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+---
+library_name: sentence-transformers
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:181350
+- loss:MatryoshkaLoss
+- loss:MultipleNegativesRankingLoss
+base_model: bkai-foundation-models/vietnamese-bi-encoder
+metrics:
+- cosine_accuracy@1
+- cosine_accuracy@3
+- cosine_accuracy@5
+- cosine_accuracy@10
+- cosine_precision@1
+- cosine_precision@3
+- cosine_precision@5
+- cosine_precision@10
+- cosine_recall@1
+- cosine_recall@3
+- cosine_recall@5
+- cosine_recall@10
+- cosine_ndcg@10
+- cosine_mrr@10
+- cosine_map@100
+widget:
+- source_sentence: quyết_định điều_chuyển tài_sản công có yêu_cầu_là quyết_định điều_chuyển
+ tài_sản hoặc văn_bản hồi_đáp .
+ sentences:
+ - cấp lại giấy chứng_nhận đăng_ký tàu cá do cấp nào thực_hiện ?
+ - thủ_tục cấp lại giấy_phép thành_lập văn_phòng đại_diện tại việt_nam của doanh_nghiệp
+ kinh_doanh dịch_vụ lữ_hành nước_ngoài trong trường_hợp giấy_phép thành_lập văn_phòng
+ đại_diện bị mất , bị hủy_hoại , bị hư_hỏng * hoặc bị tiêu_hủy có yêu_cầu thành_phần
+ hồ_sơ những gì ?
+ - quyết_định điều_chuyển tài_sản công có kết_quả_thực_hiện là gì ?
+- source_sentence: 'chuyển trường đối_với học_sinh trung_học cơ_sở . có phí , lệ_phí
+ là : trực_tiếp : trực_tuyến : dịch_vụ bưu_chính :'
+ sentences:
+ - cấp giấy chứng_nhận là lương_y cho các đối_tượng quy_định tại khoản 6 , điều 1
+ , thông_tư số 29 / 2015 / tt - byt có cách_thức nộp hồ_sơ như thế_nào ?
+ - chuyển trường đối_với học_sinh trung_học cơ_sở . có phí , lệ_phí là bao_nhiêu
+ ?
+ - chuyển_đổi công_ty trách_nhiệm hữu_hạn một thành_viên thành_công_ty trách_nhiệm
+ hữu_hạn hai thành_viên trở lên có cách_thức nộp hồ_sơ như thế_nào ?
+- source_sentence: thủ_tục đăng_ký khai_tử do cơ_quan ủy_ban nhân_dân & nbsp ; xã
+ , & nbsp ; phường , & nbsp ; thị_trấn . thực_hiện
+ sentences:
+ - tiếp_nhận người có công vào cơ_sở nuôi_dưỡng , điều_dưỡng người có công do tỉnh
+ quản_lý_do cấp nào thực_hiện ?
+ - cấp giấy_phép hoạt_động đối_với cơ_sở khám bệnh , chữa bệnh khi thay_đổi người
+ chịu trách_nhiệm chuyên_môn của cơ_sở khám bệnh , chữa bệnh thuộc thẩm_quyền của
+ sở y_tế được thực_hiện mức_độ mấy ?
+ - thủ_tục đăng_ký khai_tử do cơ_quan nào giải_quyết ?
+- source_sentence: thẩm_định nội_dung điều_chỉnh báo_cáo nghiên_cứu khả_thi , quyết_định
+ phê_duyệt điều_chỉnh dự_án ppp do nhà đầu_tư đề_xuất có_thể nộp hồ_sơ trực_tiếp
+ sentences:
+ - tiếp_tục hưởng trợ_cấp thất_nghiệp do cấp nào thực_hiện ?
+ - thủ_tục tặng giấy_khen của chủ_tịch ubnd cấp huyện về thành_tích thi_đua theo
+ đợt , chuyên_đề có kết_quả_thực_hiện là gì ?
+ - thẩm_định nội_dung điều_chỉnh báo_cáo nghiên_cứu khả_thi , quyết_định phê_duyệt
+ điều_chỉnh dự_án ppp do nhà đầu_tư đề_xuất có cách_thức nộp hồ_sơ như thế_nào
+ ?
+- source_sentence: thủ_tục cấp thẻ hướng_dẫn_viên du_lịch nội_địa có yêu_cầu_là thẻ
+ hướng_dẫn_viên du_lịch nội_địa
+ sentences:
+ - đăng_ký thay_đổi nội_dung giấy chứng_nhận đăng_ký thành_lập đối_với cơ_sở trợ_giúp
+ xã_hội ngoài công_lập thuộc thẩm_quyền thành_lập của phòng lao_động – thương_binh
+ và xã_hội có cách_thức nộp hồ_sơ như thế_nào ?
+ - 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 ?
+pipeline_tag: sentence-similarity
+model-index:
+- name: SentenceTransformer based on bkai-foundation-models/vietnamese-bi-encoder
+ results:
+ - task:
+ type: information-retrieval
+ name: Information Retrieval
+ dataset:
+ name: dim 768
+ type: dim_768
+ metrics:
+ - type: cosine_accuracy@1
+ value: 0.07468982630272952
+ name: Cosine Accuracy@1
+ - type: cosine_accuracy@3
+ value: 0.2205955334987593
+ name: Cosine Accuracy@3
+ - type: cosine_accuracy@5
+ value: 0.36535980148883374
+ name: Cosine Accuracy@5
+ - type: cosine_accuracy@10
+ value: 0.7285856079404467
+ name: Cosine Accuracy@10
+ - type: cosine_precision@1
+ value: 0.07468982630272952
+ name: Cosine Precision@1
+ - type: cosine_precision@3
+ value: 0.07353184449958643
+ name: Cosine Precision@3
+ - type: cosine_precision@5
+ value: 0.07307196029776675
+ name: Cosine Precision@5
+ - type: cosine_precision@10
+ value: 0.07285856079404467
+ name: Cosine Precision@10
+ - type: cosine_recall@1
+ value: 0.07468982630272952
+ name: Cosine Recall@1
+ - type: cosine_recall@3
+ value: 0.2205955334987593
+ name: Cosine Recall@3
+ - type: cosine_recall@5
+ value: 0.36535980148883374
+ name: Cosine Recall@5
+ - type: cosine_recall@10
+ value: 0.7285856079404467
+ name: Cosine Recall@10
+ - type: cosine_ndcg@10
+ value: 0.3322745331449966
+ name: Cosine Ndcg@10
+ - type: cosine_mrr@10
+ value: 0.2149912954429121
+ name: Cosine Mrr@10
+ - type: cosine_map@100
+ value: 0.2250978733669177
+ name: Cosine Map@100
+ - task:
+ type: information-retrieval
+ name: Information Retrieval
+ dataset:
+ name: dim 512
+ type: dim_512
+ metrics:
+ - type: cosine_accuracy@1
+ value: 0.07310173697270471
+ name: Cosine Accuracy@1
+ - type: cosine_accuracy@3
+ value: 0.21578163771712158
+ name: Cosine Accuracy@3
+ - type: cosine_accuracy@5
+ value: 0.36660049627791563
+ name: Cosine Accuracy@5
+ - type: cosine_accuracy@10
+ value: 0.7284863523573201
+ name: Cosine Accuracy@10
+ - type: cosine_precision@1
+ value: 0.07310173697270471
+ name: Cosine Precision@1
+ - type: cosine_precision@3
+ value: 0.07192721257237386
+ name: Cosine Precision@3
+ - type: cosine_precision@5
+ value: 0.07332009925558312
+ name: Cosine Precision@5
+ - type: cosine_precision@10
+ value: 0.072848635235732
+ name: Cosine Precision@10
+ - type: cosine_recall@1
+ value: 0.07310173697270471
+ name: Cosine Recall@1
+ - type: cosine_recall@3
+ value: 0.21578163771712158
+ name: Cosine Recall@3
+ - type: cosine_recall@5
+ value: 0.36660049627791563
+ name: Cosine Recall@5
+ - type: cosine_recall@10
+ value: 0.7284863523573201
+ name: Cosine Recall@10
+ - type: cosine_ndcg@10
+ value: 0.33129337564687533
+ name: Cosine Ndcg@10
+ - type: cosine_mrr@10
+ value: 0.2137159990547113
+ name: Cosine Mrr@10
+ - type: cosine_map@100
+ value: 0.22387747149230866
+ name: Cosine Map@100
+ - task:
+ type: information-retrieval
+ name: Information Retrieval
+ dataset:
+ name: dim 256
+ type: dim_256
+ metrics:
+ - type: cosine_accuracy@1
+ value: 0.07404466501240695
+ name: Cosine Accuracy@1
+ - type: cosine_accuracy@3
+ value: 0.2159801488833747
+ name: Cosine Accuracy@3
+ - type: cosine_accuracy@5
+ value: 0.3646650124069479
+ name: Cosine Accuracy@5
+ - type: cosine_accuracy@10
+ value: 0.7280893300248139
+ name: Cosine Accuracy@10
+ - type: cosine_precision@1
+ value: 0.07404466501240695
+ name: Cosine Precision@1
+ - type: cosine_precision@3
+ value: 0.07199338296112488
+ name: Cosine Precision@3
+ - type: cosine_precision@5
+ value: 0.07293300248138959
+ name: Cosine Precision@5
+ - type: cosine_precision@10
+ value: 0.07280893300248138
+ name: Cosine Precision@10
+ - type: cosine_recall@1
+ value: 0.07404466501240695
+ name: Cosine Recall@1
+ - type: cosine_recall@3
+ value: 0.2159801488833747
+ name: Cosine Recall@3
+ - type: cosine_recall@5
+ value: 0.3646650124069479
+ name: Cosine Recall@5
+ - type: cosine_recall@10
+ value: 0.7280893300248139
+ name: Cosine Recall@10
+ - type: cosine_ndcg@10
+ value: 0.3309867900949761
+ name: Cosine Ndcg@10
+ - type: cosine_mrr@10
+ value: 0.21350974831620226
+ name: Cosine Mrr@10
+ - type: cosine_map@100
+ value: 0.22381299254974726
+ name: Cosine Map@100
+ - task:
+ type: information-retrieval
+ name: Information Retrieval
+ dataset:
+ name: dim 128
+ type: dim_128
+ metrics:
+ - type: cosine_accuracy@1
+ value: 0.07295285359801489
+ name: Cosine Accuracy@1
+ - type: cosine_accuracy@3
+ value: 0.21826302729528535
+ name: Cosine Accuracy@3
+ - type: cosine_accuracy@5
+ value: 0.3652605459057072
+ name: Cosine Accuracy@5
+ - type: cosine_accuracy@10
+ value: 0.7269975186104218
+ name: Cosine Accuracy@10
+ - type: cosine_precision@1
+ value: 0.07295285359801489
+ name: Cosine Precision@1
+ - type: cosine_precision@3
+ value: 0.07275434243176178
+ name: Cosine Precision@3
+ - type: cosine_precision@5
+ value: 0.07305210918114144
+ name: Cosine Precision@5
+ - type: cosine_precision@10
+ value: 0.07269975186104219
+ name: Cosine Precision@10
+ - type: cosine_recall@1
+ value: 0.07295285359801489
+ name: Cosine Recall@1
+ - type: cosine_recall@3
+ value: 0.21826302729528535
+ name: Cosine Recall@3
+ - type: cosine_recall@5
+ value: 0.3652605459057072
+ name: Cosine Recall@5
+ - type: cosine_recall@10
+ value: 0.7269975186104218
+ name: Cosine Recall@10
+ - type: cosine_ndcg@10
+ value: 0.3306176448598645
+ name: Cosine Ndcg@10
+ - type: cosine_mrr@10
+ value: 0.21326590255622857
+ name: Cosine Mrr@10
+ - type: cosine_map@100
+ value: 0.22361829866448288
+ name: Cosine Map@100
+ - task:
+ type: information-retrieval
+ name: Information Retrieval
+ dataset:
+ name: dim 64
+ type: dim_64
+ metrics:
+ - type: cosine_accuracy@1
+ value: 0.07240694789081886
+ name: Cosine Accuracy@1
+ - type: cosine_accuracy@3
+ value: 0.21602977667493797
+ name: Cosine Accuracy@3
+ - type: cosine_accuracy@5
+ value: 0.36084367245657567
+ name: Cosine Accuracy@5
+ - type: cosine_accuracy@10
+ value: 0.7230272952853598
+ name: Cosine Accuracy@10
+ - type: cosine_precision@1
+ value: 0.07240694789081886
+ name: Cosine Precision@1
+ - type: cosine_precision@3
+ value: 0.07200992555831265
+ name: Cosine Precision@3
+ - type: cosine_precision@5
+ value: 0.07216873449131514
+ name: Cosine Precision@5
+ - type: cosine_precision@10
+ value: 0.07230272952853598
+ name: Cosine Precision@10
+ - type: cosine_recall@1
+ value: 0.07240694789081886
+ name: Cosine Recall@1
+ - type: cosine_recall@3
+ value: 0.21602977667493797
+ name: Cosine Recall@3
+ - type: cosine_recall@5
+ value: 0.36084367245657567
+ name: Cosine Recall@5
+ - type: cosine_recall@10
+ value: 0.7230272952853598
+ name: Cosine Recall@10
+ - type: cosine_ndcg@10
+ value: 0.3283541672853546
+ name: Cosine Ndcg@10
+ - type: cosine_mrr@10
+ value: 0.21160439560439992
+ name: Cosine Mrr@10
+ - type: cosine_map@100
+ value: 0.22212575725630068
+ name: Cosine Map@100
+---
+
+# SentenceTransformer based on bkai-foundation-models/vietnamese-bi-encoder
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [bkai-foundation-models/vietnamese-bi-encoder](https://huggingface.co/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](https://huggingface.co/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](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### 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:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+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` and `dim_64`
+* Evaluated with [InformationRetrievalEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.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 and anchor
+* 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](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
+ ```json
+ {
+ "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 and anchor
+* 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](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#matryoshkaloss) with these parameters:
+ ```json
+ {
+ "loss": "MultipleNegativesRankingLoss",
+ "matryoshka_dims": [
+ 768,
+ 512
+ ],
+ "matryoshka_weights": [
+ 1,
+ 1
+ ],
+ "n_dims_per_step": -1
+ }
+ ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: epoch
+- `per_device_train_batch_size`: 2
+- `per_device_eval_batch_size`: 2
+- `gradient_accumulation_steps`: 2
+- `learning_rate`: 2e-05
+- `num_train_epochs`: 1
+- `lr_scheduler_type`: cosine
+- `warmup_ratio`: 0.1
+- `fp16`: True
+- `tf32`: False
+- `load_best_model_at_end`: True
+- `optim`: adamw_torch_fused
+- `batch_sampler`: no_duplicates
+
+#### All Hyperparameters
+Click to expand
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: epoch
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 2
+- `per_device_eval_batch_size`: 2
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 2
+- `eval_accumulation_steps`: None
+- `learning_rate`: 2e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1.0
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `lr_scheduler_type`: cosine
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.1
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: True
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: False
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: True
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch_fused
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`:
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `prompts`: None
+- `batch_sampler`: no_duplicates
+- `multi_dataset_batch_sampler`: proportional
+
+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 | - | - | - | - | - | - |
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+| 0.9606 | 43550 | 0.0005 | - | - | - | - | - | - |
+| 0.9608 | 43560 | 0.0 | - | - | - | - | - | - |
+| 0.9610 | 43570 | 0.0 | - | - | - | - | - | - |
+| 0.9612 | 43580 | 0.0 | - | - | - | - | - | - |
+| 0.9615 | 43590 | 0.0 | - | - | - | - | - | - |
+| 0.9617 | 43600 | 0.0 | - | - | - | - | - | - |
+| 0.9619 | 43610 | 0.0 | - | - | - | - | - | - |
+| 0.9621 | 43620 | 0.0 | - | - | - | - | - | - |
+| 0.9623 | 43630 | 0.0 | - | - | - | - | - | - |
+| 0.9626 | 43640 | 0.0 | - | - | - | - | - | - |
+| 0.9628 | 43650 | 0.0 | - | - | - | - | - | - |
+| 0.9630 | 43660 | 0.0 | - | - | - | - | - | - |
+| 0.9632 | 43670 | 0.0 | - | - | - | - | - | - |
+| 0.9634 | 43680 | 0.0 | - | - | - | - | - | - |
+| 0.9637 | 43690 | 0.0 | - | - | - | - | - | - |
+| 0.9639 | 43700 | 0.0 | - | - | - | - | - | - |
+| 0.9641 | 43710 | 0.0 | - | - | - | - | - | - |
+| 0.9643 | 43720 | 0.0 | - | - | - | - | - | - |
+| 0.9645 | 43730 | 0.0 | - | - | - | - | - | - |
+| 0.9648 | 43740 | 0.0 | - | - | - | - | - | - |
+| 0.9650 | 43750 | 0.0 | - | - | - | - | - | - |
+| 0.9652 | 43760 | 0.0655 | - | - | - | - | - | - |
+| 0.9654 | 43770 | 0.0 | - | - | - | - | - | - |
+| 0.9656 | 43780 | 0.0 | - | - | - | - | - | - |
+| 0.9659 | 43790 | 0.0 | - | - | - | - | - | - |
+| 0.9661 | 43800 | 0.0 | - | - | - | - | - | - |
+| 0.9663 | 43810 | 0.0 | - | - | - | - | - | - |
+| 0.9665 | 43820 | 0.0 | - | - | - | - | - | - |
+| 0.9667 | 43830 | 0.0 | - | - | - | - | - | - |
+| 0.9670 | 43840 | 0.0 | - | - | - | - | - | - |
+| 0.9672 | 43850 | 0.0 | - | - | - | - | - | - |
+| 0.9674 | 43860 | 0.0 | - | - | - | - | - | - |
+| 0.9676 | 43870 | 0.0 | - | - | - | - | - | - |
+| 0.9679 | 43880 | 0.0 | - | - | - | - | - | - |
+| 0.9681 | 43890 | 0.0 | - | - | - | - | - | - |
+| 0.9683 | 43900 | 0.0 | - | - | - | - | - | - |
+| 0.9685 | 43910 | 0.0 | - | - | - | - | - | - |
+| 0.9687 | 43920 | 0.0 | - | - | - | - | - | - |
+| 0.9690 | 43930 | 0.0 | - | - | - | - | - | - |
+| 0.9692 | 43940 | 0.0 | - | - | - | - | - | - |
+| 0.9694 | 43950 | 0.0 | - | - | - | - | - | - |
+| 0.9696 | 43960 | 0.0 | - | - | - | - | - | - |
+| 0.9698 | 43970 | 0.0 | - | - | - | - | - | - |
+| 0.9701 | 43980 | 0.0 | - | - | - | - | - | - |
+| 0.9703 | 43990 | 0.0 | - | - | - | - | - | - |
+| 0.9705 | 44000 | 0.0 | - | - | - | - | - | - |
+| 0.9707 | 44010 | 0.0001 | - | - | - | - | - | - |
+| 0.9709 | 44020 | 0.0 | - | - | - | - | - | - |
+| 0.9712 | 44030 | 0.0 | - | - | - | - | - | - |
+| 0.9714 | 44040 | 0.0 | - | - | - | - | - | - |
+| 0.9716 | 44050 | 0.0 | - | - | - | - | - | - |
+| 0.9718 | 44060 | 0.0 | - | - | - | - | - | - |
+| 0.9720 | 44070 | 0.0 | - | - | - | - | - | - |
+| 0.9723 | 44080 | 0.0 | - | - | - | - | - | - |
+| 0.9725 | 44090 | 0.0 | - | - | - | - | - | - |
+| 0.9727 | 44100 | 0.0 | - | - | - | - | - | - |
+| 0.9729 | 44110 | 0.0 | - | - | - | - | - | - |
+| 0.9731 | 44120 | 0.0 | - | - | - | - | - | - |
+| 0.9734 | 44130 | 0.0 | - | - | - | - | - | - |
+| 0.9736 | 44140 | 0.0 | - | - | - | - | - | - |
+| 0.9738 | 44150 | 0.0 | - | - | - | - | - | - |
+| 0.9740 | 44160 | 0.0 | - | - | - | - | - | - |
+| 0.9742 | 44170 | 0.0 | - | - | - | - | - | - |
+| 0.9745 | 44180 | 0.0 | - | - | - | - | - | - |
+| 0.9747 | 44190 | 0.0 | - | - | - | - | - | - |
+| 0.9749 | 44200 | 0.0 | - | - | - | - | - | - |
+| 0.9751 | 44210 | 0.0 | - | - | - | - | - | - |
+| 0.9754 | 44220 | 0.0 | - | - | - | - | - | - |
+| 0.9756 | 44230 | 0.0 | - | - | - | - | - | - |
+| 0.9758 | 44240 | 0.0 | - | - | - | - | - | - |
+| 0.9760 | 44250 | 0.0 | - | - | - | - | - | - |
+| 0.9762 | 44260 | 0.0 | - | - | - | - | - | - |
+| 0.9765 | 44270 | 0.0 | - | - | - | - | - | - |
+| 0.9767 | 44280 | 0.0 | - | - | - | - | - | - |
+| 0.9769 | 44290 | 0.0 | - | - | - | - | - | - |
+| 0.9771 | 44300 | 0.0 | - | - | - | - | - | - |
+| 0.9773 | 44310 | 0.0 | - | - | - | - | - | - |
+| 0.9776 | 44320 | 0.0 | - | - | - | - | - | - |
+| 0.9778 | 44330 | 0.0 | - | - | - | - | - | - |
+| 0.9780 | 44340 | 0.0 | - | - | - | - | - | - |
+| 0.9782 | 44350 | 0.0 | - | - | - | - | - | - |
+| 0.9784 | 44360 | 0.0 | - | - | - | - | - | - |
+| 0.9787 | 44370 | 0.0 | - | - | - | - | - | - |
+| 0.9789 | 44380 | 0.0 | - | - | - | - | - | - |
+| 0.9791 | 44390 | 0.0 | - | - | - | - | - | - |
+| 0.9793 | 44400 | 0.0 | - | - | - | - | - | - |
+| 0.9795 | 44410 | 0.0 | - | - | - | - | - | - |
+| 0.9798 | 44420 | 0.0 | - | - | - | - | - | - |
+| 0.9800 | 44430 | 0.0 | - | - | - | - | - | - |
+| 0.9802 | 44440 | 0.0 | - | - | - | - | - | - |
+| 0.9804 | 44450 | 0.0 | - | - | - | - | - | - |
+| 0.9806 | 44460 | 0.0 | - | - | - | - | - | - |
+| 0.9809 | 44470 | 0.0 | - | - | - | - | - | - |
+| 0.9811 | 44480 | 0.0 | - | - | - | - | - | - |
+| 0.9813 | 44490 | 0.0 | - | - | - | - | - | - |
+| 0.9815 | 44500 | 0.0 | - | - | - | - | - | - |
+| 0.9817 | 44510 | 0.0 | - | - | - | - | - | - |
+| 0.9820 | 44520 | 0.0 | - | - | - | - | - | - |
+| 0.9822 | 44530 | 0.0 | - | - | - | - | - | - |
+| 0.9824 | 44540 | 0.0 | - | - | - | - | - | - |
+| 0.9826 | 44550 | 0.0 | - | - | - | - | - | - |
+| 0.9829 | 44560 | 0.0 | - | - | - | - | - | - |
+| 0.9831 | 44570 | 0.0 | - | - | - | - | - | - |
+| 0.9833 | 44580 | 0.0 | - | - | - | - | - | - |
+| 0.9835 | 44590 | 0.0 | - | - | - | - | - | - |
+| 0.9837 | 44600 | 0.0 | - | - | - | - | - | - |
+| 0.9840 | 44610 | 0.0 | - | - | - | - | - | - |
+| 0.9842 | 44620 | 0.0 | - | - | - | - | - | - |
+| 0.9844 | 44630 | 0.0 | - | - | - | - | - | - |
+| 0.9846 | 44640 | 0.0 | - | - | - | - | - | - |
+| 0.9848 | 44650 | 0.0 | - | - | - | - | - | - |
+| 0.9851 | 44660 | 0.0 | - | - | - | - | - | - |
+| 0.9853 | 44670 | 0.0 | - | - | - | - | - | - |
+| 0.9855 | 44680 | 0.0 | - | - | - | - | - | - |
+| 0.9857 | 44690 | 0.0 | - | - | - | - | - | - |
+| 0.9859 | 44700 | 0.0 | - | - | - | - | - | - |
+| 0.9862 | 44710 | 0.0 | - | - | - | - | - | - |
+| 0.9864 | 44720 | 0.0 | - | - | - | - | - | - |
+| 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.
+