: NanoSciFact metrics: - type: dot_accuracy@1 value: 0.6 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.74 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.82 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.86 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.6 name: Dot Precision@1 - type: dot_precision@3 value: 0.26 name: Dot Precision@3 - type: dot_precision@5 value: 0.176 name: Dot Precision@5 - type: dot_precision@10 value: 0.09399999999999999 name: Dot Precision@10 - type: dot_recall@1 value: 0.575 name: Dot Recall@1 - type: dot_recall@3 value: 0.705 name: Dot Recall@3 - type: dot_recall@5 value: 0.795 name: Dot Recall@5 - type: dot_recall@10 value: 0.84 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.7148834371587105 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.6839999999999999 name: Dot Mrr@10 - type: dot_map@100 value: 0.6735399659066178 name: Dot Map@100 - type: query_active_dims value: 72.83999633789062 name: Query Active Dims - type: query_sparsity_ratio value: 0.997613524790712 name: Query Sparsity Ratio - type: corpus_active_dims value: 197.2052001953125 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9935389161852004 name: Corpus Sparsity Ratio - type: avg_flops value: 8.401775360107422 name: Avg Flops - task: type: sparse-information-retrieval name: Sparse Information Retrieval dataset: name: NanoMSMARCO type: NanoMSMARCO metrics: - type: dot_accuracy@1 value: 0.46 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.66 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.74 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.86 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.46 name: Dot Precision@1 - type: dot_precision@3 value: 0.22 name: Dot Precision@3 - type: dot_precision@5 value: 0.14800000000000002 name: Dot Precision@5 - type: dot_precision@10 value: 0.08599999999999998 name: Dot Precision@10 - type: dot_recall@1 value: 0.46 name: Dot Recall@1 - type: dot_recall@3 value: 0.66 name: Dot Recall@3 - type: dot_recall@5 value: 0.74 name: Dot Recall@5 - type: dot_recall@10 value: 0.86 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.6431962437851808 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.5753809523809524 name: Dot Mrr@10 - type: dot_map@100 value: 0.5824329734592893 name: Dot Map@100 - type: query_active_dims value: 25.31999969482422 name: Query Active Dims - type: query_sparsity_ratio value: 0.9991704344507298 name: Query Sparsity Ratio - type: corpus_active_dims value: 169.36923217773438 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9944509130405039 name: Corpus Sparsity Ratio - type: avg_flops value: 1.7089946269989014 name: Avg Flops - task: type: sparse-information-retrieval name: Sparse Information Retrieval dataset: name: NanoTouche2020 type: NanoTouche2020 metrics: - type: dot_accuracy@1 value: 0.6938775510204082 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.8979591836734694 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.9387755102040817 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.9795918367346939 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.6938775510204082 name: Dot Precision@1 - type: dot_precision@3 value: 0.6462585034013605 name: Dot Precision@3 - type: dot_precision@5 value: 0.6000000000000001 name: Dot Precision@5 - type: dot_precision@10 value: 0.5224489795918368 name: Dot Precision@10 - type: dot_recall@1 value: 0.04804845439858598 name: Dot Recall@1 - type: dot_recall@3 value: 0.1277026155093339 name: Dot Recall@3 - type: dot_recall@5 value: 0.20012022654858883 name: Dot Recall@5 - type: dot_recall@10 value: 0.33551454872997677 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.5801862770479804 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.799546485260771 name: Dot Mrr@10 - type: dot_map@100 value: 0.40458590167194947 name: Dot Map@100 - type: query_active_dims value: 19.836734771728516 name: Query Active Dims - type: query_sparsity_ratio value: 0.9993500840452222 name: Query Sparsity Ratio - type: corpus_active_dims value: 159.20904541015625 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9947837938074124 name: Corpus Sparsity Ratio - type: avg_flops value: 2.905405044555664 name: Avg Flops - task: type: sparse-information-retrieval name: Sparse Information Retrieval dataset: name: NanoSCIDOCS type: NanoSCIDOCS metrics: - type: dot_accuracy@1 value: 0.4 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.6 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.7 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.8 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.4 name: Dot Precision@1 - type: dot_precision@3 value: 0.29333333333333333 name: Dot Precision@3 - type: dot_precision@5 value: 0.24 name: Dot Precision@5 - type: dot_precision@10 value: 0.172 name: Dot Precision@10 - type: dot_recall@1 value: 0.08366666666666667 name: Dot Recall@1 - type: dot_recall@3 value: 0.18166666666666664 name: Dot Recall@3 - type: dot_recall@5 value: 0.24566666666666667 name: Dot Recall@5 - type: dot_recall@10 value: 0.3526666666666667 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.33612398316083025 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.5252698412698412 name: Dot Mrr@10 - type: dot_map@100 value: 0.2530288256484673 name: Dot Map@100 - type: query_active_dims value: 28.65999984741211 name: Query Active Dims - type: query_sparsity_ratio value: 0.9990610051815932 name: Query Sparsity Ratio - type: corpus_active_dims value: 212.24008178710938 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9930463245597566 name: Corpus Sparsity Ratio - type: avg_flops value: 4.049935817718506 name: Avg Flops - task: type: sparse-information-retrieval name: Sparse Information Retrieval dataset: name: NanoNFCorpus type: NanoNFCorpus metrics: - type: dot_accuracy@1 value: 0.46 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.58 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.62 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.68 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.46 name: Dot Precision@1 - type: dot_precision@3 value: 0.38 name: Dot Precision@3 - type: dot_precision@5 value: 0.324 name: Dot Precision@5 - type: dot_precision@10 value: 0.276 name: Dot Precision@10 - type: dot_recall@1 value: 0.043259907874071926 name: Dot Recall@1 - type: dot_recall@3 value: 0.09462904166649215 name: Dot Recall@3 - type: dot_recall@5 value: 0.11342306096418099 name: Dot Recall@5 - type: dot_recall@10 value: 0.1395484399996232 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.34884301397980044 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.5304126984126983 name: Dot Mrr@10 - type: dot_map@100 value: 0.1572236749054705 name: Dot Map@100 - type: query_active_dims value: 20.65999984741211 name: Query Active Dims - type: query_sparsity_ratio value: 0.999323111203479 name: Query Sparsity Ratio - type: corpus_active_dims value: 194.85540771484375 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9936159030301146 name: Corpus Sparsity Ratio - type: avg_flops value: 2.3607852458953857 name: Avg Flops - task: type: sparse-nano-beir name: Sparse Nano BEIR dataset: name: NanoBEIR mean type: NanoBEIR_mean metrics: - type: dot_accuracy@1 value: 0.5227755102040816 name: Dot Accuracy@1 - type: dot_accuracy@3 value: 0.6955918367346939 name: Dot Accuracy@3 - type: dot_accuracy@5 value: 0.7637551020408164 name: Dot Accuracy@5 - type: dot_accuracy@10 value: 0.8359183673469387 name: Dot Accuracy@10 - type: dot_precision@1 value: 0.5227755102040816 name: Dot Precision@1 - type: dot_precision@3 value: 0.3599183673469388 name: Dot Precision@3 - type: dot_precision@5 value: 0.29760000000000003 name: Dot Precision@5 - type: dot_precision@10 value: 0.23008979591836734 name: Dot Precision@10 - type: dot_recall@1 value: 0.24199500578786487 name: Dot Recall@1 - type: dot_recall@3 value: 0.35379966476849856 name: Dot Recall@3 - type: dot_recall@5 value: 0.4188419908358873 name: Dot Recall@5 - type: dot_recall@10 value: 0.5055459310792532 name: Dot Recall@10 - type: dot_ndcg@10 value: 0.5246465910265005 name: Dot Ndcg@10 - type: dot_mrr@10 value: 0.6229219954648526 name: Dot Mrr@10 - type: dot_map@100 value: 0.41416226831835895 name: Dot Map@100 - type: query_active_dims value: 33.51807144655281 name: Query Active Dims - type: query_sparsity_ratio value: 0.9989018389539823 name: Query Sparsity Ratio - type: corpus_active_dims value: 178.98493979922588 name: Corpus Active Dims - type: corpus_sparsity_ratio value: 0.9941358711814682 name: Corpus Sparsity Ratio - type: avg_flops value: 2.6044538021087646 name: Avg Flops --- # splade-NeoBERT-RetroMAE-pretrain trained on LightOn MS MARCO (triplets) This is a [SPLADE Sparse Encoder](https://www.sbert.net/docs/sparse_encoder/usage/usage.html) model finetuned from [drexalt/NeoBERT-RetroMAE-pretrain](https://huggingface.co/drexalt/NeoBERT-RetroMAE-pretrain) on the [ms-marco-en-bge-gemma](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma) dataset using the [sentence-transformers](https://www.SBERT.net) library. It maps sentences & paragraphs to a 30522-dimensional sparse vector space and can be used for semantic search and sparse retrieval. ## Model Details ### Model Description - **Model Type:** SPLADE Sparse Encoder - **Base model:** [drexalt/NeoBERT-RetroMAE-pretrain](https://huggingface.co/drexalt/NeoBERT-RetroMAE-pretrain) - **Maximum Sequence Length:** 256 tokens - **Output Dimensionality:** 30522 dimensions - **Similarity Function:** Dot Product - **Training Dataset:** - [ms-marco-en-bge-gemma](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma) - **Language:** en - **License:** apache-2.0 ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Documentation:** [Sparse Encoder Documentation](https://www.sbert.net/docs/sparse_encoder/usage/usage.html) - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) - **Hugging Face:** [Sparse Encoders on Hugging Face](https://huggingface.co/models?library=sentence-transformers&other=sparse-encoder) ### Full Model Architecture ``` SparseEncoder( (0): MLMTransformer({'max_seq_length': 256, 'do_lower_case': False, 'architecture': 'NeoBERTLMHead'}) (1): SpladePooling({'pooling_strategy': 'max', 'activation_function': 'relu', 'word_embedding_dimension': 30522}) ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SparseEncoder # Download from the 🤗 Hub model = SparseEncoder("drexalt/splade-NeoBERT-msmarco-triplets-muon") # Run inference sentences = [ 'The weather is lovely today.', "It's so sunny outside!", 'He drove to the stadium.', ] embeddings = model.encode(sentences) print(embeddings.shape) # [3, 30522] # Get the similarity scores for the embeddings similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] ``` ## Evaluation ### Metrics #### Sparse Information Retrieval * Datasets: `NanoSciFact`, `NanoMSMARCO`, `NanoTouche2020`, `NanoSCIDOCS` and `NanoNFCorpus` * Evaluated with [SparseInformationRetrievalEvaluator](https://sbert.net/docs/package_reference/sparse_encoder/evaluation.html#sentence_transformers.sparse_encoder.evaluation.SparseInformationRetrievalEvaluator) | Metric | NanoSciFact | NanoMSMARCO | NanoTouche2020 | NanoSCIDOCS | NanoNFCorpus | |:----------------------|:------------|:------------|:---------------|:------------|:-------------| | dot_accuracy@1 | 0.6 | 0.46 | 0.6939 | 0.4 | 0.46 | | dot_accuracy@3 | 0.74 | 0.66 | 0.898 | 0.6 | 0.58 | | dot_accuracy@5 | 0.82 | 0.74 | 0.9388 | 0.7 | 0.62 | | dot_accuracy@10 | 0.86 | 0.86 | 0.9796 | 0.8 | 0.68 | | dot_precision@1 | 0.6 | 0.46 | 0.6939 | 0.4 | 0.46 | | dot_precision@3 | 0.26 | 0.22 | 0.6463 | 0.2933 | 0.38 | | dot_precision@5 | 0.176 | 0.148 | 0.6 | 0.24 | 0.324 | | dot_precision@10 | 0.094 | 0.086 | 0.5224 | 0.172 | 0.276 | | dot_recall@1 | 0.575 | 0.46 | 0.048 | 0.0837 | 0.0433 | | dot_recall@3 | 0.705 | 0.66 | 0.1277 | 0.1817 | 0.0946 | | dot_recall@5 | 0.795 | 0.74 | 0.2001 | 0.2457 | 0.1134 | | dot_recall@10 | 0.84 | 0.86 | 0.3355 | 0.3527 | 0.1395 | | **dot_ndcg@10** | **0.7149** | **0.6432** | **0.5802** | **0.3361** | **0.3488** | | dot_mrr@10 | 0.684 | 0.5754 | 0.7995 | 0.5253 | 0.5304 | | dot_map@100 | 0.6735 | 0.5824 | 0.4046 | 0.253 | 0.1572 | | query_active_dims | 72.84 | 25.32 | 19.8367 | 28.66 | 20.66 | | query_sparsity_ratio | 0.9976 | 0.9992 | 0.9994 | 0.9991 | 0.9993 | | corpus_active_dims | 197.2052 | 169.3692 | 159.209 | 212.2401 | 194.8554 | | corpus_sparsity_ratio | 0.9935 | 0.9945 | 0.9948 | 0.993 | 0.9936 | | avg_flops | 8.4018 | 1.709 | 2.9054 | 4.0499 | 2.3608 | #### Sparse Nano BEIR * Dataset: `NanoBEIR_mean` * Evaluated with [SparseNanoBEIREvaluator](https://sbert.net/docs/package_reference/sparse_encoder/evaluation.html#sentence_transformers.sparse_encoder.evaluation.SparseNanoBEIREvaluator) with these parameters: ```json { "dataset_names": [ "scifact", "msmarco", "touche2020", "scidocs", "nfcorpus" ] } ``` | Metric | Value | |:----------------------|:-----------| | dot_accuracy@1 | 0.5228 | | dot_accuracy@3 | 0.6956 | | dot_accuracy@5 | 0.7638 | | dot_accuracy@10 | 0.8359 | | dot_precision@1 | 0.5228 | | dot_precision@3 | 0.3599 | | dot_precision@5 | 0.2976 | | dot_precision@10 | 0.2301 | | dot_recall@1 | 0.242 | | dot_recall@3 | 0.3538 | | dot_recall@5 | 0.4188 | | dot_recall@10 | 0.5055 | | **dot_ndcg@10** | **0.5246** | | dot_mrr@10 | 0.6229 | | dot_map@100 | 0.4142 | | query_active_dims | 33.5181 | | query_sparsity_ratio | 0.9989 | | corpus_active_dims | 178.9849 | | corpus_sparsity_ratio | 0.9941 | | avg_flops | 2.6045 | ## Training Details ### Training Dataset #### ms-marco-en-bge-gemma * Dataset: [ms-marco-en-bge-gemma](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma) at [1a1ffe7](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma/tree/1a1ffe7cde403016be12ae532b249965b2293114) * Size: 630,000 training samples * Columns: query_id, document_ids, and scores * Approximate statistics based on the first 1000 samples: | | query_id | document_ids | scores | 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| type | int | list | list | | details | | | | * Samples: | query_id | document_ids | scores | |:--------------------|:----------------------------------------------------------------|:---------------------------------------------------------------------------| | 603900 | [7010623, 6442837, 7350525, 8692778, 2372626, ...] | [29.75, 16.375, 13.5390625, 15.875, 14.4140625, ...] | | 584347 | [4872208, 725251, 7237781, 6220558, 2359322, ...] | [27.421875, 16.765625, 23.921875, 14.7578125, 16.515625, ...] | | 745908 | [1682756, 5541499, 7449637, 8635692, 8126024, ...] | [23.5, 21.046875, 15.484375, 14.4375, 14.1875, ...] | * Loss: [SpladeLoss](https://sbert.net/docs/package_reference/sparse_encoder/losses.html#spladeloss) with these parameters: ```json { "loss": "SparseMultipleNegativesRankingLoss(scale=1.0, similarity_fct='dot_score', gather_across_devices=False)", "document_regularizer_weight": 0.0003, "query_regularizer_weight": 0.0003 } ``` ### Evaluation Dataset #### ms-marco-en-bge-gemma * Dataset: [ms-marco-en-bge-gemma](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma) at [1a1ffe7](https://huggingface.co/datasets/lightonai/ms-marco-en-bge-gemma/tree/1a1ffe7cde403016be12ae532b249965b2293114) * Size: 10,000 evaluation samples * Columns: query_id, document_ids, and scores * Approximate statistics based on the first 1000 samples: | | query_id | document_ids | scores | 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| type | int | list | list | | details | | | | * Samples: | query_id | document_ids | scores | |:--------------------|:----------------------------------------------------------------|:----------------------------------------------------------------------------| | 22689 | [3288373, 6422931, 1902940, 1448260, 975132, ...] | [26.03125, 17.9375, 16.375, 16.6875, 15.8046875, ...] | | 232150 | [6017640, 6833904, 3846509, 2171280, 2048650, ...] | [26.390625, 15.3671875, 13.75, 15.28125, 15.65625, ...] | | 408655 | [6648930, 6213451, 4063763, 2316914, 8553477, ...] | [24.796875, 11.6640625, 9.4296875, 11.4765625, 10.765625, ...] | * Loss: [SpladeLoss](https://sbert.net/docs/package_reference/sparse_encoder/losses.html#spladeloss) with these parameters: ```json { "loss": "SparseMultipleNegativesRankingLoss(scale=1.0, similarity_fct='dot_score', gather_across_devices=False)", "document_regularizer_weight": 0.0003, "query_regularizer_weight": 0.0003 } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `eval_strategy`: steps - `per_device_train_batch_size`: 24 - `per_device_eval_batch_size`: 24 - `gradient_accumulation_steps`: 5 - `num_train_epochs`: 8 - `bf16`: True - `dataloader_drop_last`: True - `dataloader_num_workers`: 4 - `dataloader_prefetch_factor`: 2 - `load_best_model_at_end`: True - `batch_sampler`: no_duplicates #### All Hyperparameters
Click to expand - `overwrite_output_dir`: False - `do_predict`: False - `eval_strategy`: steps - `prediction_loss_only`: True - `per_device_train_batch_size`: 24 - `per_device_eval_batch_size`: 24 - `per_gpu_train_batch_size`: None - `per_gpu_eval_batch_size`: None - `gradient_accumulation_steps`: 5 - `eval_accumulation_steps`: None - `torch_empty_cache_steps`: None - `learning_rate`: 5e-05 - `weight_decay`: 0.0 - `adam_beta1`: 0.9 - `adam_beta2`: 0.999 - `adam_epsilon`: 1e-08 - `max_grad_norm`: 1.0 - `num_train_epochs`: 8 - `max_steps`: -1 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: {} - `warmup_ratio`: 0.0 - `warmup_steps`: 0 - `log_level`: passive - `log_level_replica`: warning - `log_on_each_node`: True - `logging_nan_inf_filter`: True - `save_safetensors`: True - `save_on_each_node`: False - `save_only_model`: False - `restore_callback_states_from_checkpoint`: False - `no_cuda`: False - `use_cpu`: False - `use_mps_device`: False - `seed`: 42 - `data_seed`: None - `jit_mode_eval`: False - `use_ipex`: False - `bf16`: True - `fp16`: False - `fp16_opt_level`: O1 - `half_precision_backend`: auto - `bf16_full_eval`: False - `fp16_full_eval`: False - `tf32`: None - `local_rank`: 0 - `ddp_backend`: None - `tpu_num_cores`: None - `tpu_metrics_debug`: False - `debug`: [] - `dataloader_drop_last`: True - `dataloader_num_workers`: 4 - `dataloader_prefetch_factor`: 2 - `past_index`: -1 - `disable_tqdm`: False - `remove_unused_columns`: True - `label_names`: None - `load_best_model_at_end`: True - `ignore_data_skip`: False - `fsdp`: [] - `fsdp_min_num_params`: 0 - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} - `fsdp_transformer_layer_cls_to_wrap`: None - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} - `parallelism_config`: None - `deepspeed`: None - `label_smoothing_factor`: 0.0 - `optim`: adamw_torch_fused - `optim_args`: None - `adafactor`: False - `group_by_length`: False - `length_column_name`: length - `ddp_find_unused_parameters`: None - `ddp_bucket_cap_mb`: None - `ddp_broadcast_buffers`: False - `dataloader_pin_memory`: True - `dataloader_persistent_workers`: False - `skip_memory_metrics`: True - `use_legacy_prediction_loop`: False - `push_to_hub`: False - `resume_from_checkpoint`: None - `hub_model_id`: None - `hub_strategy`: every_save - `hub_private_repo`: None - `hub_always_push`: False - `hub_revision`: None - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `include_inputs_for_metrics`: False - `include_for_metrics`: [] - `eval_do_concat_batches`: True - `fp16_backend`: auto - `push_to_hub_model_id`: None - `push_to_hub_organization`: None - `mp_parameters`: - `auto_find_batch_size`: False - `full_determinism`: False - `torchdynamo`: None - `ray_scope`: last - `ddp_timeout`: 1800 - `torch_compile`: False - `torch_compile_backend`: None - `torch_compile_mode`: None - `include_tokens_per_second`: False - `include_num_input_tokens_seen`: False - `neftune_noise_alpha`: None - `optim_target_modules`: None - `batch_eval_metrics`: False - `eval_on_start`: False - `use_liger_kernel`: False - `liger_kernel_config`: None - `eval_use_gather_object`: False - `average_tokens_across_devices`: False - `prompts`: None - `batch_sampler`: no_duplicates - `multi_dataset_batch_sampler`: proportional - `router_mapping`: {} - `learning_rate_mapping`: {}
### Training Logs
Click to expand | Epoch | Step | Training Loss | Validation Loss | NanoSciFact_dot_ndcg@10 | NanoMSMARCO_dot_ndcg@10 | NanoTouche2020_dot_ndcg@10 | NanoSCIDOCS_dot_ndcg@10 | NanoNFCorpus_dot_ndcg@10 | NanoBEIR_mean_dot_ndcg@10 | |:------:|:-----:|:-------------:|:---------------:|:-----------------------:|:-----------------------:|:--------------------------:|:-----------------------:|:------------------------:|:-------------------------:| | 0.0019 | 10 | 2994.9721 | - | - | - | - | - | - | - | | 0.0038 | 20 | 2876.0482 | - | - | - | - | - | - | - | | 0.0057 | 30 | 2768.7385 | - | - | - | - | - | - | - | | 0.0076 | 40 | 2717.3891 | - | - | - | - | - | - | - | | 0.0095 | 50 | 2624.9818 | - | - | - | - | - | - | - | | 0.0114 | 60 | 2428.0463 | - | - | - | - | - | - | - | | 0.0133 | 70 | 2306.2432 | - | - | - | - | - | - | - | | 0.0152 | 80 | 2424.6492 | - | - | - | - | - | - | - | | 0.0171 | 90 | 2182.7701 | - | - | - | - | - | - | - | | 0.0190 | 100 | 2140.4197 | - | - | - | - | - | - | - | | 0.0210 | 110 | 1905.7422 | - | - | - | - | - | - | - | | 0.0229 | 120 | 1834.1852 | - | - | - | - | - | - | - | | 0.0248 | 130 | 1724.2908 | - | - | - | - | - | - | - | | 0.0267 | 140 | 1673.0305 | - | - | - | - | - | - | - | | 0.0286 | 150 | 1547.898 | - | - | - | - | - | - | - | | 0.0305 | 160 | 1617.1649 | - | - | - | - | - | - | - | | 0.0324 | 170 | 1454.8863 | - | - | - | - | - | - | - | | 0.0343 | 180 | 1477.4618 | - | - | - | - | - | - | - | | 0.0362 | 190 | 1239.2485 | - | - | - | - | - | - | - | | 0.0381 | 200 | 1289.3698 | - | - | - | - | - | - | - | | 0.04 | 210 | 1229.1923 | - | - | - | - | - | - | - | | 0.0419 | 220 | 1147.4083 | - | - | - | - | - | - | - | | 0.0438 | 230 | 987.7668 | - | - | - | - | - | - | - | | 0.0457 | 240 | 925.5002 | - | - | - | - | - | - | - | | 0.0476 | 250 | 888.7103 | - | - | - | - | - | - | - | | 0.0495 | 260 | 899.1394 | - | - | - | - | - | - | - | | 0.0514 | 270 | 875.8373 | - | - | - | - | - | - | - | | 0.0533 | 280 | 687.2472 | - | - | - | - | - | - | - | | 0.0552 | 290 | 721.9673 | - | - | - | - | - | - | - | | 0.0571 | 300 | 692.0023 | - | - | - | - | - | - | - | | 0.0590 | 310 | 583.9026 | - | - | - | - | - | - | - | | 0.0610 | 320 | 558.3605 | - | - | - | - | - | - | - | | 0.0629 | 330 | 490.3735 | - | - | - | - | - | - | - | | 0.0648 | 340 | 521.5393 | - | - | - | - | - | - | - | | 0.0667 | 350 | 461.9679 | - | - | - | - | - | - | - | | 0.0686 | 360 | 396.0208 | - | - | - | - | - | - | - | | 0.0705 | 370 | 363.3042 | - | - | - | - | - | - | - | | 0.0724 | 380 | 348.6711 | - | - | - | - | - | - | - | | 0.0743 | 390 | 303.4701 | - | - | - | - | - | - | - | | 0.0762 | 400 | 319.4116 | - | - | - | - | - | - | - | | 0.0781 | 410 | 261.4831 | - | - | - | - | - | - | - | | 0.08 | 420 | 262.3394 | - | - | - | - | - | - | - | | 0.0819 | 430 | 221.0059 | - | - | - | - | - | - | - | | 0.0838 | 440 | 203.8153 | - | - | - | - | - | - | - | | 0.0857 | 450 | 199.7135 | - | - | - | - | - | - | - | | 0.0876 | 460 | 159.9872 | - | - | - | - | - | - | - | | 0.0895 | 470 | 160.8683 | - | - | - | - | - | - | - | | 0.0914 | 480 | 150.8584 | - | - | - | - | - | - | - | | 0.0933 | 490 | 131.823 | - | - | - | - | - | - | - | | 0.0952 | 500 | 125.4891 | - | - | - | - | - | - | - | | 0.0971 | 510 | 120.108 | - | - | - | - | - | - | - | | 0.0990 | 520 | 107.8229 | - | - | - | - | - | - | - | | 0.1010 | 530 | 103.3676 | - | - | - | - | - | - | - | | 0.1029 | 540 | 75.0782 | - | - | - | - | - | - | - | | 0.1048 | 550 | 69.389 | - | - | - | - | - | - | - | | 0.1067 | 560 | 68.8503 | - | - | - | - | - | - | - | | 0.1086 | 570 | 54.7002 | - | - | - | - | - | - | - | | 0.1105 | 580 | 60.1035 | - | - | - | - | - | - | - | | 0.1124 | 590 | 44.971 | - | - | - | - | - | - | - | | 0.1143 | 600 | 48.8526 | - | - | - | - | - | - | - | | 0.1162 | 610 | 43.7209 | - | - | - | - | - | - | - | | 0.1181 | 620 | 41.3409 | - | - | - | - | - | - | - | | 0.12 | 630 | 38.5651 | - | - | - | - | - | - | - | | 0.1219 | 640 | 34.1392 | - | - | - | - | - | - | - | | 0.1238 | 650 | 33.8514 | - | - | - | - | - | - | - | | 0.1257 | 660 | 30.2743 | - | - | - | - | - | - | - | | 0.1276 | 670 | 28.3113 | - | - | - | - | - | - | - | | 0.1295 | 680 | 26.8586 | - | - | - | - | - | - | - | | 0.1314 | 690 | 24.6085 | - | - | - | - | - | - | - | | 0.1333 | 700 | 23.4412 | - | - | - | - | - | - | - | | 0.1352 | 710 | 28.0492 | - | - | - | - | - | - | - | | 0.1371 | 720 | 22.425 | - | - | - | - | - | - | - | | 0.1390 | 730 | 17.9734 | - | - | - | - | - | - | - | | 0.1410 | 740 | 20.1586 | - | - | - | - | - | - | - | | 0.1429 | 750 | 18.4404 | - | - | - | - | - | - | - | | 0.1448 | 760 | 18.549 | - | - | - | - | - | - | - | | 0.1467 | 770 | 19.2777 | - | - | - | - | - | - | - | | 0.1486 | 780 | 15.5817 | - | - | - | - | - | - | - | | 0.1505 | 790 | 18.5389 | - | - | - | - | - | - | - | | 0.1524 | 800 | 13.2143 | - | - | - | - | - | - | - | | 0.1543 | 810 | 15.1378 | - | - | - | - | - | - | - | | 0.1562 | 820 | 14.5266 | - | - | - | - | - | - | - | | 0.1581 | 830 | 14.6869 | - | - | - | - | - | - | - | | 0.16 | 840 | 14.9698 | - | - | - | - | - | - | - | | 0.1619 | 850 | 11.251 | - | - | - | - | - | - | - | | 0.1638 | 860 | 11.3852 | - | - | - | - | - | - | - | | 0.1657 | 870 | 11.9011 | - | - | - | - | - | - | - | | 0.1676 | 880 | 11.7494 | - | - | - | - | - | - | - | | 0.1695 | 890 | 11.6186 | - | - | - | - | - | - | - | | 0.1714 | 900 | 13.4544 | 10.5766 | 0.0859 | 0.3452 | 0.1982 | 0.0637 | 0.0859 | 0.1558 | | 0.1733 | 910 | 8.5937 | - | - | - | - | - | - | - | | 0.1752 | 920 | 9.8296 | - | - | - | - | - | - | - | | 0.1771 | 930 | 8.8069 | - | - | - | - | - | - | - | | 0.1790 | 940 | 9.0285 | - | - | - | - | - | - | - | | 0.1810 | 950 | 8.0358 | - | - | - | - | - | - | - | | 0.1829 | 960 | 7.581 | - | - | - | - | - | - | - | | 0.1848 | 970 | 7.0625 | - | - | - | - | - | - | - | | 0.1867 | 980 | 9.0603 | - | - | - | - | - | - | - | | 0.1886 | 990 | 9.0297 | - | - | - | - | - | - | - | | 0.1905 | 1000 | 8.5907 | - | - | - | - | - | - | - | | 0.1924 | 1010 | 7.7399 | - | - | - | - | - | - | - | | 0.1943 | 1020 | 6.6667 | - | - | - | - | - | - | - | | 0.1962 | 1030 | 6.8515 | - | - | - | - | - | - | - | | 0.1981 | 1040 | 6.6372 | - | - | - | - | - | - | - | | 0.2 | 1050 | 7.6055 | - | - | - | - | - | - | - | | 0.2019 | 1060 | 6.3491 | - | - | - | - | - | - | - | | 0.2038 | 1070 | 6.1223 | - | - | - | - | - | - | - | | 0.2057 | 1080 | 6.1731 | - | - | - | - | - | - | - | | 0.2076 | 1090 | 6.8914 | - | - | - | - | - | - | - | | 0.2095 | 1100 | 6.061 | - | - | - | - | - | - | - | | 0.2114 | 1110 | 4.254 | - | - | - | - | - | - | - | | 0.2133 | 1120 | 4.7267 | - | - | - | - | - | - | - | | 0.2152 | 1130 | 5.7299 | - | - | - | - | - | - | - | | 0.2171 | 1140 | 5.6166 | - | - | - | - | - | - | - | | 0.2190 | 1150 | 5.1883 | - | - | - | - | - | - | - | | 0.2210 | 1160 | 6.2679 | - | - | - | - | - | - | - | | 0.2229 | 1170 | 5.366 | - | - | - | - | - | - | - | | 0.2248 | 1180 | 4.7502 | - | - | - | - | - | - | - | | 0.2267 | 1190 | 4.2778 | - | - | - | - | - | - | - | | 0.2286 | 1200 | 4.651 | - | - | - | - | - | - | - | | 0.2305 | 1210 | 4.0077 | - | - | - | - | - | - | - | | 0.2324 | 1220 | 3.9847 | - | - | - | - | - | - | - | | 0.2343 | 1230 | 4.4999 | - | - | - | - | - | - | - | | 0.2362 | 1240 | 4.3909 | - | - | - | - | - | - | - | | 0.2381 | 1250 | 4.0078 | - | - | - | - | - | - | - | | 0.24 | 1260 | 4.0769 | - | - | - | - | - | - | - | | 0.2419 | 1270 | 4.0876 | - | - | - | - | - | - | - | | 0.2438 | 1280 | 3.1802 | - | - | - | - | - | - | - | | 0.2457 | 1290 | 4.4312 | - | - | - | - | - | - | - | | 0.2476 | 1300 | 3.122 | - | - | - | - | - | - | - | | 0.2495 | 1310 | 3.2243 | - | - | - | - | - | - | - | | 0.2514 | 1320 | 2.972 | - | - | - | - | - | - | - | | 0.2533 | 1330 | 2.7484 | - | - | - | - | - | - | - | | 0.2552 | 1340 | 3.1545 | - | - | - | - | - | - | - | | 0.2571 | 1350 | 2.9258 | - | - | - | - | - | - | - | | 0.2590 | 1360 | 3.223 | - | - | - | - | - | - | - | | 0.2610 | 1370 | 2.5571 | - | - | - | - | - | - | - | | 0.2629 | 1380 | 2.7505 | - | - | - | - | - | - | - | | 0.2648 | 1390 | 3.1795 | - | - | - | - | - | - | - | | 0.2667 | 1400 | 2.4692 | - | - | - | - | - | - | - | | 0.2686 | 1410 | 2.4969 | - | - | - | - | - | - | - | | 0.2705 | 1420 | 2.2375 | - | - | - | - | - | - | - | | 0.2724 | 1430 | 2.2089 | - | - | - | - | - | - | - | | 0.2743 | 1440 | 2.0929 | - | - | - | - | - | - | - | | 0.2762 | 1450 | 2.2541 | - | - | - | - | - | - | - | | 0.2781 | 1460 | 2.073 | - | - | - | - | - | - | - | | 0.28 | 1470 | 1.7509 | - | - | - | - | - | - | - | | 0.2819 | 1480 | 1.88 | - | - | - | - | - | - | - | | 0.2838 | 1490 | 2.0452 | - | - | - | - | - | - | - | | 0.2857 | 1500 | 2.0427 | - | - | - | - | - | - | - | | 0.2876 | 1510 | 1.8692 | - | - | - | - | - | - | - | | 0.2895 | 1520 | 1.6245 | - | - | - | - | - | - | - | | 0.2914 | 1530 | 1.4086 | - | - | - | - | - | - | - | | 0.2933 | 1540 | 1.3233 | - | - | - | - | - | - | - | | 0.2952 | 1550 | 1.6868 | - | - | - | - | - | - | - | | 0.2971 | 1560 | 1.6039 | - | - | - | - | - | - | - | | 0.2990 | 1570 | 1.4004 | - | - | - | - | - | - | - | | 0.3010 | 1580 | 1.7067 | - | - | - | - | - | - | - | | 0.3029 | 1590 | 1.2969 | - | - | - | - | - | - | - | | 0.3048 | 1600 | 1.086 | - | - | - | - | - | - | - | | 0.3067 | 1610 | 1.2547 | - | - | - | - | - | - | - | | 0.3086 | 1620 | 1.3724 | - | - | - | - | - | - | - | | 0.3105 | 1630 | 1.2126 | - | - | - | - | - | - | - | | 0.3124 | 1640 | 1.5234 | - | - | - | - | - | - | - | | 0.3143 | 1650 | 0.9665 | - | - | - | - | - | - | - | | 0.3162 | 1660 | 1.0516 | - | - | - | - | - | - | - | | 0.3181 | 1670 | 1.1848 | - | - | - | - | - | - | - | | 0.32 | 1680 | 1.0042 | - | - | - | - | - | - | - | | 0.3219 | 1690 | 1.0611 | - | - | - | - | - | - | - | | 0.3238 | 1700 | 0.8439 | - | - | - | - | - | - | - | | 0.3257 | 1710 | 0.7997 | - | - | - | - | - | - | - | | 0.3276 | 1720 | 0.8426 | - | - | - | - | - | - | - | | 0.3295 | 1730 | 0.9351 | - | - | - | - | - | - | - | | 0.3314 | 1740 | 0.7281 | - | - | - | - | - | - | - | | 0.3333 | 1750 | 0.7766 | - | - | - | - | - | - | - | | 0.3352 | 1760 | 0.6817 | - | - | - | - | - | - | - | | 0.3371 | 1770 | 0.6998 | - | - | - | - | - | - | - | | 0.3390 | 1780 | 0.6222 | - | - | - | - | - | - | - | | 0.3410 | 1790 | 0.8199 | - | - | - | - | - | - | - | | 0.3429 | 1800 | 0.7196 | 0.6711 | 0.4851 | 0.5472 | 0.4257 | 0.2587 | 0.2207 | 0.3875 | | 0.3448 | 1810 | 0.6843 | - | - | - | - | - | - | - | | 0.3467 | 1820 | 0.7703 | - | - | - | - | - | - | - | | 0.3486 | 1830 | 0.5474 | - | - | - | - | - | - | - | | 0.3505 | 1840 | 0.7604 | - | - | - | - | - | - | - | | 0.3524 | 1850 | 0.785 | - | - | - | - | - | - | - | | 0.3543 | 1860 | 0.6056 | - | - | - | - | - | - | - | | 0.3562 | 1870 | 0.606 | - | - | - | - | - | - | - | | 0.3581 | 1880 | 0.7331 | - | - | - | - | - | - | - | | 0.36 | 1890 | 0.6224 | - | - | - | - | - | - | - | | 0.3619 | 1900 | 0.6242 | - | - | - | - | - | - | - | | 0.3638 | 1910 | 0.5157 | - | - | - | - | - | - | - | | 0.3657 | 1920 | 0.4508 | - | - | - | - | - | - | - | | 0.3676 | 1930 | 0.5699 | - | - | - | - | - | - | - | | 0.3695 | 1940 | 0.5149 | - | - | - | - | - | - | - | | 0.3714 | 1950 | 0.6027 | - | - | - | - | - | - | - | | 0.3733 | 1960 | 0.5385 | - | - | - | - | - | - | - | | 0.3752 | 1970 | 0.5341 | - | - | - | - | - | - | - | | 0.3771 | 1980 | 0.5347 | - | - | - | - | - | - | - | | 0.3790 | 1990 | 0.4511 | - | - | - | - | - | - | - | | 0.3810 | 2000 | 0.3902 | - | - | - | - | - | - | - | | 0.3829 | 2010 | 0.4864 | - | - | - | - | - | - | - | | 0.3848 | 2020 | 0.5201 | - | - | - | - | - | - | - | | 0.3867 | 2030 | 0.3924 | - | - | - | - | - | - | - | | 0.3886 | 2040 | 0.4049 | - | - | - | - | - | - | - | | 0.3905 | 2050 | 0.3745 | - | - | - | - | - | - | - | | 0.3924 | 2060 | 0.3956 | - | - | - | - | - | - | - | | 0.3943 | 2070 | 0.3577 | - | - | - | - | - | - | - | | 0.3962 | 2080 | 0.5173 | - | - | - | - | - | - | - | | 0.3981 | 2090 | 0.3534 | - | - | - | - | - | - | - | | 0.4 | 2100 | 0.4583 | - | - | - | - | - | - | - | | 0.4019 | 2110 | 0.5102 | - | - | - | - | - | - | - | | 0.4038 | 2120 | 0.3882 | - | - | - | - | - | - | - | | 0.4057 | 2130 | 0.3965 | - | - | - | - | - | - | - | | 0.4076 | 2140 | 0.3527 | - | - | - | - | - | - | - | | 0.4095 | 2150 | 0.4152 | - | - | - | - | - | - | - | | 0.4114 | 2160 | 0.3532 | - | - | - | - | - | - | - | | 0.4133 | 2170 | 0.3674 | - | - | - | - | - | - | - | | 0.4152 | 2180 | 0.3552 | - | - | - | - | - | - | - | | 0.4171 | 2190 | 0.3714 | - | - | - | - | - | - | - | | 0.4190 | 2200 | 0.3299 | - | - | - | - | - | - | - | | 0.4210 | 2210 | 0.3013 | - | - | - | - | - | - | - | | 0.4229 | 2220 | 0.2713 | - | - | - | - | - | - | - | | 0.4248 | 2230 | 0.3343 | - | - | - | - | - | - | - | | 0.4267 | 2240 | 0.3158 | - | - | - | - | - | - | - | | 0.4286 | 2250 | 0.3622 | - | - | - | - | - | - | - | | 0.4305 | 2260 | 0.3067 | - | - | - | - | - | - | - | | 0.4324 | 2270 | 0.2912 | - | - | - | - | - | - | - | | 0.4343 | 2280 | 0.2962 | - | - | - | - | - | - | - | | 0.4362 | 2290 | 0.2615 | - | - | - | - | - | - | - | | 0.4381 | 2300 | 0.2582 | - | - | - | - | - | - | - | | 0.44 | 2310 | 0.2544 | - | - | - | - | - | - | - | | 0.4419 | 2320 | 0.3232 | - | - | - | - | - | - | - | | 0.4438 | 2330 | 0.2816 | - | - | - | - | - | - | - | | 0.4457 | 2340 | 0.2564 | - | - | - | - | - | - | - | | 0.4476 | 2350 | 0.2867 | - | - | - | - | - | - | - | | 0.4495 | 2360 | 0.1888 | - | - | - | - | - | - | - | | 0.4514 | 2370 | 0.2519 | - | - | - | - | - | - | - | | 0.4533 | 2380 | 0.227 | - | - | - | - | - | - | - | | 0.4552 | 2390 | 0.2984 | - | - | - | - | - | - | - | | 0.4571 | 2400 | 0.2478 | - | - | - | - | - | - | - | | 0.4590 | 2410 | 0.2474 | - | - | - | - | - | - | - | | 0.4610 | 2420 | 0.2382 | - | - | - | - | - | - | - | | 0.4629 | 2430 | 0.2639 | - | - | - | - | - | - | - | | 0.4648 | 2440 | 0.2179 | - | - | - | - | - | - | - | | 0.4667 | 2450 | 0.2397 | - | - | - | - | - | - | - | | 0.4686 | 2460 | 0.2447 | - | - | - | - | - | - | - | | 0.4705 | 2470 | 0.1972 | - | - | - | - | - | - | - | | 0.4724 | 2480 | 0.2139 | - | - | - | - | - | - | - | | 0.4743 | 2490 | 0.2533 | - | - | - | - | - | - | - | | 0.4762 | 2500 | 0.1891 | - | - | - | - | - | - | - | | 0.4781 | 2510 | 0.2657 | - | - | - | - | - | - | - | | 0.48 | 2520 | 0.2003 | - | - | - | - | - | - | - | | 0.4819 | 2530 | 0.2903 | - | - | - | - | - | - | - | | 0.4838 | 2540 | 0.261 | - | - | - | - | - | - | - | | 0.4857 | 2550 | 0.2382 | - | - | - | - | - | - | - | | 0.4876 | 2560 | 0.2203 | - | - | - | - | - | - | - | | 0.4895 | 2570 | 0.2086 | - | - | - | - | - | - | - | | 0.4914 | 2580 | 0.2496 | - | - | - | - | - | - | - | | 0.4933 | 2590 | 0.1983 | - | - | - | - | - | - | - | | 0.4952 | 2600 | 0.1764 | - | - | - | - | - | - | - | | 0.4971 | 2610 | 0.2269 | - | - | - | - | - | - | - | | 0.4990 | 2620 | 0.2609 | - | - | - | - | - | - | - | | 0.5010 | 2630 | 0.198 | - | - | - | - | - | - | - | | 0.5029 | 2640 | 0.228 | - | - | - | - | - | - | - | | 0.5048 | 2650 | 0.2264 | - | - | - | - | - | - | - | | 0.5067 | 2660 | 0.1897 | - | - | - | - | - | - | - | | 0.5086 | 2670 | 0.2747 | - | - | - | - | - | - | - | | 0.5105 | 2680 | 0.2352 | - | - | - | - | - | - | - | | 0.5124 | 2690 | 0.1734 | - | - | - | - | - | - | - | | 0.5143 | 2700 | 0.2031 | 0.2062 | 0.6812 | 0.5776 | 0.5619 | 0.3029 | 0.3408 | 0.4929 | | 0.5162 | 2710 | 0.2193 | - | - | - | - | - | - | - | | 0.5181 | 2720 | 0.2243 | - | - | - | - | - | - | - | | 0.52 | 2730 | 0.1608 | - | - | - | - | - | - | - | | 0.5219 | 2740 | 0.2202 | - | - | - | - | - | - | - | | 0.5238 | 2750 | 0.217 | - | - | - | - | - | - | - | | 0.5257 | 2760 | 0.2281 | - | - | - | - | - | - | - | | 0.5276 | 2770 | 0.1824 | - | - | - | - | - | - | - | | 0.5295 | 2780 | 0.2127 | - | - | - | - | - | - | - | | 0.5314 | 2790 | 0.2175 | - | - | - | - | - | - | - | | 0.5333 | 2800 | 0.2005 | - | - | - | - | - | - | - | | 0.5352 | 2810 | 0.2042 | - | - | - | - | - | - | - | | 0.5371 | 2820 | 0.2473 | - | - | - | - | - | - | - | | 0.5390 | 2830 | 0.1918 | - | - | - | - | - | - | - | | 0.5410 | 2840 | 0.1892 | - | - | - | - | - | - | - | | 0.5429 | 2850 | 0.1693 | - | - | - | - | - | - | - | | 0.5448 | 2860 | 0.1463 | - | - | - | - | - | - | - | | 0.5467 | 2870 | 0.2621 | - | - | - | - | - | - | - | | 0.5486 | 2880 | 0.2264 | - | - | - | - | - | - | - | | 0.5505 | 2890 | 0.2188 | - | - | - | - | - | - | - | | 0.5524 | 2900 | 0.2193 | - | - | - | - | - | - | - | | 0.5543 | 2910 | 0.1659 | - | - | - | - | - | - | - | | 0.5562 | 2920 | 0.2343 | - | - | - | - | - | - | - | | 0.5581 | 2930 | 0.1463 | - | - | - | - | - | - | - | | 0.56 | 2940 | 0.1944 | - | - | - | - | - | - | - | | 0.5619 | 2950 | 0.2839 | - | - | - | - | - | - | - | | 0.5638 | 2960 | 0.1778 | - | - | - | - | - | - | - | | 0.5657 | 2970 | 0.1925 | - | - | - | - | - | - | - | | 0.5676 | 2980 | 0.197 | - | - | - | - | - | - | - | | 0.5695 | 2990 | 0.166 | - | - | - | - | - | - | - | | 0.5714 | 3000 | 0.1675 | - | - | - | - | - | - | - | | 0.5733 | 3010 | 0.156 | - | - | - | - | - | - | - | | 0.5752 | 3020 | 0.1874 | - | - | - | - | - | - | - | | 0.5771 | 3030 | 0.1958 | - | - | - | - | - | - | - | | 0.5790 | 3040 | 0.2071 | - | - | - | - | - | - | - | | 0.5810 | 3050 | 0.1922 | - | - | - | - | - | - | - | | 0.5829 | 3060 | 0.1653 | - | - | - | - | - | - | - | | 0.5848 | 3070 | 0.1841 | - | - | - | - | - | - | - | | 0.5867 | 3080 | 0.1577 | - | - | - | - | - | - | - | | 0.5886 | 3090 | 0.1389 | - | - | - | - | - | - | - | | 0.5905 | 3100 | 0.1687 | - | - | - | - | - | - | - | | 0.5924 | 3110 | 0.1814 | - | - | - | - | - | - | - | | 0.5943 | 3120 | 0.2289 | - | - | - | - | - | - | - | | 0.5962 | 3130 | 0.1774 | - | - | - | - | - | - | - | | 0.5981 | 3140 | 0.1677 | - | - | - | - | - | - | - | | 0.6 | 3150 | 0.1667 | - | - | - | - | - | - | - | | 0.6019 | 3160 | 0.1713 | - | - | - | - | - | - | - | | 0.6038 | 3170 | 0.1737 | - | - | - | - | - | - | - | | 0.6057 | 3180 | 0.2101 | - | - | - | - | - | - | - | | 0.6076 | 3190 | 0.1972 | - | - | - | - | - | - | - | | 0.6095 | 3200 | 0.1263 | - | - | - | - | - | - | - | | 0.6114 | 3210 | 0.2261 | - | - | - | - | - | - | - | | 0.6133 | 3220 | 0.1755 | - | - | - | - | - | - | - | | 0.6152 | 3230 | 0.2031 | - | - | - | - | - | - | - | | 0.6171 | 3240 | 0.1794 | - | - | - | - | - | - | - | | 0.6190 | 3250 | 0.1495 | - | - | - | - | - | - | - | | 0.6210 | 3260 | 0.1845 | - | - | - | - | - | - | - | | 0.6229 | 3270 | 0.1631 | - | - | - | - | - | - | - | | 0.6248 | 3280 | 0.1681 | - | - | - | - | - | - | - | | 0.6267 | 3290 | 0.1784 | - | - | - | - | - | - | - | | 0.6286 | 3300 | 0.1847 | - | - | - | - | - | - | - | | 0.6305 | 3310 | 0.1734 | - | - | - | - | - | - | - | | 0.6324 | 3320 | 0.1999 | - | - | - | - | - | - | - | | 0.6343 | 3330 | 0.1977 | - | - | - | - | - | - | - | | 0.6362 | 3340 | 0.1961 | - | - | - | - | - | - | - | | 0.6381 | 3350 | 0.1845 | - | - | - | - | - | - | - | | 0.64 | 3360 | 0.1885 | - | - | - | - | - | - | - | | 0.6419 | 3370 | 0.1583 | - | - | - | - | - | - | - | | 0.6438 | 3380 | 0.1868 | - | - | - | - | - | - | - | | 0.6457 | 3390 | 0.1878 | - | - | - | - | - | - | - | | 0.6476 | 3400 | 0.1325 | - | - | - | - | - | - | - | | 0.6495 | 3410 | 0.1728 | - | - | - | - | - | - | - | | 0.6514 | 3420 | 0.1923 | - | - | - | - | - | - | - | | 0.6533 | 3430 | 0.1656 | - | - | - | - | - | - | - | | 0.6552 | 3440 | 0.1809 | - | - | - | - | - | - | - | | 0.6571 | 3450 | 0.1791 | - | - | - | - | - | - | - | | 0.6590 | 3460 | 0.1577 | - | - | - | - | - | - | - | | 0.6610 | 3470 | 0.1796 | - | - | - | - | - | - | - | | 0.6629 | 3480 | 0.185 | - | - | - | - | - | - | - | | 0.6648 | 3490 | 0.1544 | - | - | - | - | - | - | - | | 0.6667 | 3500 | 0.1352 | - | - | - | - | - | - | - | | 0.6686 | 3510 | 0.1613 | - | - | - | - | - | - | - | | 0.6705 | 3520 | 0.156 | - | - | - | - | - | - | - | | 0.6724 | 3530 | 0.1734 | - | - | - | - | - | - | - | | 0.6743 | 3540 | 0.1714 | - | - | - | - | - | - | - | | 0.6762 | 3550 | 0.192 | - | - | - | - | - | - | - | | 0.6781 | 3560 | 0.1526 | - | - | - | - | - | - | - | | 0.68 | 3570 | 0.1626 | - | - | - | - | - | - | - | | 0.6819 | 3580 | 0.1856 | - | - | - | - | - | - | - | | 0.6838 | 3590 | 0.1363 | - | - | - | - | - | - | - | | 0.6857 | 3600 | 0.1738 | 0.1684 | 0.6720 | 0.5840 | 0.5840 | 0.3305 | 0.3560 | 0.5053 | | 0.6876 | 3610 | 0.1508 | - | - | - | - | - | - | - | | 0.6895 | 3620 | 0.1361 | - | - | - | - | - | - | - | | 0.6914 | 3630 | 0.18 | - | - | - | - | - | - | - | | 0.6933 | 3640 | 0.1681 | - | - | - | - | - | - | - | | 0.6952 | 3650 | 0.1427 | - | - | - | - | - | - | - | | 0.6971 | 3660 | 0.1654 | - | - | - | - | - | - | - | | 0.6990 | 3670 | 0.1433 | - | - | - | - | - | - | - | | 0.7010 | 3680 | 0.1457 | - | - | - | - | - | - | - | | 0.7029 | 3690 | 0.1967 | - | - | - | - | - | - | - | | 0.7048 | 3700 | 0.1669 | - | - | - | - | - | - | - | | 0.7067 | 3710 | 0.1686 | - | - | - | - | - | - | - | | 0.7086 | 3720 | 0.1872 | - | - | - | - | - | - | - | | 0.7105 | 3730 | 0.1652 | - | - | - | - | - | - | - | | 0.7124 | 3740 | 0.1481 | - | - | - | - | - | - | - | | 0.7143 | 3750 | 0.1453 | - | - | - | - | - | - | - | | 0.7162 | 3760 | 0.1544 | - | - | - | - | - | - | - | | 0.7181 | 3770 | 0.1825 | - | - | - | - | - | - | - | | 0.72 | 3780 | 0.1838 | - | - | - | - | - | - | - | | 0.7219 | 3790 | 0.1796 | - | - | - | - | - | - | - | | 0.7238 | 3800 | 0.1738 | - | - | - | - | - | - | - | | 0.7257 | 3810 | 0.1773 | - | - | - | - | - | - | - | | 0.7276 | 3820 | 0.1646 | - | - | - | - | - | - | - | | 0.7295 | 3830 | 0.1672 | - | - | - | - | - | - | - | | 0.7314 | 3840 | 0.1674 | - | - | - | - | - | - | - | | 0.7333 | 3850 | 0.1923 | - | - | - | - | - | - | - | | 0.7352 | 3860 | 0.1782 | - | - | - | - | - | - | - | | 0.7371 | 3870 | 0.1605 | - | - | - | - | - | - | - | | 0.7390 | 3880 | 0.1912 | - | - | - | - | - | - | - | | 0.7410 | 3890 | 0.1744 | - | - | - | - | - | - | - | | 0.7429 | 3900 | 0.1718 | - | - | - | - | - | - | - | | 0.7448 | 3910 | 0.1653 | - | - | - | - | - | - | - | | 0.7467 | 3920 | 0.192 | - | - | - | - | - | - | - | | 0.7486 | 3930 | 0.1554 | - | - | - | - | - | - | - | | 0.7505 | 3940 | 0.1679 | - | - | - | - | - | - | - | | 0.7524 | 3950 | 0.1705 | - | - | - | - | - | - | - | | 0.7543 | 3960 | 0.1429 | - | - | - | - | - | - | - | | 0.7562 | 3970 | 0.1712 | - | - | - | - | - | - | - | | 0.7581 | 3980 | 0.1954 | - | - | - | - | - | - | - | | 0.76 | 3990 | 0.1663 | - | - | - | - | - | - | - | | 0.7619 | 4000 | 0.177 | - | - | - | - | - | - | - | | 0.7638 | 4010 | 0.196 | - | - | - | - | - | - | - | | 0.7657 | 4020 | 0.1676 | - | - | - | - | - | - | - | | 0.7676 | 4030 | 0.1607 | - | - | - | - | - | - | - | | 0.7695 | 4040 | 0.1646 | - | - | - | - | - | - | - | | 0.7714 | 4050 | 0.1503 | - | - | - | - | - | - | - | | 0.7733 | 4060 | 0.1586 | - | - | - | - | - | - | - | | 0.7752 | 4070 | 0.1715 | - | - | - | - | - | - | - | | 0.7771 | 4080 | 0.1133 | - | - | - | - | - | - | - | | 0.7790 | 4090 | 0.1601 | - | - | - | - | - | - | - | | 0.7810 | 4100 | 0.1521 | - | - | - | - | - | - | - | | 0.7829 | 4110 | 0.1447 | - | - | - | - | - | - | - | | 0.7848 | 4120 | 0.1517 | - | - | - | - | - | - | - | | 0.7867 | 4130 | 0.1604 | - | - | - | - | - | - | - | | 0.7886 | 4140 | 0.1341 | - | - | - | - | - | - | - | | 0.7905 | 4150 | 0.1862 | - | - | - | - | - | - | - | | 0.7924 | 4160 | 0.1715 | - | - | - | - | - | - | - | | 0.7943 | 4170 | 0.1567 | - | - | - | - | - | - | - | | 0.7962 | 4180 | 0.159 | - | - | - | - | - | - | - | | 0.7981 | 4190 | 0.1498 | - | - | - | - | - | - | - | | 0.8 | 4200 | 0.1457 | - | - | - | - | - | - | - | | 0.8019 | 4210 | 0.1778 | - | - | - | - | - | - | - | | 0.8038 | 4220 | 0.1345 | - | - | - | - | - | - | - | | 0.8057 | 4230 | 0.1382 | - | - | - | - | - | - | - | | 0.8076 | 4240 | 0.1749 | - | - | - | - | - | - | - | | 0.8095 | 4250 | 0.1493 | - | - | - | - | - | - | - | | 0.8114 | 4260 | 0.1399 | - | - | - | - | - | - | - | | 0.8133 | 4270 | 0.1482 | - | - | - | - | - | - | - | | 0.8152 | 4280 | 0.1802 | - | - | - | - | - | - | - | | 0.8171 | 4290 | 0.1334 | - | - | - | - | - | - | - | | 0.8190 | 4300 | 0.1539 | - | - | - | - | - | - | - | | 0.8210 | 4310 | 0.1483 | - | - | - | - | - | - | - | | 0.8229 | 4320 | 0.1849 | - | - | - | - | - | - | - | | 0.8248 | 4330 | 0.2092 | - | - | - | - | - | - | - | | 0.8267 | 4340 | 0.1925 | - | - | - | - | - | - | - | | 0.8286 | 4350 | 0.1685 | - | - | - | - | - | - | - | | 0.8305 | 4360 | 0.1733 | - | - | - | - | - | - | - | | 0.8324 | 4370 | 0.1506 | - | - | - | - | - | - | - | | 0.8343 | 4380 | 0.1535 | - | - | - | - | - | - | - | | 0.8362 | 4390 | 0.1461 | - | - | - | - | - | - | - | | 0.8381 | 4400 | 0.1422 | - | - | - | - | - | - | - | | 0.84 | 4410 | 0.1546 | - | - | - | - | - | - | - | | 0.8419 | 4420 | 0.1741 | - | - | - | - | - | - | - | | 0.8438 | 4430 | 0.1604 | - | - | - | - | - | - | - | | 0.8457 | 4440 | 0.1515 | - | - | - | - | - | - | - | | 0.8476 | 4450 | 0.1938 | - | - | - | - | - | - | - | | 0.8495 | 4460 | 0.1556 | - | - | - | - | - | - | - | | 0.8514 | 4470 | 0.1664 | - | - | - | - | - | - | - | | 0.8533 | 4480 | 0.1452 | - | - | - | - | - | - | - | | 0.8552 | 4490 | 0.1682 | - | - | - | - | - | - | - | | 0.8571 | 4500 | 0.1787 | 0.1570 | 0.6702 | 0.6053 | 0.5783 | 0.3425 | 0.3502 | 0.5093 | | 0.8590 | 4510 | 0.1643 | - | - | - | - | - | - | - | | 0.8610 | 4520 | 0.1686 | - | - | - | - | - | - | - | | 0.8629 | 4530 | 0.1452 | - | - | - | - | - | - | - | | 0.8648 | 4540 | 0.1964 | - | - | - | - | - | - | - | | 0.8667 | 4550 | 0.1282 | - | - | - | - | - | - | - | | 0.8686 | 4560 | 0.1853 | - | - | - | - | - | - | - | | 0.8705 | 4570 | 0.1655 | - | - | - | - | - | - | - | | 0.8724 | 4580 | 0.1847 | - | - | - | - | - | - | - | | 0.8743 | 4590 | 0.1787 | - | - | - | - | - | - | - | | 0.8762 | 4600 | 0.1564 | - | - | - | - | - | - | - | | 0.8781 | 4610 | 0.1567 | - | - | - | - | - | - | - | | 0.88 | 4620 | 0.1573 | - | - | - | - | - | - | - | | 0.8819 | 4630 | 0.1392 | - | - | - | - | - | - | - | | 0.8838 | 4640 | 0.1402 | - | - | - | - | - | - | - | | 0.8857 | 4650 | 0.1608 | - | - | - | - | - | - | - | | 0.8876 | 4660 | 0.1664 | - | - | - | - | - | - | - | | 0.8895 | 4670 | 0.1675 | - | - | - | - | - | - | - | | 0.8914 | 4680 | 0.1847 | - | - | - | - | - | - | - | | 0.8933 | 4690 | 0.1346 | - | - | - | - | - | - | - | | 0.8952 | 4700 | 0.1429 | - | - | - | - | - | - | - | | 0.8971 | 4710 | 0.1465 | - | - | - | - | - | - | - | | 0.8990 | 4720 | 0.1652 | - | - | - | - | - | - | - | | 0.9010 | 4730 | 0.1496 | - | - | - | - | - | - | - | | 0.9029 | 4740 | 0.168 | - | - | - | - | - | - | - | | 0.9048 | 4750 | 0.1834 | - | - | - | - | - | - | - | | 0.9067 | 4760 | 0.1598 | - | - | - | - | - | - | - | | 0.9086 | 4770 | 0.1576 | - | - | - | - | - | - | - | | 0.9105 | 4780 | 0.1571 | - | - | - | - | - | - | - | | 0.9124 | 4790 | 0.1521 | - | - | - | - | - | - | - | | 0.9143 | 4800 | 0.1373 | - | - | - | - | - | - | - | | 0.9162 | 4810 | 0.1937 | - | - | - | - | - | - | - | | 0.9181 | 4820 | 0.1478 | - | - | - | - | - | - | - | | 0.92 | 4830 | 0.1594 | - | - | - | - | - | - | - | | 0.9219 | 4840 | 0.1147 | - | - | - | - | - | - | - | | 0.9238 | 4850 | 0.1434 | - | - | - | - | - | - | - | | 0.9257 | 4860 | 0.106 | - | - | - | - | - | - | - | | 0.9276 | 4870 | 0.1487 | - | - | - | - | - | - | - | | 0.9295 | 4880 | 0.1634 | - | - | - | - | - | - | - | | 0.9314 | 4890 | 0.1636 | - | - | - | - | - | - | - | | 0.9333 | 4900 | 0.1691 | - | - | - | - | - | - | - | | 0.9352 | 4910 | 0.1547 | - | - | - | - | - | - | - | | 0.9371 | 4920 | 0.1572 | - | - | - | - | - | - | - | | 0.9390 | 4930 | 0.1738 | - | - | - | - | - | - | - | | 0.9410 | 4940 | 0.1555 | - | - | - | - | - | - | - | | 0.9429 | 4950 | 0.1487 | - | - | - | - | - | - | - | | 0.9448 | 4960 | 0.1634 | - | - | - | - | - | - | - | | 0.9467 | 4970 | 0.1401 | - | - | - | - | - | - | - | | 0.9486 | 4980 | 0.1691 | - | - | - | - | - | - | - | | 0.9505 | 4990 | 0.1699 | - | - | - | - | - | - | - | | 0.9524 | 5000 | 0.1236 | - | - | - | - | - | - | - | | 0.9543 | 5010 | 0.1682 | - | - | - | - | - | - | - | | 0.9562 | 5020 | 0.1652 | - | - | - | - | - | - | - | | 0.9581 | 5030 | 0.1479 | - | - | - | - | - | - | - | | 0.96 | 5040 | 0.1363 | - | - | - | - | - | - | - | | 0.9619 | 5050 | 0.1251 | - | - | - | - | - | - | - | | 0.9638 | 5060 | 0.1527 | - | - | - | - | - | - | - | | 0.9657 | 5070 | 0.1263 | - | - | - | - | - | - | - | | 0.9676 | 5080 | 0.1295 | - | - | - | - | - | - | - | | 0.9695 | 5090 | 0.1291 | - | - | - | - | - | - | - | | 0.9714 | 5100 | 0.1391 | - | - | - | - | - | - | - | | 0.9733 | 5110 | 0.1493 | - | - | - | - | - | - | - | | 0.9752 | 5120 | 0.142 | - | - | - | - | - | - | - | | 0.9771 | 5130 | 0.1572 | - | - | - | - | - | - | - | | 0.9790 | 5140 | 0.1406 | - | - | - | - | - | - | - | | 0.9810 | 5150 | 0.1739 | - | - | - | - | - | - | - | | 0.9829 | 5160 | 0.1322 | - | - | - | - | - | - | - | | 0.9848 | 5170 | 0.1674 | - | - | - | - | - | - | - | | 0.9867 | 5180 | 0.1413 | - | - | - | - | - | - | - | | 0.9886 | 5190 | 0.138 | - | - | - | - | - | - | - | | 0.9905 | 5200 | 0.0982 | - | - | - | - | - | - | - | | 0.9924 | 5210 | 0.1631 | - | - | - | - | - | - | - | | 0.9943 | 5220 | 0.1506 | - | - | - | - | - | - | - | | 0.9962 | 5230 | 0.1593 | - | - | - | - | - | - | - | | 0.9981 | 5240 | 0.1295 | - | - | - | - | - | - | - | | 1.0 | 5250 | 0.1315 | - | - | - | - | - | - | - | | 1.0019 | 5260 | 0.1575 | - | - | - | - | - | - | - | | 1.0038 | 5270 | 0.1702 | - | - | - | - | - | - | - | | 1.0057 | 5280 | 0.159 | - | - | - | - | - | - | - | | 1.0076 | 5290 | 0.1554 | - | - | - | - | - | - | - | | 1.0095 | 5300 | 0.1546 | - | - | - | - | - | - | - | | 1.0114 | 5310 | 0.121 | - | - | - | - | - | - | - | | 1.0133 | 5320 | 0.143 | - | - | - | - | - | - | - | | 1.0152 | 5330 | 0.1196 | - | - | - | - | - | - | - | | 1.0171 | 5340 | 0.1312 | - | - | - | - | - | - | - | | 1.0190 | 5350 | 0.1495 | - | - | - | - | - | - | - | | 1.0210 | 5360 | 0.1659 | - | - | - | - | - | - | - | | 1.0229 | 5370 | 0.1261 | - | - | - | - | - | - | - | | 1.0248 | 5380 | 0.1252 | - | - | - | - | - | - | - | | 1.0267 | 5390 | 0.1584 | - | - | - | - | - | - | - | | 1.0286 | 5400 | 0.1707 | 0.1352 | 0.6903 | 0.6174 | 0.5862 | 0.3335 | 0.3463 | 0.5148 | | 1.0305 | 5410 | 0.1157 | - | - | - | - | - | - | - | | 1.0324 | 5420 | 0.128 | - | - | - | - | - | - | - | | 1.0343 | 5430 | 0.1365 | - | - | - | - | - | - | - | | 1.0362 | 5440 | 0.1535 | - | - | - | - | - | - | - | | 1.0381 | 5450 | 0.155 | - | - | - | - | - | - | - | | 1.04 | 5460 | 0.1572 | - | - | - | - | - | - | - | | 1.0419 | 5470 | 0.1295 | - | - | - | - | - | - | - | | 1.0438 | 5480 | 0.128 | - | - | - | - | - | - | - | | 1.0457 | 5490 | 0.1498 | - | - | - | - | - | - | - | | 1.0476 | 5500 | 0.129 | - | - | - | - | - | - | - | | 1.0495 | 5510 | 0.1368 | - | - | - | - | - | - | - | | 1.0514 | 5520 | 0.1252 | - | - | - | - | - | - | - | | 1.0533 | 5530 | 0.152 | - | - | - | - | - | - | - | | 1.0552 | 5540 | 0.1224 | - | - | - | - | - | - | - | | 1.0571 | 5550 | 0.1491 | - | - | - | - | - | - | - | | 1.0590 | 5560 | 0.1338 | - | - | - | - | - | - | - | | 1.0610 | 5570 | 0.1542 | - | - | - | - | - | - | - | | 1.0629 | 5580 | 0.169 | - | - | - | - | - | - | - | | 1.0648 | 5590 | 0.1483 | - | - | - | - | - | - | - | | 1.0667 | 5600 | 0.1352 | - | - | - | - | - | - | - | | 1.0686 | 5610 | 0.1361 | - | - | - | - | - | - | - | | 1.0705 | 5620 | 0.1301 | - | - | - | - | - | - | - | | 1.0724 | 5630 | 0.1579 | - | - | - | - | - | - | - | | 1.0743 | 5640 | 0.1336 | - | - | - | - | - | - | - | | 1.0762 | 5650 | 0.1207 | - | - | - | - | - | - | - | | 1.0781 | 5660 | 0.1464 | - | - | - | - | - | - | - | | 1.08 | 5670 | 0.1511 | - | - | - | - | - | - | - | | 1.0819 | 5680 | 0.12 | - | - | - | - | - | - | - | | 1.0838 | 5690 | 0.1614 | - | - | - | - | - | - | - | | 1.0857 | 5700 | 0.1628 | - | - | - | - | - | - | - | | 1.0876 | 5710 | 0.1642 | - | - | - | - | - | - | - | | 1.0895 | 5720 | 0.1446 | - | - | - | - | - | - | - | | 1.0914 | 5730 | 0.1336 | - | - | - | - | - | - | - | | 1.0933 | 5740 | 0.1272 | - | - | - | - | - | - | - | | 1.0952 | 5750 | 0.1557 | - | - | - | - | - | - | - | | 1.0971 | 5760 | 0.1812 | - | - | - | - | - | - | - | | 1.0990 | 5770 | 0.1023 | - | - | - | - | - | - | - | | 1.1010 | 5780 | 0.1344 | - | - | - | - | - | - | - | | 1.1029 | 5790 | 0.1461 | - | - | - | - | - | - | - | | 1.1048 | 5800 | 0.1191 | - | - | - | - | - | - | - | | 1.1067 | 5810 | 0.1107 | - | - | - | - | - | - | - | | 1.1086 | 5820 | 0.137 | - | - | - | - | - | - | - | | 1.1105 | 5830 | 0.1466 | - | - | - | - | - | - | - | | 1.1124 | 5840 | 0.164 | - | - | - | - | - | - | - | | 1.1143 | 5850 | 0.149 | - | - | - | - | - | - | - | | 1.1162 | 5860 | 0.161 | - | - | - | - | - | - | - | | 1.1181 | 5870 | 0.1357 | - | - | - | - | - | - | - | | 1.12 | 5880 | 0.1544 | - | - | - | - | - | - | - | | 1.1219 | 5890 | 0.1216 | - | - | - | - | - | - | - | | 1.1238 | 5900 | 0.1505 | - | - | - | - | - | - | - | | 1.1257 | 5910 | 0.1293 | - | - | - | - | - | - | - | | 1.1276 | 5920 | 0.1392 | - | - | - | - | - | - | - | | 1.1295 | 5930 | 0.1392 | - | - | - | - | - | - | - | | 1.1314 | 5940 | 0.1264 | - | - | - | - | - | - | - | | 1.1333 | 5950 | 0.1434 | - | - | - | - | - | - | - | | 1.1352 | 5960 | 0.1543 | - | - | - | - | - | - | - | | 1.1371 | 5970 | 0.1446 | - | - | - | - | - | - | - | | 1.1390 | 5980 | 0.143 | - | - | - | - | - | - | - | | 1.1410 | 5990 | 0.1547 | - | - | - | - | - | - | - | | 1.1429 | 6000 | 0.1367 | - | - | - | - | - | - | - | | 1.1448 | 6010 | 0.1198 | - | - | - | - | - | - | - | | 1.1467 | 6020 | 0.1419 | - | - | - | - | - | - | - | | 1.1486 | 6030 | 0.1257 | - | - | - | - | - | - | - | | 1.1505 | 6040 | 0.1481 | - | - | - | - | - | - | - | | 1.1524 | 6050 | 0.1244 | - | - | - | - | - | - | - | | 1.1543 | 6060 | 0.133 | - | - | - | - | - | - | - | | 1.1562 | 6070 | 0.1125 | - | - | - | - | - | - | - | | 1.1581 | 6080 | 0.1152 | - | - | - | - | - | - | - | | 1.16 | 6090 | 0.1063 | - | - | - | - | - | - | - | | 1.1619 | 6100 | 0.1723 | - | - | - | - | - | - | - | | 1.1638 | 6110 | 0.1325 | - | - | - | - | - | - | - | | 1.1657 | 6120 | 0.1421 | - | - | - | - | - | - | - | | 1.1676 | 6130 | 0.1397 | - | - | - | - | - | - | - | | 1.1695 | 6140 | 0.1322 | - | - | - | - | - | - | - | | 1.1714 | 6150 | 0.1457 | - | - | - | - | - | - | - | | 1.1733 | 6160 | 0.1622 | - | - | - | - | - | - | - | | 1.1752 | 6170 | 0.14 | - | - | - | - | - | - | - | | 1.1771 | 6180 | 0.1728 | - | - | - | - | - | - | - | | 1.1790 | 6190 | 0.1587 | - | - | - | - | - | - | - | | 1.1810 | 6200 | 0.1342 | - | - | - | - | - | - | - | | 1.1829 | 6210 | 0.1476 | - | - | - | - | - | - | - | | 1.1848 | 6220 | 0.1545 | - | - | - | - | - | - | - | | 1.1867 | 6230 | 0.1198 | - | - | - | - | - | - | - | | 1.1886 | 6240 | 0.1309 | - | - | - | - | - | - | - | | 1.1905 | 6250 | 0.1301 | - | - | - | - | - | - | - | | 1.1924 | 6260 | 0.1515 | - | - | - | - | - | - | - | | 1.1943 | 6270 | 0.1331 | - | - | - | - | - | - | - | | 1.1962 | 6280 | 0.1397 | - | - | - | - | - | - | - | | 1.1981 | 6290 | 0.1244 | - | - | - | - | - | - | - | | 1.2 | 6300 | 0.1325 | 0.1292 | 0.6885 | 0.6167 | 0.5743 | 0.3385 | 0.3436 | 0.5123 | | 1.2019 | 6310 | 0.1437 | - | - | - | - | - | - | - | | 1.2038 | 6320 | 0.1462 | - | - | - | - | - | - | - | | 1.2057 | 6330 | 0.1234 | - | - | - | - | - | - | - | | 1.2076 | 6340 | 0.1453 | - | - | - | - | - | - | - | | 1.2095 | 6350 | 0.1351 | - | - | - | - | - | - | - | | 1.2114 | 6360 | 0.1437 | - | - | - | - | - | - | - | | 1.2133 | 6370 | 0.13 | - | - | - | - | - | - | - | | 1.2152 | 6380 | 0.1454 | - | - | - | - | - | - | - | | 1.2171 | 6390 | 0.1164 | - | - | - | - | - | - | - | | 1.2190 | 6400 | 0.1183 | - | - | - | - | - | - | - | | 1.2210 | 6410 | 0.1684 | - | - | - | - | - | - | - | | 1.2229 | 6420 | 0.1125 | - | - | - | - | - | - | - | | 1.2248 | 6430 | 0.1321 | - | - | - | - | - | - | - | | 1.2267 | 6440 | 0.1373 | - | - | - | - | - | - | - | | 1.2286 | 6450 | 0.1538 | - | - | - | - | - | - | - | | 1.2305 | 6460 | 0.1393 | - | - | - | - | - | - | - | | 1.2324 | 6470 | 0.161 | - | - | - | - | - | - | - | | 1.2343 | 6480 | 0.1298 | - | - | - | - | - | - | - | | 1.2362 | 6490 | 0.1187 | - | - | - | - | - | - | - | | 1.2381 | 6500 | 0.1255 | - | - | - | - | - | - | - | | 1.24 | 6510 | 0.1212 | - | - | - | - | - | - | - | | 1.2419 | 6520 | 0.14 | - | - | - | - | - | - | - | | 1.2438 | 6530 | 0.1511 | - | - | - | - | - | - | - | | 1.2457 | 6540 | 0.136 | - | - | - | - | - | - | - | | 1.2476 | 6550 | 0.1657 | - | - | - | - | - | - | - | | 1.2495 | 6560 | 0.14 | - | - | - | - | - | - | - | | 1.2514 | 6570 | 0.1282 | - | - | - | - | - | - | - | | 1.2533 | 6580 | 0.1231 | - | - | - | - | - | - | - | | 1.2552 | 6590 | 0.1445 | - | - | - | - | - | - | - | | 1.2571 | 6600 | 0.1361 | - | - | - | - | - | - | - | | 1.2590 | 6610 | 0.1433 | - | - | - | - | - | - | - | | 1.2610 | 6620 | 0.1483 | - | - | - | - | - | - | - | | 1.2629 | 6630 | 0.1374 | - | - | - | - | - | - | - | | 1.2648 | 6640 | 0.1326 | - | - | - | - | - | - | - | | 1.2667 | 6650 | 0.1291 | - | - | - | - | - | - | - | | 1.2686 | 6660 | 0.112 | - | - | - | - | - | - | - | | 1.2705 | 6670 | 0.131 | - | - | - | - | - | - | - | | 1.2724 | 6680 | 0.1353 | - | - | - | - | - | - | - | | 1.2743 | 6690 | 0.1026 | - | - | - | - | - | - | - | | 1.2762 | 6700 | 0.1096 | - | - | - | - | - | - | - | | 1.2781 | 6710 | 0.1458 | - | - | - | - | - | - | - | | 1.28 | 6720 | 0.1239 | - | - | - | - | - | - | - | | 1.2819 | 6730 | 0.1165 | - | - | - | - | - | - | - | | 1.2838 | 6740 | 0.147 | - | - | - | - | - | - | - | | 1.2857 | 6750 | 0.1552 | - | - | - | - | - | - | - | | 1.2876 | 6760 | 0.1277 | - | - | - | - | - | - | - | | 1.2895 | 6770 | 0.1286 | - | - | - | - | - | - | - | | 1.2914 | 6780 | 0.1352 | - | - | - | - | - | - | - | | 1.2933 | 6790 | 0.14 | - | - | - | - | - | - | - | | 1.2952 | 6800 | 0.1674 | - | - | - | - | - | - | - | | 1.2971 | 6810 | 0.1334 | - | - | - | - | - | - | - | | 1.2990 | 6820 | 0.1376 | - | - | - | - | - | - | - | | 1.3010 | 6830 | 0.1354 | - | - | - | - | - | - | - | | 1.3029 | 6840 | 0.1212 | - | - | - | - | - | - | - | | 1.3048 | 6850 | 0.1114 | - | - | - | - | - | - | - | | 1.3067 | 6860 | 0.1289 | - | - | - | - | - | - | - | | 1.3086 | 6870 | 0.1355 | - | - | - | - | - | - | - | | 1.3105 | 6880 | 0.1386 | - | - | - | - | - | - | - | | 1.3124 | 6890 | 0.1792 | - | - | - | - | - | - | - | | 1.3143 | 6900 | 0.136 | - | - | - | - | - | - | - | | 1.3162 | 6910 | 0.1259 | - | - | - | - | - | - | - | | 1.3181 | 6920 | 0.1165 | - | - | - | - | - | - | - | | 1.32 | 6930 | 0.1465 | - | - | - | - | - | - | - | | 1.3219 | 6940 | 0.1298 | - | - | - | - | - | - | - | | 1.3238 | 6950 | 0.1252 | - | - | - | - | - | - | - | | 1.3257 | 6960 | 0.131 | - | - | - | - | - | - | - | | 1.3276 | 6970 | 0.1275 | - | - | - | - | - | - | - | | 1.3295 | 6980 | 0.1251 | - | - | - | - | - | - | - | | 1.3314 | 6990 | 0.1423 | - | - | - | - | - | - | - | | 1.3333 | 7000 | 0.1444 | - | - | - | - | - | - | - | | 1.3352 | 7010 | 0.1431 | - | - | - | - | - | - | - | | 1.3371 | 7020 | 0.1112 | - | - | - | - | - | - | - | | 1.3390 | 7030 | 0.1246 | - | - | - | - | - | - | - | | 1.3410 | 7040 | 0.1373 | - | - | - | - | - | - | - | | 1.3429 | 7050 | 0.1357 | - | - | - | - | - | - | - | | 1.3448 | 7060 | 0.1255 | - | - | - | - | - | - | - | | 1.3467 | 7070 | 0.1577 | - | - | - | - | - | - | - | | 1.3486 | 7080 | 0.1153 | - | - | - | - | - | - | - | | 1.3505 | 7090 | 0.1293 | - | - | - | - | - | - | - | | 1.3524 | 7100 | 0.1585 | - | - | - | - | - | - | - | | 1.3543 | 7110 | 0.114 | - | - | - | - | - | - | - | | 1.3562 | 7120 | 0.1111 | - | - | - | - | - | - | - | | 1.3581 | 7130 | 0.1278 | - | - | - | - | - | - | - | | 1.3600 | 7140 | 0.1178 | - | - | - | - | - | - | - | | 1.3619 | 7150 | 0.1237 | - | - | - | - | - | - | - | | 1.3638 | 7160 | 0.1484 | - | - | - | - | - | - | - | | 1.3657 | 7170 | 0.1393 | - | - | - | - | - | - | - | | 1.3676 | 7180 | 0.176 | - | - | - | - | - | - | - | | 1.3695 | 7190 | 0.1369 | - | - | - | - | - | - | - | | 1.3714 | 7200 | 0.1229 | 0.1234 | 0.6926 | 0.6189 | 0.5861 | 0.3397 | 0.3495 | 0.5174 | | 1.3733 | 7210 | 0.1367 | - | - | - | - | - | - | - | | 1.3752 | 7220 | 0.1091 | - | - | - | - | - | - | - | | 1.3771 | 7230 | 0.129 | - | - | - | - | - | - | - | | 1.3790 | 7240 | 0.1394 | - | - | - | - | - | - | - | | 1.3810 | 7250 | 0.1245 | - | - | - | - | - | - | - | | 1.3829 | 7260 | 0.1103 | - | - | - | - | - | - | - | | 1.3848 | 7270 | 0.1375 | - | - | - | - | - | - | - | | 1.3867 | 7280 | 0.1198 | - | - | - | - | - | - | - | | 1.3886 | 7290 | 0.1222 | - | - | - | - | - | - | - | | 1.3905 | 7300 | 0.107 | - | - | - | - | - | - | - | | 1.3924 | 7310 | 0.1237 | - | - | - | - | - | - | - | | 1.3943 | 7320 | 0.0988 | - | - | - | - | - | - | - | | 1.3962 | 7330 | 0.1338 | - | - | - | - | - | - | - | | 1.3981 | 7340 | 0.1636 | - | - | - | - | - | - | - | | 1.4 | 7350 | 0.1421 | - | - | - | - | - | - | - | | 1.4019 | 7360 | 0.1322 | - | - | - | - | - | - | - | | 1.4038 | 7370 | 0.1329 | - | - | - | - | - | - | - | | 1.4057 | 7380 | 0.1161 | - | - | - | - | - | - | - | | 1.4076 | 7390 | 0.1352 | - | - | - | - | - | - | - | | 1.4095 | 7400 | 0.1344 | - | - | - | - | - | - | - | | 1.4114 | 7410 | 0.1215 | - | - | - | - | - | - | - | | 1.4133 | 7420 | 0.118 | - | - | - | - | - | - | - | | 1.4152 | 7430 | 0.1404 | - | - | - | - | - | - | - | | 1.4171 | 7440 | 0.1435 | - | - | - | - | - | - | - | | 1.4190 | 7450 | 0.1187 | - | - | - | - | - | - | - | | 1.4210 | 7460 | 0.1374 | - | - | - | - | - | - | - | | 1.4229 | 7470 | 0.1565 | - | - | - | - | - | - | - | | 1.4248 | 7480 | 0.1209 | - | - | - | - | - | - | - | | 1.4267 | 7490 | 0.1185 | - | - | - | - | - | - | - | | 1.4286 | 7500 | 0.1271 | - | - | - | - | - | - | - | | 1.4305 | 7510 | 0.1275 | - | - | - | - | - | - | - | | 1.4324 | 7520 | 0.1399 | - | - | - | - | - | - | - | | 1.4343 | 7530 | 0.1468 | - | - | - | - | - | - | - | | 1.4362 | 7540 | 0.1473 | - | - | - | - | - | - | - | | 1.4381 | 7550 | 0.1324 | - | - | - | - | - | - | - | | 1.44 | 7560 | 0.1219 | - | - | - | - | - | - | - | | 1.4419 | 7570 | 0.1307 | - | - | - | - | - | - | - | | 1.4438 | 7580 | 0.1371 | - | - | - | - | - | - | - | | 1.4457 | 7590 | 0.1425 | - | - | - | - | - | - | - | | 1.4476 | 7600 | 0.1516 | - | - | - | - | - | - | - | | 1.4495 | 7610 | 0.1247 | - | - | - | - | - | - | - | | 1.4514 | 7620 | 0.1246 | - | - | - | - | - | - | - | | 1.4533 | 7630 | 0.1354 | - | - | - | - | - | - | - | | 1.4552 | 7640 | 0.1141 | - | - | - | - | - | - | - | | 1.4571 | 7650 | 0.0939 | - | - | - | - | - | - | - | | 1.4590 | 7660 | 0.1289 | - | - | - | - | - | - | - | | 1.4610 | 7670 | 0.1304 | - | - | - | - | - | - | - | | 1.4629 | 7680 | 0.1225 | - | - | - | - | - | - | - | | 1.4648 | 7690 | 0.1313 | - | - | - | - | - | - | - | | 1.4667 | 7700 | 0.1327 | - | - | - | - | - | - | - | | 1.4686 | 7710 | 0.1117 | - | - | - | - | - | - | - | | 1.4705 | 7720 | 0.1491 | - | - | - | - | - | - | - | | 1.4724 | 7730 | 0.1068 | - | - | - | - | - | - | - | | 1.4743 | 7740 | 0.1016 | - | - | - | - | - | - | - | | 1.4762 | 7750 | 0.1721 | - | - | - | - | - | - | - | | 1.4781 | 7760 | 0.1192 | - | - | - | - | - | - | - | | 1.48 | 7770 | 0.1398 | - | - | - | - | - | - | - | | 1.4819 | 7780 | 0.1267 | - | - | - | - | - | - | - | | 1.4838 | 7790 | 0.1383 | - | - | - | - | - | - | - | | 1.4857 | 7800 | 0.1283 | - | - | - | - | - | - | - | | 1.4876 | 7810 | 0.1014 | - | - | - | - | - | - | - | | 1.4895 | 7820 | 0.1163 | - | - | - | - | - | - | - | | 1.4914 | 7830 | 0.1199 | - | - | - | - | - | - | - | | 1.4933 | 7840 | 0.1108 | - | - | - | - | - | - | - | | 1.4952 | 7850 | 0.1343 | - | - | - | - | - | - | - | | 1.4971 | 7860 | 0.1057 | - | - | - | - | - | - | - | | 1.4990 | 7870 | 0.1441 | - | - | - | - | - | - | - | | 1.5010 | 7880 | 0.1179 | - | - | - | - | - | - | - | | 1.5029 | 7890 | 0.1162 | - | - | - | - | - | - | - | | 1.5048 | 7900 | 0.1443 | - | - | - | - | - | - | - | | 1.5067 | 7910 | 0.146 | - | - | - | - | - | - | - | | 1.5086 | 7920 | 0.1382 | - | - | - | - | - | - | - | | 1.5105 | 7930 | 0.1202 | - | - | - | - | - | - | - | | 1.5124 | 7940 | 0.1497 | - | - | - | - | - | - | - | | 1.5143 | 7950 | 0.1144 | - | - | - | - | - | - | - | | 1.5162 | 7960 | 0.1242 | - | - | - | - | - | - | - | | 1.5181 | 7970 | 0.1141 | - | - | - | - | - | - | - | | 1.52 | 7980 | 0.132 | - | - | - | - | - | - | - | | 1.5219 | 7990 | 0.1325 | - | - | - | - | - | - | - | | 1.5238 | 8000 | 0.1455 | - | - | - | - | - | - | - | | 1.5257 | 8010 | 0.1324 | - | - | - | - | - | - | - | | 1.5276 | 8020 | 0.1231 | - | - | - | - | - | - | - | | 1.5295 | 8030 | 0.108 | - | - | - | - | - | - | - | | 1.5314 | 8040 | 0.1445 | - | - | - | - | - | - | - | | 1.5333 | 8050 | 0.099 | - | - | - | - | - | - | - | | 1.5352 | 8060 | 0.1508 | - | - | - | - | - | - | - | | 1.5371 | 8070 | 0.1215 | - | - | - | - | - | - | - | | 1.5390 | 8080 | 0.1397 | - | - | - | - | - | - | - | | 1.5410 | 8090 | 0.1396 | - | - | - | - | - | - | - | | 1.5429 | 8100 | 0.1255 | 0.1204 | 0.7037 | 0.6442 | 0.5772 | 0.3401 | 0.3535 | 0.5237 | | 1.5448 | 8110 | 0.1402 | - | - | - | - | - | - | - | | 1.5467 | 8120 | 0.1674 | - | - | - | - | - | - | - | | 1.5486 | 8130 | 0.1191 | - | - | - | - | - | - | - | | 1.5505 | 8140 | 0.117 | - | - | - | - | - | - | - | | 1.5524 | 8150 | 0.125 | - | - | - | - | - | - | - | | 1.5543 | 8160 | 0.1088 | - | - | - | - | - | - | - | | 1.5562 | 8170 | 0.1336 | - | - | - | - | - | - | - | | 1.5581 | 8180 | 0.1223 | - | - | - | - | - | - | - | | 1.56 | 8190 | 0.1314 | - | - | - | - | - | - | - | | 1.5619 | 8200 | 0.1153 | - | - | - | - | - | - | - | | 1.5638 | 8210 | 0.1215 | - | - | - | - | - | - | - | | 1.5657 | 8220 | 0.1537 | - | - | - | - | - | - | - | | 1.5676 | 8230 | 0.1412 | - | - | - | - | - | - | - | | 1.5695 | 8240 | 0.149 | - | - | - | - | - | - | - | | 1.5714 | 8250 | 0.1246 | - | - | - | - | - | - | - | | 1.5733 | 8260 | 0.1613 | - | - | - | - | - | - | - | | 1.5752 | 8270 | 0.1148 | - | - | - | - | - | - | - | | 1.5771 | 8280 | 0.1162 | - | - | - | - | - | - | - | | 1.5790 | 8290 | 0.1273 | - | - | - | - | - | - | - | | 1.5810 | 8300 | 0.1022 | - | - | - | - | - | - | - | | 1.5829 | 8310 | 0.1397 | - | - | - | - | - | - | - | | 1.5848 | 8320 | 0.1605 | - | - | - | - | - | - | - | | 1.5867 | 8330 | 0.1474 | - | - | - | - | - | - | - | | 1.5886 | 8340 | 0.1289 | - | - | - | - | - | - | - | | 1.5905 | 8350 | 0.1216 | - | - | - | - | - | - | - | | 1.5924 | 8360 | 0.1477 | - | - | - | - | - | - | - | | 1.5943 | 8370 | 0.1371 | - | - | - | - | - | - | - | | 1.5962 | 8380 | 0.1317 | - | - | - | - | - | - | - | | 1.5981 | 8390 | 0.1411 | - | - | - | - | - | - | - | | 1.6 | 8400 | 0.1179 | - | - | - | - | - | - | - | | 1.6019 | 8410 | 0.1167 | - | - | - | - | - | - | - | | 1.6038 | 8420 | 0.135 | - | - | - | - | - | - | - | | 1.6057 | 8430 | 0.1369 | - | - | - | - | - | - | - | | 1.6076 | 8440 | 0.0887 | - | - | - | - | - | - | - | | 1.6095 | 8450 | 0.1625 | - | - | - | - | - | - | - | | 1.6114 | 8460 | 0.1103 | - | - | - | - | - | - | - | | 1.6133 | 8470 | 0.1292 | - | - | - | - | - | - | - | | 1.6152 | 8480 | 0.1614 | - | - | - | - | - | - | - | | 1.6171 | 8490 | 0.154 | - | - | - | - | - | - | - | | 1.6190 | 8500 | 0.1356 | - | - | - | - | - | - | - | | 1.6210 | 8510 | 0.1204 | - | - | - | - | - | - | - | | 1.6229 | 8520 | 0.1187 | - | - | - | - | - | - | - | | 1.6248 | 8530 | 0.1378 | - | - | - | - | - | - | - | | 1.6267 | 8540 | 0.1125 | - | - | - | - | - | - | - | | 1.6286 | 8550 | 0.1265 | - | - | - | - | - | - | - | | 1.6305 | 8560 | 0.1226 | - | - | - | - | - | - | - | | 1.6324 | 8570 | 0.121 | - | - | - | - | - | - | - | | 1.6343 | 8580 | 0.1324 | - | - | - | - | - | - | - | | 1.6362 | 8590 | 0.1296 | - | - | - | - | - | - | - | | 1.6381 | 8600 | 0.1135 | - | - | - | - | - | - | - | | 1.6400 | 8610 | 0.1366 | - | - | - | - | - | - | - | | 1.6419 | 8620 | 0.1364 | - | - | - | - | - | - | - | | 1.6438 | 8630 | 0.111 | - | - | - | - | - | - | - | | 1.6457 | 8640 | 0.1412 | - | - | - | - | - | - | - | | 1.6476 | 8650 | 0.1233 | - | - | - | - | - | - | - | | 1.6495 | 8660 | 0.1257 | - | - | - | - | - | - | - | | 1.6514 | 8670 | 0.1317 | - | - | - | - | - | - | - | | 1.6533 | 8680 | 0.1211 | - | - | - | - | - | - | - | | 1.6552 | 8690 | 0.1409 | - | - | - | - | - | - | - | | 1.6571 | 8700 | 0.1136 | - | - | - | - | - | - | - | | 1.6590 | 8710 | 0.1176 | - | - | - | - | - | - | - | | 1.6610 | 8720 | 0.129 | - | - | - | - | - | - | - | | 1.6629 | 8730 | 0.1239 | - | - | - | - | - | - | - | | 1.6648 | 8740 | 0.1242 | - | - | - | - | - | - | - | | 1.6667 | 8750 | 0.1442 | - | - | - | - | - | - | - | | 1.6686 | 8760 | 0.1437 | - | - | - | - | - | - | - | | 1.6705 | 8770 | 0.1273 | - | - | - | - | - | - | - | | 1.6724 | 8780 | 0.1438 | - | - | - | - | - | - | - | | 1.6743 | 8790 | 0.1348 | - | - | - | - | - | - | - | | 1.6762 | 8800 | 0.131 | - | - | - | - | - | - | - | | 1.6781 | 8810 | 0.1391 | - | - | - | - | - | - | - | | 1.6800 | 8820 | 0.1125 | - | - | - | - | - | - | - | | 1.6819 | 8830 | 0.1191 | - | - | - | - | - | - | - | | 1.6838 | 8840 | 0.1471 | - | - | - | - | - | - | - | | 1.6857 | 8850 | 0.1379 | - | - | - | - | - | - | - | | 1.6876 | 8860 | 0.1185 | - | - | - | - | - | - | - | | 1.6895 | 8870 | 0.1254 | - | - | - | - | - | - | - | | 1.6914 | 8880 | 0.1151 | - | - | - | - | - | - | - | | 1.6933 | 8890 | 0.1247 | - | - | - | - | - | - | - | | 1.6952 | 8900 | 0.146 | - | - | - | - | - | - | - | | 1.6971 | 8910 | 0.1356 | - | - | - | - | - | - | - | | 1.6990 | 8920 | 0.1154 | - | - | - | - | - | - | - | | 1.7010 | 8930 | 0.1346 | - | - | - | - | - | - | - | | 1.7029 | 8940 | 0.1319 | - | - | - | - | - | - | - | | 1.7048 | 8950 | 0.1366 | - | - | - | - | - | - | - | | 1.7067 | 8960 | 0.1224 | - | - | - | - | - | - | - | | 1.7086 | 8970 | 0.1207 | - | - | - | - | - | - | - | | 1.7105 | 8980 | 0.1252 | - | - | - | - | - | - | - | | 1.7124 | 8990 | 0.1333 | - | - | - | - | - | - | - | | 1.7143 | 9000 | 0.1396 | 0.1178 | 0.6928 | 0.6504 | 0.5734 | 0.3407 | 0.3545 | 0.5223 | | 1.7162 | 9010 | 0.1298 | - | - | - | - | - | - | - | | 1.7181 | 9020 | 0.1342 | - | - | - | - | - | - | - | | 1.72 | 9030 | 0.1395 | - | - | - | - | - | - | - | | 1.7219 | 9040 | 0.145 | - | - | - | - | - | - | - | | 1.7238 | 9050 | 0.1373 | - | - | - | - | - | - | - | | 1.7257 | 9060 | 0.1122 | - | - | - | - | - | - | - | | 1.7276 | 9070 | 0.1258 | - | - | - | - | - | - | - | | 1.7295 | 9080 | 0.1223 | - | - | - | - | - | - | - | | 1.7314 | 9090 | 0.1071 | - | - | - | - | - | - | - | | 1.7333 | 9100 | 0.1069 | - | - | - | - | - | - | - | | 1.7352 | 9110 | 0.128 | - | - | - | - | - | - | - | | 1.7371 | 9120 | 0.1468 | - | - | - | - | - | - | - | | 1.7390 | 9130 | 0.1138 | - | - | - | - | - | - | - | | 1.7410 | 9140 | 0.1478 | - | - | - | - | - | - | - | | 1.7429 | 9150 | 0.1208 | - | - | - | - | - | - | - | | 1.7448 | 9160 | 0.1624 | - | - | - | - | - | - | - | | 1.7467 | 9170 | 0.113 | - | - | - | - | - | - | - | | 1.7486 | 9180 | 0.1499 | - | - | - | - | - | - | - | | 1.7505 | 9190 | 0.143 | - | - | - | - | - | - | - | | 1.7524 | 9200 | 0.1308 | - | - | - | - | - | - | - | | 1.7543 | 9210 | 0.1091 | - | - | - | - | - | - | - | | 1.7562 | 9220 | 0.12 | - | - | - | - | - | - | - | | 1.7581 | 9230 | 0.1345 | - | - | - | - | - | - | - | | 1.76 | 9240 | 0.1117 | - | - | - | - | - | - | - | | 1.7619 | 9250 | 0.1185 | - | - | - | - | - | - | - | | 1.7638 | 9260 | 0.1212 | - | - | - | - | - | - | - | | 1.7657 | 9270 | 0.1545 | - | - | - | - | - | - | - | | 1.7676 | 9280 | 0.1204 | - | - | - | - | - | - | - | | 1.7695 | 9290 | 0.1083 | - | - | - | - | - | - | - | | 1.7714 | 9300 | 0.1342 | - | - | - | - | - | - | - | | 1.7733 | 9310 | 0.1329 | - | - | - | - | - | - | - | | 1.7752 | 9320 | 0.1727 | - | - | - | - | - | - | - | | 1.7771 | 9330 | 0.1129 | - | - | - | - | - | - | - | | 1.7790 | 9340 | 0.1221 | - | - | - | - | - | - | - | | 1.7810 | 9350 | 0.1148 | - | - | - | - | - | - | - | | 1.7829 | 9360 | 0.1284 | - | - | - | - | - | - | - | | 1.7848 | 9370 | 0.1027 | - | - | - | - | - | - | - | | 1.7867 | 9380 | 0.1217 | - | - | - | - | - | - | - | | 1.7886 | 9390 | 0.1593 | - | - | - | - | - | - | - | | 1.7905 | 9400 | 0.146 | - | - | - | - | - | - | - | | 1.7924 | 9410 | 0.1147 | - | - | - | - | - | - | - | | 1.7943 | 9420 | 0.1438 | - | - | - | - | - | - | - | | 1.7962 | 9430 | 0.1058 | - | - | - | - | - | - | - | | 1.7981 | 9440 | 0.1414 | - | - | - | - | - | - | - | | 1.8 | 9450 | 0.1038 | - | - | - | - | - | - | - | | 1.8019 | 9460 | 0.1402 | - | - | - | - | - | - | - | | 1.8038 | 9470 | 0.145 | - | - | - | - | - | - | - | | 1.8057 | 9480 | 0.1333 | - | - | - | - | - | - | - | | 1.8076 | 9490 | 0.1297 | - | - | - | - | - | - | - | | 1.8095 | 9500 | 0.1179 | - | - | - | - | - | - | - | | 1.8114 | 9510 | 0.1453 | - | - | - | - | - | - | - | | 1.8133 | 9520 | 0.1263 | - | - | - | - | - | - | - | | 1.8152 | 9530 | 0.1247 | - | - | - | - | - | - | - | | 1.8171 | 9540 | 0.1283 | - | - | - | - | - | - | - | | 1.8190 | 9550 | 0.1309 | - | - | - | - | - | - | - | | 1.8210 | 9560 | 0.1208 | - | - | - | - | - | - | - | | 1.8229 | 9570 | 0.1237 | - | - | - | - | - | - | - | | 1.8248 | 9580 | 0.1448 | - | - | - | - | - | - | - | | 1.8267 | 9590 | 0.1033 | - | - | - | - | - | - | - | | 1.8286 | 9600 | 0.1463 | - | - | - | - | - | - | - | | 1.8305 | 9610 | 0.1336 | - | - | - | - | - | - | - | | 1.8324 | 9620 | 0.1278 | - | - | - | - | - | - | - | | 1.8343 | 9630 | 0.1357 | - | - | - | - | - | - | - | | 1.8362 | 9640 | 0.0999 | - | - | - | - | - | - | - | | 1.8381 | 9650 | 0.1591 | - | - | - | - | - | - | - | | 1.8400 | 9660 | 0.107 | - | - | - | - | - | - | - | | 1.8419 | 9670 | 0.1266 | - | - | - | - | - | - | - | | 1.8438 | 9680 | 0.1319 | - | - | - | - | - | - | - | | 1.8457 | 9690 | 0.1389 | - | - | - | - | - | - | - | | 1.8476 | 9700 | 0.1074 | - | - | - | - | - | - | - | | 1.8495 | 9710 | 0.0951 | - | - | - | - | - | - | - | | 1.8514 | 9720 | 0.1372 | - | - | - | - | - | - | - | | 1.8533 | 9730 | 0.1335 | - | - | - | - | - | - | - | | 1.8552 | 9740 | 0.1438 | - | - | - | - | - | - | - | | 1.8571 | 9750 | 0.1437 | - | - | - | - | - | - | - | | 1.8590 | 9760 | 0.1202 | - | - | - | - | - | - | - | | 1.8610 | 9770 | 0.1561 | - | - | - | - | - | - | - | | 1.8629 | 9780 | 0.1607 | - | - | - | - | - | - | - | | 1.8648 | 9790 | 0.1082 | - | - | - | - | - | - | - | | 1.8667 | 9800 | 0.0982 | - | - | - | - | - | - | - | | 1.8686 | 9810 | 0.1053 | - | - | - | - | - | - | - | | 1.8705 | 9820 | 0.0981 | - | - | - | - | - | - | - | | 1.8724 | 9830 | 0.1077 | - | - | - | - | - | - | - | | 1.8743 | 9840 | 0.1519 | - | - | - | - | - | - | - | | 1.8762 | 9850 | 0.1221 | - | - | - | - | - | - | - | | 1.8781 | 9860 | 0.1311 | - | - | - | - | - | - | - | | 1.88 | 9870 | 0.1246 | - | - | - | - | - | - | - | | 1.8819 | 9880 | 0.1096 | - | - | - | - | - | - | - | | 1.8838 | 9890 | 0.1292 | - | - | - | - | - | - | - | | 1.8857 | 9900 | 0.0996 | 0.1180 | 0.6834 | 0.6319 | 0.5603 | 0.3487 | 0.3457 | 0.5140 | | 1.8876 | 9910 | 0.1511 | - | - | - | - | - | - | - | | 1.8895 | 9920 | 0.1178 | - | - | - | - | - | - | - | | 1.8914 | 9930 | 0.1014 | - | - | - | - | - | - | - | | 1.8933 | 9940 | 0.1478 | - | - | - | - | - | - | - | | 1.8952 | 9950 | 0.1231 | - | - | - | - | - | - | - | | 1.8971 | 9960 | 0.1432 | - | - | - | - | - | - | - | | 1.8990 | 9970 | 0.1286 | - | - | - | - | - | - | - | | 1.9010 | 9980 | 0.1196 | - | - | - | - | - | - | - | | 1.9029 | 9990 | 0.1218 | - | - | - | - | - | - | - | | 1.9048 | 10000 | 0.1183 | - | - | - | - | - | - | - | | 1.9067 | 10010 | 0.1194 | - | - | - | - | - | - | - | | 1.9086 | 10020 | 0.1046 | - | - | - | - | - | - | - | | 1.9105 | 10030 | 0.1118 | - | - | - | - | - | - | - | | 1.9124 | 10040 | 0.125 | - | - | - | - | - | - | - | | 1.9143 | 10050 | 0.1463 | - | - | - | - | - | - | - | | 1.9162 | 10060 | 0.1226 | - | - | - | - | - | - | - | | 1.9181 | 10070 | 0.1237 | - | - | - | - | - | - | - | | 1.92 | 10080 | 0.1263 | - | - | - | - | - | - | - | | 1.9219 | 10090 | 0.1299 | - | - | - | - | - | - | - | | 1.9238 | 10100 | 0.1256 | - | - | - | - | - | - | - | | 1.9257 | 10110 | 0.1257 | - | - | - | - | - | - | - | | 1.9276 | 10120 | 0.1322 | - | - | - | - | - | - | - | | 1.9295 | 10130 | 0.1395 | - | - | - | - | - | - | - | | 1.9314 | 10140 | 0.134 | - | - | - | - | - | - | - | | 1.9333 | 10150 | 0.1253 | - | - | - | - | - | - | - | | 1.9352 | 10160 | 0.1278 | - | - | - | - | - | - | - | | 1.9371 | 10170 | 0.1337 | - | - | - | - | - | - | - | | 1.9390 | 10180 | 0.1189 | - | - | - | - | - | - | - | | 1.9410 | 10190 | 0.1295 | - | - | - | - | - | - | - | | 1.9429 | 10200 | 0.1361 | - | - | - | - | - | - | - | | 1.9448 | 10210 | 0.0947 | - | - | - | - | - | - | - | | 1.9467 | 10220 | 0.1585 | - | - | - | - | - | - | - | | 1.9486 | 10230 | 0.1218 | - | - | - | - | - | - | - | | 1.9505 | 10240 | 0.1173 | - | - | - | - | - | - | - | | 1.9524 | 10250 | 0.1351 | - | - | - | - | - | - | - | | 1.9543 | 10260 | 0.1564 | - | - | - | - | - | - | - | | 1.9562 | 10270 | 0.1417 | - | - | - | - | - | - | - | | 1.9581 | 10280 | 0.129 | - | - | - | - | - | - | - | | 1.96 | 10290 | 0.096 | - | - | - | - | - | - | - | | 1.9619 | 10300 | 0.1294 | - | - | - | - | - | - | - | | 1.9638 | 10310 | 0.1375 | - | - | - | - | - | - | - | | 1.9657 | 10320 | 0.1066 | - | - | - | - | - | - | - | | 1.9676 | 10330 | 0.1413 | - | - | - | - | - | - | - | | 1.9695 | 10340 | 0.1163 | - | - | - | - | - | - | - | | 1.9714 | 10350 | 0.1436 | - | - | - | - | - | - | - | | 1.9733 | 10360 | 0.118 | - | - | - | - | - | - | - | | 1.9752 | 10370 | 0.1081 | - | - | - | - | - | - | - | | 1.9771 | 10380 | 0.0922 | - | - | - | - | - | - | - | | 1.9790 | 10390 | 0.1025 | - | - | - | - | - | - | - | | 1.9810 | 10400 | 0.1243 | - | - | - | - | - | - | - | | 1.9829 | 10410 | 0.1411 | - | - | - | - | - | - | - | | 1.9848 | 10420 | 0.1029 | - | - | - | - | - | - | - | | 1.9867 | 10430 | 0.1075 | - | - | - | - | - | - | - | | 1.9886 | 10440 | 0.1226 | - | - | - | - | - | - | - | | 1.9905 | 10450 | 0.1319 | - | - | - | - | - | - | - | | 1.9924 | 10460 | 0.1113 | - | - | - | - | - | - | - | | 1.9943 | 10470 | 0.1108 | - | - | - | - | - | - | - | | 1.9962 | 10480 | 0.1503 | - | - | - | - | - | - | - | | 1.9981 | 10490 | 0.1137 | - | - | - | - | - | - | - | | 2.0 | 10500 | 0.1436 | - | - | - | - | - | - | - | | 2.0019 | 10510 | 0.1324 | - | - | - | - | - | - | - | | 2.0038 | 10520 | 0.0877 | - | - | - | - | - | - | - | | 2.0057 | 10530 | 0.1172 | - | - | - | - | - | - | - | | 2.0076 | 10540 | 0.1087 | - | - | - | - | - | - | - | | 2.0095 | 10550 | 0.1454 | - | - | - | - | - | - | - | | 2.0114 | 10560 | 0.1411 | - | - | - | - | - | - | - | | 2.0133 | 10570 | 0.1061 | - | - | - | - | - | - | - | | 2.0152 | 10580 | 0.1217 | - | - | - | - | - | - | - | | 2.0171 | 10590 | 0.0876 | - | - | - | - | - | - | - | | 2.0190 | 10600 | 0.0902 | - | - | - | - | - | - | - | | 2.0210 | 10610 | 0.1279 | - | - | - | - | - | - | - | | 2.0229 | 10620 | 0.1188 | - | - | - | - | - | - | - | | 2.0248 | 10630 | 0.1144 | - | - | - | - | - | - | - | | 2.0267 | 10640 | 0.0952 | - | - | - | - | - | - | - | | 2.0286 | 10650 | 0.117 | - | - | - | - | - | - | - | | 2.0305 | 10660 | 0.1197 | - | - | - | - | - | - | - | | 2.0324 | 10670 | 0.1176 | - | - | - | - | - | - | - | | 2.0343 | 10680 | 0.1229 | - | - | - | - | - | - | - | | 2.0362 | 10690 | 0.1032 | - | - | - | - | - | - | - | | 2.0381 | 10700 | 0.1357 | - | - | - | - | - | - | - | | 2.04 | 10710 | 0.1282 | - | - | - | - | - | - | - | | 2.0419 | 10720 | 0.0982 | - | - | - | - | - | - | - | | 2.0438 | 10730 | 0.1262 | - | - | - | - | - | - | - | | 2.0457 | 10740 | 0.1216 | - | - | - | - | - | - | - | | 2.0476 | 10750 | 0.1078 | - | - | - | - | - | - | - | | 2.0495 | 10760 | 0.1255 | - | - | - | - | - | - | - | | 2.0514 | 10770 | 0.1251 | - | - | - | - | - | - | - | | 2.0533 | 10780 | 0.109 | - | - | - | - | - | - | - | | 2.0552 | 10790 | 0.1125 | - | - | - | - | - | - | - | | 2.0571 | 10800 | 0.1103 | 0.1243 | 0.7002 | 0.6499 | 0.5681 | 0.3396 | 0.3576 | 0.5231 | | 2.0590 | 10810 | 0.1119 | - | - | - | - | - | - | - | | 2.0610 | 10820 | 0.0972 | - | - | - | - | - | - | - | | 2.0629 | 10830 | 0.1055 | - | - | - | - | - | - | - | | 2.0648 | 10840 | 0.1039 | - | - | - | - | - | - | - | | 2.0667 | 10850 | 0.0924 | - | - | - | - | - | - | - | | 2.0686 | 10860 | 0.1216 | - | - | - | - | - | - | - | | 2.0705 | 10870 | 0.0985 | - | - | - | - | - | - | - | | 2.0724 | 10880 | 0.1044 | - | - | - | - | - | - | - | | 2.0743 | 10890 | 0.1238 | - | - | - | - | - | - | - | | 2.0762 | 10900 | 0.1227 | - | - | - | - | - | - | - | | 2.0781 | 10910 | 0.1176 | - | - | - | - | - | - | - | | 2.08 | 10920 | 0.1334 | - | - | - | - | - | - | - | | 2.0819 | 10930 | 0.1075 | - | - | - | - | - | - | - | | 2.0838 | 10940 | 0.122 | - | - | - | - | - | - | - | | 2.0857 | 10950 | 0.1141 | - | - | - | - | - | - | - | | 2.0876 | 10960 | 0.1193 | - | - | - | - | - | - | - | | 2.0895 | 10970 | 0.1116 | - | - | - | - | - | - | - | | 2.0914 | 10980 | 0.1222 | - | - | - | - | - | - | - | | 2.0933 | 10990 | 0.1207 | - | - | - | - | - | - | - | | 2.0952 | 11000 | 0.124 | - | - | - | - | - | - | - | | 2.0971 | 11010 | 0.1299 | - | - | - | - | - | - | - | | 2.0990 | 11020 | 0.0828 | - | - | - | - | - | - | - | | 2.1010 | 11030 | 0.0842 | - | - | - | - | - | - | - | | 2.1029 | 11040 | 0.1108 | - | - | - | - | - | - | - | | 2.1048 | 11050 | 0.0979 | - | - | - | - | - | - | - | | 2.1067 | 11060 | 0.1095 | - | - | - | - | - | - | - | | 2.1086 | 11070 | 0.1057 | - | - | - | - | - | - | - | | 2.1105 | 11080 | 0.099 | - | - | - | - | - | - | - | | 2.1124 | 11090 | 0.0847 | - | - | - | - | - | - | - | | 2.1143 | 11100 | 0.1041 | - | - | - | - | - | - | - | | 2.1162 | 11110 | 0.1229 | - | - | - | - | - | - | - | | 2.1181 | 11120 | 0.1372 | - | - | - | - | - | - | - | | 2.12 | 11130 | 0.1355 | - | - | - | - | - | - | - | | 2.1219 | 11140 | 0.1154 | - | - | - | - | - | - | - | | 2.1238 | 11150 | 0.1304 | - | - | - | - | - | - | - | | 2.1257 | 11160 | 0.1054 | - | - | - | - | - | - | - | | 2.1276 | 11170 | 0.0995 | - | - | - | - | - | - | - | | 2.1295 | 11180 | 0.1213 | - | - | - | - | - | - | - | | 2.1314 | 11190 | 0.1324 | - | - | - | - | - | - | - | | 2.1333 | 11200 | 0.145 | - | - | - | - | - | - | - | | 2.1352 | 11210 | 0.1256 | - | - | - | - | - | - | - | | 2.1371 | 11220 | 0.1223 | - | - | - | - | - | - | - | | 2.1390 | 11230 | 0.0972 | - | - | - | - | - | - | - | | 2.1410 | 11240 | 0.091 | - | - | - | - | - | - | - | | 2.1429 | 11250 | 0.0899 | - | - | - | - | - | - | - | | 2.1448 | 11260 | 0.1392 | - | - | - | - | - | - | - | | 2.1467 | 11270 | 0.1244 | - | - | - | - | - | - | - | | 2.1486 | 11280 | 0.109 | - | - | - | - | - | - | - | | 2.1505 | 11290 | 0.1101 | - | - | - | - | - | - | - | | 2.1524 | 11300 | 0.1253 | - | - | - | - | - | - | - | | 2.1543 | 11310 | 0.1165 | - | - | - | - | - | - | - | | 2.1562 | 11320 | 0.1121 | - | - | - | - | - | - | - | | 2.1581 | 11330 | 0.1075 | - | - | - | - | - | - | - | | 2.16 | 11340 | 0.1394 | - | - | - | - | - | - | - | | 2.1619 | 11350 | 0.0942 | - | - | - | - | - | - | - | | 2.1638 | 11360 | 0.1175 | - | - | - | - | - | - | - | | 2.1657 | 11370 | 0.1118 | - | - | - | - | - | - | - | | 2.1676 | 11380 | 0.0951 | - | - | - | - | - | - | - | | 2.1695 | 11390 | 0.1242 | - | - | - | - | - | - | - | | 2.1714 | 11400 | 0.1076 | - | - | - | - | - | - | - | | 2.1733 | 11410 | 0.0986 | - | - | - | - | - | - | - | | 2.1752 | 11420 | 0.1048 | - | - | - | - | - | - | - | | 2.1771 | 11430 | 0.1227 | - | - | - | - | - | - | - | | 2.1790 | 11440 | 0.1085 | - | - | - | - | - | - | - | | 2.1810 | 11450 | 0.1076 | - | - | - | - | - | - | - | | 2.1829 | 11460 | 0.0934 | - | - | - | - | - | - | - | | 2.1848 | 11470 | 0.0861 | - | - | - | - | - | - | - | | 2.1867 | 11480 | 0.0984 | - | - | - | - | - | - | - | | 2.1886 | 11490 | 0.1223 | - | - | - | - | - | - | - | | 2.1905 | 11500 | 0.1045 | - | - | - | - | - | - | - | | 2.1924 | 11510 | 0.1032 | - | - | - | - | - | - | - | | 2.1943 | 11520 | 0.1351 | - | - | - | - | - | - | - | | 2.1962 | 11530 | 0.1022 | - | - | - | - | - | - | - | | 2.1981 | 11540 | 0.1193 | - | - | - | - | - | - | - | | 2.2 | 11550 | 0.0992 | - | - | - | - | - | - | - | | 2.2019 | 11560 | 0.1453 | - | - | - | - | - | - | - | | 2.2038 | 11570 | 0.1123 | - | - | - | - | - | - | - | | 2.2057 | 11580 | 0.098 | - | - | - | - | - | - | - | | 2.2076 | 11590 | 0.1077 | - | - | - | - | - | - | - | | 2.2095 | 11600 | 0.1029 | - | - | - | - | - | - | - | | 2.2114 | 11610 | 0.1168 | - | - | - | - | - | - | - | | 2.2133 | 11620 | 0.1275 | - | - | - | - | - | - | - | | 2.2152 | 11630 | 0.0886 | - | - | - | - | - | - | - | | 2.2171 | 11640 | 0.1261 | - | - | - | - | - | - | - | | 2.2190 | 11650 | 0.0996 | - | - | - | - | - | - | - | | 2.2210 | 11660 | 0.1407 | - | - | - | - | - | - | - | | 2.2229 | 11670 | 0.1142 | - | - | - | - | - | - | - | | 2.2248 | 11680 | 0.1001 | - | - | - | - | - | - | - | | 2.2267 | 11690 | 0.1225 | - | - | - | - | - | - | - | | 2.2286 | 11700 | 0.1394 | 0.1200 | 0.7203 | 0.6512 | 0.5742 | 0.3299 | 0.3434 | 0.5238 | | 2.2305 | 11710 | 0.0865 | - | - | - | - | - | - | - | | 2.2324 | 11720 | 0.1186 | - | - | - | - | - | - | - | | 2.2343 | 11730 | 0.0934 | - | - | - | - | - | - | - | | 2.2362 | 11740 | 0.1018 | - | - | - | - | - | - | - | | 2.2381 | 11750 | 0.0956 | - | - | - | - | - | - | - | | 2.24 | 11760 | 0.1118 | - | - | - | - | - | - | - | | 2.2419 | 11770 | 0.1101 | - | - | - | - | - | - | - | | 2.2438 | 11780 | 0.1107 | - | - | - | - | - | - | - | | 2.2457 | 11790 | 0.1189 | - | - | - | - | - | - | - | | 2.2476 | 11800 | 0.1215 | - | - | - | - | - | - | - | | 2.2495 | 11810 | 0.09 | - | - | - | - | - | - | - | | 2.2514 | 11820 | 0.1262 | - | - | - | - | - | - | - | | 2.2533 | 11830 | 0.1013 | - | - | - | - | - | - | - | | 2.2552 | 11840 | 0.1222 | - | - | - | - | - | - | - | | 2.2571 | 11850 | 0.0946 | - | - | - | - | - | - | - | | 2.2590 | 11860 | 0.1318 | - | - | - | - | - | - | - | | 2.2610 | 11870 | 0.0958 | - | - | - | - | - | - | - | | 2.2629 | 11880 | 0.1176 | - | - | - | - | - | - | - | | 2.2648 | 11890 | 0.1165 | - | - | - | - | - | - | - | | 2.2667 | 11900 | 0.1371 | - | - | - | - | - | - | - | | 2.2686 | 11910 | 0.1115 | - | - | - | - | - | - | - | | 2.2705 | 11920 | 0.1382 | - | - | - | - | - | - | - | | 2.2724 | 11930 | 0.0997 | - | - | - | - | - | - | - | | 2.2743 | 11940 | 0.0886 | - | - | - | - | - | - | - | | 2.2762 | 11950 | 0.0796 | - | - | - | - | - | - | - | | 2.2781 | 11960 | 0.1072 | - | - | - | - | - | - | - | | 2.2800 | 11970 | 0.0844 | - | - | - | - | - | - | - | | 2.2819 | 11980 | 0.1484 | - | - | - | - | - | - | - | | 2.2838 | 11990 | 0.135 | - | - | - | - | - | - | - | | 2.2857 | 12000 | 0.118 | - | - | - | - | - | - | - | | 2.2876 | 12010 | 0.1373 | - | - | - | - | - | - | - | | 2.2895 | 12020 | 0.1039 | - | - | - | - | - | - | - | | 2.2914 | 12030 | 0.098 | - | - | - | - | - | - | - | | 2.2933 | 12040 | 0.1183 | - | - | - | - | - | - | - | | 2.2952 | 12050 | 0.1079 | - | - | - | - | - | - | - | | 2.2971 | 12060 | 0.1363 | - | - | - | - | - | - | - | | 2.2990 | 12070 | 0.1407 | - | - | - | - | - | - | - | | 2.3010 | 12080 | 0.1073 | - | - | - | - | - | - | - | | 2.3029 | 12090 | 0.0965 | - | - | - | - | - | - | - | | 2.3048 | 12100 | 0.1083 | - | - | - | - | - | - | - | | 2.3067 | 12110 | 0.0976 | - | - | - | - | - | - | - | | 2.3086 | 12120 | 0.1215 | - | - | - | - | - | - | - | | 2.3105 | 12130 | 0.1009 | - | - | - | - | - | - | - | | 2.3124 | 12140 | 0.0894 | - | - | - | - | - | - | - | | 2.3143 | 12150 | 0.1295 | - | - | - | - | - | - | - | | 2.3162 | 12160 | 0.095 | - | - | - | - | - | - | - | | 2.3181 | 12170 | 0.1283 | - | - | - | - | - | - | - | | 2.32 | 12180 | 0.1287 | - | - | - | - | - | - | - | | 2.3219 | 12190 | 0.1246 | - | - | - | - | - | - | - | | 2.3238 | 12200 | 0.1449 | - | - | - | - | - | - | - | | 2.3257 | 12210 | 0.1378 | - | - | - | - | - | - | - | | 2.3276 | 12220 | 0.0935 | - | - | - | - | - | - | - | | 2.3295 | 12230 | 0.1173 | - | - | - | - | - | - | - | | 2.3314 | 12240 | 0.1078 | - | - | - | - | - | - | - | | 2.3333 | 12250 | 0.1062 | - | - | - | - | - | - | - | | 2.3352 | 12260 | 0.1241 | - | - | - | - | - | - | - | | 2.3371 | 12270 | 0.1291 | - | - | - | - | - | - | - | | 2.3390 | 12280 | 0.1142 | - | - | - | - | - | - | - | | 2.3410 | 12290 | 0.1274 | - | - | - | - | - | - | - | | 2.3429 | 12300 | 0.1134 | - | - | - | - | - | - | - | | 2.3448 | 12310 | 0.1196 | - | - | - | - | - | - | - | | 2.3467 | 12320 | 0.1172 | - | - | - | - | - | - | - | | 2.3486 | 12330 | 0.1322 | - | - | - | - | - | - | - | | 2.3505 | 12340 | 0.0904 | - | - | - | - | - | - | - | | 2.3524 | 12350 | 0.1021 | - | - | - | - | - | - | - | | 2.3543 | 12360 | 0.0776 | - | - | - | - | - | - | - | | 2.3562 | 12370 | 0.0933 | - | - | - | - | - | - | - | | 2.3581 | 12380 | 0.0945 | - | - | - | - | - | - | - | | 2.36 | 12390 | 0.1064 | - | - | - | - | - | - | - | | 2.3619 | 12400 | 0.131 | - | - | - | - | - | - | - | | 2.3638 | 12410 | 0.113 | - | - | - | - | - | - | - | | 2.3657 | 12420 | 0.1272 | - | - | - | - | - | - | - | | 2.3676 | 12430 | 0.1297 | - | - | - | - | - | - | - | | 2.3695 | 12440 | 0.1068 | - | - | - | - | - | - | - | | 2.3714 | 12450 | 0.1249 | - | - | - | - | - | - | - | | 2.3733 | 12460 | 0.1139 | - | - | - | - | - | - | - | | 2.3752 | 12470 | 0.1117 | - | - | - | - | - | - | - | | 2.3771 | 12480 | 0.1197 | - | - | - | - | - | - | - | | 2.3790 | 12490 | 0.1002 | - | - | - | - | - | - | - | | 2.3810 | 12500 | 0.102 | - | - | - | - | - | - | - | | 2.3829 | 12510 | 0.0988 | - | - | - | - | - | - | - | | 2.3848 | 12520 | 0.1236 | - | - | - | - | - | - | - | | 2.3867 | 12530 | 0.1009 | - | - | - | - | - | - | - | | 2.3886 | 12540 | 0.1153 | - | - | - | - | - | - | - | | 2.3905 | 12550 | 0.1037 | - | - | - | - | - | - | - | | 2.3924 | 12560 | 0.1135 | - | - | - | - | - | - | - | | 2.3943 | 12570 | 0.1089 | - | - | - | - | - | - | - | | 2.3962 | 12580 | 0.123 | - | - | - | - | - | - | - | | 2.3981 | 12590 | 0.1247 | - | - | - | - | - | - | - | | 2.4 | 12600 | 0.1119 | 0.1180 | 0.7021 | 0.6520 | 0.5717 | 0.3359 | 0.3598 | 0.5243 | | 2.4019 | 12610 | 0.1551 | - | - | - | - | - | - | - | | 2.4038 | 12620 | 0.1059 | - | - | - | - | - | - | - | | 2.4057 | 12630 | 0.141 | - | - | - | - | - | - | - | | 2.4076 | 12640 | 0.1076 | - | - | - | - | - | - | - | | 2.4095 | 12650 | 0.0939 | - | - | - | - | - | - | - | | 2.4114 | 12660 | 0.1182 | - | - | - | - | - | - | - | | 2.4133 | 12670 | 0.1389 | - | - | - | - | - | - | - | | 2.4152 | 12680 | 0.1374 | - | - | - | - | - | - | - | | 2.4171 | 12690 | 0.0903 | - | - | - | - | - | - | - | | 2.4190 | 12700 | 0.1112 | - | - | - | - | - | - | - | | 2.4210 | 12710 | 0.1305 | - | - | - | - | - | - | - | | 2.4229 | 12720 | 0.1094 | - | - | - | - | - | - | - | | 2.4248 | 12730 | 0.0971 | - | - | - | - | - | - | - | | 2.4267 | 12740 | 0.1148 | - | - | - | - | - | - | - | | 2.4286 | 12750 | 0.0922 | - | - | - | - | - | - | - | | 2.4305 | 12760 | 0.1223 | - | - | - | - | - | - | - | | 2.4324 | 12770 | 0.1094 | - | - | - | - | - | - | - | | 2.4343 | 12780 | 0.1122 | - | - | - | - | - | - | - | | 2.4362 | 12790 | 0.1242 | - | - | - | - | - | - | - | | 2.4381 | 12800 | 0.1356 | - | - | - | - | - | - | - | | 2.44 | 12810 | 0.1128 | - | - | - | - | - | - | - | | 2.4419 | 12820 | 0.1162 | - | - | - | - | - | - | - | | 2.4438 | 12830 | 0.1172 | - | - | - | - | - | - | - | | 2.4457 | 12840 | 0.1064 | - | - | - | - | - | - | - | | 2.4476 | 12850 | 0.1212 | - | - | - | - | - | - | - | | 2.4495 | 12860 | 0.1016 | - | - | - | - | - | - | - | | 2.4514 | 12870 | 0.1265 | - | - | - | - | - | - | - | | 2.4533 | 12880 | 0.1187 | - | - | - | - | - | - | - | | 2.4552 | 12890 | 0.1071 | - | - | - | - | - | - | - | | 2.4571 | 12900 | 0.114 | - | - | - | - | - | - | - | | 2.4590 | 12910 | 0.1057 | - | - | - | - | - | - | - | | 2.4610 | 12920 | 0.128 | - | - | - | - | - | - | - | | 2.4629 | 12930 | 0.1476 | - | - | - | - | - | - | - | | 2.4648 | 12940 | 0.0971 | - | - | - | - | - | - | - | | 2.4667 | 12950 | 0.0998 | - | - | - | - | - | - | - | | 2.4686 | 12960 | 0.0999 | - | - | - | - | - | - | - | | 2.4705 | 12970 | 0.111 | - | - | - | - | - | - | - | | 2.4724 | 12980 | 0.1057 | - | - | - | - | - | - | - | | 2.4743 | 12990 | 0.1027 | - | - | - | - | - | - | - | | 2.4762 | 13000 | 0.1248 | - | - | - | - | - | - | - | | 2.4781 | 13010 | 0.113 | - | - | - | - | - | - | - | | 2.48 | 13020 | 0.1349 | - | - | - | - | - | - | - | | 2.4819 | 13030 | 0.1154 | - | - | - | - | - | - | - | | 2.4838 | 13040 | 0.1055 | - | - | - | - | - | - | - | | 2.4857 | 13050 | 0.0961 | - | - | - | - | - | - | - | | 2.4876 | 13060 | 0.1039 | - | - | - | - | - | - | - | | 2.4895 | 13070 | 0.1124 | - | - | - | - | - | - | - | | 2.4914 | 13080 | 0.1023 | - | - | - | - | - | - | - | | 2.4933 | 13090 | 0.0949 | - | - | - | - | - | - | - | | 2.4952 | 13100 | 0.107 | - | - | - | - | - | - | - | | 2.4971 | 13110 | 0.1124 | - | - | - | - | - | - | - | | 2.4990 | 13120 | 0.116 | - | - | - | - | - | - | - | | 2.5010 | 13130 | 0.1462 | - | - | - | - | - | - | - | | 2.5029 | 13140 | 0.0809 | - | - | - | - | - | - | - | | 2.5048 | 13150 | 0.1232 | - | - | - | - | - | - | - | | 2.5067 | 13160 | 0.1274 | - | - | - | - | - | - | - | | 2.5086 | 13170 | 0.1116 | - | - | - | - | - | - | - | | 2.5105 | 13180 | 0.1087 | - | - | - | - | - | - | - | | 2.5124 | 13190 | 0.0913 | - | - | - | - | - | - | - | | 2.5143 | 13200 | 0.12 | - | - | - | - | - | - | - | | 2.5162 | 13210 | 0.107 | - | - | - | - | - | - | - | | 2.5181 | 13220 | 0.0847 | - | - | - | - | - | - | - | | 2.52 | 13230 | 0.1296 | - | - | - | - | - | - | - | | 2.5219 | 13240 | 0.1256 | - | - | - | - | - | - | - | | 2.5238 | 13250 | 0.1005 | - | - | - | - | - | - | - | | 2.5257 | 13260 | 0.1121 | - | - | - | - | - | - | - | | 2.5276 | 13270 | 0.1139 | - | - | - | - | - | - | - | | 2.5295 | 13280 | 0.1409 | - | - | - | - | - | - | - | | 2.5314 | 13290 | 0.1247 | - | - | - | - | - | - | - | | 2.5333 | 13300 | 0.1015 | - | - | - | - | - | - | - | | 2.5352 | 13310 | 0.1178 | - | - | - | - | - | - | - | | 2.5371 | 13320 | 0.1068 | - | - | - | - | - | - | - | | 2.5390 | 13330 | 0.1175 | - | - | - | - | - | - | - | | 2.5410 | 13340 | 0.0957 | - | - | - | - | - | - | - | | 2.5429 | 13350 | 0.1114 | - | - | - | - | - | - | - | | 2.5448 | 13360 | 0.0782 | - | - | - | - | - | - | - | | 2.5467 | 13370 | 0.1068 | - | - | - | - | - | - | - | | 2.5486 | 13380 | 0.111 | - | - | - | - | - | - | - | | 2.5505 | 13390 | 0.0872 | - | - | - | - | - | - | - | | 2.5524 | 13400 | 0.1143 | - | - | - | - | - | - | - | | 2.5543 | 13410 | 0.1094 | - | - | - | - | - | - | - | | 2.5562 | 13420 | 0.1356 | - | - | - | - | - | - | - | | 2.5581 | 13430 | 0.099 | - | - | - | - | - | - | - | | 2.56 | 13440 | 0.1077 | - | - | - | - | - | - | - | | 2.5619 | 13450 | 0.1035 | - | - | - | - | - | - | - | | 2.5638 | 13460 | 0.1154 | - | - | - | - | - | - | - | | 2.5657 | 13470 | 0.1036 | - | - | - | - | - | - | - | | 2.5676 | 13480 | 0.1088 | - | - | - | - | - | - | - | | 2.5695 | 13490 | 0.095 | - | - | - | - | - | - | - | | 2.5714 | 13500 | 0.1046 | 0.1164 | 0.6934 | 0.6458 | 0.5786 | 0.3359 | 0.3570 | 0.5221 | | 2.5733 | 13510 | 0.1277 | - | - | - | - | - | - | - | | 2.5752 | 13520 | 0.1552 | - | - | - | - | - | - | - | | 2.5771 | 13530 | 0.1107 | - | - | - | - | - | - | - | | 2.5790 | 13540 | 0.103 | - | - | - | - | - | - | - | | 2.5810 | 13550 | 0.1061 | - | - | - | - | - | - | - | | 2.5829 | 13560 | 0.1261 | - | - | - | - | - | - | - | | 2.5848 | 13570 | 0.1226 | - | - | - | - | - | - | - | | 2.5867 | 13580 | 0.1016 | - | - | - | - | - | - | - | | 2.5886 | 13590 | 0.1066 | - | - | - | - | - | - | - | | 2.5905 | 13600 | 0.1027 | - | - | - | - | - | - | - | | 2.5924 | 13610 | 0.1089 | - | - | - | - | - | - | - | | 2.5943 | 13620 | 0.1129 | - | - | - | - | - | - | - | | 2.5962 | 13630 | 0.1132 | - | - | - | - | - | - | - | | 2.5981 | 13640 | 0.1141 | - | - | - | - | - | - | - | | 2.6 | 13650 | 0.1077 | - | - | - | - | - | - | - | | 2.6019 | 13660 | 0.1003 | - | - | - | - | - | - | - | | 2.6038 | 13670 | 0.1237 | - | - | - | - | - | - | - | | 2.6057 | 13680 | 0.1077 | - | - | - | - | - | - | - | | 2.6076 | 13690 | 0.1178 | - | - | - | - | - | - | - | | 2.6095 | 13700 | 0.1109 | - | - | - | - | - | - | - | | 2.6114 | 13710 | 0.1577 | - | - | - | - | - | - | - | | 2.6133 | 13720 | 0.0998 | - | - | - | - | - | - | - | | 2.6152 | 13730 | 0.1133 | - | - | - | - | - | - | - | | 2.6171 | 13740 | 0.1183 | - | - | - | - | - | - | - | | 2.6190 | 13750 | 0.1087 | - | - | - | - | - | - | - | | 2.6210 | 13760 | 0.1341 | - | - | - | - | - | - | - | | 2.6229 | 13770 | 0.0932 | - | - | - | - | - | - | - | | 2.6248 | 13780 | 0.0974 | - | - | - | - | - | - | - | | 2.6267 | 13790 | 0.106 | - | - | - | - | - | - | - | | 2.6286 | 13800 | 0.1125 | - | - | - | - | - | - | - | | 2.6305 | 13810 | 0.1294 | - | - | - | - | - | - | - | | 2.6324 | 13820 | 0.1363 | - | - | - | - | - | - | - | | 2.6343 | 13830 | 0.1105 | - | - | - | - | - | - | - | | 2.6362 | 13840 | 0.1142 | - | - | - | - | - | - | - | | 2.6381 | 13850 | 0.1169 | - | - | - | - | - | - | - | | 2.64 | 13860 | 0.0916 | - | - | - | - | - | - | - | | 2.6419 | 13870 | 0.1444 | - | - | - | - | - | - | - | | 2.6438 | 13880 | 0.105 | - | - | - | - | - | - | - | | 2.6457 | 13890 | 0.1087 | - | - | - | - | - | - | - | | 2.6476 | 13900 | 0.1257 | - | - | - | - | - | - | - | | 2.6495 | 13910 | 0.1139 | - | - | - | - | - | - | - | | 2.6514 | 13920 | 0.1025 | - | - | - | - | - | - | - | | 2.6533 | 13930 | 0.1186 | - | - | - | - | - | - | - | | 2.6552 | 13940 | 0.1029 | - | - | - | - | - | - | - | | 2.6571 | 13950 | 0.1214 | - | - | - | - | - | - | - | | 2.6590 | 13960 | 0.1238 | - | - | - | - | - | - | - | | 2.6610 | 13970 | 0.1045 | - | - | - | - | - | - | - | | 2.6629 | 13980 | 0.1197 | - | - | - | - | - | - | - | | 2.6648 | 13990 | 0.1119 | - | - | - | - | - | - | - | | 2.6667 | 14000 | 0.0778 | - | - | - | - | - | - | - | | 2.6686 | 14010 | 0.0992 | - | - | - | - | - | - | - | | 2.6705 | 14020 | 0.1321 | - | - | - | - | - | - | - | | 2.6724 | 14030 | 0.0834 | - | - | - | - | - | - | - | | 2.6743 | 14040 | 0.0948 | - | - | - | - | - | - | - | | 2.6762 | 14050 | 0.095 | - | - | - | - | - | - | - | | 2.6781 | 14060 | 0.1137 | - | - | - | - | - | - | - | | 2.68 | 14070 | 0.1232 | - | - | - | - | - | - | - | | 2.6819 | 14080 | 0.0945 | - | - | - | - | - | - | - | | 2.6838 | 14090 | 0.1173 | - | - | - | - | - | - | - | | 2.6857 | 14100 | 0.1048 | - | - | - | - | - | - | - | | 2.6876 | 14110 | 0.1239 | - | - | - | - | - | - | - | | 2.6895 | 14120 | 0.1093 | - | - | - | - | - | - | - | | 2.6914 | 14130 | 0.1248 | - | - | - | - | - | - | - | | 2.6933 | 14140 | 0.1005 | - | - | - | - | - | - | - | | 2.6952 | 14150 | 0.1101 | - | - | - | - | - | - | - | | 2.6971 | 14160 | 0.1204 | - | - | - | - | - | - | - | | 2.6990 | 14170 | 0.0829 | - | - | - | - | - | - | - | | 2.7010 | 14180 | 0.1163 | - | - | - | - | - | - | - | | 2.7029 | 14190 | 0.0943 | - | - | - | - | - | - | - | | 2.7048 | 14200 | 0.1186 | - | - | - | - | - | - | - | | 2.7067 | 14210 | 0.1029 | - | - | - | - | - | - | - | | 2.7086 | 14220 | 0.0959 | - | - | - | - | - | - | - | | 2.7105 | 14230 | 0.1085 | - | - | - | - | - | - | - | | 2.7124 | 14240 | 0.0993 | - | - | - | - | - | - | - | | 2.7143 | 14250 | 0.1101 | - | - | - | - | - | - | - | | 2.7162 | 14260 | 0.101 | - | - | - | - | - | - | - | | 2.7181 | 14270 | 0.141 | - | - | - | - | - | - | - | | 2.7200 | 14280 | 0.1115 | - | - | - | - | - | - | - | | 2.7219 | 14290 | 0.1057 | - | - | - | - | - | - | - | | 2.7238 | 14300 | 0.1299 | - | - | - | - | - | - | - | | 2.7257 | 14310 | 0.1232 | - | - | - | - | - | - | - | | 2.7276 | 14320 | 0.1015 | - | - | - | - | - | - | - | | 2.7295 | 14330 | 0.1182 | - | - | - | - | - | - | - | | 2.7314 | 14340 | 0.0965 | - | - | - | - | - | - | - | | 2.7333 | 14350 | 0.1122 | - | - | - | - | - | - | - | | 2.7352 | 14360 | 0.0978 | - | - | - | - | - | - | - | | 2.7371 | 14370 | 0.0952 | - | - | - | - | - | - | - | | 2.7390 | 14380 | 0.1503 | - | - | - | - | - | - | - | | 2.7410 | 14390 | 0.1207 | - | - | - | - | - | - | - | | 2.7429 | 14400 | 0.0953 | 0.1156 | 0.7149 | 0.6432 | 0.5802 | 0.3361 | 0.3488 | 0.5246 |
### Framework Versions - Python: 3.11.13 - Sentence Transformers: 5.1.1 - Transformers: 4.56.2 - PyTorch: 2.8.0+cu128 - Accelerate: 1.10.1 - Datasets: 4.1.1 - Tokenizers: 0.22.1 ## Citation ### BibTeX #### Sentence Transformers ```bibtex @inproceedings{reimers-2019-sentence-bert, title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", author = "Reimers, Nils and Gurevych, Iryna", booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", month = "11", year = "2019", publisher = "Association for Computational Linguistics", url = "https://arxiv.org/abs/1908.10084", } ``` #### SpladeLoss ```bibtex @misc{formal2022distillationhardnegativesampling, title={From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective}, author={Thibault Formal and Carlos Lassance and Benjamin Piwowarski and Stéphane Clinchant}, year={2022}, eprint={2205.04733}, archivePrefix={arXiv}, primaryClass={cs.IR}, url={https://arxiv.org/abs/2205.04733}, } ``` #### SparseMultipleNegativesRankingLoss ```bibtex @misc{henderson2017efficient, title={Efficient Natural Language Response Suggestion for Smart Reply}, author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil}, year={2017}, eprint={1705.00652}, archivePrefix={arXiv}, primaryClass={cs.CL} } ``` #### FlopsLoss ```bibtex @article{paria2020minimizing, title={Minimizing flops to learn efficient sparse representations}, author={Paria, Biswajit and Yeh, Chih-Kuan and Yen, Ian EH and Xu, Ning and Ravikumar, Pradeep and P{'o}czos, Barnab{'a}s}, journal={arXiv preprint arXiv:2004.05665}, year={2020} } ```