SentenceTransformer based on bkai-foundation-models/vietnamese-bi-encoder
This is a sentence-transformers model finetuned from bkai-foundation-models/vietnamese-bi-encoder on the json dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
Model Details
Model Description
- Model Type: Sentence Transformer
- Base model: bkai-foundation-models/vietnamese-bi-encoder
- Maximum Sequence Length: 256 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Training Dataset:
- json
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: RobertaModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
Usage
Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("anhtuansh/vietnamese-bi-encoder-Financial-Matryoshka-2e-200k")
# Run inference
sentences = [
'thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có yêu_cầu_là thẻ hướng_dẫn_viên du_lịch nội_địa',
'thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có kết_quả_thực_hiện là gì ?',
'cấp giấy_phép hoạt_động khám , chữa bệnh_nhân_đạo đối_với bệnh_viện trên địa_bàn quản_lý của sở y_tế ( trừ các bệnh_viện thuộc thẩm_quyền của bộ y_tế và bộ quốc_phòng ) và áp_dụng đối_với trường_hợp khi thay_đổi hình_thức tổ_chức , chia tách , hợp_nhất , sáp_nhập có phí , lệ_phí là bao_nhiêu ?',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Evaluation
Metrics
Information Retrieval
- Datasets:
dim_768
,dim_512
,dim_256
,dim_128
anddim_64
- Evaluated with
InformationRetrievalEvaluator
Metric | dim_768 | dim_512 | dim_256 | dim_128 | dim_64 |
---|---|---|---|---|---|
cosine_accuracy@1 | 0.0747 | 0.0731 | 0.074 | 0.073 | 0.0724 |
cosine_accuracy@3 | 0.2206 | 0.2158 | 0.216 | 0.2183 | 0.216 |
cosine_accuracy@5 | 0.3654 | 0.3666 | 0.3647 | 0.3653 | 0.3608 |
cosine_accuracy@10 | 0.7286 | 0.7285 | 0.7281 | 0.727 | 0.723 |
cosine_precision@1 | 0.0747 | 0.0731 | 0.074 | 0.073 | 0.0724 |
cosine_precision@3 | 0.0735 | 0.0719 | 0.072 | 0.0728 | 0.072 |
cosine_precision@5 | 0.0731 | 0.0733 | 0.0729 | 0.0731 | 0.0722 |
cosine_precision@10 | 0.0729 | 0.0728 | 0.0728 | 0.0727 | 0.0723 |
cosine_recall@1 | 0.0747 | 0.0731 | 0.074 | 0.073 | 0.0724 |
cosine_recall@3 | 0.2206 | 0.2158 | 0.216 | 0.2183 | 0.216 |
cosine_recall@5 | 0.3654 | 0.3666 | 0.3647 | 0.3653 | 0.3608 |
cosine_recall@10 | 0.7286 | 0.7285 | 0.7281 | 0.727 | 0.723 |
cosine_ndcg@10 | 0.3323 | 0.3313 | 0.331 | 0.3306 | 0.3284 |
cosine_mrr@10 | 0.215 | 0.2137 | 0.2135 | 0.2133 | 0.2116 |
cosine_map@100 | 0.2251 | 0.2239 | 0.2238 | 0.2236 | 0.2221 |
Training Details
Training Dataset
json
- Dataset: json
- Size: 181,350 training samples
- Columns:
positive
andanchor
- Approximate statistics based on the first 1000 samples:
positive anchor type string string details - min: 8 tokens
- mean: 66.15 tokens
- max: 256 tokens
- min: 8 tokens
- mean: 24.6 tokens
- max: 256 tokens
- Samples:
positive anchor tính tiền cấp quyền khai_thác tài_nguyên nước đối_với công_trình chưa vận_hành cấp tỉnh có yêu_cầu_là .
tính tiền cấp quyền khai_thác tài_nguyên nước đối_với công_trình chưa vận_hành cấp tỉnh có yêu_cầu gì ?
xóa_đăng_ký hành_nghề và thu_hồi thẻ công_chứng_viên trường_hợp công_chứng_viên không còn hành_nghề tại tổ_chức hành_nghề công_chứng được thực_hiện mức_độ trực_tuyến toàn_trình
xóa_đăng_ký hành_nghề và thu_hồi thẻ công_chứng_viên trường_hợp công_chứng_viên không còn hành_nghề tại tổ_chức hành_nghề công_chứng được thực_hiện mức_độ mấy ?
thủ_tục cấp giấy chứng_nhận đủ điều_kiện kinh_doanh hoạt_động thể_thao đối_với môn mô_tô nước trên biển có trình_tự thực_hiện như sau : doanh_nghiệp gửi hồ_sơ đến cơ_quan chuyên_môn về thể_dục , thể_thao thuộc ủy_ban nhân nhân cấp tỉnh nơi đăng_ký địa_điểm kinh_doanh hoạt_động thể_thao hoặc nơi doanh_nghiệp có trụ_sở chính trong trường_hợp_doanh_nghiệp có nhiều địa_điểm kinh_doanh hoạt_động thể_thao . cơ_quan chuyên_môn về thể_dục , thể_thao thuộc ủy_ban nhân_dân cấp tỉnh ( sau đây gọi là cơ_quan cấp giấy chứng_nhận đủ điều_kiện ) cấp cho doanh_nghiệp giấy tiếp_nhận hồ_sơ . trường_hợp hồ_sơ cần sửa_đổi , bổ_sung , cơ_quan cấp giấy chứng_nhận đủ điều_kiện thông_báo trực_tiếp hoặc bằng văn_bản những nội_dung cần sửa_đổi , bổ_sung đến doanh_nghiệp trong thời_hạn 03 ngày làm_việc , kể từ ngày nhận hồ_sơ .
thủ_tục cấp giấy chứng_nhận đủ điều_kiện kinh_doanh hoạt_động thể_thao đối_với môn mô_tô nước trên biển có trình_tự thực_hiện như thế_nào ?
- Loss:
MatryoshkaLoss
with these parameters:{ "loss": "MultipleNegativesRankingLoss", "matryoshka_dims": [ 768, 512 ], "matryoshka_weights": [ 1, 1 ], "n_dims_per_step": -1 }
Evaluation Dataset
json
- Dataset: json
- Size: 20,150 evaluation samples
- Columns:
positive
andanchor
- Approximate statistics based on the first 1000 samples:
positive anchor type string string details - min: 9 tokens
- mean: 62.93 tokens
- max: 256 tokens
- min: 9 tokens
- mean: 24.51 tokens
- max: 127 tokens
- Samples:
positive anchor điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004 có yêu_cầu hồ_sơ gồm : 1 . hồ_sơ do người sử_dụng đất nộp 01 bộ tại sở tài_nguyên và môi_trường gồm : văn_bản đề_nghị điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ ban_hành trước ngày 01 tháng 7 năm 2004 theo mẫu_số 03 ban_hành kèm theo thông_tư 33 / 2017 / tt - btnmtbản sao quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004bản sao giấy chứng_nhận quyền sử_dụng đất hoặc giấy chứng_nhận quyền sở_hữu nhà ở và quyền sử_dụng đất ở hoặc giấy chứng_nhận quyền sử_dụng đất , quyền sở_hữu nhà ở và tài_sản khác gắn liền với đất đã cấp ( nếu có ) bản_sao giấy_phép đầu_tư hoặc giấy chứng_nhận đầu_tư hoặc giấy đăng_ký kinh_doanh hoặc văn_bản chấp_thuận chủ_t...
điều_chỉnh quyết_định thu_hồi đất , giao đất , cho thuê đất , cho phép chuyển mục_đích sử_dụng đất của thủ_tướng chính_phủ đã ban_hành trước ngày 01 tháng 7 năm 2004 có yêu_cầu thành_phần hồ_sơ những gì ?
thủ_tục thông_báo hủy kết_quả phong phẩm hoặc suy cử chức_sắc đối_với các trường_hợp quy_định tại khoản 2 điều 33 của luật tín_ngưỡng , tôn_giáo được thực_hiện mức_độ trực_tuyến toàn_trình
thủ_tục thông_báo hủy kết_quả phong phẩm hoặc suy cử chức_sắc đối_với các trường_hợp quy_định tại khoản 2 điều 33 của luật tín_ngưỡng , tôn_giáo được thực_hiện mức_độ mấy ?
thủ_tục đính_chính giấy chứng_nhận đã cấp có phí , lệ_phí là : trực_tiếp :
thủ_tục đính_chính giấy chứng_nhận đã cấp có phí , lệ_phí là bao_nhiêu ?
- Loss:
MatryoshkaLoss
with these parameters:{ "loss": "MultipleNegativesRankingLoss", "matryoshka_dims": [ 768, 512 ], "matryoshka_weights": [ 1, 1 ], "n_dims_per_step": -1 }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy
: epochper_device_train_batch_size
: 2per_device_eval_batch_size
: 2gradient_accumulation_steps
: 2learning_rate
: 2e-05num_train_epochs
: 1lr_scheduler_type
: cosinewarmup_ratio
: 0.1fp16
: Truetf32
: Falseload_best_model_at_end
: Trueoptim
: adamw_torch_fusedbatch_sampler
: no_duplicates
All Hyperparameters
Click to expand
overwrite_output_dir
: Falsedo_predict
: Falseeval_strategy
: epochprediction_loss_only
: Trueper_device_train_batch_size
: 2per_device_eval_batch_size
: 2per_gpu_train_batch_size
: Noneper_gpu_eval_batch_size
: Nonegradient_accumulation_steps
: 2eval_accumulation_steps
: Nonelearning_rate
: 2e-05weight_decay
: 0.0adam_beta1
: 0.9adam_beta2
: 0.999adam_epsilon
: 1e-08max_grad_norm
: 1.0num_train_epochs
: 1max_steps
: -1lr_scheduler_type
: cosinelr_scheduler_kwargs
: {}warmup_ratio
: 0.1warmup_steps
: 0log_level
: passivelog_level_replica
: warninglog_on_each_node
: Truelogging_nan_inf_filter
: Truesave_safetensors
: Truesave_on_each_node
: Falsesave_only_model
: Falserestore_callback_states_from_checkpoint
: Falseno_cuda
: Falseuse_cpu
: Falseuse_mps_device
: Falseseed
: 42data_seed
: Nonejit_mode_eval
: Falseuse_ipex
: Falsebf16
: Falsefp16
: Truefp16_opt_level
: O1half_precision_backend
: autobf16_full_eval
: Falsefp16_full_eval
: Falsetf32
: Falselocal_rank
: 0ddp_backend
: Nonetpu_num_cores
: Nonetpu_metrics_debug
: Falsedebug
: []dataloader_drop_last
: Falsedataloader_num_workers
: 0dataloader_prefetch_factor
: Nonepast_index
: -1disable_tqdm
: Falseremove_unused_columns
: Truelabel_names
: Noneload_best_model_at_end
: Trueignore_data_skip
: Falsefsdp
: []fsdp_min_num_params
: 0fsdp_config
: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap
: Noneaccelerator_config
: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed
: Nonelabel_smoothing_factor
: 0.0optim
: adamw_torch_fusedoptim_args
: Noneadafactor
: Falsegroup_by_length
: Falselength_column_name
: lengthddp_find_unused_parameters
: Noneddp_bucket_cap_mb
: Noneddp_broadcast_buffers
: Falsedataloader_pin_memory
: Truedataloader_persistent_workers
: Falseskip_memory_metrics
: Trueuse_legacy_prediction_loop
: Falsepush_to_hub
: Falseresume_from_checkpoint
: Nonehub_model_id
: Nonehub_strategy
: every_savehub_private_repo
: Falsehub_always_push
: Falsegradient_checkpointing
: Falsegradient_checkpointing_kwargs
: Noneinclude_inputs_for_metrics
: Falseeval_do_concat_batches
: Truefp16_backend
: autopush_to_hub_model_id
: Nonepush_to_hub_organization
: Nonemp_parameters
:auto_find_batch_size
: Falsefull_determinism
: Falsetorchdynamo
: Noneray_scope
: lastddp_timeout
: 1800torch_compile
: Falsetorch_compile_backend
: Nonetorch_compile_mode
: Nonedispatch_batches
: Nonesplit_batches
: Noneinclude_tokens_per_second
: Falseinclude_num_input_tokens_seen
: Falseneftune_noise_alpha
: Noneoptim_target_modules
: Nonebatch_eval_metrics
: Falseprompts
: Nonebatch_sampler
: no_duplicatesmulti_dataset_batch_sampler
: proportional
Training Logs
Click to expand
Epoch | Step | Training Loss | Validation Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
---|---|---|---|---|---|---|---|---|
0 | 0 | - | - | 0.2067 | 0.2044 | 0.1865 | 0.1756 | 0.1644 |
0.0002 | 10 | 0.002 | - | - | - | - | - | - |
0.0004 | 20 | 0.0 | - | - | - | - | - | - |
0.0007 | 30 | 0.0001 | - | - | - | - | - | - |
0.0009 | 40 | 0.0003 | - | - | - | - | - | - |
0.0011 | 50 | 0.0004 | - | - | - | - | - | - |
0.0013 | 60 | 0.0001 | - | - | - | - | - | - |
0.0015 | 70 | 0.0003 | - | - | - | - | - | - |
0.0018 | 80 | 0.0001 | - | - | - | - | - | - |
0.0020 | 90 | 0.0001 | - | - | - | - | - | - |
0.0022 | 100 | 0.0001 | - | - | - | - | - | - |
0.0024 | 110 | 0.0005 | - | - | - | - | - | - |
0.0026 | 120 | 0.0001 | - | - | - | - | - | - |
0.0029 | 130 | 0.0001 | - | - | - | - | - | - |
0.0031 | 140 | 0.0002 | - | - | - | - | - | - |
0.0033 | 150 | 0.0 | - | - | - | - | - | - |
0.0035 | 160 | 0.0001 | - | - | - | - | - | - |
0.0037 | 170 | 0.0001 | - | - | - | - | - | - |
0.0040 | 180 | 0.0001 | - | - | - | - | - | - |
0.0042 | 190 | 0.0001 | - | - | - | - | - | - |
0.0044 | 200 | 0.0145 | - | - | - | - | - | - |
0.0046 | 210 | 0.0001 | - | - | - | - | - | - |
0.0049 | 220 | 0.0002 | - | - | - | - | - | - |
0.0051 | 230 | 0.0001 | - | - | - | - | - | - |
0.0053 | 240 | 0.0 | - | - | - | - | - | - |
0.0055 | 250 | 0.0001 | - | - | - | - | - | - |
0.0057 | 260 | 0.0 | - | - | - | - | - | - |
0.0060 | 270 | 0.0 | - | - | - | - | - | - |
0.0062 | 280 | 0.0 | - | - | - | - | - | - |
0.0064 | 290 | 0.0 | - | - | - | - | - | - |
0.0066 | 300 | 0.0 | - | - | - | - | - | - |
0.0068 | 310 | 0.0003 | - | - | - | - | - | - |
0.0071 | 320 | 0.0001 | - | - | - | - | - | - |
0.0073 | 330 | 0.0 | - | - | - | - | - | - |
0.0075 | 340 | 0.0001 | - | - | - | - | - | - |
0.0077 | 350 | 0.0044 | - | - | - | - | - | - |
0.0079 | 360 | 0.0001 | - | - | - | - | - | - |
0.0082 | 370 | 0.0243 | - | - | - | - | - | - |
0.0084 | 380 | 0.0014 | - | - | - | - | - | - |
0.0086 | 390 | 0.0 | - | - | - | - | - | - |
0.0088 | 400 | 0.0001 | - | - | - | - | - | - |
0.0090 | 410 | 0.0 | - | - | - | - | - | - |
0.0093 | 420 | 0.0 | - | - | - | - | - | - |
0.0095 | 430 | 0.0011 | - | - | - | - | - | - |
0.0097 | 440 | 0.0 | - | - | - | - | - | - |
0.0099 | 450 | 0.0 | - | - | - | - | - | - |
0.0101 | 460 | 0.0 | - | - | - | - | - | - |
0.0104 | 470 | 0.0 | - | - | - | - | - | - |
0.0106 | 480 | 0.018 | - | - | - | - | - | - |
0.0108 | 490 | 0.0001 | - | - | - | - | - | - |
0.0110 | 500 | 0.0 | - | - | - | - | - | - |
0.0112 | 510 | 0.016 | - | - | - | - | - | - |
0.0115 | 520 | 0.0 | - | - | - | - | - | - |
0.0117 | 530 | 0.0005 | - | - | - | - | - | - |
0.0119 | 540 | 0.0 | - | - | - | - | - | - |
0.0121 | 550 | 0.0 | - | - | - | - | - | - |
0.0124 | 560 | 0.0 | - | - | - | - | - | - |
0.0126 | 570 | 0.0 | - | - | - | - | - | - |
0.0128 | 580 | 0.0 | - | - | - | - | - | - |
0.0130 | 590 | 0.0 | - | - | - | - | - | - |
0.0132 | 600 | 0.0 | - | - | - | - | - | - |
0.0135 | 610 | 0.0 | - | - | - | - | - | - |
0.0137 | 620 | 0.0 | - | - | - | - | - | - |
0.0139 | 630 | 0.0 | - | - | - | - | - | - |
0.0141 | 640 | 0.0 | - | - | - | - | - | - |
0.0143 | 650 | 0.0 | - | - | - | - | - | - |
0.0146 | 660 | 0.0 | - | - | - | - | - | - |
0.0148 | 670 | 0.0 | - | - | - | - | - | - |
0.0150 | 680 | 0.0 | - | - | - | - | - | - |
0.0152 | 690 | 0.0 | - | - | - | - | - | - |
0.0154 | 700 | 0.0 | - | - | - | - | - | - |
0.0157 | 710 | 0.0 | - | - | - | - | - | - |
0.0159 | 720 | 0.0002 | - | - | - | - | - | - |
0.0161 | 730 | 0.0 | - | - | - | - | - | - |
0.0163 | 740 | 0.0 | - | - | - | - | - | - |
0.0165 | 750 | 0.0 | - | - | - | - | - | - |
0.0168 | 760 | 0.0 | - | - | - | - | - | - |
0.0170 | 770 | 0.0001 | - | - | - | - | - | - |
0.0172 | 780 | 0.0 | - | - | - | - | - | - |
0.0174 | 790 | 0.0 | - | - | - | - | - | - |
0.0176 | 800 | 0.0001 | - | - | - | - | - | - |
0.0179 | 810 | 0.0 | - | - | - | - | - | - |
0.0181 | 820 | 0.0 | - | - | - | - | - | - |
0.0183 | 830 | 0.0068 | - | - | - | - | - | - |
0.0185 | 840 | 0.0 | - | - | - | - | - | - |
0.0187 | 850 | 0.0 | - | - | - | - | - | - |
0.0190 | 860 | 0.0 | - | - | - | - | - | - |
0.0192 | 870 | 0.0 | - | - | - | - | - | - |
0.0194 | 880 | 0.0 | - | - | - | - | - | - |
0.0196 | 890 | 0.0 | - | - | - | - | - | - |
0.0199 | 900 | 0.0 | - | - | - | - | - | - |
0.0201 | 910 | 0.0001 | - | - | - | - | - | - |
0.0203 | 920 | 0.0 | - | - | - | - | - | - |
0.0205 | 930 | 0.0 | - | - | - | - | - | - |
0.0207 | 940 | 0.0 | - | - | - | - | - | - |
0.0210 | 950 | 0.0 | - | - | - | - | - | - |
0.0212 | 960 | 0.0005 | - | - | - | - | - | - |
0.0214 | 970 | 0.0 | - | - | - | - | - | - |
0.0216 | 980 | 0.0005 | - | - | - | - | - | - |
0.0218 | 990 | 0.0 | - | - | - | - | - | - |
0.0221 | 1000 | 0.0 | - | - | - | - | - | - |
0.0223 | 1010 | 0.0 | - | - | - | - | - | - |
0.0225 | 1020 | 0.0001 | - | - | - | - | - | - |
0.0227 | 1030 | 0.0 | - | - | - | - | - | - |
0.0229 | 1040 | 0.0 | - | - | - | - | - | - |
0.0232 | 1050 | 0.0 | - | - | - | - | - | - |
0.0234 | 1060 | 0.0 | - | - | - | - | - | - |
0.0236 | 1070 | 0.0 | - | - | - | - | - | - |
0.0238 | 1080 | 0.0069 | - | - | - | - | - | - |
0.0240 | 1090 | 0.0 | - | - | - | - | - | - |
0.0243 | 1100 | 0.0 | - | - | - | - | - | - |
0.0245 | 1110 | 0.0055 | - | - | - | - | - | - |
0.0247 | 1120 | 0.0 | - | - | - | - | - | - |
0.0249 | 1130 | 0.0015 | - | - | - | - | - | - |
0.0251 | 1140 | 0.0 | - | - | - | - | - | - |
0.0254 | 1150 | 0.0 | - | - | - | - | - | - |
0.0256 | 1160 | 0.0 | - | - | - | - | - | - |
0.0258 | 1170 | 0.0 | - | - | - | - | - | - |
0.0260 | 1180 | 0.0 | - | - | - | - | - | - |
0.0262 | 1190 | 0.0001 | - | - | - | - | - | - |
0.0265 | 1200 | 0.0 | - | - | - | - | - | - |
0.0267 | 1210 | 0.0 | - | - | - | - | - | - |
0.0269 | 1220 | 0.0028 | - | - | - | - | - | - |
0.0271 | 1230 | 0.0 | - | - | - | - | - | - |
0.0274 | 1240 | 0.0 | - | - | - | - | - | - |
0.0276 | 1250 | 0.0 | - | - | - | - | - | - |
0.0278 | 1260 | 0.0 | - | - | - | - | - | - |
0.0280 | 1270 | 0.0 | - | - | - | - | - | - |
0.0282 | 1280 | 0.0001 | - | - | - | - | - | - |
0.0285 | 1290 | 0.0 | - | - | - | - | - | - |
0.0287 | 1300 | 0.0 | - | - | - | - | - | - |
0.0289 | 1310 | 0.0003 | - | - | - | - | - | - |
0.0291 | 1320 | 0.0005 | - | - | - | - | - | - |
0.0293 | 1330 | 0.0 | - | - | - | - | - | - |
0.0296 | 1340 | 0.0003 | - | - | - | - | - | - |
0.0298 | 1350 | 0.0 | - | - | - | - | - | - |
0.0300 | 1360 | 0.0 | - | - | - | - | - | - |
0.0302 | 1370 | 0.0001 | - | - | - | - | - | - |
0.0304 | 1380 | 0.0 | - | - | - | - | - | - |
0.0307 | 1390 | 0.0001 | - | - | - | - | - | - |
0.0309 | 1400 | 0.0 | - | - | - | - | - | - |
0.0311 | 1410 | 0.0 | - | - | - | - | - | - |
0.0313 | 1420 | 0.0001 | - | - | - | - | - | - |
0.0315 | 1430 | 0.0 | - | - | - | - | - | - |
0.0318 | 1440 | 0.0 | - | - | - | - | - | - |
0.0320 | 1450 | 0.0 | - | - | - | - | - | - |
0.0322 | 1460 | 0.0004 | - | - | - | - | - | - |
0.0324 | 1470 | 0.0037 | - | - | - | - | - | - |
0.0326 | 1480 | 0.0 | - | - | - | - | - | - |
0.0329 | 1490 | 0.0 | - | - | - | - | - | - |
0.0331 | 1500 | 0.0008 | - | - | - | - | - | - |
0.0333 | 1510 | 0.0 | - | - | - | - | - | - |
0.0335 | 1520 | 0.0 | - | - | - | - | - | - |
0.0337 | 1530 | 0.0 | - | - | - | - | - | - |
0.0340 | 1540 | 0.0 | - | - | - | - | - | - |
0.0342 | 1550 | 0.0 | - | - | - | - | - | - |
0.0344 | 1560 | 0.0001 | - | - | - | - | - | - |
0.0346 | 1570 | 0.0 | - | - | - | - | - | - |
0.0348 | 1580 | 0.0 | - | - | - | - | - | - |
0.0351 | 1590 | 0.0 | - | - | - | - | - | - |
0.0353 | 1600 | 0.0 | - | - | - | - | - | - |
0.0355 | 1610 | 0.0 | - | - | - | - | - | - |
0.0357 | 1620 | 0.0023 | - | - | - | - | - | - |
0.0360 | 1630 | 0.0 | - | - | - | - | - | - |
0.0362 | 1640 | 0.0005 | - | - | - | - | - | - |
0.0364 | 1650 | 0.0 | - | - | - | - | - | - |
0.0366 | 1660 | 0.0 | - | - | - | - | - | - |
0.0368 | 1670 | 0.0 | - | - | - | - | - | - |
0.0371 | 1680 | 0.0023 | - | - | - | - | - | - |
0.0373 | 1690 | 0.0041 | - | - | - | - | - | - |
0.0375 | 1700 | 0.0003 | - | - | - | - | - | - |
0.0377 | 1710 | 0.0 | - | - | - | - | - | - |
0.0379 | 1720 | 0.0003 | - | - | - | - | - | - |
0.0382 | 1730 | 0.0001 | - | - | - | - | - | - |
0.0384 | 1740 | 0.0 | - | - | - | - | - | - |
0.0386 | 1750 | 0.0003 | - | - | - | - | - | - |
0.0388 | 1760 | 0.0002 | - | - | - | - | - | - |
0.0390 | 1770 | 0.0 | - | - | - | - | - | - |
0.0393 | 1780 | 0.0 | - | - | - | - | - | - |
0.0395 | 1790 | 0.0 | - | - | - | - | - | - |
0.0397 | 1800 | 0.0 | - | - | - | - | - | - |
0.0399 | 1810 | 0.0 | - | - | - | - | - | - |
0.0401 | 1820 | 0.0 | - | - | - | - | - | - |
0.0404 | 1830 | 0.0 | - | - | - | - | - | - |
0.0406 | 1840 | 0.02 | - | - | - | - | - | - |
0.0408 | 1850 | 0.0 | - | - | - | - | - | - |
0.0410 | 1860 | 0.0 | - | - | - | - | - | - |
0.0412 | 1870 | 0.0 | - | - | - | - | - | - |
0.0415 | 1880 | 0.0 | - | - | - | - | - | - |
0.0417 | 1890 | 0.0 | - | - | - | - | - | - |
0.0419 | 1900 | 0.0 | - | - | - | - | - | - |
0.0421 | 1910 | 0.0 | - | - | - | - | - | - |
0.0423 | 1920 | 0.0029 | - | - | - | - | - | - |
0.0426 | 1930 | 0.0001 | - | - | - | - | - | - |
0.0428 | 1940 | 0.0 | - | - | - | - | - | - |
0.0430 | 1950 | 0.0 | - | - | - | - | - | - |
0.0432 | 1960 | 0.0 | - | - | - | - | - | - |
0.0435 | 1970 | 0.0 | - | - | - | - | - | - |
0.0437 | 1980 | 0.0 | - | - | - | - | - | - |
0.0439 | 1990 | 0.0 | - | - | - | - | - | - |
0.0441 | 2000 | 0.0 | - | - | - | - | - | - |
0.0443 | 2010 | 0.0 | - | - | - | - | - | - |
0.0446 | 2020 | 0.0 | - | - | - | - | - | - |
0.0448 | 2030 | 0.0 | - | - | - | - | - | - |
0.0450 | 2040 | 0.0 | - | - | - | - | - | - |
0.0452 | 2050 | 0.0 | - | - | - | - | - | - |
0.0454 | 2060 | 0.0 | - | - | - | - | - | - |
0.0457 | 2070 | 0.0 | - | - | - | - | - | - |
0.0459 | 2080 | 0.0 | - | - | - | - | - | - |
0.0461 | 2090 | 0.0 | - | - | - | - | - | - |
0.0463 | 2100 | 0.0 | - | - | - | - | - | - |
0.0465 | 2110 | 0.0 | - | - | - | - | - | - |
0.0468 | 2120 | 0.0 | - | - | - | - | - | - |
0.0470 | 2130 | 0.0 | - | - | - | - | - | - |
0.0472 | 2140 | 0.0 | - | - | - | - | - | - |
0.0474 | 2150 | 0.0 | - | - | - | - | - | - |
0.0476 | 2160 | 0.0 | - | - | - | - | - | - |
0.0479 | 2170 | 0.0 | - | - | - | - | - | - |
0.0481 | 2180 | 0.0 | - | - | - | - | - | - |
0.0483 | 2190 | 0.0 | - | - | - | - | - | - |
0.0485 | 2200 | 0.0 | - | - | - | - | - | - |
0.0487 | 2210 | 0.0 | - | - | - | - | - | - |
0.0490 | 2220 | 0.0 | - | - | - | - | - | - |
0.0492 | 2230 | 0.005 | - | - | - | - | - | - |
0.0494 | 2240 | 0.0 | - | - | - | - | - | - |
0.0496 | 2250 | 0.0 | - | - | - | - | - | - |
0.0498 | 2260 | 0.0003 | - | - | - | - | - | - |
0.0501 | 2270 | 0.0 | - | - | - | - | - | - |
0.0503 | 2280 | 0.0001 | - | - | - | - | - | - |
0.0505 | 2290 | 0.0 | - | - | - | - | - | - |
0.0507 | 2300 | 0.0001 | - | - | - | - | - | - |
0.0510 | 2310 | 0.0 | - | - | - | - | - | - |
0.0512 | 2320 | 0.0 | - | - | - | - | - | - |
0.0514 | 2330 | 0.0 | - | - | - | - | - | - |
0.0516 | 2340 | 0.0 | - | - | - | - | - | - |
0.0518 | 2350 | 0.0 | - | - | - | - | - | - |
0.0521 | 2360 | 0.0 | - | - | - | - | - | - |
0.0523 | 2370 | 0.0 | - | - | - | - | - | - |
0.0525 | 2380 | 0.0 | - | - | - | - | - | - |
0.0527 | 2390 | 0.0 | - | - | - | - | - | - |
0.0529 | 2400 | 0.0 | - | - | - | - | - | - |
0.0532 | 2410 | 0.0 | - | - | - | - | - | - |
0.0534 | 2420 | 0.0 | - | - | - | - | - | - |
0.0536 | 2430 | 0.0 | - | - | - | - | - | - |
0.0538 | 2440 | 0.0 | - | - | - | - | - | - |
0.0540 | 2450 | 0.0 | - | - | - | - | - | - |
0.0543 | 2460 | 0.0 | - | - | - | - | - | - |
0.0545 | 2470 | 0.0 | - | - | - | - | - | - |
0.0547 | 2480 | 0.0 | - | - | - | - | - | - |
0.0549 | 2490 | 0.0 | - | - | - | - | - | - |
0.0551 | 2500 | 0.0003 | - | - | - | - | - | - |
0.0554 | 2510 | 0.0 | - | - | - | - | - | - |
0.0556 | 2520 | 0.0 | - | - | - | - | - | - |
0.0558 | 2530 | 0.0 | - | - | - | - | - | - |
0.0560 | 2540 | 0.0 | - | - | - | - | - | - |
0.0562 | 2550 | 0.0 | - | - | - | - | - | - |
0.0565 | 2560 | 0.0 | - | - | - | - | - | - |
0.0567 | 2570 | 0.0 | - | - | - | - | - | - |
0.0569 | 2580 | 0.0 | - | - | - | - | - | - |
0.0571 | 2590 | 0.0 | - | - | - | - | - | - |
0.0573 | 2600 | 0.0134 | - | - | - | - | - | - |
0.0576 | 2610 | 0.0 | - | - | - | - | - | - |
0.0578 | 2620 | 0.008 | - | - | - | - | - | - |
0.0580 | 2630 | 0.0 | - | - | - | - | - | - |
0.0582 | 2640 | 0.0001 | - | - | - | - | - | - |
0.0585 | 2650 | 0.0 | - | - | - | - | - | - |
0.0587 | 2660 | 0.0 | - | - | - | - | - | - |
0.0589 | 2670 | 0.0 | - | - | - | - | - | - |
0.0591 | 2680 | 0.0001 | - | - | - | - | - | - |
0.0593 | 2690 | 0.0 | - | - | - | - | - | - |
0.0596 | 2700 | 0.0 | - | - | - | - | - | - |
0.0598 | 2710 | 0.0 | - | - | - | - | - | - |
0.0600 | 2720 | 0.0 | - | - | - | - | - | - |
0.0602 | 2730 | 0.0 | - | - | - | - | - | - |
0.0604 | 2740 | 0.0 | - | - | - | - | - | - |
0.0607 | 2750 | 0.0 | - | - | - | - | - | - |
0.0609 | 2760 | 0.0003 | - | - | - | - | - | - |
0.0611 | 2770 | 0.0 | - | - | - | - | - | - |
0.0613 | 2780 | 0.0 | - | - | - | - | - | - |
0.0615 | 2790 | 0.0 | - | - | - | - | - | - |
0.0618 | 2800 | 0.0 | - | - | - | - | - | - |
0.0620 | 2810 | 0.0 | - | - | - | - | - | - |
0.0622 | 2820 | 0.0001 | - | - | - | - | - | - |
0.0624 | 2830 | 0.0 | - | - | - | - | - | - |
0.0626 | 2840 | 0.0001 | - | - | - | - | - | - |
0.0629 | 2850 | 0.0 | - | - | - | - | - | - |
0.0631 | 2860 | 0.0 | - | - | - | - | - | - |
0.0633 | 2870 | 0.0 | - | - | - | - | - | - |
0.0635 | 2880 | 0.0 | - | - | - | - | - | - |
0.0637 | 2890 | 0.0 | - | - | - | - | - | - |
0.0640 | 2900 | 0.0 | - | - | - | - | - | - |
0.0642 | 2910 | 0.0 | - | - | - | - | - | - |
0.0644 | 2920 | 0.0 | - | - | - | - | - | - |
0.0646 | 2930 | 0.0 | - | - | - | - | - | - |
0.0648 | 2940 | 0.0 | - | - | - | - | - | - |
0.0651 | 2950 | 0.0 | - | - | - | - | - | - |
0.0653 | 2960 | 0.0 | - | - | - | - | - | - |
0.0655 | 2970 | 0.0 | - | - | - | - | - | - |
0.0657 | 2980 | 0.0 | - | - | - | - | - | - |
0.0659 | 2990 | 0.0 | - | - | - | - | - | - |
0.0662 | 3000 | 0.0 | - | - | - | - | - | - |
0.0664 | 3010 | 0.0 | - | - | - | - | - | - |
0.0666 | 3020 | 0.0 | - | - | - | - | - | - |
0.0668 | 3030 | 0.0 | - | - | - | - | - | - |
0.0671 | 3040 | 0.0 | - | - | - | - | - | - |
0.0673 | 3050 | 0.0 | - | - | - | - | - | - |
0.0675 | 3060 | 0.0 | - | - | - | - | - | - |
0.0677 | 3070 | 0.0 | - | - | - | - | - | - |
0.0679 | 3080 | 0.0 | - | - | - | - | - | - |
0.0682 | 3090 | 0.0 | - | - | - | - | - | - |
0.0684 | 3100 | 0.0 | - | - | - | - | - | - |
0.0686 | 3110 | 0.0 | - | - | - | - | - | - |
0.0688 | 3120 | 0.0001 | - | - | - | - | - | - |
0.0690 | 3130 | 0.0 | - | - | - | - | - | - |
0.0693 | 3140 | 0.0 | - | - | - | - | - | - |
0.0695 | 3150 | 0.0 | - | - | - | - | - | - |
0.0697 | 3160 | 0.0 | - | - | - | - | - | - |
0.0699 | 3170 | 0.0 | - | - | - | - | - | - |
0.0701 | 3180 | 0.0 | - | - | - | - | - | - |
0.0704 | 3190 | 0.0 | - | - | - | - | - | - |
0.0706 | 3200 | 0.0001 | - | - | - | - | - | - |
0.0708 | 3210 | 0.0 | - | - | - | - | - | - |
0.0710 | 3220 | 0.0 | - | - | - | - | - | - |
0.0712 | 3230 | 0.0 | - | - | - | - | - | - |
0.0715 | 3240 | 0.0 | - | - | - | - | - | - |
0.0717 | 3250 | 0.0 | - | - | - | - | - | - |
0.0719 | 3260 | 0.0 | - | - | - | - | - | - |
0.0721 | 3270 | 0.0 | - | - | - | - | - | - |
0.0723 | 3280 | 0.0 | - | - | - | - | - | - |
0.0726 | 3290 | 0.0 | - | - | - | - | - | - |
0.0728 | 3300 | 0.0 | - | - | - | - | - | - |
0.0730 | 3310 | 0.0 | - | - | - | - | - | - |
0.0732 | 3320 | 0.0 | - | - | - | - | - | - |
0.0734 | 3330 | 0.0 | - | - | - | - | - | - |
0.0737 | 3340 | 0.0 | - | - | - | - | - | - |
0.0739 | 3350 | 0.0 | - | - | - | - | - | - |
0.0741 | 3360 | 0.0 | - | - | - | - | - | - |
0.0743 | 3370 | 0.0 | - | - | - | - | - | - |
0.0746 | 3380 | 0.0 | - | - | - | - | - | - |
0.0748 | 3390 | 0.0 | - | - | - | - | - | - |
0.0750 | 3400 | 0.0002 | - | - | - | - | - | - |
0.0752 | 3410 | 0.0 | - | - | - | - | - | - |
0.0754 | 3420 | 0.0 | - | - | - | - | - | - |
0.0757 | 3430 | 0.0 | - | - | - | - | - | - |
0.0759 | 3440 | 0.0 | - | - | - | - | - | - |
0.0761 | 3450 | 0.0 | - | - | - | - | - | - |
0.0763 | 3460 | 0.0 | - | - | - | - | - | - |
0.0765 | 3470 | 0.0 | - | - | - | - | - | - |
0.0768 | 3480 | 0.0 | - | - | - | - | - | - |
0.0770 | 3490 | 0.0 | - | - | - | - | - | - |
0.0772 | 3500 | 0.0 | - | - | - | - | - | - |
0.0774 | 3510 | 0.0 | - | - | - | - | - | - |
0.0776 | 3520 | 0.0 | - | - | - | - | - | - |
0.0779 | 3530 | 0.0001 | - | - | - | - | - | - |
0.0781 | 3540 | 0.0 | - | - | - | - | - | - |
0.0783 | 3550 | 0.0 | - | - | - | - | - | - |
0.0785 | 3560 | 0.0 | - | - | - | - | - | - |
0.0787 | 3570 | 0.0 | - | - | - | - | - | - |
0.0790 | 3580 | 0.0 | - | - | - | - | - | - |
0.0792 | 3590 | 0.0005 | - | - | - | - | - | - |
0.0794 | 3600 | 0.0 | - | - | - | - | - | - |
0.0796 | 3610 | 0.0 | - | - | - | - | - | - |
0.0798 | 3620 | 0.0001 | - | - | - | - | - | - |
0.0801 | 3630 | 0.0001 | - | - | - | - | - | - |
0.0803 | 3640 | 0.0 | - | - | - | - | - | - |
0.0805 | 3650 | 0.0 | - | - | - | - | - | - |
0.0807 | 3660 | 0.0066 | - | - | - | - | - | - |
0.0809 | 3670 | 0.0 | - | - | - | - | - | - |
0.0812 | 3680 | 0.0 | - | - | - | - | - | - |
0.0814 | 3690 | 0.0001 | - | - | - | - | - | - |
0.0816 | 3700 | 0.0002 | - | - | - | - | - | - |
0.0818 | 3710 | 0.0 | - | - | - | - | - | - |
0.0821 | 3720 | 0.0 | - | - | - | - | - | - |
0.0823 | 3730 | 0.0 | - | - | - | - | - | - |
0.0825 | 3740 | 0.0 | - | - | - | - | - | - |
0.0827 | 3750 | 0.0 | - | - | - | - | - | - |
0.0829 | 3760 | 0.0 | - | - | - | - | - | - |
0.0832 | 3770 | 0.0 | - | - | - | - | - | - |
0.0834 | 3780 | 0.0 | - | - | - | - | - | - |
0.0836 | 3790 | 0.0 | - | - | - | - | - | - |
0.0838 | 3800 | 0.0 | - | - | - | - | - | - |
0.0840 | 3810 | 0.0 | - | - | - | - | - | - |
0.0843 | 3820 | 0.0 | - | - | - | - | - | - |
0.0845 | 3830 | 0.0 | - | - | - | - | - | - |
0.0847 | 3840 | 0.0001 | - | - | - | - | - | - |
0.0849 | 3850 | 0.0 | - | - | - | - | - | - |
0.0851 | 3860 | 0.0 | - | - | - | - | - | - |
0.0854 | 3870 | 0.0 | - | - | - | - | - | - |
0.0856 | 3880 | 0.0 | - | - | - | - | - | - |
0.0858 | 3890 | 0.0 | - | - | - | - | - | - |
0.0860 | 3900 | 0.0 | - | - | - | - | - | - |
0.0862 | 3910 | 0.0 | - | - | - | - | - | - |
0.0865 | 3920 | 0.0 | - | - | - | - | - | - |
0.0867 | 3930 | 0.0 | - | - | - | - | - | - |
0.0869 | 3940 | 0.0 | - | - | - | - | - | - |
0.0871 | 3950 | 0.0 | - | - | - | - | - | - |
0.0873 | 3960 | 0.0 | - | - | - | - | - | - |
0.0876 | 3970 | 0.0048 | - | - | - | - | - | - |
0.0878 | 3980 | 0.0 | - | - | - | - | - | - |
0.0880 | 3990 | 0.0 | - | - | - | - | - | - |
0.0882 | 4000 | 0.0001 | - | - | - | - | - | - |
0.0884 | 4010 | 0.0001 | - | - | - | - | - | - |
0.0887 | 4020 | 0.0 | - | - | - | - | - | - |
0.0889 | 4030 | 0.0 | - | - | - | - | - | - |
0.0891 | 4040 | 0.0 | - | - | - | - | - | - |
0.0893 | 4050 | 0.0 | - | - | - | - | - | - |
0.0896 | 4060 | 0.0001 | - | - | - | - | - | - |
0.0898 | 4070 | 0.0 | - | - | - | - | - | - |
0.0900 | 4080 | 0.0 | - | - | - | - | - | - |
0.0902 | 4090 | 0.0 | - | - | - | - | - | - |
0.0904 | 4100 | 0.0 | - | - | - | - | - | - |
0.0907 | 4110 | 0.0 | - | - | - | - | - | - |
0.0909 | 4120 | 0.0 | - | - | - | - | - | - |
0.0911 | 4130 | 0.0 | - | - | - | - | - | - |
0.0913 | 4140 | 0.0001 | - | - | - | - | - | - |
0.0915 | 4150 | 0.0 | - | - | - | - | - | - |
0.0918 | 4160 | 0.0 | - | - | - | - | - | - |
0.0920 | 4170 | 0.0 | - | - | - | - | - | - |
0.0922 | 4180 | 0.0 | - | - | - | - | - | - |
0.0924 | 4190 | 0.0 | - | - | - | - | - | - |
0.0926 | 4200 | 0.0 | - | - | - | - | - | - |
0.0929 | 4210 | 0.0 | - | - | - | - | - | - |
0.0931 | 4220 | 0.0 | - | - | - | - | - | - |
0.0933 | 4230 | 0.0 | - | - | - | - | - | - |
0.0935 | 4240 | 0.0 | - | - | - | - | - | - |
0.0937 | 4250 | 0.0 | - | - | - | - | - | - |
0.0940 | 4260 | 0.0001 | - | - | - | - | - | - |
0.0942 | 4270 | 0.0 | - | - | - | - | - | - |
0.0944 | 4280 | 0.0 | - | - | - | - | - | - |
0.0946 | 4290 | 0.0 | - | - | - | - | - | - |
0.0948 | 4300 | 0.0 | - | - | - | - | - | - |
0.0951 | 4310 | 0.0006 | - | - | - | - | - | - |
0.0953 | 4320 | 0.0 | - | - | - | - | - | - |
0.0955 | 4330 | 0.0001 | - | - | - | - | - | - |
0.0957 | 4340 | 0.0001 | - | - | - | - | - | - |
0.0959 | 4350 | 0.0001 | - | - | - | - | - | - |
0.0962 | 4360 | 0.0 | - | - | - | - | - | - |
0.0964 | 4370 | 0.0001 | - | - | - | - | - | - |
0.0966 | 4380 | 0.0001 | - | - | - | - | - | - |
0.0968 | 4390 | 0.0 | - | - | - | - | - | - |
0.0970 | 4400 | 0.0 | - | - | - | - | - | - |
0.0973 | 4410 | 0.0001 | - | - | - | - | - | - |
0.0975 | 4420 | 0.0 | - | - | - | - | - | - |
0.0977 | 4430 | 0.0 | - | - | - | - | - | - |
0.0979 | 4440 | 0.0 | - | - | - | - | - | - |
0.0982 | 4450 | 0.0 | - | - | - | - | - | - |
0.0984 | 4460 | 0.0 | - | - | - | - | - | - |
0.0986 | 4470 | 0.0 | - | - | - | - | - | - |
0.0988 | 4480 | 0.0 | - | - | - | - | - | - |
0.0990 | 4490 | 0.0 | - | - | - | - | - | - |
0.0993 | 4500 | 0.0 | - | - | - | - | - | - |
0.0995 | 4510 | 0.0 | - | - | - | - | - | - |
0.0997 | 4520 | 0.0 | - | - | - | - | - | - |
0.0999 | 4530 | 0.0 | - | - | - | - | - | - |
0.1001 | 4540 | 0.0 | - | - | - | - | - | - |
0.1004 | 4550 | 0.0 | - | - | - | - | - | - |
0.1006 | 4560 | 0.0 | - | - | - | - | - | - |
0.1008 | 4570 | 0.0 | - | - | - | - | - | - |
0.1010 | 4580 | 0.0008 | - | - | - | - | - | - |
0.1012 | 4590 | 0.0 | - | - | - | - | - | - |
0.1015 | 4600 | 0.0 | - | - | - | - | - | - |
0.1017 | 4610 | 0.0 | - | - | - | - | - | - |
0.1019 | 4620 | 0.0001 | - | - | - | - | - | - |
0.1021 | 4630 | 0.0 | - | - | - | - | - | - |
0.1023 | 4640 | 0.0 | - | - | - | - | - | - |
0.1026 | 4650 | 0.0 | - | - | - | - | - | - |
0.1028 | 4660 | 0.0 | - | - | - | - | - | - |
0.1030 | 4670 | 0.0 | - | - | - | - | - | - |
0.1032 | 4680 | 0.0 | - | - | - | - | - | - |
0.1034 | 4690 | 0.0 | - | - | - | - | - | - |
0.1037 | 4700 | 0.0 | - | - | - | - | - | - |
0.1039 | 4710 | 0.0 | - | - | - | - | - | - |
0.1041 | 4720 | 0.0 | - | - | - | - | - | - |
0.1043 | 4730 | 0.0 | - | - | - | - | - | - |
0.1045 | 4740 | 0.0 | - | - | - | - | - | - |
0.1048 | 4750 | 0.0 | - | - | - | - | - | - |
0.1050 | 4760 | 0.0 | - | - | - | - | - | - |
0.1052 | 4770 | 0.0 | - | - | - | - | - | - |
0.1054 | 4780 | 0.0 | - | - | - | - | - | - |
0.1057 | 4790 | 0.0 | - | - | - | - | - | - |
0.1059 | 4800 | 0.0 | - | - | - | - | - | - |
0.1061 | 4810 | 0.0 | - | - | - | - | - | - |
0.1063 | 4820 | 0.0 | - | - | - | - | - | - |
0.1065 | 4830 | 0.0 | - | - | - | - | - | - |
0.1068 | 4840 | 0.0 | - | - | - | - | - | - |
0.1070 | 4850 | 0.0 | - | - | - | - | - | - |
0.1072 | 4860 | 0.0 | - | - | - | - | - | - |
0.1074 | 4870 | 0.0 | - | - | - | - | - | - |
0.1076 | 4880 | 0.0 | - | - | - | - | - | - |
0.1079 | 4890 | 0.0 | - | - | - | - | - | - |
0.1081 | 4900 | 0.0 | - | - | - | - | - | - |
0.1083 | 4910 | 0.0 | - | - | - | - | - | - |
0.1085 | 4920 | 0.0 | - | - | - | - | - | - |
0.1087 | 4930 | 0.0 | - | - | - | - | - | - |
0.1090 | 4940 | 0.0088 | - | - | - | - | - | - |
0.1092 | 4950 | 0.0 | - | - | - | - | - | - |
0.1094 | 4960 | 0.0 | - | - | - | - | - | - |
0.1096 | 4970 | 0.0 | - | - | - | - | - | - |
0.1098 | 4980 | 0.0 | - | - | - | - | - | - |
0.1101 | 4990 | 0.0 | - | - | - | - | - | - |
0.1103 | 5000 | 0.0 | - | - | - | - | - | - |
0.1105 | 5010 | 0.0001 | - | - | - | - | - | - |
0.1107 | 5020 | 0.0 | - | - | - | - | - | - |
0.1109 | 5030 | 0.0707 | - | - | - | - | - | - |
0.1112 | 5040 | 0.0 | - | - | - | - | - | - |
0.1114 | 5050 | 0.0 | - | - | - | - | - | - |
0.1116 | 5060 | 0.0 | - | - | - | - | - | - |
0.1118 | 5070 | 0.0002 | - | - | - | - | - | - |
0.1120 | 5080 | 0.0 | - | - | - | - | - | - |
0.1123 | 5090 | 0.0003 | - | - | - | - | - | - |
0.1125 | 5100 | 0.0 | - | - | - | - | - | - |
0.1127 | 5110 | 0.0001 | - | - | - | - | - | - |
0.1129 | 5120 | 0.0 | - | - | - | - | - | - |
0.1132 | 5130 | 0.0 | - | - | - | - | - | - |
0.1134 | 5140 | 0.0 | - | - | - | - | - | - |
0.1136 | 5150 | 0.0 | - | - | - | - | - | - |
0.1138 | 5160 | 0.0 | - | - | - | - | - | - |
0.1140 | 5170 | 0.0 | - | - | - | - | - | - |
0.1143 | 5180 | 0.0 | - | - | - | - | - | - |
0.1145 | 5190 | 0.0 | - | - | - | - | - | - |
0.1147 | 5200 | 0.0 | - | - | - | - | - | - |
0.1149 | 5210 | 0.0 | - | - | - | - | - | - |
0.1151 | 5220 | 0.0004 | - | - | - | - | - | - |
0.1154 | 5230 | 0.0 | - | - | - | - | - | - |
0.1156 | 5240 | 0.0 | - | - | - | - | - | - |
0.1158 | 5250 | 0.0004 | - | - | - | - | - | - |
0.1160 | 5260 | 0.0 | - | - | - | - | - | - |
0.1162 | 5270 | 0.0001 | - | - | - | - | - | - |
0.1165 | 5280 | 0.0 | - | - | - | - | - | - |
0.1167 | 5290 | 0.0 | - | - | - | - | - | - |
0.1169 | 5300 | 0.0 | - | - | - | - | - | - |
0.1171 | 5310 | 0.0 | - | - | - | - | - | - |
0.1173 | 5320 | 0.0 | - | - | - | - | - | - |
0.1176 | 5330 | 0.0 | - | - | - | - | - | - |
0.1178 | 5340 | 0.0 | - | - | - | - | - | - |
0.1180 | 5350 | 0.0 | - | - | - | - | - | - |
0.1182 | 5360 | 0.0 | - | - | - | - | - | - |
0.1184 | 5370 | 0.0 | - | - | - | - | - | - |
0.1187 | 5380 | 0.0 | - | - | - | - | - | - |
0.1189 | 5390 | 0.0 | - | - | - | - | - | - |
0.1191 | 5400 | 0.0 | - | - | - | - | - | - |
0.1193 | 5410 | 0.0 | - | - | - | - | - | - |
0.1195 | 5420 | 0.0 | - | - | - | - | - | - |
0.1198 | 5430 | 0.0 | - | - | - | - | - | - |
0.1200 | 5440 | 0.0 | - | - | - | - | - | - |
0.1202 | 5450 | 0.0 | - | - | - | - | - | - |
0.1204 | 5460 | 0.0 | - | - | - | - | - | - |
0.1207 | 5470 | 0.0 | - | - | - | - | - | - |
0.1209 | 5480 | 0.0 | - | - | - | - | - | - |
0.1211 | 5490 | 0.0 | - | - | - | - | - | - |
0.1213 | 5500 | 0.0 | - | - | - | - | - | - |
0.1215 | 5510 | 0.0 | - | - | - | - | - | - |
0.1218 | 5520 | 0.0 | - | - | - | - | - | - |
0.1220 | 5530 | 0.0 | - | - | - | - | - | - |
0.1222 | 5540 | 0.0 | - | - | - | - | - | - |
0.1224 | 5550 | 0.0 | - | - | - | - | - | - |
0.1226 | 5560 | 0.0 | - | - | - | - | - | - |
0.1229 | 5570 | 0.0 | - | - | - | - | - | - |
0.1231 | 5580 | 0.0 | - | - | - | - | - | - |
0.1233 | 5590 | 0.0 | - | - | - | - | - | - |
0.1235 | 5600 | 0.0 | - | - | - | - | - | - |
0.1237 | 5610 | 0.0 | - | - | - | - | - | - |
0.1240 | 5620 | 0.0 | - | - | - | - | - | - |
0.1242 | 5630 | 0.0 | - | - | - | - | - | - |
0.1244 | 5640 | 0.0 | - | - | - | - | - | - |
0.1246 | 5650 | 0.0 | - | - | - | - | - | - |
0.1248 | 5660 | 0.0 | - | - | - | - | - | - |
0.1251 | 5670 | 0.0 | - | - | - | - | - | - |
0.1253 | 5680 | 0.0 | - | - | - | - | - | - |
0.1255 | 5690 | 0.0 | - | - | - | - | - | - |
0.1257 | 5700 | 0.0 | - | - | - | - | - | - |
0.1259 | 5710 | 0.0096 | - | - | - | - | - | - |
0.1262 | 5720 | 0.001 | - | - | - | - | - | - |
0.1264 | 5730 | 0.0002 | - | - | - | - | - | - |
0.1266 | 5740 | 0.0029 | - | - | - | - | - | - |
0.1268 | 5750 | 0.0 | - | - | - | - | - | - |
0.1270 | 5760 | 0.0002 | - | - | - | - | - | - |
0.1273 | 5770 | 0.0 | - | - | - | - | - | - |
0.1275 | 5780 | 0.0001 | - | - | - | - | - | - |
0.1277 | 5790 | 0.0 | - | - | - | - | - | - |
0.1279 | 5800 | 0.0001 | - | - | - | - | - | - |
0.1281 | 5810 | 0.0 | - | - | - | - | - | - |
0.1284 | 5820 | 0.0 | - | - | - | - | - | - |
0.1286 | 5830 | 0.0 | - | - | - | - | - | - |
0.1288 | 5840 | 0.0 | - | - | - | - | - | - |
0.1290 | 5850 | 0.0 | - | - | - | - | - | - |
0.1293 | 5860 | 0.0 | - | - | - | - | - | - |
0.1295 | 5870 | 0.0 | - | - | - | - | - | - |
0.1297 | 5880 | 0.0002 | - | - | - | - | - | - |
0.1299 | 5890 | 0.0 | - | - | - | - | - | - |
0.1301 | 5900 | 0.0 | - | - | - | - | - | - |
0.1304 | 5910 | 0.0 | - | - | - | - | - | - |
0.1306 | 5920 | 0.0 | - | - | - | - | - | - |
0.1308 | 5930 | 0.0 | - | - | - | - | - | - |
0.1310 | 5940 | 0.0 | - | - | - | - | - | - |
0.1312 | 5950 | 0.0 | - | - | - | - | - | - |
0.1315 | 5960 | 0.0001 | - | - | - | - | - | - |
0.1317 | 5970 | 0.0 | - | - | - | - | - | - |
0.1319 | 5980 | 0.0001 | - | - | - | - | - | - |
0.1321 | 5990 | 0.0003 | - | - | - | - | - | - |
0.1323 | 6000 | 0.0 | - | - | - | - | - | - |
0.1326 | 6010 | 0.0 | - | - | - | - | - | - |
0.1328 | 6020 | 0.0001 | - | - | - | - | - | - |
0.1330 | 6030 | 0.0 | - | - | - | - | - | - |
0.1332 | 6040 | 0.0 | - | - | - | - | - | - |
0.1334 | 6050 | 0.0 | - | - | - | - | - | - |
0.1337 | 6060 | 0.0 | - | - | - | - | - | - |
0.1339 | 6070 | 0.0 | - | - | - | - | - | - |
0.1341 | 6080 | 0.0 | - | - | - | - | - | - |
0.1343 | 6090 | 0.0 | - | - | - | - | - | - |
0.1345 | 6100 | 0.0 | - | - | - | - | - | - |
0.1348 | 6110 | 0.0005 | - | - | - | - | - | - |
0.1350 | 6120 | 0.0 | - | - | - | - | - | - |
0.1352 | 6130 | 0.0 | - | - | - | - | - | - |
0.1354 | 6140 | 0.0 | - | - | - | - | - | - |
0.1356 | 6150 | 0.0001 | - | - | - | - | - | - |
0.1359 | 6160 | 0.0 | - | - | - | - | - | - |
0.1361 | 6170 | 0.0 | - | - | - | - | - | - |
0.1363 | 6180 | 0.0 | - | - | - | - | - | - |
0.1365 | 6190 | 0.0 | - | - | - | - | - | - |
0.1368 | 6200 | 0.0 | - | - | - | - | - | - |
0.1370 | 6210 | 0.0 | - | - | - | - | - | - |
0.1372 | 6220 | 0.0 | - | - | - | - | - | - |
0.1374 | 6230 | 0.0 | - | - | - | - | - | - |
0.1376 | 6240 | 0.0 | - | - | - | - | - | - |
0.1379 | 6250 | 0.001 | - | - | - | - | - | - |
0.1381 | 6260 | 0.0001 | - | - | - | - | - | - |
0.1383 | 6270 | 0.0156 | - | - | - | - | - | - |
0.1385 | 6280 | 0.0001 | - | - | - | - | - | - |
0.1387 | 6290 | 0.0 | - | - | - | - | - | - |
0.1390 | 6300 | 0.0001 | - | - | - | - | - | - |
0.1392 | 6310 | 0.0001 | - | - | - | - | - | - |
0.1394 | 6320 | 0.0001 | - | - | - | - | - | - |
0.1396 | 6330 | 0.0 | - | - | - | - | - | - |
0.1398 | 6340 | 0.0 | - | - | - | - | - | - |
0.1401 | 6350 | 0.0 | - | - | - | - | - | - |
0.1403 | 6360 | 0.0 | - | - | - | - | - | - |
0.1405 | 6370 | 0.0 | - | - | - | - | - | - |
0.1407 | 6380 | 0.0 | - | - | - | - | - | - |
0.1409 | 6390 | 0.0022 | - | - | - | - | - | - |
0.1412 | 6400 | 0.0 | - | - | - | - | - | - |
0.1414 | 6410 | 0.0 | - | - | - | - | - | - |
0.1416 | 6420 | 0.0 | - | - | - | - | - | - |
0.1418 | 6430 | 0.0 | - | - | - | - | - | - |
0.1420 | 6440 | 0.0 | - | - | - | - | - | - |
0.1423 | 6450 | 0.0 | - | - | - | - | - | - |
0.1425 | 6460 | 0.0001 | - | - | - | - | - | - |
0.1427 | 6470 | 0.0 | - | - | - | - | - | - |
0.1429 | 6480 | 0.0 | - | - | - | - | - | - |
0.1431 | 6490 | 0.0 | - | - | - | - | - | - |
0.1434 | 6500 | 0.0 | - | - | - | - | - | - |
0.1436 | 6510 | 0.0 | - | - | - | - | - | - |
0.1438 | 6520 | 0.0 | - | - | - | - | - | - |
0.1440 | 6530 | 0.0001 | - | - | - | - | - | - |
0.1443 | 6540 | 0.0 | - | - | - | - | - | - |
0.1445 | 6550 | 0.0 | - | - | - | - | - | - |
0.1447 | 6560 | 0.0001 | - | - | - | - | - | - |
0.1449 | 6570 | 0.0 | - | - | - | - | - | - |
0.1451 | 6580 | 0.0 | - | - | - | - | - | - |
0.1454 | 6590 | 0.0 | - | - | - | - | - | - |
0.1456 | 6600 | 0.0 | - | - | - | - | - | - |
0.1458 | 6610 | 0.0 | - | - | - | - | - | - |
0.1460 | 6620 | 0.0 | - | - | - | - | - | - |
0.1462 | 6630 | 0.0 | - | - | - | - | - | - |
0.1465 | 6640 | 0.0 | - | - | - | - | - | - |
0.1467 | 6650 | 0.0 | - | - | - | - | - | - |
0.1469 | 6660 | 0.0 | - | - | - | - | - | - |
0.1471 | 6670 | 0.0 | - | - | - | - | - | - |
0.1473 | 6680 | 0.0 | - | - | - | - | - | - |
0.1476 | 6690 | 0.0 | - | - | - | - | - | - |
0.1478 | 6700 | 0.0 | - | - | - | - | - | - |
0.1480 | 6710 | 0.0 | - | - | - | - | - | - |
0.1482 | 6720 | 0.0 | - | - | - | - | - | - |
0.1484 | 6730 | 0.0 | - | - | - | - | - | - |
0.1487 | 6740 | 0.0 | - | - | - | - | - | - |
0.1489 | 6750 | 0.0 | - | - | - | - | - | - |
0.1491 | 6760 | 0.0 | - | - | - | - | - | - |
0.1493 | 6770 | 0.0 | - | - | - | - | - | - |
0.1495 | 6780 | 0.0 | - | - | - | - | - | - |
0.1498 | 6790 | 0.0 | - | - | - | - | - | - |
0.1500 | 6800 | 0.0 | - | - | - | - | - | - |
0.1502 | 6810 | 0.0 | - | - | - | - | - | - |
0.1504 | 6820 | 0.0 | - | - | - | - | - | - |
0.1506 | 6830 | 0.0652 | - | - | - | - | - | - |
0.1509 | 6840 | 0.0 | - | - | - | - | - | - |
0.1511 | 6850 | 0.0 | - | - | - | - | - | - |
0.1513 | 6860 | 0.0 | - | - | - | - | - | - |
0.1515 | 6870 | 0.0 | - | - | - | - | - | - |
0.1518 | 6880 | 0.0 | - | - | - | - | - | - |
0.1520 | 6890 | 0.0058 | - | - | - | - | - | - |
0.1522 | 6900 | 0.0621 | - | - | - | - | - | - |
0.1524 | 6910 | 0.0001 | - | - | - | - | - | - |
0.1526 | 6920 | 0.0 | - | - | - | - | - | - |
0.1529 | 6930 | 0.0 | - | - | - | - | - | - |
0.1531 | 6940 | 0.0 | - | - | - | - | - | - |
0.1533 | 6950 | 0.0 | - | - | - | - | - | - |
0.1535 | 6960 | 0.0003 | - | - | - | - | - | - |
0.1537 | 6970 | 0.0 | - | - | - | - | - | - |
0.1540 | 6980 | 0.0 | - | - | - | - | - | - |
0.1542 | 6990 | 0.0 | - | - | - | - | - | - |
0.1544 | 7000 | 0.0 | - | - | - | - | - | - |
0.1546 | 7010 | 0.0 | - | - | - | - | - | - |
0.1548 | 7020 | 0.0 | - | - | - | - | - | - |
0.1551 | 7030 | 0.0 | - | - | - | - | - | - |
0.1553 | 7040 | 0.0 | - | - | - | - | - | - |
0.1555 | 7050 | 0.0 | - | - | - | - | - | - |
0.1557 | 7060 | 0.0008 | - | - | - | - | - | - |
0.1559 | 7070 | 0.0 | - | - | - | - | - | - |
0.1562 | 7080 | 0.0001 | - | - | - | - | - | - |
0.1564 | 7090 | 0.0001 | - | - | - | - | - | - |
0.1566 | 7100 | 0.0 | - | - | - | - | - | - |
0.1568 | 7110 | 0.0001 | - | - | - | - | - | - |
0.1570 | 7120 | 0.0 | - | - | - | - | - | - |
0.1573 | 7130 | 0.0 | - | - | - | - | - | - |
0.1575 | 7140 | 0.0 | - | - | - | - | - | - |
0.1577 | 7150 | 0.0 | - | - | - | - | - | - |
0.1579 | 7160 | 0.0 | - | - | - | - | - | - |
0.1581 | 7170 | 0.0 | - | - | - | - | - | - |
0.1584 | 7180 | 0.0 | - | - | - | - | - | - |
0.1586 | 7190 | 0.0 | - | - | - | - | - | - |
0.1588 | 7200 | 0.0 | - | - | - | - | - | - |
0.1590 | 7210 | 0.0 | - | - | - | - | - | - |
0.1593 | 7220 | 0.0 | - | - | - | - | - | - |
0.1595 | 7230 | 0.0 | - | - | - | - | - | - |
0.1597 | 7240 | 0.0 | - | - | - | - | - | - |
0.1599 | 7250 | 0.0 | - | - | - | - | - | - |
0.1601 | 7260 | 0.0 | - | - | - | - | - | - |
0.1604 | 7270 | 0.0 | - | - | - | - | - | - |
0.1606 | 7280 | 0.0 | - | - | - | - | - | - |
0.1608 | 7290 | 0.0 | - | - | - | - | - | - |
0.1610 | 7300 | 0.0 | - | - | - | - | - | - |
0.1612 | 7310 | 0.0 | - | - | - | - | - | - |
0.1615 | 7320 | 0.0 | - | - | - | - | - | - |
0.1617 | 7330 | 0.0 | - | - | - | - | - | - |
0.1619 | 7340 | 0.0 | - | - | - | - | - | - |
0.1621 | 7350 | 0.0022 | - | - | - | - | - | - |
0.1623 | 7360 | 0.0002 | - | - | - | - | - | - |
0.1626 | 7370 | 0.0003 | - | - | - | - | - | - |
0.1628 | 7380 | 0.0028 | - | - | - | - | - | - |
0.1630 | 7390 | 0.0004 | - | - | - | - | - | - |
0.1632 | 7400 | 0.0 | - | - | - | - | - | - |
0.1634 | 7410 | 0.0 | - | - | - | - | - | - |
0.1637 | 7420 | 0.0 | - | - | - | - | - | - |
0.1639 | 7430 | 0.0 | - | - | - | - | - | - |
0.1641 | 7440 | 0.0231 | - | - | - | - | - | - |
0.1643 | 7450 | 0.0 | - | - | - | - | - | - |
0.1645 | 7460 | 0.0001 | - | - | - | - | - | - |
0.1648 | 7470 | 0.0 | - | - | - | - | - | - |
0.1650 | 7480 | 0.0 | - | - | - | - | - | - |
0.1652 | 7490 | 0.0 | - | - | - | - | - | - |
0.1654 | 7500 | 0.0023 | - | - | - | - | - | - |
0.1656 | 7510 | 0.0012 | - | - | - | - | - | - |
0.1659 | 7520 | 0.0001 | - | - | - | - | - | - |
0.1661 | 7530 | 0.0015 | - | - | - | - | - | - |
0.1663 | 7540 | 0.0 | - | - | - | - | - | - |
0.1665 | 7550 | 0.0 | - | - | - | - | - | - |
0.1667 | 7560 | 0.0 | - | - | - | - | - | - |
0.1670 | 7570 | 0.0425 | - | - | - | - | - | - |
0.1672 | 7580 | 0.0 | - | - | - | - | - | - |
0.1674 | 7590 | 0.0001 | - | - | - | - | - | - |
0.1676 | 7600 | 0.0027 | - | - | - | - | - | - |
0.1679 | 7610 | 0.0 | - | - | - | - | - | - |
0.1681 | 7620 | 0.0 | - | - | - | - | - | - |
0.1683 | 7630 | 0.0 | - | - | - | - | - | - |
0.1685 | 7640 | 0.0 | - | - | - | - | - | - |
0.1687 | 7650 | 0.0 | - | - | - | - | - | - |
0.1690 | 7660 | 0.0 | - | - | - | - | - | - |
0.1692 | 7670 | 0.0 | - | - | - | - | - | - |
0.1694 | 7680 | 0.0 | - | - | - | - | - | - |
0.1696 | 7690 | 0.0 | - | - | - | - | - | - |
0.1698 | 7700 | 0.0 | - | - | - | - | - | - |
0.1701 | 7710 | 0.0 | - | - | - | - | - | - |
0.1703 | 7720 | 0.0 | - | - | - | - | - | - |
0.1705 | 7730 | 0.0 | - | - | - | - | - | - |
0.1707 | 7740 | 0.0 | - | - | - | - | - | - |
0.1709 | 7750 | 0.0 | - | - | - | - | - | - |
0.1712 | 7760 | 0.0011 | - | - | - | - | - | - |
0.1714 | 7770 | 0.0 | - | - | - | - | - | - |
0.1716 | 7780 | 0.0 | - | - | - | - | - | - |
0.1718 | 7790 | 0.0001 | - | - | - | - | - | - |
0.1720 | 7800 | 0.0 | - | - | - | - | - | - |
0.1723 | 7810 | 0.0 | - | - | - | - | - | - |
0.1725 | 7820 | 0.0 | - | - | - | - | - | - |
0.1727 | 7830 | 0.0 | - | - | - | - | - | - |
0.1729 | 7840 | 0.0002 | - | - | - | - | - | - |
0.1731 | 7850 | 0.001 | - | - | - | - | - | - |
0.1734 | 7860 | 0.0 | - | - | - | - | - | - |
0.1736 | 7870 | 0.0 | - | - | - | - | - | - |
0.1738 | 7880 | 0.0 | - | - | - | - | - | - |
0.1740 | 7890 | 0.0 | - | - | - | - | - | - |
0.1742 | 7900 | 0.0 | - | - | - | - | - | - |
0.1745 | 7910 | 0.0 | - | - | - | - | - | - |
0.1747 | 7920 | 0.0 | - | - | - | - | - | - |
0.1749 | 7930 | 0.0001 | - | - | - | - | - | - |
0.1751 | 7940 | 0.0 | - | - | - | - | - | - |
0.1754 | 7950 | 0.0 | - | - | - | - | - | - |
0.1756 | 7960 | 0.0001 | - | - | - | - | - | - |
0.1758 | 7970 | 0.0 | - | - | - | - | - | - |
0.1760 | 7980 | 0.0 | - | - | - | - | - | - |
0.1762 | 7990 | 0.0 | - | - | - | - | - | - |
0.1765 | 8000 | 0.0 | - | - | - | - | - | - |
0.1767 | 8010 | 0.0 | - | - | - | - | - | - |
0.1769 | 8020 | 0.0012 | - | - | - | - | - | - |
0.1771 | 8030 | 0.0 | - | - | - | - | - | - |
0.1773 | 8040 | 0.0 | - | - | - | - | - | - |
0.1776 | 8050 | 0.001 | - | - | - | - | - | - |
0.1778 | 8060 | 0.0003 | - | - | - | - | - | - |
0.1780 | 8070 | 0.0001 | - | - | - | - | - | - |
0.1782 | 8080 | 0.0 | - | - | - | - | - | - |
0.1784 | 8090 | 0.0 | - | - | - | - | - | - |
0.1787 | 8100 | 0.0 | - | - | - | - | - | - |
0.1789 | 8110 | 0.0 | - | - | - | - | - | - |
0.1791 | 8120 | 0.0 | - | - | - | - | - | - |
0.1793 | 8130 | 0.0001 | - | - | - | - | - | - |
0.1795 | 8140 | 0.0 | - | - | - | - | - | - |
0.1798 | 8150 | 0.0 | - | - | - | - | - | - |
0.1800 | 8160 | 0.0 | - | - | - | - | - | - |
0.1802 | 8170 | 0.0 | - | - | - | - | - | - |
0.1804 | 8180 | 0.0 | - | - | - | - | - | - |
0.1806 | 8190 | 0.0 | - | - | - | - | - | - |
0.1809 | 8200 | 0.0 | - | - | - | - | - | - |
0.1811 | 8210 | 0.0 | - | - | - | - | - | - |
0.1813 | 8220 | 0.0 | - | - | - | - | - | - |
0.1815 | 8230 | 0.0 | - | - | - | - | - | - |
0.1817 | 8240 | 0.0 | - | - | - | - | - | - |
0.1820 | 8250 | 0.0 | - | - | - | - | - | - |
0.1822 | 8260 | 0.0 | - | - | - | - | - | - |
0.1824 | 8270 | 0.0 | - | - | - | - | - | - |
0.1826 | 8280 | 0.0 | - | - | - | - | - | - |
0.1829 | 8290 | 0.0004 | - | - | - | - | - | - |
0.1831 | 8300 | 0.0001 | - | - | - | - | - | - |
0.1833 | 8310 | 0.0 | - | - | - | - | - | - |
0.1835 | 8320 | 0.0 | - | - | - | - | - | - |
0.1837 | 8330 | 0.0 | - | - | - | - | - | - |
0.1840 | 8340 | 0.0 | - | - | - | - | - | - |
0.1842 | 8350 | 0.0 | - | - | - | - | - | - |
0.1844 | 8360 | 0.0 | - | - | - | - | - | - |
0.1846 | 8370 | 0.0 | - | - | - | - | - | - |
0.1848 | 8380 | 0.0 | - | - | - | - | - | - |
0.1851 | 8390 | 0.0 | - | - | - | - | - | - |
0.1853 | 8400 | 0.0002 | - | - | - | - | - | - |
0.1855 | 8410 | 0.0 | - | - | - | - | - | - |
0.1857 | 8420 | 0.0 | - | - | - | - | - | - |
0.1859 | 8430 | 0.0 | - | - | - | - | - | - |
0.1862 | 8440 | 0.0 | - | - | - | - | - | - |
0.1864 | 8450 | 0.0 | - | - | - | - | - | - |
0.1866 | 8460 | 0.0 | - | - | - | - | - | - |
0.1868 | 8470 | 0.0002 | - | - | - | - | - | - |
0.1870 | 8480 | 0.0 | - | - | - | - | - | - |
0.1873 | 8490 | 0.0 | - | - | - | - | - | - |
0.1875 | 8500 | 0.0004 | - | - | - | - | - | - |
0.1877 | 8510 | 0.0 | - | - | - | - | - | - |
0.1879 | 8520 | 0.0 | - | - | - | - | - | - |
0.1881 | 8530 | 0.0 | - | - | - | - | - | - |
0.1884 | 8540 | 0.0 | - | - | - | - | - | - |
0.1886 | 8550 | 0.0 | - | - | - | - | - | - |
0.1888 | 8560 | 0.0001 | - | - | - | - | - | - |
0.1890 | 8570 | 0.0 | - | - | - | - | - | - |
0.1892 | 8580 | 0.0 | - | - | - | - | - | - |
0.1895 | 8590 | 0.0 | - | - | - | - | - | - |
0.1897 | 8600 | 0.0 | - | - | - | - | - | - |
0.1899 | 8610 | 0.0 | - | - | - | - | - | - |
0.1901 | 8620 | 0.0 | - | - | - | - | - | - |
0.1904 | 8630 | 0.0 | - | - | - | - | - | - |
0.1906 | 8640 | 0.0 | - | - | - | - | - | - |
0.1908 | 8650 | 0.0 | - | - | - | - | - | - |
0.1910 | 8660 | 0.0 | - | - | - | - | - | - |
0.1912 | 8670 | 0.0 | - | - | - | - | - | - |
0.1915 | 8680 | 0.0 | - | - | - | - | - | - |
0.1917 | 8690 | 0.0 | - | - | - | - | - | - |
0.1919 | 8700 | 0.0 | - | - | - | - | - | - |
0.1921 | 8710 | 0.0 | - | - | - | - | - | - |
0.1923 | 8720 | 0.0 | - | - | - | - | - | - |
0.1926 | 8730 | 0.0 | - | - | - | - | - | - |
0.1928 | 8740 | 0.0 | - | - | - | - | - | - |
0.1930 | 8750 | 0.0 | - | - | - | - | - | - |
0.1932 | 8760 | 0.0 | - | - | - | - | - | - |
0.1934 | 8770 | 0.0 | - | - | - | - | - | - |
0.1937 | 8780 | 0.0 | - | - | - | - | - | - |
0.1939 | 8790 | 0.0 | - | - | - | - | - | - |
0.1941 | 8800 | 0.0 | - | - | - | - | - | - |
0.1943 | 8810 | 0.0 | - | - | - | - | - | - |
0.1945 | 8820 | 0.0 | - | - | - | - | - | - |
0.1948 | 8830 | 0.0 | - | - | - | - | - | - |
0.1950 | 8840 | 0.0 | - | - | - | - | - | - |
0.1952 | 8850 | 0.0 | - | - | - | - | - | - |
0.1954 | 8860 | 0.0 | - | - | - | - | - | - |
0.1956 | 8870 | 0.0113 | - | - | - | - | - | - |
0.1959 | 8880 | 0.0 | - | - | - | - | - | - |
0.1961 | 8890 | 0.0 | - | - | - | - | - | - |
0.1963 | 8900 | 0.0 | - | - | - | - | - | - |
0.1965 | 8910 | 0.0 | - | - | - | - | - | - |
0.1967 | 8920 | 0.0 | - | - | - | - | - | - |
0.1970 | 8930 | 0.0001 | - | - | - | - | - | - |
0.1972 | 8940 | 0.0 | - | - | - | - | - | - |
0.1974 | 8950 | 0.0 | - | - | - | - | - | - |
0.1976 | 8960 | 0.0 | - | - | - | - | - | - |
0.1978 | 8970 | 0.0 | - | - | - | - | - | - |
0.1981 | 8980 | 0.0 | - | - | - | - | - | - |
0.1983 | 8990 | 0.0 | - | - | - | - | - | - |
0.1985 | 9000 | 0.0 | - | - | - | - | - | - |
0.1987 | 9010 | 0.0 | - | - | - | - | - | - |
0.1990 | 9020 | 0.0 | - | - | - | - | - | - |
0.1992 | 9030 | 0.0 | - | - | - | - | - | - |
0.1994 | 9040 | 0.0 | - | - | - | - | - | - |
0.1996 | 9050 | 0.0 | - | - | - | - | - | - |
0.1998 | 9060 | 0.0 | - | - | - | - | - | - |
0.2001 | 9070 | 0.0 | - | - | - | - | - | - |
0.2003 | 9080 | 0.0 | - | - | - | - | - | - |
0.2005 | 9090 | 0.0 | - | - | - | - | - | - |
0.2007 | 9100 | 0.0 | - | - | - | - | - | - |
0.2009 | 9110 | 0.0 | - | - | - | - | - | - |
0.2012 | 9120 | 0.0001 | - | - | - | - | - | - |
0.2014 | 9130 | 0.0 | - | - | - | - | - | - |
0.2016 | 9140 | 0.0 | - | - | - | - | - | - |
0.2018 | 9150 | 0.0007 | - | - | - | - | - | - |
0.2020 | 9160 | 0.0 | - | - | - | - | - | - |
0.2023 | 9170 | 0.0002 | - | - | - | - | - | - |
0.2025 | 9180 | 0.0 | - | - | - | - | - | - |
0.2027 | 9190 | 0.0 | - | - | - | - | - | - |
0.2029 | 9200 | 0.0 | - | - | - | - | - | - |
0.2031 | 9210 | 0.0 | - | - | - | - | - | - |
0.2034 | 9220 | 0.0 | - | - | - | - | - | - |
0.2036 | 9230 | 0.0 | - | - | - | - | - | - |
0.2038 | 9240 | 0.0 | - | - | - | - | - | - |
0.2040 | 9250 | 0.0 | - | - | - | - | - | - |
0.2042 | 9260 | 0.0 | - | - | - | - | - | - |
0.2045 | 9270 | 0.0 | - | - | - | - | - | - |
0.2047 | 9280 | 0.0 | - | - | - | - | - | - |
0.2049 | 9290 | 0.0001 | - | - | - | - | - | - |
0.2051 | 9300 | 0.0 | - | - | - | - | - | - |
0.2053 | 9310 | 0.0 | - | - | - | - | - | - |
0.2056 | 9320 | 0.0 | - | - | - | - | - | - |
0.2058 | 9330 | 0.0001 | - | - | - | - | - | - |
0.2060 | 9340 | 0.0 | - | - | - | - | - | - |
0.2062 | 9350 | 0.0 | - | - | - | - | - | - |
0.2065 | 9360 | 0.0 | - | - | - | - | - | - |
0.2067 | 9370 | 0.0 | - | - | - | - | - | - |
0.2069 | 9380 | 0.0 | - | - | - | - | - | - |
0.2071 | 9390 | 0.0 | - | - | - | - | - | - |
0.2073 | 9400 | 0.0 | - | - | - | - | - | - |
0.2076 | 9410 | 0.0 | - | - | - | - | - | - |
0.2078 | 9420 | 0.0162 | - | - | - | - | - | - |
0.2080 | 9430 | 0.0 | - | - | - | - | - | - |
0.2082 | 9440 | 0.0 | - | - | - | - | - | - |
0.2084 | 9450 | 0.0 | - | - | - | - | - | - |
0.2087 | 9460 | 0.0 | - | - | - | - | - | - |
0.2089 | 9470 | 0.0 | - | - | - | - | - | - |
0.2091 | 9480 | 0.0 | - | - | - | - | - | - |
0.2093 | 9490 | 0.0 | - | - | - | - | - | - |
0.2095 | 9500 | 0.0001 | - | - | - | - | - | - |
0.2098 | 9510 | 0.0 | - | - | - | - | - | - |
0.2100 | 9520 | 0.0 | - | - | - | - | - | - |
0.2102 | 9530 | 0.0 | - | - | - | - | - | - |
0.2104 | 9540 | 0.0 | - | - | - | - | - | - |
0.2106 | 9550 | 0.0002 | - | - | - | - | - | - |
0.2109 | 9560 | 0.0 | - | - | - | - | - | - |
0.2111 | 9570 | 0.0 | - | - | - | - | - | - |
0.2113 | 9580 | 0.0 | - | - | - | - | - | - |
0.2115 | 9590 | 0.0 | - | - | - | - | - | - |
0.2117 | 9600 | 0.0 | - | - | - | - | - | - |
0.2120 | 9610 | 0.0 | - | - | - | - | - | - |
0.2122 | 9620 | 0.0 | - | - | - | - | - | - |
0.2124 | 9630 | 0.0 | - | - | - | - | - | - |
0.2126 | 9640 | 0.0001 | - | - | - | - | - | - |
0.2128 | 9650 | 0.0 | - | - | - | - | - | - |
0.2131 | 9660 | 0.0 | - | - | - | - | - | - |
0.2133 | 9670 | 0.0 | - | - | - | - | - | - |
0.2135 | 9680 | 0.0001 | - | - | - | - | - | - |
0.2137 | 9690 | 0.0 | - | - | - | - | - | - |
0.2140 | 9700 | 0.0 | - | - | - | - | - | - |
0.2142 | 9710 | 0.0674 | - | - | - | - | - | - |
0.2144 | 9720 | 0.0 | - | - | - | - | - | - |
0.2146 | 9730 | 0.0 | - | - | - | - | - | - |
0.2148 | 9740 | 0.0 | - | - | - | - | - | - |
0.2151 | 9750 | 0.0 | - | - | - | - | - | - |
0.2153 | 9760 | 0.0 | - | - | - | - | - | - |
0.2155 | 9770 | 0.0 | - | - | - | - | - | - |
0.2157 | 9780 | 0.0 | - | - | - | - | - | - |
0.2159 | 9790 | 0.0 | - | - | - | - | - | - |
0.2162 | 9800 | 0.0 | - | - | - | - | - | - |
0.2164 | 9810 | 0.0 | - | - | - | - | - | - |
0.2166 | 9820 | 0.0 | - | - | - | - | - | - |
0.2168 | 9830 | 0.0 | - | - | - | - | - | - |
0.2170 | 9840 | 0.0 | - | - | - | - | - | - |
0.2173 | 9850 | 0.0 | - | - | - | - | - | - |
0.2175 | 9860 | 0.0 | - | - | - | - | - | - |
0.2177 | 9870 | 0.0001 | - | - | - | - | - | - |
0.2179 | 9880 | 0.0 | - | - | - | - | - | - |
0.2181 | 9890 | 0.0 | - | - | - | - | - | - |
0.2184 | 9900 | 0.0 | - | - | - | - | - | - |
0.2186 | 9910 | 0.0 | - | - | - | - | - | - |
0.2188 | 9920 | 0.0 | - | - | - | - | - | - |
0.2190 | 9930 | 0.0 | - | - | - | - | - | - |
0.2192 | 9940 | 0.0001 | - | - | - | - | - | - |
0.2195 | 9950 | 0.0 | - | - | - | - | - | - |
0.2197 | 9960 | 0.0 | - | - | - | - | - | - |
0.2199 | 9970 | 0.0 | - | - | - | - | - | - |
0.2201 | 9980 | 0.0 | - | - | - | - | - | - |
0.2203 | 9990 | 0.0 | - | - | - | - | - | - |
0.2206 | 10000 | 0.0 | - | - | - | - | - | - |
0.2208 | 10010 | 0.0 | - | - | - | - | - | - |
0.2210 | 10020 | 0.0 | - | - | - | - | - | - |
0.2212 | 10030 | 0.0 | - | - | - | - | - | - |
0.2215 | 10040 | 0.0 | - | - | - | - | - | - |
0.2217 | 10050 | 0.0 | - | - | - | - | - | - |
0.2219 | 10060 | 0.0 | - | - | - | - | - | - |
0.2221 | 10070 | 0.0 | - | - | - | - | - | - |
0.2223 | 10080 | 0.0 | - | - | - | - | - | - |
0.2226 | 10090 | 0.0 | - | - | - | - | - | - |
0.2228 | 10100 | 0.0 | - | - | - | - | - | - |
0.2230 | 10110 | 0.0 | - | - | - | - | - | - |
0.2232 | 10120 | 0.0 | - | - | - | - | - | - |
0.2234 | 10130 | 0.0 | - | - | - | - | - | - |
0.2237 | 10140 | 0.0 | - | - | - | - | - | - |
0.2239 | 10150 | 0.0 | - | - | - | - | - | - |
0.2241 | 10160 | 0.0 | - | - | - | - | - | - |
0.2243 | 10170 | 0.0001 | - | - | - | - | - | - |
0.2245 | 10180 | 0.0 | - | - | - | - | - | - |
0.2248 | 10190 | 0.0 | - | - | - | - | - | - |
0.2250 | 10200 | 0.0 | - | - | - | - | - | - |
0.2252 | 10210 | 0.0002 | - | - | - | - | - | - |
0.2254 | 10220 | 0.0 | - | - | - | - | - | - |
0.2256 | 10230 | 0.0 | - | - | - | - | - | - |
0.2259 | 10240 | 0.0 | - | - | - | - | - | - |
0.2261 | 10250 | 0.0 | - | - | - | - | - | - |
0.2263 | 10260 | 0.0 | - | - | - | - | - | - |
0.2265 | 10270 | 0.0 | - | - | - | - | - | - |
0.2267 | 10280 | 0.0 | - | - | - | - | - | - |
0.2270 | 10290 | 0.0 | - | - | - | - | - | - |
0.2272 | 10300 | 0.0 | - | - | - | - | - | - |
0.2274 | 10310 | 0.0001 | - | - | - | - | - | - |
0.2276 | 10320 | 0.0 | - | - | - | - | - | - |
0.2278 | 10330 | 0.0 | - | - | - | - | - | - |
0.2281 | 10340 | 0.0 | - | - | - | - | - | - |
0.2283 | 10350 | 0.0 | - | - | - | - | - | - |
0.2285 | 10360 | 0.0 | - | - | - | - | - | - |
0.2287 | 10370 | 0.0 | - | - | - | - | - | - |
0.2289 | 10380 | 0.0 | - | - | - | - | - | - |
0.2292 | 10390 | 0.0 | - | - | - | - | - | - |
0.2294 | 10400 | 0.0 | - | - | - | - | - | - |
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0.2298 | 10420 | 0.0 | - | - | - | - | - | - |
0.2301 | 10430 | 0.0 | - | - | - | - | - | - |
0.2303 | 10440 | 0.0 | - | - | - | - | - | - |
0.2305 | 10450 | 0.0 | - | - | - | - | - | - |
0.2307 | 10460 | 0.0 | - | - | - | - | - | - |
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0.2338 | 10600 | 0.0 | - | - | - | - | - | - |
0.2340 | 10610 | 0.0 | - | - | - | - | - | - |
0.2342 | 10620 | 0.0008 | - | - | - | - | - | - |
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0.2349 | 10650 | 0.0 | - | - | - | - | - | - |
0.2351 | 10660 | 0.0001 | - | - | - | - | - | - |
0.2353 | 10670 | 0.0 | - | - | - | - | - | - |
0.2356 | 10680 | 0.0 | - | - | - | - | - | - |
0.2358 | 10690 | 0.0 | - | - | - | - | - | - |
0.2360 | 10700 | 0.0 | - | - | - | - | - | - |
0.2362 | 10710 | 0.0 | - | - | - | - | - | - |
0.2364 | 10720 | 0.0001 | - | - | - | - | - | - |
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0.2382 | 10800 | 0.0 | - | - | - | - | - | - |
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0.2395 | 10860 | 0.0 | - | - | - | - | - | - |
0.2398 | 10870 | 0.0 | - | - | - | - | - | - |
0.2400 | 10880 | 0.0 | - | - | - | - | - | - |
0.2402 | 10890 | 0.0002 | - | - | - | - | - | - |
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0.2406 | 10910 | 0.0018 | - | - | - | - | - | - |
0.2409 | 10920 | 0.0 | - | - | - | - | - | - |
0.2411 | 10930 | 0.0003 | - | - | - | - | - | - |
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0.2415 | 10950 | 0.0 | - | - | - | - | - | - |
0.2417 | 10960 | 0.0 | - | - | - | - | - | - |
0.2420 | 10970 | 0.0 | - | - | - | - | - | - |
0.2422 | 10980 | 0.0 | - | - | - | - | - | - |
0.2424 | 10990 | 0.0001 | - | - | - | - | - | - |
0.2426 | 11000 | 0.0 | - | - | - | - | - | - |
0.2428 | 11010 | 0.0 | - | - | - | - | - | - |
0.2431 | 11020 | 0.0 | - | - | - | - | - | - |
0.2433 | 11030 | 0.0 | - | - | - | - | - | - |
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0.2437 | 11050 | 0.0 | - | - | - | - | - | - |
0.2439 | 11060 | 0.0 | - | - | - | - | - | - |
0.2442 | 11070 | 0.0 | - | - | - | - | - | - |
0.2444 | 11080 | 0.0001 | - | - | - | - | - | - |
0.2446 | 11090 | 0.0 | - | - | - | - | - | - |
0.2448 | 11100 | 0.0 | - | - | - | - | - | - |
0.2451 | 11110 | 0.0 | - | - | - | - | - | - |
0.2453 | 11120 | 0.0 | - | - | - | - | - | - |
0.2455 | 11130 | 0.0 | - | - | - | - | - | - |
0.2457 | 11140 | 0.0 | - | - | - | - | - | - |
0.2459 | 11150 | 0.0 | - | - | - | - | - | - |
0.2462 | 11160 | 0.0 | - | - | - | - | - | - |
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0.2466 | 11180 | 0.0 | - | - | - | - | - | - |
0.2468 | 11190 | 0.0 | - | - | - | - | - | - |
0.2470 | 11200 | 0.0001 | - | - | - | - | - | - |
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0.2475 | 11220 | 0.0 | - | - | - | - | - | - |
0.2477 | 11230 | 0.0 | - | - | - | - | - | - |
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0.2484 | 11260 | 0.0 | - | - | - | - | - | - |
0.2486 | 11270 | 0.0 | - | - | - | - | - | - |
0.2488 | 11280 | 0.0 | - | - | - | - | - | - |
0.2490 | 11290 | 0.0 | - | - | - | - | - | - |
0.2492 | 11300 | 0.0 | - | - | - | - | - | - |
0.2495 | 11310 | 0.0 | - | - | - | - | - | - |
0.2497 | 11320 | 0.0 | - | - | - | - | - | - |
0.2499 | 11330 | 0.0 | - | - | - | - | - | - |
0.2501 | 11340 | 0.0 | - | - | - | - | - | - |
0.2503 | 11350 | 0.0 | - | - | - | - | - | - |
0.2506 | 11360 | 0.0 | - | - | - | - | - | - |
0.2508 | 11370 | 0.0 | - | - | - | - | - | - |
0.2510 | 11380 | 0.0 | - | - | - | - | - | - |
0.2512 | 11390 | 0.0 | - | - | - | - | - | - |
0.2514 | 11400 | 0.0 | - | - | - | - | - | - |
0.2517 | 11410 | 0.0 | - | - | - | - | - | - |
0.2519 | 11420 | 0.0 | - | - | - | - | - | - |
0.2521 | 11430 | 0.0 | - | - | - | - | - | - |
0.2523 | 11440 | 0.0 | - | - | - | - | - | - |
0.2526 | 11450 | 0.0 | - | - | - | - | - | - |
0.2528 | 11460 | 0.0 | - | - | - | - | - | - |
0.2530 | 11470 | 0.0 | - | - | - | - | - | - |
0.2532 | 11480 | 0.0 | - | - | - | - | - | - |
0.2534 | 11490 | 0.0 | - | - | - | - | - | - |
0.2537 | 11500 | 0.0 | - | - | - | - | - | - |
0.2539 | 11510 | 0.0 | - | - | - | - | - | - |
0.2541 | 11520 | 0.0 | - | - | - | - | - | - |
0.2543 | 11530 | 0.0 | - | - | - | - | - | - |
0.2545 | 11540 | 0.0 | - | - | - | - | - | - |
0.2548 | 11550 | 0.0 | - | - | - | - | - | - |
0.2550 | 11560 | 0.0 | - | - | - | - | - | - |
0.2552 | 11570 | 0.0 | - | - | - | - | - | - |
0.2554 | 11580 | 0.0 | - | - | - | - | - | - |
0.2556 | 11590 | 0.0 | - | - | - | - | - | - |
0.2559 | 11600 | 0.0 | - | - | - | - | - | - |
0.2561 | 11610 | 0.0 | - | - | - | - | - | - |
0.2563 | 11620 | 0.0 | - | - | - | - | - | - |
0.2565 | 11630 | 0.0 | - | - | - | - | - | - |
0.2567 | 11640 | 0.0 | - | - | - | - | - | - |
0.2570 | 11650 | 0.0001 | - | - | - | - | - | - |
0.2572 | 11660 | 0.0 | - | - | - | - | - | - |
0.2574 | 11670 | 0.0 | - | - | - | - | - | - |
0.2576 | 11680 | 0.0 | - | - | - | - | - | - |
0.2578 | 11690 | 0.0 | - | - | - | - | - | - |
0.2581 | 11700 | 0.0 | - | - | - | - | - | - |
0.2583 | 11710 | 0.0 | - | - | - | - | - | - |
0.2585 | 11720 | 0.0 | - | - | - | - | - | - |
0.2587 | 11730 | 0.0 | - | - | - | - | - | - |
0.2589 | 11740 | 0.0 | - | - | - | - | - | - |
0.2592 | 11750 | 0.0623 | - | - | - | - | - | - |
0.2594 | 11760 | 0.0001 | - | - | - | - | - | - |
0.2596 | 11770 | 0.0 | - | - | - | - | - | - |
0.2598 | 11780 | 0.0 | - | - | - | - | - | - |
0.2600 | 11790 | 0.0001 | - | - | - | - | - | - |
0.2603 | 11800 | 0.0 | - | - | - | - | - | - |
0.2605 | 11810 | 0.0 | - | - | - | - | - | - |
0.2607 | 11820 | 0.0004 | - | - | - | - | - | - |
0.2609 | 11830 | 0.0 | - | - | - | - | - | - |
0.2612 | 11840 | 0.0001 | - | - | - | - | - | - |
0.2614 | 11850 | 0.0 | - | - | - | - | - | - |
0.2616 | 11860 | 0.0 | - | - | - | - | - | - |
0.2618 | 11870 | 0.0 | - | - | - | - | - | - |
0.2620 | 11880 | 0.0 | - | - | - | - | - | - |
0.2623 | 11890 | 0.0 | - | - | - | - | - | - |
0.2625 | 11900 | 0.0 | - | - | - | - | - | - |
0.2627 | 11910 | 0.0 | - | - | - | - | - | - |
0.2629 | 11920 | 0.0 | - | - | - | - | - | - |
0.2631 | 11930 | 0.0 | - | - | - | - | - | - |
0.2634 | 11940 | 0.0 | - | - | - | - | - | - |
0.2636 | 11950 | 0.0 | - | - | - | - | - | - |
0.2638 | 11960 | 0.0 | - | - | - | - | - | - |
0.2640 | 11970 | 0.0 | - | - | - | - | - | - |
0.2642 | 11980 | 0.0 | - | - | - | - | - | - |
0.2645 | 11990 | 0.0 | - | - | - | - | - | - |
0.2647 | 12000 | 0.0 | - | - | - | - | - | - |
0.2649 | 12010 | 0.0 | - | - | - | - | - | - |
0.2651 | 12020 | 0.0 | - | - | - | - | - | - |
0.2653 | 12030 | 0.0 | - | - | - | - | - | - |
0.2656 | 12040 | 0.0 | - | - | - | - | - | - |
0.2658 | 12050 | 0.0002 | - | - | - | - | - | - |
0.2660 | 12060 | 0.0 | - | - | - | - | - | - |
0.2662 | 12070 | 0.0 | - | - | - | - | - | - |
0.2664 | 12080 | 0.0 | - | - | - | - | - | - |
0.2667 | 12090 | 0.0 | - | - | - | - | - | - |
0.2669 | 12100 | 0.0 | - | - | - | - | - | - |
0.2671 | 12110 | 0.0 | - | - | - | - | - | - |
0.2673 | 12120 | 0.0 | - | - | - | - | - | - |
0.2675 | 12130 | 0.0 | - | - | - | - | - | - |
0.2678 | 12140 | 0.0 | - | - | - | - | - | - |
0.2680 | 12150 | 0.0 | - | - | - | - | - | - |
0.2682 | 12160 | 0.0 | - | - | - | - | - | - |
0.2684 | 12170 | 0.0 | - | - | - | - | - | - |
0.2687 | 12180 | 0.0702 | - | - | - | - | - | - |
0.2689 | 12190 | 0.0 | - | - | - | - | - | - |
0.2691 | 12200 | 0.0011 | - | - | - | - | - | - |
0.2693 | 12210 | 0.0 | - | - | - | - | - | - |
0.2695 | 12220 | 0.0 | - | - | - | - | - | - |
0.2698 | 12230 | 0.0002 | - | - | - | - | - | - |
0.2700 | 12240 | 0.0036 | - | - | - | - | - | - |
0.2702 | 12250 | 0.0 | - | - | - | - | - | - |
0.2704 | 12260 | 0.0 | - | - | - | - | - | - |
0.2706 | 12270 | 0.0 | - | - | - | - | - | - |
0.2709 | 12280 | 0.0001 | - | - | - | - | - | - |
0.2711 | 12290 | 0.0 | - | - | - | - | - | - |
0.2713 | 12300 | 0.0007 | - | - | - | - | - | - |
0.2715 | 12310 | 0.0 | - | - | - | - | - | - |
0.2717 | 12320 | 0.0001 | - | - | - | - | - | - |
0.2720 | 12330 | 0.0 | - | - | - | - | - | - |
0.2722 | 12340 | 0.0001 | - | - | - | - | - | - |
0.2724 | 12350 | 0.0 | - | - | - | - | - | - |
0.2726 | 12360 | 0.0001 | - | - | - | - | - | - |
0.2728 | 12370 | 0.0 | - | - | - | - | - | - |
0.2731 | 12380 | 0.0 | - | - | - | - | - | - |
0.2733 | 12390 | 0.0 | - | - | - | - | - | - |
0.2735 | 12400 | 0.0 | - | - | - | - | - | - |
0.2737 | 12410 | 0.0 | - | - | - | - | - | - |
0.2739 | 12420 | 0.0 | - | - | - | - | - | - |
0.2742 | 12430 | 0.0 | - | - | - | - | - | - |
0.2744 | 12440 | 0.0 | - | - | - | - | - | - |
0.2746 | 12450 | 0.0007 | - | - | - | - | - | - |
0.2748 | 12460 | 0.0 | - | - | - | - | - | - |
0.2750 | 12470 | 0.0 | - | - | - | - | - | - |
0.2753 | 12480 | 0.0015 | - | - | - | - | - | - |
0.2755 | 12490 | 0.0 | - | - | - | - | - | - |
0.2757 | 12500 | 0.0 | - | - | - | - | - | - |
0.2759 | 12510 | 0.0 | - | - | - | - | - | - |
0.2762 | 12520 | 0.0 | - | - | - | - | - | - |
0.2764 | 12530 | 0.0 | - | - | - | - | - | - |
0.2766 | 12540 | 0.0 | - | - | - | - | - | - |
0.2768 | 12550 | 0.0 | - | - | - | - | - | - |
0.2770 | 12560 | 0.0003 | - | - | - | - | - | - |
0.2773 | 12570 | 0.0 | - | - | - | - | - | - |
0.2775 | 12580 | 0.0 | - | - | - | - | - | - |
0.2777 | 12590 | 0.0 | - | - | - | - | - | - |
0.2779 | 12600 | 0.0 | - | - | - | - | - | - |
0.2781 | 12610 | 0.0 | - | - | - | - | - | - |
0.2784 | 12620 | 0.0 | - | - | - | - | - | - |
0.2786 | 12630 | 0.0 | - | - | - | - | - | - |
0.2788 | 12640 | 0.0 | - | - | - | - | - | - |
0.2790 | 12650 | 0.0 | - | - | - | - | - | - |
0.2792 | 12660 | 0.0 | - | - | - | - | - | - |
0.2795 | 12670 | 0.0 | - | - | - | - | - | - |
0.2797 | 12680 | 0.0 | - | - | - | - | - | - |
0.2799 | 12690 | 0.0 | - | - | - | - | - | - |
0.2801 | 12700 | 0.0 | - | - | - | - | - | - |
0.2803 | 12710 | 0.0 | - | - | - | - | - | - |
0.2806 | 12720 | 0.0 | - | - | - | - | - | - |
0.2808 | 12730 | 0.0 | - | - | - | - | - | - |
0.2810 | 12740 | 0.0 | - | - | - | - | - | - |
0.2812 | 12750 | 0.0 | - | - | - | - | - | - |
0.2814 | 12760 | 0.0 | - | - | - | - | - | - |
0.2817 | 12770 | 0.0 | - | - | - | - | - | - |
0.2819 | 12780 | 0.0 | - | - | - | - | - | - |
0.2821 | 12790 | 0.0 | - | - | - | - | - | - |
0.2823 | 12800 | 0.0 | - | - | - | - | - | - |
0.2825 | 12810 | 0.0 | - | - | - | - | - | - |
0.2828 | 12820 | 0.0 | - | - | - | - | - | - |
0.2830 | 12830 | 0.0 | - | - | - | - | - | - |
0.2832 | 12840 | 0.0 | - | - | - | - | - | - |
0.2834 | 12850 | 0.0 | - | - | - | - | - | - |
0.2837 | 12860 | 0.0 | - | - | - | - | - | - |
0.2839 | 12870 | 0.0 | - | - | - | - | - | - |
0.2841 | 12880 | 0.0 | - | - | - | - | - | - |
0.2843 | 12890 | 0.0 | - | - | - | - | - | - |
0.2845 | 12900 | 0.0 | - | - | - | - | - | - |
0.2848 | 12910 | 0.0 | - | - | - | - | - | - |
0.2850 | 12920 | 0.0 | - | - | - | - | - | - |
0.2852 | 12930 | 0.0 | - | - | - | - | - | - |
0.2854 | 12940 | 0.0 | - | - | - | - | - | - |
0.2856 | 12950 | 0.0 | - | - | - | - | - | - |
0.2859 | 12960 | 0.0 | - | - | - | - | - | - |
0.2861 | 12970 | 0.0 | - | - | - | - | - | - |
0.2863 | 12980 | 0.0001 | - | - | - | - | - | - |
0.2865 | 12990 | 0.0 | - | - | - | - | - | - |
0.2867 | 13000 | 0.0007 | - | - | - | - | - | - |
0.2870 | 13010 | 0.0 | - | - | - | - | - | - |
0.2872 | 13020 | 0.0001 | - | - | - | - | - | - |
0.2874 | 13030 | 0.0 | - | - | - | - | - | - |
0.2876 | 13040 | 0.0 | - | - | - | - | - | - |
0.2878 | 13050 | 0.0 | - | - | - | - | - | - |
0.2881 | 13060 | 0.0 | - | - | - | - | - | - |
0.2883 | 13070 | 0.0 | - | - | - | - | - | - |
0.2885 | 13080 | 0.0 | - | - | - | - | - | - |
0.2887 | 13090 | 0.0 | - | - | - | - | - | - |
0.2889 | 13100 | 0.0 | - | - | - | - | - | - |
0.2892 | 13110 | 0.0 | - | - | - | - | - | - |
0.2894 | 13120 | 0.0 | - | - | - | - | - | - |
0.2896 | 13130 | 0.0 | - | - | - | - | - | - |
0.2898 | 13140 | 0.0 | - | - | - | - | - | - |
0.2900 | 13150 | 0.0 | - | - | - | - | - | - |
0.2903 | 13160 | 0.0 | - | - | - | - | - | - |
0.2905 | 13170 | 0.0 | - | - | - | - | - | - |
0.2907 | 13180 | 0.0 | - | - | - | - | - | - |
0.2909 | 13190 | 0.0 | - | - | - | - | - | - |
0.2911 | 13200 | 0.0 | - | - | - | - | - | - |
0.2914 | 13210 | 0.0 | - | - | - | - | - | - |
0.2916 | 13220 | 0.0 | - | - | - | - | - | - |
0.2918 | 13230 | 0.0 | - | - | - | - | - | - |
0.2920 | 13240 | 0.0 | - | - | - | - | - | - |
0.2923 | 13250 | 0.0 | - | - | - | - | - | - |
0.2925 | 13260 | 0.0 | - | - | - | - | - | - |
0.2927 | 13270 | 0.0 | - | - | - | - | - | - |
0.2929 | 13280 | 0.0 | - | - | - | - | - | - |
0.2931 | 13290 | 0.0 | - | - | - | - | - | - |
0.2934 | 13300 | 0.0 | - | - | - | - | - | - |
0.2936 | 13310 | 0.0 | - | - | - | - | - | - |
0.2938 | 13320 | 0.0 | - | - | - | - | - | - |
0.2940 | 13330 | 0.0001 | - | - | - | - | - | - |
0.2942 | 13340 | 0.0005 | - | - | - | - | - | - |
0.2945 | 13350 | 0.0 | - | - | - | - | - | - |
0.2947 | 13360 | 0.0003 | - | - | - | - | - | - |
0.2949 | 13370 | 0.0 | - | - | - | - | - | - |
0.2951 | 13380 | 0.0 | - | - | - | - | - | - |
0.2953 | 13390 | 0.0 | - | - | - | - | - | - |
0.2956 | 13400 | 0.0 | - | - | - | - | - | - |
0.2958 | 13410 | 0.0 | - | - | - | - | - | - |
0.2960 | 13420 | 0.0 | - | - | - | - | - | - |
0.2962 | 13430 | 0.0004 | - | - | - | - | - | - |
0.2964 | 13440 | 0.0 | - | - | - | - | - | - |
0.2967 | 13450 | 0.0 | - | - | - | - | - | - |
0.2969 | 13460 | 0.0001 | - | - | - | - | - | - |
0.2971 | 13470 | 0.0 | - | - | - | - | - | - |
0.2973 | 13480 | 0.0 | - | - | - | - | - | - |
0.2975 | 13490 | 0.0 | - | - | - | - | - | - |
0.2978 | 13500 | 0.0 | - | - | - | - | - | - |
0.2980 | 13510 | 0.0 | - | - | - | - | - | - |
0.2982 | 13520 | 0.0 | - | - | - | - | - | - |
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0.3044 | 13800 | 0.0001 | - | - | - | - | - | - |
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0.3050 | 13830 | 0.0003 | - | - | - | - | - | - |
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0.3092 | 14020 | 0.0001 | - | - | - | - | - | - |
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0.3106 | 14080 | 0.0001 | - | - | - | - | - | - |
0.3108 | 14090 | 0.0007 | - | - | - | - | - | - |
0.3110 | 14100 | 0.0001 | - | - | - | - | - | - |
0.3112 | 14110 | 0.0001 | - | - | - | - | - | - |
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0.3117 | 14130 | 0.0 | - | - | - | - | - | - |
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0.3123 | 14160 | 0.0001 | - | - | - | - | - | - |
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0.3132 | 14200 | 0.0 | - | - | - | - | - | - |
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0.3139 | 14230 | 0.0003 | - | - | - | - | - | - |
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0.3170 | 14370 | 0.0 | - | - | - | - | - | - |
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0.3176 | 14400 | 0.0001 | - | - | - | - | - | - |
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0.3183 | 14430 | 0.0001 | - | - | - | - | - | - |
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0.3187 | 14450 | 0.0008 | - | - | - | - | - | - |
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0.3196 | 14490 | 0.0 | - | - | - | - | - | - |
0.3198 | 14500 | 0.0 | - | - | - | - | - | - |
0.3200 | 14510 | 0.0 | - | - | - | - | - | - |
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0.3216 | 14580 | 0.0 | - | - | - | - | - | - |
0.3218 | 14590 | 0.0 | - | - | - | - | - | - |
0.3220 | 14600 | 0.0 | - | - | - | - | - | - |
0.3222 | 14610 | 0.0001 | - | - | - | - | - | - |
0.3225 | 14620 | 0.0001 | - | - | - | - | - | - |
0.3227 | 14630 | 0.0001 | - | - | - | - | - | - |
0.3229 | 14640 | 0.0 | - | - | - | - | - | - |
0.3231 | 14650 | 0.0 | - | - | - | - | - | - |
0.3234 | 14660 | 0.0 | - | - | - | - | - | - |
0.3236 | 14670 | 0.0 | - | - | - | - | - | - |
0.3238 | 14680 | 0.0 | - | - | - | - | - | - |
0.3240 | 14690 | 0.0 | - | - | - | - | - | - |
0.3242 | 14700 | 0.0 | - | - | - | - | - | - |
0.3245 | 14710 | 0.0 | - | - | - | - | - | - |
0.3247 | 14720 | 0.0503 | - | - | - | - | - | - |
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0.3251 | 14740 | 0.0 | - | - | - | - | - | - |
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0.3258 | 14770 | 0.0001 | - | - | - | - | - | - |
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0.3267 | 14810 | 0.0 | - | - | - | - | - | - |
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0.3271 | 14830 | 0.0 | - | - | - | - | - | - |
0.3273 | 14840 | 0.0002 | - | - | - | - | - | - |
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0.3289 | 14910 | 0.0 | - | - | - | - | - | - |
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0.3293 | 14930 | 0.0 | - | - | - | - | - | - |
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0.3300 | 14960 | 0.0 | - | - | - | - | - | - |
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0.3313 | 15020 | 0.0 | - | - | - | - | - | - |
0.3315 | 15030 | 0.0 | - | - | - | - | - | - |
0.3317 | 15040 | 0.0 | - | - | - | - | - | - |
0.3320 | 15050 | 0.0 | - | - | - | - | - | - |
0.3322 | 15060 | 0.0 | - | - | - | - | - | - |
0.3324 | 15070 | 0.0009 | - | - | - | - | - | - |
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0.3328 | 15090 | 0.0 | - | - | - | - | - | - |
0.3331 | 15100 | 0.0 | - | - | - | - | - | - |
0.3333 | 15110 | 0.0 | - | - | - | - | - | - |
0.3335 | 15120 | 0.0 | - | - | - | - | - | - |
0.3337 | 15130 | 0.0 | - | - | - | - | - | - |
0.3339 | 15140 | 0.0 | - | - | - | - | - | - |
0.3342 | 15150 | 0.0 | - | - | - | - | - | - |
0.3344 | 15160 | 0.0 | - | - | - | - | - | - |
0.3346 | 15170 | 0.0 | - | - | - | - | - | - |
0.3348 | 15180 | 0.0 | - | - | - | - | - | - |
0.3350 | 15190 | 0.0001 | - | - | - | - | - | - |
0.3353 | 15200 | 0.0 | - | - | - | - | - | - |
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0.3361 | 15240 | 0.0 | - | - | - | - | - | - |
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0.3368 | 15270 | 0.0 | - | - | - | - | - | - |
0.3370 | 15280 | 0.0 | - | - | - | - | - | - |
0.3372 | 15290 | 0.0 | - | - | - | - | - | - |
0.3375 | 15300 | 0.0 | - | - | - | - | - | - |
0.3377 | 15310 | 0.0002 | - | - | - | - | - | - |
0.3379 | 15320 | 0.0 | - | - | - | - | - | - |
0.3381 | 15330 | 0.0 | - | - | - | - | - | - |
0.3384 | 15340 | 0.0 | - | - | - | - | - | - |
0.3386 | 15350 | 0.0 | - | - | - | - | - | - |
0.3388 | 15360 | 0.0 | - | - | - | - | - | - |
0.3390 | 15370 | 0.0 | - | - | - | - | - | - |
0.3392 | 15380 | 0.0 | - | - | - | - | - | - |
0.3395 | 15390 | 0.0 | - | - | - | - | - | - |
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0.3399 | 15410 | 0.0 | - | - | - | - | - | - |
0.3401 | 15420 | 0.0 | - | - | - | - | - | - |
0.3403 | 15430 | 0.0 | - | - | - | - | - | - |
0.3406 | 15440 | 0.0008 | - | - | - | - | - | - |
0.3408 | 15450 | 0.0 | - | - | - | - | - | - |
0.3410 | 15460 | 0.0001 | - | - | - | - | - | - |
0.3412 | 15470 | 0.0 | - | - | - | - | - | - |
0.3414 | 15480 | 0.0 | - | - | - | - | - | - |
0.3417 | 15490 | 0.0 | - | - | - | - | - | - |
0.3419 | 15500 | 0.0 | - | - | - | - | - | - |
0.3421 | 15510 | 0.0002 | - | - | - | - | - | - |
0.3423 | 15520 | 0.0 | - | - | - | - | - | - |
0.3425 | 15530 | 0.0 | - | - | - | - | - | - |
0.3428 | 15540 | 0.0001 | - | - | - | - | - | - |
0.3430 | 15550 | 0.0 | - | - | - | - | - | - |
0.3432 | 15560 | 0.0 | - | - | - | - | - | - |
0.3434 | 15570 | 0.0 | - | - | - | - | - | - |
0.3436 | 15580 | 0.0 | - | - | - | - | - | - |
0.3439 | 15590 | 0.0 | - | - | - | - | - | - |
0.3441 | 15600 | 0.0 | - | - | - | - | - | - |
0.3443 | 15610 | 0.0 | - | - | - | - | - | - |
0.3445 | 15620 | 0.0 | - | - | - | - | - | - |
0.3447 | 15630 | 0.0 | - | - | - | - | - | - |
0.3450 | 15640 | 0.0 | - | - | - | - | - | - |
0.3452 | 15650 | 0.0 | - | - | - | - | - | - |
0.3454 | 15660 | 0.0 | - | - | - | - | - | - |
0.3456 | 15670 | 0.0 | - | - | - | - | - | - |
0.3459 | 15680 | 0.0 | - | - | - | - | - | - |
0.3461 | 15690 | 0.0 | - | - | - | - | - | - |
0.3463 | 15700 | 0.0 | - | - | - | - | - | - |
0.3465 | 15710 | 0.0003 | - | - | - | - | - | - |
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0.3470 | 15730 | 0.0 | - | - | - | - | - | - |
0.3472 | 15740 | 0.0 | - | - | - | - | - | - |
0.3474 | 15750 | 0.0 | - | - | - | - | - | - |
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0.3478 | 15770 | 0.0 | - | - | - | - | - | - |
0.3481 | 15780 | 0.0 | - | - | - | - | - | - |
0.3483 | 15790 | 0.0004 | - | - | - | - | - | - |
0.3485 | 15800 | 0.0 | - | - | - | - | - | - |
0.3487 | 15810 | 0.0 | - | - | - | - | - | - |
0.3489 | 15820 | 0.0 | - | - | - | - | - | - |
0.3492 | 15830 | 0.0 | - | - | - | - | - | - |
0.3494 | 15840 | 0.0 | - | - | - | - | - | - |
0.3496 | 15850 | 0.0004 | - | - | - | - | - | - |
0.3498 | 15860 | 0.0002 | - | - | - | - | - | - |
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0.3503 | 15880 | 0.0 | - | - | - | - | - | - |
0.3505 | 15890 | 0.0 | - | - | - | - | - | - |
0.3507 | 15900 | 0.0 | - | - | - | - | - | - |
0.3509 | 15910 | 0.0 | - | - | - | - | - | - |
0.3511 | 15920 | 0.0 | - | - | - | - | - | - |
0.3514 | 15930 | 0.0 | - | - | - | - | - | - |
0.3516 | 15940 | 0.0 | - | - | - | - | - | - |
0.3518 | 15950 | 0.0 | - | - | - | - | - | - |
0.3520 | 15960 | 0.0 | - | - | - | - | - | - |
0.3522 | 15970 | 0.0 | - | - | - | - | - | - |
0.3525 | 15980 | 0.0 | - | - | - | - | - | - |
0.3527 | 15990 | 0.0 | - | - | - | - | - | - |
0.3529 | 16000 | 0.0 | - | - | - | - | - | - |
0.3531 | 16010 | 0.0 | - | - | - | - | - | - |
0.3533 | 16020 | 0.0 | - | - | - | - | - | - |
0.3536 | 16030 | 0.0 | - | - | - | - | - | - |
0.3538 | 16040 | 0.0 | - | - | - | - | - | - |
0.3540 | 16050 | 0.0 | - | - | - | - | - | - |
0.3542 | 16060 | 0.0 | - | - | - | - | - | - |
0.3545 | 16070 | 0.0 | - | - | - | - | - | - |
0.3547 | 16080 | 0.0 | - | - | - | - | - | - |
0.3549 | 16090 | 0.0 | - | - | - | - | - | - |
0.3551 | 16100 | 0.0 | - | - | - | - | - | - |
0.3553 | 16110 | 0.0 | - | - | - | - | - | - |
0.3556 | 16120 | 0.0 | - | - | - | - | - | - |
0.3558 | 16130 | 0.0 | - | - | - | - | - | - |
0.3560 | 16140 | 0.0 | - | - | - | - | - | - |
0.3562 | 16150 | 0.0 | - | - | - | - | - | - |
0.3564 | 16160 | 0.0 | - | - | - | - | - | - |
0.3567 | 16170 | 0.0 | - | - | - | - | - | - |
0.3569 | 16180 | 0.0 | - | - | - | - | - | - |
0.3571 | 16190 | 0.0 | - | - | - | - | - | - |
0.3573 | 16200 | 0.0 | - | - | - | - | - | - |
0.3575 | 16210 | 0.0 | - | - | - | - | - | - |
0.3578 | 16220 | 0.0 | - | - | - | - | - | - |
0.3580 | 16230 | 0.0 | - | - | - | - | - | - |
0.3582 | 16240 | 0.0 | - | - | - | - | - | - |
0.3584 | 16250 | 0.0 | - | - | - | - | - | - |
0.3586 | 16260 | 0.0 | - | - | - | - | - | - |
0.3589 | 16270 | 0.0 | - | - | - | - | - | - |
0.3591 | 16280 | 0.0 | - | - | - | - | - | - |
0.3593 | 16290 | 0.0 | - | - | - | - | - | - |
0.3595 | 16300 | 0.0 | - | - | - | - | - | - |
0.3597 | 16310 | 0.0 | - | - | - | - | - | - |
0.3600 | 16320 | 0.0 | - | - | - | - | - | - |
0.3602 | 16330 | 0.0 | - | - | - | - | - | - |
0.3604 | 16340 | 0.0 | - | - | - | - | - | - |
0.3606 | 16350 | 0.0 | - | - | - | - | - | - |
0.3608 | 16360 | 0.0 | - | - | - | - | - | - |
0.3611 | 16370 | 0.0007 | - | - | - | - | - | - |
0.3613 | 16380 | 0.0 | - | - | - | - | - | - |
0.3615 | 16390 | 0.0 | - | - | - | - | - | - |
0.3617 | 16400 | 0.0 | - | - | - | - | - | - |
0.3620 | 16410 | 0.0 | - | - | - | - | - | - |
0.3622 | 16420 | 0.0 | - | - | - | - | - | - |
0.3624 | 16430 | 0.0 | - | - | - | - | - | - |
0.3626 | 16440 | 0.0 | - | - | - | - | - | - |
0.3628 | 16450 | 0.0 | - | - | - | - | - | - |
0.3631 | 16460 | 0.0 | - | - | - | - | - | - |
0.3633 | 16470 | 0.0 | - | - | - | - | - | - |
0.3635 | 16480 | 0.0 | - | - | - | - | - | - |
0.3637 | 16490 | 0.0 | - | - | - | - | - | - |
0.3639 | 16500 | 0.0 | - | - | - | - | - | - |
0.3642 | 16510 | 0.0 | - | - | - | - | - | - |
0.3644 | 16520 | 0.0 | - | - | - | - | - | - |
0.3646 | 16530 | 0.0 | - | - | - | - | - | - |
0.3648 | 16540 | 0.0 | - | - | - | - | - | - |
0.3650 | 16550 | 0.0 | - | - | - | - | - | - |
0.3653 | 16560 | 0.0 | - | - | - | - | - | - |
0.3655 | 16570 | 0.0001 | - | - | - | - | - | - |
0.3657 | 16580 | 0.0 | - | - | - | - | - | - |
0.3659 | 16590 | 0.0 | - | - | - | - | - | - |
0.3661 | 16600 | 0.0 | - | - | - | - | - | - |
0.3664 | 16610 | 0.0 | - | - | - | - | - | - |
0.3666 | 16620 | 0.0 | - | - | - | - | - | - |
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0.4319 | 19580 | 0.0001 | - | - | - | - | - | - |
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0.4356 | 19750 | 0.0 | - | - | - | - | - | - |
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0.4363 | 19780 | 0.0 | - | - | - | - | - | - |
0.4365 | 19790 | 0.0 | - | - | - | - | - | - |
0.4367 | 19800 | 0.0 | - | - | - | - | - | - |
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0.4372 | 19820 | 0.0 | - | - | - | - | - | - |
0.4374 | 19830 | 0.0 | - | - | - | - | - | - |
0.4376 | 19840 | 0.0 | - | - | - | - | - | - |
0.4378 | 19850 | 0.0014 | - | - | - | - | - | - |
0.4380 | 19860 | 0.0 | - | - | - | - | - | - |
0.4383 | 19870 | 0.0 | - | - | - | - | - | - |
0.4385 | 19880 | 0.0022 | - | - | - | - | - | - |
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0.4396 | 19930 | 0.0 | - | - | - | - | - | - |
0.4398 | 19940 | 0.0002 | - | - | - | - | - | - |
0.4400 | 19950 | 0.0 | - | - | - | - | - | - |
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0.4411 | 20000 | 0.0 | - | - | - | - | - | - |
0.4414 | 20010 | 0.0 | - | - | - | - | - | - |
0.4416 | 20020 | 0.0 | - | - | - | - | - | - |
0.4418 | 20030 | 0.0 | - | - | - | - | - | - |
0.4420 | 20040 | 0.0 | - | - | - | - | - | - |
0.4422 | 20050 | 0.0 | - | - | - | - | - | - |
0.4425 | 20060 | 0.0 | - | - | - | - | - | - |
0.4427 | 20070 | 0.0001 | - | - | - | - | - | - |
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0.4436 | 20110 | 0.0001 | - | - | - | - | - | - |
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0.4440 | 20130 | 0.0 | - | - | - | - | - | - |
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0.4460 | 20220 | 0.0 | - | - | - | - | - | - |
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0.4478 | 20300 | 0.0004 | - | - | - | - | - | - |
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0.4500 | 20400 | 0.0 | - | - | - | - | - | - |
0.4502 | 20410 | 0.0 | - | - | - | - | - | - |
0.4504 | 20420 | 0.0 | - | - | - | - | - | - |
0.4506 | 20430 | 0.0 | - | - | - | - | - | - |
0.4508 | 20440 | 0.0 | - | - | - | - | - | - |
0.4511 | 20450 | 0.0 | - | - | - | - | - | - |
0.4513 | 20460 | 0.0 | - | - | - | - | - | - |
0.4515 | 20470 | 0.0 | - | - | - | - | - | - |
0.4517 | 20480 | 0.0 | - | - | - | - | - | - |
0.4519 | 20490 | 0.0 | - | - | - | - | - | - |
0.4522 | 20500 | 0.0001 | - | - | - | - | - | - |
0.4524 | 20510 | 0.0 | - | - | - | - | - | - |
0.4526 | 20520 | 0.0 | - | - | - | - | - | - |
0.4528 | 20530 | 0.0 | - | - | - | - | - | - |
0.4530 | 20540 | 0.0 | - | - | - | - | - | - |
0.4533 | 20550 | 0.0 | - | - | - | - | - | - |
0.4535 | 20560 | 0.0 | - | - | - | - | - | - |
0.4537 | 20570 | 0.0009 | - | - | - | - | - | - |
0.4539 | 20580 | 0.0 | - | - | - | - | - | - |
0.4541 | 20590 | 0.0 | - | - | - | - | - | - |
0.4544 | 20600 | 0.0 | - | - | - | - | - | - |
0.4546 | 20610 | 0.0001 | - | - | - | - | - | - |
0.4548 | 20620 | 0.0 | - | - | - | - | - | - |
0.4550 | 20630 | 0.0 | - | - | - | - | - | - |
0.4553 | 20640 | 0.0005 | - | - | - | - | - | - |
0.4555 | 20650 | 0.0002 | - | - | - | - | - | - |
0.4557 | 20660 | 0.0 | - | - | - | - | - | - |
0.4559 | 20670 | 0.0 | - | - | - | - | - | - |
0.4561 | 20680 | 0.0 | - | - | - | - | - | - |
0.4564 | 20690 | 0.0 | - | - | - | - | - | - |
0.4566 | 20700 | 0.0 | - | - | - | - | - | - |
0.4568 | 20710 | 0.0 | - | - | - | - | - | - |
0.4570 | 20720 | 0.0 | - | - | - | - | - | - |
0.4572 | 20730 | 0.0 | - | - | - | - | - | - |
0.4575 | 20740 | 0.0 | - | - | - | - | - | - |
0.4577 | 20750 | 0.0 | - | - | - | - | - | - |
0.4579 | 20760 | 0.0 | - | - | - | - | - | - |
0.4581 | 20770 | 0.0 | - | - | - | - | - | - |
0.4583 | 20780 | 0.0 | - | - | - | - | - | - |
0.4586 | 20790 | 0.0 | - | - | - | - | - | - |
0.4588 | 20800 | 0.0 | - | - | - | - | - | - |
0.4590 | 20810 | 0.0 | - | - | - | - | - | - |
0.4592 | 20820 | 0.0 | - | - | - | - | - | - |
0.4594 | 20830 | 0.0 | - | - | - | - | - | - |
0.4597 | 20840 | 0.0 | - | - | - | - | - | - |
0.4599 | 20850 | 0.0 | - | - | - | - | - | - |
0.4601 | 20860 | 0.0139 | - | - | - | - | - | - |
0.4603 | 20870 | 0.0 | - | - | - | - | - | - |
0.4605 | 20880 | 0.0002 | - | - | - | - | - | - |
0.4608 | 20890 | 0.0 | - | - | - | - | - | - |
0.4610 | 20900 | 0.0 | - | - | - | - | - | - |
0.4612 | 20910 | 0.0 | - | - | - | - | - | - |
0.4614 | 20920 | 0.0 | - | - | - | - | - | - |
0.4616 | 20930 | 0.0 | - | - | - | - | - | - |
0.4619 | 20940 | 0.0 | - | - | - | - | - | - |
0.4621 | 20950 | 0.0 | - | - | - | - | - | - |
0.4623 | 20960 | 0.0 | - | - | - | - | - | - |
0.4625 | 20970 | 0.0001 | - | - | - | - | - | - |
0.4628 | 20980 | 0.0 | - | - | - | - | - | - |
0.4630 | 20990 | 0.0 | - | - | - | - | - | - |
0.4632 | 21000 | 0.0 | - | - | - | - | - | - |
0.4634 | 21010 | 0.0 | - | - | - | - | - | - |
0.4636 | 21020 | 0.0 | - | - | - | - | - | - |
0.4639 | 21030 | 0.0 | - | - | - | - | - | - |
0.4641 | 21040 | 0.0 | - | - | - | - | - | - |
0.4643 | 21050 | 0.0 | - | - | - | - | - | - |
0.4645 | 21060 | 0.0 | - | - | - | - | - | - |
0.4647 | 21070 | 0.0 | - | - | - | - | - | - |
0.4650 | 21080 | 0.0008 | - | - | - | - | - | - |
0.4652 | 21090 | 0.0 | - | - | - | - | - | - |
0.4654 | 21100 | 0.0 | - | - | - | - | - | - |
0.4656 | 21110 | 0.0 | - | - | - | - | - | - |
0.4658 | 21120 | 0.0 | - | - | - | - | - | - |
0.4661 | 21130 | 0.0 | - | - | - | - | - | - |
0.4663 | 21140 | 0.0 | - | - | - | - | - | - |
0.4665 | 21150 | 0.0 | - | - | - | - | - | - |
0.4667 | 21160 | 0.0 | - | - | - | - | - | - |
0.4669 | 21170 | 0.0 | - | - | - | - | - | - |
0.4672 | 21180 | 0.0 | - | - | - | - | - | - |
0.4674 | 21190 | 0.0 | - | - | - | - | - | - |
0.4676 | 21200 | 0.0 | - | - | - | - | - | - |
0.4678 | 21210 | 0.0 | - | - | - | - | - | - |
0.4680 | 21220 | 0.0 | - | - | - | - | - | - |
0.4683 | 21230 | 0.0 | - | - | - | - | - | - |
0.4685 | 21240 | 0.0 | - | - | - | - | - | - |
0.4687 | 21250 | 0.0 | - | - | - | - | - | - |
0.4689 | 21260 | 0.0 | - | - | - | - | - | - |
0.4691 | 21270 | 0.0001 | - | - | - | - | - | - |
0.4694 | 21280 | 0.0 | - | - | - | - | - | - |
0.4696 | 21290 | 0.0 | - | - | - | - | - | - |
0.4698 | 21300 | 0.0 | - | - | - | - | - | - |
0.4700 | 21310 | 0.0 | - | - | - | - | - | - |
0.4703 | 21320 | 0.0 | - | - | - | - | - | - |
0.4705 | 21330 | 0.0 | - | - | - | - | - | - |
0.4707 | 21340 | 0.0 | - | - | - | - | - | - |
0.4709 | 21350 | 0.0 | - | - | - | - | - | - |
0.4711 | 21360 | 0.0 | - | - | - | - | - | - |
0.4714 | 21370 | 0.0 | - | - | - | - | - | - |
0.4716 | 21380 | 0.0 | - | - | - | - | - | - |
0.4718 | 21390 | 0.0 | - | - | - | - | - | - |
0.4720 | 21400 | 0.0 | - | - | - | - | - | - |
0.4722 | 21410 | 0.0 | - | - | - | - | - | - |
0.4725 | 21420 | 0.0 | - | - | - | - | - | - |
0.4727 | 21430 | 0.0 | - | - | - | - | - | - |
0.4729 | 21440 | 0.0 | - | - | - | - | - | - |
0.4731 | 21450 | 0.0 | - | - | - | - | - | - |
0.4733 | 21460 | 0.0 | - | - | - | - | - | - |
0.4736 | 21470 | 0.0 | - | - | - | - | - | - |
0.4738 | 21480 | 0.0 | - | - | - | - | - | - |
0.4740 | 21490 | 0.0 | - | - | - | - | - | - |
0.4742 | 21500 | 0.0 | - | - | - | - | - | - |
0.4744 | 21510 | 0.0 | - | - | - | - | - | - |
0.4747 | 21520 | 0.0 | - | - | - | - | - | - |
0.4749 | 21530 | 0.0 | - | - | - | - | - | - |
0.4751 | 21540 | 0.0 | - | - | - | - | - | - |
0.4753 | 21550 | 0.0 | - | - | - | - | - | - |
0.4755 | 21560 | 0.0 | - | - | - | - | - | - |
0.4758 | 21570 | 0.0 | - | - | - | - | - | - |
0.4760 | 21580 | 0.0 | - | - | - | - | - | - |
0.4762 | 21590 | 0.0 | - | - | - | - | - | - |
0.4764 | 21600 | 0.0 | - | - | - | - | - | - |
0.4766 | 21610 | 0.0 | - | - | - | - | - | - |
0.4769 | 21620 | 0.0 | - | - | - | - | - | - |
0.4771 | 21630 | 0.0 | - | - | - | - | - | - |
0.4773 | 21640 | 0.0 | - | - | - | - | - | - |
0.4775 | 21650 | 0.0 | - | - | - | - | - | - |
0.4778 | 21660 | 0.0 | - | - | - | - | - | - |
0.4780 | 21670 | 0.0 | - | - | - | - | - | - |
0.4782 | 21680 | 0.0 | - | - | - | - | - | - |
0.4784 | 21690 | 0.0 | - | - | - | - | - | - |
0.4786 | 21700 | 0.0 | - | - | - | - | - | - |
0.4789 | 21710 | 0.0 | - | - | - | - | - | - |
0.4791 | 21720 | 0.0 | - | - | - | - | - | - |
0.4793 | 21730 | 0.0 | - | - | - | - | - | - |
0.4795 | 21740 | 0.0 | - | - | - | - | - | - |
0.4797 | 21750 | 0.0 | - | - | - | - | - | - |
0.4800 | 21760 | 0.0 | - | - | - | - | - | - |
0.4802 | 21770 | 0.0 | - | - | - | - | - | - |
0.4804 | 21780 | 0.0 | - | - | - | - | - | - |
0.4806 | 21790 | 0.0 | - | - | - | - | - | - |
0.4808 | 21800 | 0.0 | - | - | - | - | - | - |
0.4811 | 21810 | 0.0004 | - | - | - | - | - | - |
0.4813 | 21820 | 0.0 | - | - | - | - | - | - |
0.4815 | 21830 | 0.0 | - | - | - | - | - | - |
0.4817 | 21840 | 0.0 | - | - | - | - | - | - |
0.4819 | 21850 | 0.0 | - | - | - | - | - | - |
0.4822 | 21860 | 0.0006 | - | - | - | - | - | - |
0.4824 | 21870 | 0.0 | - | - | - | - | - | - |
0.4826 | 21880 | 0.0 | - | - | - | - | - | - |
0.4828 | 21890 | 0.0 | - | - | - | - | - | - |
0.4830 | 21900 | 0.0 | - | - | - | - | - | - |
0.4833 | 21910 | 0.0 | - | - | - | - | - | - |
0.4835 | 21920 | 0.0 | - | - | - | - | - | - |
0.4837 | 21930 | 0.0 | - | - | - | - | - | - |
0.4839 | 21940 | 0.0 | - | - | - | - | - | - |
0.4841 | 21950 | 0.0 | - | - | - | - | - | - |
0.4844 | 21960 | 0.0 | - | - | - | - | - | - |
0.4846 | 21970 | 0.0 | - | - | - | - | - | - |
0.4848 | 21980 | 0.0 | - | - | - | - | - | - |
0.4850 | 21990 | 0.0 | - | - | - | - | - | - |
0.4852 | 22000 | 0.0001 | - | - | - | - | - | - |
0.4855 | 22010 | 0.0 | - | - | - | - | - | - |
0.4857 | 22020 | 0.0 | - | - | - | - | - | - |
0.4859 | 22030 | 0.0 | - | - | - | - | - | - |
0.4861 | 22040 | 0.0 | - | - | - | - | - | - |
0.4864 | 22050 | 0.0 | - | - | - | - | - | - |
0.4866 | 22060 | 0.0001 | - | - | - | - | - | - |
0.4868 | 22070 | 0.0 | - | - | - | - | - | - |
0.4870 | 22080 | 0.0 | - | - | - | - | - | - |
0.4872 | 22090 | 0.0 | - | - | - | - | - | - |
0.4875 | 22100 | 0.0 | - | - | - | - | - | - |
0.4877 | 22110 | 0.0 | - | - | - | - | - | - |
0.4879 | 22120 | 0.0027 | - | - | - | - | - | - |
0.4881 | 22130 | 0.0001 | - | - | - | - | - | - |
0.4883 | 22140 | 0.0 | - | - | - | - | - | - |
0.4886 | 22150 | 0.0 | - | - | - | - | - | - |
0.4888 | 22160 | 0.0001 | - | - | - | - | - | - |
0.4890 | 22170 | 0.0 | - | - | - | - | - | - |
0.4892 | 22180 | 0.0 | - | - | - | - | - | - |
0.4894 | 22190 | 0.0 | - | - | - | - | - | - |
0.4897 | 22200 | 0.0 | - | - | - | - | - | - |
0.4899 | 22210 | 0.0 | - | - | - | - | - | - |
0.4901 | 22220 | 0.0 | - | - | - | - | - | - |
0.4903 | 22230 | 0.0 | - | - | - | - | - | - |
0.4905 | 22240 | 0.0 | - | - | - | - | - | - |
0.4908 | 22250 | 0.0 | - | - | - | - | - | - |
0.4910 | 22260 | 0.0 | - | - | - | - | - | - |
0.4912 | 22270 | 0.0001 | - | - | - | - | - | - |
0.4914 | 22280 | 0.0 | - | - | - | - | - | - |
0.4916 | 22290 | 0.0023 | - | - | - | - | - | - |
0.4919 | 22300 | 0.0 | - | - | - | - | - | - |
0.4921 | 22310 | 0.0 | - | - | - | - | - | - |
0.4923 | 22320 | 0.0 | - | - | - | - | - | - |
0.4925 | 22330 | 0.0 | - | - | - | - | - | - |
0.4927 | 22340 | 0.0 | - | - | - | - | - | - |
0.4930 | 22350 | 0.0 | - | - | - | - | - | - |
0.4932 | 22360 | 0.0 | - | - | - | - | - | - |
0.4934 | 22370 | 0.0 | - | - | - | - | - | - |
0.4936 | 22380 | 0.0 | - | - | - | - | - | - |
0.4939 | 22390 | 0.0 | - | - | - | - | - | - |
0.4941 | 22400 | 0.0 | - | - | - | - | - | - |
0.4943 | 22410 | 0.0 | - | - | - | - | - | - |
0.4945 | 22420 | 0.0 | - | - | - | - | - | - |
0.4947 | 22430 | 0.0 | - | - | - | - | - | - |
0.4950 | 22440 | 0.0 | - | - | - | - | - | - |
0.4952 | 22450 | 0.0 | - | - | - | - | - | - |
0.4954 | 22460 | 0.0 | - | - | - | - | - | - |
0.4956 | 22470 | 0.0002 | - | - | - | - | - | - |
0.4958 | 22480 | 0.0 | - | - | - | - | - | - |
0.4961 | 22490 | 0.0 | - | - | - | - | - | - |
0.4963 | 22500 | 0.0 | - | - | - | - | - | - |
0.4965 | 22510 | 0.0 | - | - | - | - | - | - |
0.4967 | 22520 | 0.0 | - | - | - | - | - | - |
0.4969 | 22530 | 0.0 | - | - | - | - | - | - |
0.4972 | 22540 | 0.0 | - | - | - | - | - | - |
0.4974 | 22550 | 0.0 | - | - | - | - | - | - |
0.4976 | 22560 | 0.0 | - | - | - | - | - | - |
0.4978 | 22570 | 0.0 | - | - | - | - | - | - |
0.4980 | 22580 | 0.0 | - | - | - | - | - | - |
0.4983 | 22590 | 0.0 | - | - | - | - | - | - |
0.4985 | 22600 | 0.0 | - | - | - | - | - | - |
0.4987 | 22610 | 0.0 | - | - | - | - | - | - |
0.4989 | 22620 | 0.0001 | - | - | - | - | - | - |
0.4991 | 22630 | 0.0 | - | - | - | - | - | - |
0.4994 | 22640 | 0.0005 | - | - | - | - | - | - |
0.4996 | 22650 | 0.0 | - | - | - | - | - | - |
0.4998 | 22660 | 0.0001 | - | - | - | - | - | - |
0.5000 | 22670 | 0.0 | - | - | - | - | - | - |
0.5002 | 22680 | 0.0 | - | - | - | - | - | - |
0.5005 | 22690 | 0.0 | - | - | - | - | - | - |
0.5007 | 22700 | 0.0 | - | - | - | - | - | - |
0.5009 | 22710 | 0.0 | - | - | - | - | - | - |
0.5011 | 22720 | 0.0001 | - | - | - | - | - | - |
0.5014 | 22730 | 0.0 | - | - | - | - | - | - |
0.5016 | 22740 | 0.0 | - | - | - | - | - | - |
0.5018 | 22750 | 0.0 | - | - | - | - | - | - |
0.5020 | 22760 | 0.0 | - | - | - | - | - | - |
0.5022 | 22770 | 0.0 | - | - | - | - | - | - |
0.5025 | 22780 | 0.0 | - | - | - | - | - | - |
0.5027 | 22790 | 0.0 | - | - | - | - | - | - |
0.5029 | 22800 | 0.0 | - | - | - | - | - | - |
0.5031 | 22810 | 0.0 | - | - | - | - | - | - |
0.5033 | 22820 | 0.0 | - | - | - | - | - | - |
0.5036 | 22830 | 0.0 | - | - | - | - | - | - |
0.5038 | 22840 | 0.0001 | - | - | - | - | - | - |
0.5040 | 22850 | 0.0 | - | - | - | - | - | - |
0.5042 | 22860 | 0.0 | - | - | - | - | - | - |
0.5044 | 22870 | 0.0001 | - | - | - | - | - | - |
0.5047 | 22880 | 0.0 | - | - | - | - | - | - |
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0.5055 | 22920 | 0.0 | - | - | - | - | - | - |
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0.5080 | 23030 | 0.0001 | - | - | - | - | - | - |
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0.5119 | 23210 | 0.0 | - | - | - | - | - | - |
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0.5139 | 23300 | 0.0001 | - | - | - | - | - | - |
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0.5166 | 23420 | 0.0 | - | - | - | - | - | - |
0.5168 | 23430 | 0.0 | - | - | - | - | - | - |
0.5170 | 23440 | 0.0 | - | - | - | - | - | - |
0.5172 | 23450 | 0.0 | - | - | - | - | - | - |
0.5175 | 23460 | 0.0344 | - | - | - | - | - | - |
0.5177 | 23470 | 0.0 | - | - | - | - | - | - |
0.5179 | 23480 | 0.0 | - | - | - | - | - | - |
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0.5192 | 23540 | 0.0 | - | - | - | - | - | - |
0.5194 | 23550 | 0.0 | - | - | - | - | - | - |
0.5197 | 23560 | 0.0 | - | - | - | - | - | - |
0.5199 | 23570 | 0.0 | - | - | - | - | - | - |
0.5201 | 23580 | 0.017 | - | - | - | - | - | - |
0.5203 | 23590 | 0.0 | - | - | - | - | - | - |
0.5205 | 23600 | 0.0 | - | - | - | - | - | - |
0.5208 | 23610 | 0.0 | - | - | - | - | - | - |
0.5210 | 23620 | 0.0 | - | - | - | - | - | - |
0.5212 | 23630 | 0.0 | - | - | - | - | - | - |
0.5214 | 23640 | 0.0 | - | - | - | - | - | - |
0.5216 | 23650 | 0.0 | - | - | - | - | - | - |
0.5219 | 23660 | 0.0 | - | - | - | - | - | - |
0.5221 | 23670 | 0.0 | - | - | - | - | - | - |
0.5223 | 23680 | 0.0 | - | - | - | - | - | - |
0.5225 | 23690 | 0.0 | - | - | - | - | - | - |
0.5227 | 23700 | 0.0 | - | - | - | - | - | - |
0.5230 | 23710 | 0.0 | - | - | - | - | - | - |
0.5232 | 23720 | 0.0 | - | - | - | - | - | - |
0.5234 | 23730 | 0.0 | - | - | - | - | - | - |
0.5236 | 23740 | 0.0 | - | - | - | - | - | - |
0.5238 | 23750 | 0.0001 | - | - | - | - | - | - |
0.5241 | 23760 | 0.0 | - | - | - | - | - | - |
0.5243 | 23770 | 0.0 | - | - | - | - | - | - |
0.5245 | 23780 | 0.0 | - | - | - | - | - | - |
0.5247 | 23790 | 0.0 | - | - | - | - | - | - |
0.5250 | 23800 | 0.0 | - | - | - | - | - | - |
0.5252 | 23810 | 0.0002 | - | - | - | - | - | - |
0.5254 | 23820 | 0.0 | - | - | - | - | - | - |
0.5256 | 23830 | 0.0 | - | - | - | - | - | - |
0.5258 | 23840 | 0.0 | - | - | - | - | - | - |
0.5261 | 23850 | 0.0 | - | - | - | - | - | - |
0.5263 | 23860 | 0.0 | - | - | - | - | - | - |
0.5265 | 23870 | 0.0 | - | - | - | - | - | - |
0.5267 | 23880 | 0.0474 | - | - | - | - | - | - |
0.5269 | 23890 | 0.0 | - | - | - | - | - | - |
0.5272 | 23900 | 0.0 | - | - | - | - | - | - |
0.5274 | 23910 | 0.0 | - | - | - | - | - | - |
0.5276 | 23920 | 0.0 | - | - | - | - | - | - |
0.5278 | 23930 | 0.0 | - | - | - | - | - | - |
0.5280 | 23940 | 0.0 | - | - | - | - | - | - |
0.5283 | 23950 | 0.0 | - | - | - | - | - | - |
0.5285 | 23960 | 0.0 | - | - | - | - | - | - |
0.5287 | 23970 | 0.0 | - | - | - | - | - | - |
0.5289 | 23980 | 0.0 | - | - | - | - | - | - |
0.5291 | 23990 | 0.0 | - | - | - | - | - | - |
0.5294 | 24000 | 0.0 | - | - | - | - | - | - |
0.5296 | 24010 | 0.0 | - | - | - | - | - | - |
0.5298 | 24020 | 0.0 | - | - | - | - | - | - |
0.5300 | 24030 | 0.0 | - | - | - | - | - | - |
0.5302 | 24040 | 0.0 | - | - | - | - | - | - |
0.5305 | 24050 | 0.0001 | - | - | - | - | - | - |
0.5307 | 24060 | 0.0 | - | - | - | - | - | - |
0.5309 | 24070 | 0.0 | - | - | - | - | - | - |
0.5311 | 24080 | 0.0 | - | - | - | - | - | - |
0.5313 | 24090 | 0.0 | - | - | - | - | - | - |
0.5316 | 24100 | 0.0 | - | - | - | - | - | - |
0.5318 | 24110 | 0.0 | - | - | - | - | - | - |
0.5320 | 24120 | 0.0 | - | - | - | - | - | - |
0.5322 | 24130 | 0.0 | - | - | - | - | - | - |
0.5325 | 24140 | 0.0 | - | - | - | - | - | - |
0.5327 | 24150 | 0.0 | - | - | - | - | - | - |
0.5329 | 24160 | 0.0 | - | - | - | - | - | - |
0.5331 | 24170 | 0.0 | - | - | - | - | - | - |
0.5333 | 24180 | 0.0 | - | - | - | - | - | - |
0.5336 | 24190 | 0.0 | - | - | - | - | - | - |
0.5338 | 24200 | 0.0 | - | - | - | - | - | - |
0.5340 | 24210 | 0.0 | - | - | - | - | - | - |
0.5342 | 24220 | 0.0 | - | - | - | - | - | - |
0.5344 | 24230 | 0.0 | - | - | - | - | - | - |
0.5347 | 24240 | 0.0 | - | - | - | - | - | - |
0.5349 | 24250 | 0.0 | - | - | - | - | - | - |
0.5351 | 24260 | 0.0 | - | - | - | - | - | - |
0.5353 | 24270 | 0.0 | - | - | - | - | - | - |
0.5355 | 24280 | 0.0 | - | - | - | - | - | - |
0.5358 | 24290 | 0.0 | - | - | - | - | - | - |
0.5360 | 24300 | 0.0 | - | - | - | - | - | - |
0.5362 | 24310 | 0.0 | - | - | - | - | - | - |
0.5364 | 24320 | 0.0 | - | - | - | - | - | - |
0.5366 | 24330 | 0.0 | - | - | - | - | - | - |
0.5369 | 24340 | 0.0 | - | - | - | - | - | - |
0.5371 | 24350 | 0.0003 | - | - | - | - | - | - |
0.5373 | 24360 | 0.0 | - | - | - | - | - | - |
0.5375 | 24370 | 0.0 | - | - | - | - | - | - |
0.5377 | 24380 | 0.0 | - | - | - | - | - | - |
0.5380 | 24390 | 0.0 | - | - | - | - | - | - |
0.5382 | 24400 | 0.0 | - | - | - | - | - | - |
0.5384 | 24410 | 0.0 | - | - | - | - | - | - |
0.5386 | 24420 | 0.0 | - | - | - | - | - | - |
0.5388 | 24430 | 0.0 | - | - | - | - | - | - |
0.5391 | 24440 | 0.0 | - | - | - | - | - | - |
0.5393 | 24450 | 0.0 | - | - | - | - | - | - |
0.5395 | 24460 | 0.0 | - | - | - | - | - | - |
0.5397 | 24470 | 0.0 | - | - | - | - | - | - |
0.5400 | 24480 | 0.0 | - | - | - | - | - | - |
0.5402 | 24490 | 0.0 | - | - | - | - | - | - |
0.5404 | 24500 | 0.0 | - | - | - | - | - | - |
0.5406 | 24510 | 0.0 | - | - | - | - | - | - |
0.5408 | 24520 | 0.0 | - | - | - | - | - | - |
0.5411 | 24530 | 0.0 | - | - | - | - | - | - |
0.5413 | 24540 | 0.0 | - | - | - | - | - | - |
0.5415 | 24550 | 0.0 | - | - | - | - | - | - |
0.5417 | 24560 | 0.0 | - | - | - | - | - | - |
0.5419 | 24570 | 0.0 | - | - | - | - | - | - |
0.5422 | 24580 | 0.0 | - | - | - | - | - | - |
0.5424 | 24590 | 0.0 | - | - | - | - | - | - |
0.5426 | 24600 | 0.0 | - | - | - | - | - | - |
0.5428 | 24610 | 0.0 | - | - | - | - | - | - |
0.5430 | 24620 | 0.0 | - | - | - | - | - | - |
0.5433 | 24630 | 0.0 | - | - | - | - | - | - |
0.5435 | 24640 | 0.0 | - | - | - | - | - | - |
0.5437 | 24650 | 0.0 | - | - | - | - | - | - |
0.5439 | 24660 | 0.0 | - | - | - | - | - | - |
0.5441 | 24670 | 0.0 | - | - | - | - | - | - |
0.5444 | 24680 | 0.0 | - | - | - | - | - | - |
0.5446 | 24690 | 0.0 | - | - | - | - | - | - |
0.5448 | 24700 | 0.0 | - | - | - | - | - | - |
0.5450 | 24710 | 0.0 | - | - | - | - | - | - |
0.5452 | 24720 | 0.0 | - | - | - | - | - | - |
0.5455 | 24730 | 0.0 | - | - | - | - | - | - |
0.5457 | 24740 | 0.0 | - | - | - | - | - | - |
0.5459 | 24750 | 0.0 | - | - | - | - | - | - |
0.5461 | 24760 | 0.0 | - | - | - | - | - | - |
0.5463 | 24770 | 0.0 | - | - | - | - | - | - |
0.5466 | 24780 | 0.0003 | - | - | - | - | - | - |
0.5468 | 24790 | 0.0 | - | - | - | - | - | - |
0.5470 | 24800 | 0.0 | - | - | - | - | - | - |
0.5472 | 24810 | 0.0 | - | - | - | - | - | - |
0.5474 | 24820 | 0.0 | - | - | - | - | - | - |
0.5477 | 24830 | 0.0 | - | - | - | - | - | - |
0.5479 | 24840 | 0.0 | - | - | - | - | - | - |
0.5481 | 24850 | 0.0001 | - | - | - | - | - | - |
0.5483 | 24860 | 0.0 | - | - | - | - | - | - |
0.5486 | 24870 | 0.0 | - | - | - | - | - | - |
0.5488 | 24880 | 0.0 | - | - | - | - | - | - |
0.5490 | 24890 | 0.0 | - | - | - | - | - | - |
0.5492 | 24900 | 0.0 | - | - | - | - | - | - |
0.5494 | 24910 | 0.0 | - | - | - | - | - | - |
0.5497 | 24920 | 0.0 | - | - | - | - | - | - |
0.5499 | 24930 | 0.0 | - | - | - | - | - | - |
0.5501 | 24940 | 0.0 | - | - | - | - | - | - |
0.5503 | 24950 | 0.0 | - | - | - | - | - | - |
0.5505 | 24960 | 0.0 | - | - | - | - | - | - |
0.5508 | 24970 | 0.0 | - | - | - | - | - | - |
0.5510 | 24980 | 0.0 | - | - | - | - | - | - |
0.5512 | 24990 | 0.0 | - | - | - | - | - | - |
0.5514 | 25000 | 0.0 | - | - | - | - | - | - |
0.5516 | 25010 | 0.0 | - | - | - | - | - | - |
0.5519 | 25020 | 0.0 | - | - | - | - | - | - |
0.5521 | 25030 | 0.0 | - | - | - | - | - | - |
0.5523 | 25040 | 0.0 | - | - | - | - | - | - |
0.5525 | 25050 | 0.0 | - | - | - | - | - | - |
0.5527 | 25060 | 0.0 | - | - | - | - | - | - |
0.5530 | 25070 | 0.0 | - | - | - | - | - | - |
0.5532 | 25080 | 0.0 | - | - | - | - | - | - |
0.5534 | 25090 | 0.0 | - | - | - | - | - | - |
0.5536 | 25100 | 0.0 | - | - | - | - | - | - |
0.5538 | 25110 | 0.0 | - | - | - | - | - | - |
0.5541 | 25120 | 0.0 | - | - | - | - | - | - |
0.5543 | 25130 | 0.0 | - | - | - | - | - | - |
0.5545 | 25140 | 0.0 | - | - | - | - | - | - |
0.5547 | 25150 | 0.0 | - | - | - | - | - | - |
0.5549 | 25160 | 0.0 | - | - | - | - | - | - |
0.5552 | 25170 | 0.0 | - | - | - | - | - | - |
0.5554 | 25180 | 0.0 | - | - | - | - | - | - |
0.5556 | 25190 | 0.0 | - | - | - | - | - | - |
0.5558 | 25200 | 0.0014 | - | - | - | - | - | - |
0.5561 | 25210 | 0.0 | - | - | - | - | - | - |
0.5563 | 25220 | 0.0 | - | - | - | - | - | - |
0.5565 | 25230 | 0.0 | - | - | - | - | - | - |
0.5567 | 25240 | 0.0 | - | - | - | - | - | - |
0.5569 | 25250 | 0.0 | - | - | - | - | - | - |
0.5572 | 25260 | 0.0 | - | - | - | - | - | - |
0.5574 | 25270 | 0.0 | - | - | - | - | - | - |
0.5576 | 25280 | 0.0 | - | - | - | - | - | - |
0.5578 | 25290 | 0.0 | - | - | - | - | - | - |
0.5580 | 25300 | 0.0 | - | - | - | - | - | - |
0.5583 | 25310 | 0.0 | - | - | - | - | - | - |
0.5585 | 25320 | 0.0 | - | - | - | - | - | - |
0.5587 | 25330 | 0.0 | - | - | - | - | - | - |
0.5589 | 25340 | 0.0 | - | - | - | - | - | - |
0.5591 | 25350 | 0.0 | - | - | - | - | - | - |
0.5594 | 25360 | 0.0 | - | - | - | - | - | - |
0.5596 | 25370 | 0.0 | - | - | - | - | - | - |
0.5598 | 25380 | 0.0 | - | - | - | - | - | - |
0.5600 | 25390 | 0.0 | - | - | - | - | - | - |
0.5602 | 25400 | 0.0 | - | - | - | - | - | - |
0.5605 | 25410 | 0.0 | - | - | - | - | - | - |
0.5607 | 25420 | 0.0 | - | - | - | - | - | - |
0.5609 | 25430 | 0.0001 | - | - | - | - | - | - |
0.5611 | 25440 | 0.0024 | - | - | - | - | - | - |
0.5613 | 25450 | 0.0 | - | - | - | - | - | - |
0.5616 | 25460 | 0.0 | - | - | - | - | - | - |
0.5618 | 25470 | 0.0 | - | - | - | - | - | - |
0.5620 | 25480 | 0.0 | - | - | - | - | - | - |
0.5622 | 25490 | 0.0012 | - | - | - | - | - | - |
0.5624 | 25500 | 0.0 | - | - | - | - | - | - |
0.5627 | 25510 | 0.0 | - | - | - | - | - | - |
0.5629 | 25520 | 0.0 | - | - | - | - | - | - |
0.5631 | 25530 | 0.0 | - | - | - | - | - | - |
0.5633 | 25540 | 0.0 | - | - | - | - | - | - |
0.5636 | 25550 | 0.0 | - | - | - | - | - | - |
0.5638 | 25560 | 0.0 | - | - | - | - | - | - |
0.5640 | 25570 | 0.0 | - | - | - | - | - | - |
0.5642 | 25580 | 0.0 | - | - | - | - | - | - |
0.5644 | 25590 | 0.0 | - | - | - | - | - | - |
0.5647 | 25600 | 0.0 | - | - | - | - | - | - |
0.5649 | 25610 | 0.0 | - | - | - | - | - | - |
0.5651 | 25620 | 0.0 | - | - | - | - | - | - |
0.5653 | 25630 | 0.0 | - | - | - | - | - | - |
0.5655 | 25640 | 0.0 | - | - | - | - | - | - |
0.5658 | 25650 | 0.0 | - | - | - | - | - | - |
0.5660 | 25660 | 0.0 | - | - | - | - | - | - |
0.5662 | 25670 | 0.0 | - | - | - | - | - | - |
0.5664 | 25680 | 0.0002 | - | - | - | - | - | - |
0.5666 | 25690 | 0.0 | - | - | - | - | - | - |
0.5669 | 25700 | 0.0 | - | - | - | - | - | - |
0.5671 | 25710 | 0.0 | - | - | - | - | - | - |
0.5673 | 25720 | 0.0 | - | - | - | - | - | - |
0.5675 | 25730 | 0.0 | - | - | - | - | - | - |
0.5677 | 25740 | 0.0001 | - | - | - | - | - | - |
0.5680 | 25750 | 0.0 | - | - | - | - | - | - |
0.5682 | 25760 | 0.0 | - | - | - | - | - | - |
0.5684 | 25770 | 0.0 | - | - | - | - | - | - |
0.5686 | 25780 | 0.0 | - | - | - | - | - | - |
0.5688 | 25790 | 0.0 | - | - | - | - | - | - |
0.5691 | 25800 | 0.0 | - | - | - | - | - | - |
0.5693 | 25810 | 0.0 | - | - | - | - | - | - |
0.5695 | 25820 | 0.0 | - | - | - | - | - | - |
0.5697 | 25830 | 0.0 | - | - | - | - | - | - |
0.5699 | 25840 | 0.0 | - | - | - | - | - | - |
0.5702 | 25850 | 0.0 | - | - | - | - | - | - |
0.5704 | 25860 | 0.0 | - | - | - | - | - | - |
0.5706 | 25870 | 0.0 | - | - | - | - | - | - |
0.5708 | 25880 | 0.0 | - | - | - | - | - | - |
0.5711 | 25890 | 0.0 | - | - | - | - | - | - |
0.5713 | 25900 | 0.0 | - | - | - | - | - | - |
0.5715 | 25910 | 0.0 | - | - | - | - | - | - |
0.5717 | 25920 | 0.0 | - | - | - | - | - | - |
0.5719 | 25930 | 0.0 | - | - | - | - | - | - |
0.5722 | 25940 | 0.0 | - | - | - | - | - | - |
0.5724 | 25950 | 0.0 | - | - | - | - | - | - |
0.5726 | 25960 | 0.0 | - | - | - | - | - | - |
0.5728 | 25970 | 0.0 | - | - | - | - | - | - |
0.5730 | 25980 | 0.0 | - | - | - | - | - | - |
0.5733 | 25990 | 0.0 | - | - | - | - | - | - |
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0.8399 | 38080 | 0.0002 | - | - | - | - | - | - |
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0.9866 | 44730 | 0.0 | - | - | - | - | - | - |
0.9868 | 44740 | 0.0 | - | - | - | - | - | - |
0.9870 | 44750 | 0.0 | - | - | - | - | - | - |
0.9873 | 44760 | 0.0 | - | - | - | - | - | - |
0.9875 | 44770 | 0.0 | - | - | - | - | - | - |
0.9877 | 44780 | 0.0 | - | - | - | - | - | - |
0.9879 | 44790 | 0.0 | - | - | - | - | - | - |
0.9881 | 44800 | 0.0 | - | - | - | - | - | - |
0.9884 | 44810 | 0.0 | - | - | - | - | - | - |
0.9886 | 44820 | 0.0 | - | - | - | - | - | - |
0.9888 | 44830 | 0.0 | - | - | - | - | - | - |
0.9890 | 44840 | 0.0 | - | - | - | - | - | - |
0.9892 | 44850 | 0.0 | - | - | - | - | - | - |
0.9895 | 44860 | 0.0 | - | - | - | - | - | - |
0.9897 | 44870 | 0.0 | - | - | - | - | - | - |
0.9899 | 44880 | 0.0 | - | - | - | - | - | - |
0.9901 | 44890 | 0.0 | - | - | - | - | - | - |
0.9904 | 44900 | 0.0 | - | - | - | - | - | - |
0.9906 | 44910 | 0.0 | - | - | - | - | - | - |
0.9908 | 44920 | 0.0 | - | - | - | - | - | - |
0.9910 | 44930 | 0.0 | - | - | - | - | - | - |
0.9912 | 44940 | 0.0 | - | - | - | - | - | - |
0.9915 | 44950 | 0.0 | - | - | - | - | - | - |
0.9917 | 44960 | 0.0 | - | - | - | - | - | - |
0.9919 | 44970 | 0.0 | - | - | - | - | - | - |
0.9921 | 44980 | 0.0 | - | - | - | - | - | - |
0.9923 | 44990 | 0.0 | - | - | - | - | - | - |
0.9926 | 45000 | 0.0 | - | - | - | - | - | - |
0.9928 | 45010 | 0.0 | - | - | - | - | - | - |
0.9930 | 45020 | 0.0 | - | - | - | - | - | - |
0.9932 | 45030 | 0.0 | - | - | - | - | - | - |
0.9934 | 45040 | 0.0 | - | - | - | - | - | - |
0.9937 | 45050 | 0.0 | - | - | - | - | - | - |
0.9939 | 45060 | 0.0 | - | - | - | - | - | - |
0.9941 | 45070 | 0.0 | - | - | - | - | - | - |
0.9943 | 45080 | 0.0 | - | - | - | - | - | - |
0.9945 | 45090 | 0.0 | - | - | - | - | - | - |
0.9948 | 45100 | 0.0 | - | - | - | - | - | - |
0.9950 | 45110 | 0.0 | - | - | - | - | - | - |
0.9952 | 45120 | 0.0 | - | - | - | - | - | - |
0.9954 | 45130 | 0.0 | - | - | - | - | - | - |
0.9956 | 45140 | 0.0 | - | - | - | - | - | - |
0.9959 | 45150 | 0.0 | - | - | - | - | - | - |
0.9961 | 45160 | 0.0 | - | - | - | - | - | - |
0.9963 | 45170 | 0.0 | - | - | - | - | - | - |
0.9965 | 45180 | 0.0 | - | - | - | - | - | - |
0.9967 | 45190 | 0.0 | - | - | - | - | - | - |
0.9970 | 45200 | 0.0 | - | - | - | - | - | - |
0.9972 | 45210 | 0.0 | - | - | - | - | - | - |
0.9974 | 45220 | 0.0 | - | - | - | - | - | - |
0.9976 | 45230 | 0.0 | - | - | - | - | - | - |
0.9978 | 45240 | 0.0 | - | - | - | - | - | - |
0.9981 | 45250 | 0.0 | - | - | - | - | - | - |
0.9983 | 45260 | 0.0 | - | - | - | - | - | - |
0.9985 | 45270 | 0.0 | - | - | - | - | - | - |
0.9987 | 45280 | 0.0 | - | - | - | - | - | - |
0.9990 | 45290 | 0.0 | - | - | - | - | - | - |
0.9992 | 45300 | 0.0 | - | - | - | - | - | - |
0.9994 | 45310 | 0.0001 | - | - | - | - | - | - |
0.9996 | 45320 | 0.0 | - | - | - | - | - | - |
0.9998 | 45330 | 0.0 | - | - | - | - | - | - |
1.0 | 45337 | - | 0.0006 | 0.3323 | 0.3313 | 0.331 | 0.3306 | 0.3284 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.10.13
- Sentence Transformers: 3.3.1
- Transformers: 4.41.2
- PyTorch: 2.1.2
- Accelerate: 0.29.3
- Datasets: 2.19.1
- Tokenizers: 0.19.1
Citation
BibTeX
Sentence Transformers
@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",
}
MatryoshkaLoss
@misc{kusupati2024matryoshka,
title={Matryoshka Representation Learning},
author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
year={2024},
eprint={2205.13147},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
MultipleNegativesRankingLoss
@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}
}
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Evaluation results
- Cosine Accuracy@1 on dim 768self-reported0.075
- Cosine Accuracy@3 on dim 768self-reported0.221
- Cosine Accuracy@5 on dim 768self-reported0.365
- Cosine Accuracy@10 on dim 768self-reported0.729
- Cosine Precision@1 on dim 768self-reported0.075
- Cosine Precision@3 on dim 768self-reported0.074
- Cosine Precision@5 on dim 768self-reported0.073
- Cosine Precision@10 on dim 768self-reported0.073
- Cosine Recall@1 on dim 768self-reported0.075
- Cosine Recall@3 on dim 768self-reported0.221