Training in progress, step 1000

README.md

@@ -0,0 +1,83 @@
+---
+library_name: transformers
+base_model: microsoft/deberta-v3-small
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: doc-topic-model_eval-00_train-03
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# doc-topic-model_eval-00_train-03
+
+This model is a fine-tuned version of [microsoft/deberta-v3-small](https://huggingface.co/microsoft/deberta-v3-small) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0375
+- Accuracy: 0.9878
+- F1: 0.6375
+- Precision: 0.7079
+- Recall: 0.5798
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 4
+- eval_batch_size: 256
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 100
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch  | Step  | Validation Loss | Accuracy | F1     | Precision | Recall |
+|:-------------:|:------:|:-----:|:---------------:|:--------:|:------:|:---------:|:------:|
+| 0.0923        | 0.4931 | 1000  | 0.0865          | 0.9815   | 0.0    | 0.0       | 0.0    |
+| 0.0734        | 0.9862 | 2000  | 0.0668          | 0.9815   | 0.0    | 0.0       | 0.0    |
+| 0.0606        | 1.4793 | 3000  | 0.0552          | 0.9824   | 0.1265 | 0.7701    | 0.0689 |
+| 0.0532        | 1.9724 | 4000  | 0.0491          | 0.9841   | 0.2944 | 0.8178    | 0.1795 |
+| 0.0466        | 2.4655 | 5000  | 0.0467          | 0.9851   | 0.4323 | 0.7342    | 0.3063 |
+| 0.0433        | 2.9586 | 6000  | 0.0428          | 0.9859   | 0.4847 | 0.7565    | 0.3566 |
+| 0.0391        | 3.4517 | 7000  | 0.0408          | 0.9866   | 0.5389 | 0.7450    | 0.4221 |
+| 0.0378        | 3.9448 | 8000  | 0.0395          | 0.9867   | 0.5527 | 0.7365    | 0.4423 |
+| 0.0338        | 4.4379 | 9000  | 0.0387          | 0.9870   | 0.5844 | 0.7160    | 0.4936 |
+| 0.0333        | 4.9310 | 10000 | 0.0380          | 0.9871   | 0.5953 | 0.7094    | 0.5128 |
+| 0.0301        | 5.4241 | 11000 | 0.0371          | 0.9876   | 0.6042 | 0.7368    | 0.5120 |
+| 0.0292        | 5.9172 | 12000 | 0.0367          | 0.9877   | 0.6120 | 0.7381    | 0.5227 |
+| 0.0266        | 6.4103 | 13000 | 0.0369          | 0.9879   | 0.6132 | 0.7535    | 0.5170 |
+| 0.0257        | 6.9034 | 14000 | 0.0371          | 0.9877   | 0.6187 | 0.7257    | 0.5392 |
+| 0.0229        | 7.3964 | 15000 | 0.0371          | 0.9880   | 0.6330 | 0.7279    | 0.5600 |
+| 0.0238        | 7.8895 | 16000 | 0.0372          | 0.9879   | 0.6306 | 0.7250    | 0.5579 |
+| 0.0198        | 8.3826 | 17000 | 0.0375          | 0.9878   | 0.6375 | 0.7079    | 0.5798 |
+
+
+### Framework versions
+
+- Transformers 4.44.2
+- Pytorch 2.4.1+cu121
+- Datasets 2.21.0
+- Tokenizers 0.19.1

config.json

@@ -8,184 +8,184 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": "Global Financing Facility for Women, Children and Adolescents",
-    "1": "Competitiveness",
-    "2": "Sustainable Communities",
-    "3": "Education",
-    "4": "Natural Capital",
-    "5": "Regional Integration",
-    "6": "Jobs and Development",
-    "7": "Innovation and Entrepreneurship",
-    "8": "Inclusive Cities",
-    "9": "Jobs & Development",
-    "10": "Transport",
-    "11": "Sustainable Infrastructure Finance",
-    "12": "Pandemic Preparedness and COVID-19",
-    "13": "Taxes and Government Revenue",
-    "14": "Labor Markets",
-    "15": "Measuring Poverty",
-    "16": "Food Security Update",
-    "17": "Disability Inclusion",
-    "18": "Agriculture and Food",
-    "19": "Trade Facilitation and Logistics",
-    "20": "Social Protection",
-    "21": "One Health",
-    "22": "Biodiversity",
-    "23": "Social Inclusion",
-    "24": "Credit Infrastructure",
-    "25": "Water Supply",
-    "26": "Early Childhood Development",
-    "27": "Food System Jobs",
-    "28": "Migration",
-    "29": "Indigenous Peoples",
-    "30": "Universal Health Coverage",
-    "31": "Financial Sector",
-    "32": "Procurement for Development",
-    "33": "Inequality and Shared Prosperity",
-    "34": "COVID-19 Hub",
-    "35": "Poverty",
-    "36": "Financial Stability",
-    "37": "Digital Development",
-    "38": "Long-Term Finance",
-    "39": "Gas Flaring Reduction",
-    "40": "Mining Investment and Governance Review",
-    "41": "Small and Medium Enterprises Finance",
-    "42": "Infrastructure",
-    "43": "Health",
-    "44": "Sexual Orientation and Gender Identity",
-    "45": "Nutrition",
-    "46": "Financial Inclusion",
-    "47": "Fragility, Conflict, and Violence",
-    "48": "Debt Relief",
-    "49": "Disaster Risk Management",
-    "50": "Water in Agriculture",
-    "51": "Livestock and Sustainability",
-    "52": "Global Value Chains",
-    "53": "Competition Policy",
-    "54": "Pollution",
-    "55": "Urban Development",
-    "56": "Gender",
-    "57": "Safety Nets and Cash Transfers",
-    "58": "Forests and Landscapes",
-    "59": "Water Resources Management",
-    "60": "Extractive Industries",
-    "61": "Social Sustainability and Inclusion",
-    "62": "Energy",
-    "63": "Girls' Education",
-    "64": "Environment",
-    "65": "Marine Plastic Pollution",
-    "66": "Education and Technology",
-    "67": "Financial Integrity",
-    "68": "Oceans, Fisheries, and Coastal Economies",
-    "69": "Sanitation",
-    "70": "Land",
-    "71": "Higher Education",
-    "72": "Teachers",
-    "73": "Investment Climate",
-    "74": "Debt",
-    "75": "Climate Change",
-    "76": "Trade",
-    "77": "Skills Development",
-    "78": "Agribusiness and Value Chains",
-    "79": "Climate-Smart Agriculture",
-    "80": "Pensions",
-    "81": "Infectious diseases and Vaccines",
-    "82": "Payment Systems",
-    "83": "Community-Driven Development",
-    "84": "Water",
-    "85": "Governance",
-    "86": "Macroeconomics"
+    "0": "Indigenous Peoples",
+    "1": "Investment Climate",
+    "2": "Marine Plastic Pollution",
+    "3": "Poverty",
+    "4": "Water",
+    "5": "Measuring Poverty",
+    "6": "Energy",
+    "7": "Sustainable Communities",
+    "8": "Disability Inclusion",
+    "9": "Macroeconomics",
+    "10": "Early Childhood Development",
+    "11": "Mining Investment and Governance Review",
+    "12": "Infrastructure",
+    "13": "Community-Driven Development",
+    "14": "Land",
+    "15": "Innovation and Entrepreneurship",
+    "16": "Competitiveness",
+    "17": "Biodiversity",
+    "18": "Debt",
+    "19": "Higher Education",
+    "20": "Livestock and Sustainability",
+    "21": "Universal Health Coverage",
+    "22": "Nutrition",
+    "23": "Education and Technology",
+    "24": "Small and Medium Enterprises Finance",
+    "25": "Climate-Smart Agriculture",
+    "26": "Food Security Update",
+    "27": "Inclusive Cities",
+    "28": "Jobs & Development",
+    "29": "Migration",
+    "30": "Infectious diseases and Vaccines",
+    "31": "Social Protection",
+    "32": "Skills Development",
+    "33": "Governance",
+    "34": "Pollution",
+    "35": "Inequality and Shared Prosperity",
+    "36": "Oceans, Fisheries, and Coastal Economies",
+    "37": "Global Value Chains",
+    "38": "Pensions",
+    "39": "Food System Jobs",
+    "40": "Debt Relief",
+    "41": "Sexual Orientation and Gender Identity",
+    "42": "Education",
+    "43": "Regional Integration",
+    "44": "Jobs and Development",
+    "45": "Competition Policy",
+    "46": "Fragility, Conflict, and Violence",
+    "47": "Urban Development",
+    "48": "Pandemic Preparedness and COVID-19",
+    "49": "Safety Nets and Cash Transfers",
+    "50": "Financial Sector",
+    "51": "Climate Change",
+    "52": "Transport",
+    "53": "COVID-19 Hub",
+    "54": "Financial Stability",
+    "55": "Gender",
+    "56": "Natural Capital",
+    "57": "Water in Agriculture",
+    "58": "Taxes and Government Revenue",
+    "59": "Labor Markets",
+    "60": "Trade Facilitation and Logistics",
+    "61": "Long-Term Finance",
+    "62": "Teachers",
+    "63": "Sanitation",
+    "64": "Forests and Landscapes",
+    "65": "Financial Integrity",
+    "66": "Payment Systems",
+    "67": "Social Inclusion",
+    "68": "Health",
+    "69": "Girls' Education",
+    "70": "Credit Infrastructure",
+    "71": "Social Sustainability and Inclusion",
+    "72": "Trade",
+    "73": "Financial Inclusion",
+    "74": "Global Financing Facility for Women, Children and Adolescents",
+    "75": "Sustainable Infrastructure Finance",
+    "76": "Extractive Industries",
+    "77": "Procurement for Development",
+    "78": "Agriculture and Food",
+    "79": "Water Supply",
+    "80": "Disaster Risk Management",
+    "81": "One Health",
+    "82": "Environment",
+    "83": "Digital Development",
+    "84": "Agribusiness and Value Chains",
+    "85": "Gas Flaring Reduction",
+    "86": "Water Resources Management"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "Agribusiness and Value Chains": 78,
-    "Agriculture and Food": 18,
-    "Biodiversity": 22,
-    "COVID-19 Hub": 34,
-    "Climate Change": 75,
-    "Climate-Smart Agriculture": 79,
-    "Community-Driven Development": 83,
-    "Competition Policy": 53,
-    "Competitiveness": 1,
-    "Credit Infrastructure": 24,
-    "Debt": 74,
-    "Debt Relief": 48,
-    "Digital Development": 37,
-    "Disability Inclusion": 17,
-    "Disaster Risk Management": 49,
-    "Early Childhood Development": 26,
-    "Education": 3,
-    "Education and Technology": 66,
-    "Energy": 62,
-    "Environment": 64,
-    "Extractive Industries": 60,
-    "Financial Inclusion": 46,
-    "Financial Integrity": 67,
-    "Financial Sector": 31,
-    "Financial Stability": 36,
-    "Food Security Update": 16,
-    "Food System Jobs": 27,
-    "Forests and Landscapes": 58,
-    "Fragility, Conflict, and Violence": 47,
-    "Gas Flaring Reduction": 39,
-    "Gender": 56,
-    "Girls' Education": 63,
-    "Global Financing Facility for Women, Children and Adolescents": 0,
-    "Global Value Chains": 52,
-    "Governance": 85,
-    "Health": 43,
-    "Higher Education": 71,
-    "Inclusive Cities": 8,
-    "Indigenous Peoples": 29,
-    "Inequality and Shared Prosperity": 33,
-    "Infectious diseases and Vaccines": 81,
-    "Infrastructure": 42,
-    "Innovation and Entrepreneurship": 7,
-    "Investment Climate": 73,
-    "Jobs & Development": 9,
-    "Jobs and Development": 6,
-    "Labor Markets": 14,
-    "Land": 70,
-    "Livestock and Sustainability": 51,
-    "Long-Term Finance": 38,
-    "Macroeconomics": 86,
-    "Marine Plastic Pollution": 65,
-    "Measuring Poverty": 15,
-    "Migration": 28,
-    "Mining Investment and Governance Review": 40,
-    "Natural Capital": 4,
-    "Nutrition": 45,
-    "Oceans, Fisheries, and Coastal Economies": 68,
-    "One Health": 21,
-    "Pandemic Preparedness and COVID-19": 12,
-    "Payment Systems": 82,
-    "Pensions": 80,
-    "Pollution": 54,
-    "Poverty": 35,
-    "Procurement for Development": 32,
-    "Regional Integration": 5,
-    "Safety Nets and Cash Transfers": 57,
-    "Sanitation": 69,
-    "Sexual Orientation and Gender Identity": 44,
-    "Skills Development": 77,
-    "Small and Medium Enterprises Finance": 41,
-    "Social Inclusion": 23,
-    "Social Protection": 20,
-    "Social Sustainability and Inclusion": 61,
-    "Sustainable Communities": 2,
-    "Sustainable Infrastructure Finance": 11,
-    "Taxes and Government Revenue": 13,
-    "Teachers": 72,
-    "Trade": 76,
-    "Trade Facilitation and Logistics": 19,
-    "Transport": 10,
-    "Universal Health Coverage": 30,
-    "Urban Development": 55,
-    "Water": 84,
-    "Water Resources Management": 59,
-    "Water Supply": 25,
-    "Water in Agriculture": 50
+    "Agribusiness and Value Chains": 84,
+    "Agriculture and Food": 78,
+    "Biodiversity": 17,
+    "COVID-19 Hub": 53,
+    "Climate Change": 51,
+    "Climate-Smart Agriculture": 25,
+    "Community-Driven Development": 13,
+    "Competition Policy": 45,
+    "Competitiveness": 16,
+    "Credit Infrastructure": 70,
+    "Debt": 18,
+    "Debt Relief": 40,
+    "Digital Development": 83,
+    "Disability Inclusion": 8,
+    "Disaster Risk Management": 80,
+    "Early Childhood Development": 10,
+    "Education": 42,
+    "Education and Technology": 23,
+    "Energy": 6,
+    "Environment": 82,
+    "Extractive Industries": 76,
+    "Financial Inclusion": 73,
+    "Financial Integrity": 65,
+    "Financial Sector": 50,
+    "Financial Stability": 54,
+    "Food Security Update": 26,
+    "Food System Jobs": 39,
+    "Forests and Landscapes": 64,
+    "Fragility, Conflict, and Violence": 46,
+    "Gas Flaring Reduction": 85,
+    "Gender": 55,
+    "Girls' Education": 69,
+    "Global Financing Facility for Women, Children and Adolescents": 74,
+    "Global Value Chains": 37,
+    "Governance": 33,
+    "Health": 68,
+    "Higher Education": 19,
+    "Inclusive Cities": 27,
+    "Indigenous Peoples": 0,
+    "Inequality and Shared Prosperity": 35,
+    "Infectious diseases and Vaccines": 30,
+    "Infrastructure": 12,
+    "Innovation and Entrepreneurship": 15,
+    "Investment Climate": 1,
+    "Jobs & Development": 28,
+    "Jobs and Development": 44,
+    "Labor Markets": 59,
+    "Land": 14,
+    "Livestock and Sustainability": 20,
+    "Long-Term Finance": 61,
+    "Macroeconomics": 9,
+    "Marine Plastic Pollution": 2,
+    "Measuring Poverty": 5,
+    "Migration": 29,
+    "Mining Investment and Governance Review": 11,
+    "Natural Capital": 56,
+    "Nutrition": 22,
+    "Oceans, Fisheries, and Coastal Economies": 36,
+    "One Health": 81,
+    "Pandemic Preparedness and COVID-19": 48,
+    "Payment Systems": 66,
+    "Pensions": 38,
+    "Pollution": 34,
+    "Poverty": 3,
+    "Procurement for Development": 77,
+    "Regional Integration": 43,
+    "Safety Nets and Cash Transfers": 49,
+    "Sanitation": 63,
+    "Sexual Orientation and Gender Identity": 41,
+    "Skills Development": 32,
+    "Small and Medium Enterprises Finance": 24,
+    "Social Inclusion": 67,
+    "Social Protection": 31,
+    "Social Sustainability and Inclusion": 71,
+    "Sustainable Communities": 7,
+    "Sustainable Infrastructure Finance": 75,
+    "Taxes and Government Revenue": 58,
+    "Teachers": 62,
+    "Trade": 72,
+    "Trade Facilitation and Logistics": 60,
+    "Transport": 52,
+    "Universal Health Coverage": 21,
+    "Urban Development": 47,
+    "Water": 4,
+    "Water Resources Management": 86,
+    "Water Supply": 79,
+    "Water in Agriculture": 57
   },
   "layer_norm_eps": 1e-07,
   "max_position_embeddings": 512,

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cd8e2da575487f0f514d3ac641b54188b83b65293d17518c847ecd0b5e591ca1
+oid sha256:0261c797ffae126153cbbb1467b83780ff91dc1912396077fc38e284df689975
 size 567860028

training_args.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:247cccd0c3dbe5c727fd031150f0944d463e134495ac1c2a8628ab0ed563cdcb
+oid sha256:b0815310043095bb92c789617e2f93d478e30d81c4c444abbe71b4d0c0c4fde6
 size 5240