Initial Commit

config.json

@@ -0,0 +1,51 @@
+{
+  "_name_or_path": "Davlan/xlm-roberta-base-finetuned-swahili",
+  "architectures": [
+    "XLMRobertaForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-DATE",
+    "2": "I-DATE",
+    "3": "B-PER",
+    "4": "I-PER",
+    "5": "B-ORG",
+    "6": "I-ORG",
+    "7": "B-LOC",
+    "8": "I-LOC"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-DATE": 1,
+    "B-LOC": 7,
+    "B-ORG": 5,
+    "B-PER": 3,
+    "I-DATE": 2,
+    "I-LOC": 8,
+    "I-ORG": 6,
+    "I-PER": 4,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "xlm-roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.11.3",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 250002
+}

eval_results.txt

@@ -0,0 +1,15 @@
+f1 = 0.7157894736842104
+loss = 0.4189478574941556
+precision = 0.7431693989071039
+recall = 0.6903553299492385
+report =               precision    recall  f1-score   support
+
+        DATE       0.57      0.54      0.56        37
+         LOC       0.79      0.84      0.81        70
+         ORG       0.57      0.35      0.43        23
+         PER       0.83      0.73      0.78        67
+
+   micro avg       0.74      0.69      0.72       197
+   macro avg       0.69      0.62      0.64       197
+weighted avg       0.74      0.69      0.71       197
+

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca079ba7d205e49afa9b7796107176eddb06bf240bbe81677f62aa49c4fc7226
+size 1109924593

sentencepiece.bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
+size 5069051

special_tokens_map.json

@@ -0,0 +1 @@
+{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}

test_predictions.txt

@@ -0,0 +1,5345 @@
+Kwan O
+jii O
+maromo O
+796 O
+mane O
+oyudi O
+ni O
+nigi O
+Covid O
+- O
+19 O
+ei O
+kawuononi B-DATE
+
+Kwan O
+jii O
+mane O
+oyudi O
+ni O
+nikod O
+tuo O
+mar O
+Coronavirus O
+ei O
+kawuononi B-DATE
+gin O
+jii O
+796 O
+makoro O
+kelo O
+kwan O
+jogo O
+duto O
+man O
+kod O
+midusi O
+makochno O
+e O
+pachoka O
+ei O
+kawuononi B-DATE
+chopo O
+jii O
+alufu O
+15 O
+gi O
+601 O
+
+Magi O
+ne O
+oyangi O
+gi O
+jalup O
+jatend O
+migao O
+mochungne O
+yoore O
+mag O
+thieth O
+e O
+thurka O
+laktar O
+Mercy B-PER
+Mwangangi I-PER
+mane O
+owacho O
+ni O
+kwan O
+mar O
+jii O
+796 O
+no O
+ne O
+oyudi O
+kuom O
+kwan O
+jii O
+maromo O
+alufu O
+6 O
+gi O
+754 O
+mane O
+opim O
+tok O
+seche B-DATE
+24 I-DATE
+mokalo I-DATE
+
+Jatelono O
+bende O
+ne O
+oyango O
+ni O
+Nairobi B-LOC
+emapod O
+nigi O
+kwan O
+maduong O
+mag O
+joma O
+nigi O
+tuono O
+magin O
+jii O
+539 O
+kaachiel O
+gi O
+lero O
+ni O
+nitie O
+jii O
+3 O
+moko O
+mane O
+tuono O
+onego O
+ei O
+kawuononi B-DATE
+
+Magawa O
+ma O
+Blue B-ORG
+Ridge I-ORG
+Hotel I-ORG
+manie O
+boma B-LOC
+ma I-LOC
+Mbita I-LOC
+owacho O
+ni O
+jago O
+manyo O
+oyudi O
+ni O
+nigi O
+Covid O
+- O
+19 O
+cha O
+ok O
+en O
+jatijgi O
+moyangi O
+
+Tend O
+magawa O
+ma O
+Blue B-ORG
+Ridge I-ORG
+Hotel I-ORG
+manie O
+boma B-LOC
+ma I-LOC
+Mbita I-LOC
+e O
+Sub B-LOC
+County I-LOC
+ma I-LOC
+Suba I-LOC
+North I-LOC
+e O
+County B-LOC
+ma I-LOC
+Homa I-LOC
+Bay I-LOC
+koro O
+jowacho O
+ni O
+dichuo O
+moro O
+ma O
+ja O
+higni B-DATE
+29 I-DATE
+mane O
+oyudi O
+ni O
+nikod O
+midusi O
+mar O
+Coronavirus O
+ok O
+en O
+jatich O
+moyangi O
+mar O
+magawano O
+kakane O
+bad O
+migao O
+mochungne O
+yoor O
+thieth O
+e O
+County B-LOC
+ma I-LOC
+Homa I-LOC
+Bay I-LOC
+kuno O
+ne O
+rik O
+olando O
+
+Maendi O
+koro O
+ne O
+wuok O
+bang O
+weche O
+yangore O
+ni O
+achiel O
+kuom O
+jotij O
+magawano O
+nyo O
+oyudi O
+nyoro B-DATE
+ni O
+nikod O
+tuo O
+mar O
+Coronavirus O
+bang O
+pim O
+manyocha O
+otim O
+kod O
+komiti O
+mochungne O
+kedo O
+gi O
+tuo O
+mar O
+Coronavirusno O
+e O
+County B-LOC
+ma I-LOC
+Homa I-LOC
+Bay I-LOC
+kuno O
+- O
+pim O
+manyocha O
+otim O
+chieng O
+wuok O
+tich O
+
+Kanowuoyo O
+ewii O
+wachno O
+jataa O
+tije O
+e O
+magawa O
+ma O
+Blue B-ORG
+Ridge I-ORG
+Hotelno I-ORG
+Hellen B-PER
+Oido I-PER
+nowacho O
+ni O
+gisebedo O
+ka O
+gikao O
+jotich O
+manyien O
+ka O
+gihikore O
+godo O
+ne O
+yepo O
+mar O
+magawano O
+bang O
+lor O
+mane O
+olor O
+godo O
+magawa O
+mapachoka O
+nikech O
+wach O
+landruok O
+mar O
+tuo O
+mar O
+Covid O
+- O
+19 O
+kowacho O
+ni O
+kakoro O
+nyochane B-DATE
+jatend O
+piny O
+Kenya B-LOC
+migosi O
+Uhuru B-PER
+Kenyatta I-PER
+ne O
+oyao O
+magawa O
+mathurka O
+kendo O
+mondo O
+jotii O
+e O
+bwo O
+chike O
+mager O
+manyochane O
+oketinegi O
+to O
+nyochane B-DATE
+gineno O
+ni O
+gikau O
+jii O
+manyien O
+emane O
+gikawoe O
+jagono O
+ni O
+to O
+ne O
+pok O
+
+ondike O
+ayanga O
+gi O
+magawano O
+kaka O
+jatich O
+
+Kanomedowuoyo O
+ewii O
+wachno O
+mikai O
+Oido B-PER
+nowacho O
+ni O
+magawa O
+margino O
+ok O
+osebedo O
+katiyo O
+nikech O
+pod O
+ne O
+gitemo O
+mondo O
+gichop O
+chike O
+mane O
+oketigo O
+mondo O
+ekane O
+giyepi O
+ema O
+koro O
+nyochane B-DATE
+gikawoe O
+thuolo O
+mar O
+luongo O
+apisas O
+mochungne O
+yoore O
+thieth O
+e O
+County B-LOC
+ma I-LOC
+Homa I-LOC
+Bay I-LOC
+kuno O
+chieng O
+wuok O
+tich I-DATE
+mondo O
+ne O
+jobi O
+opim O
+jotijgi O
+machon O
+kod O
+mane O
+gikao O
+manyien O
+go O
+mane O
+jooro O
+kwayo O
+ni O
+ne O
+duaro O
+tich O
+kargi O
+kanyo O
+- O
+mane O
+odhi O
+opim O
+ne O
+tuo O
+mar O
+Coronavirusno O
+
+Kwan O
+jii O
+moyudi O
+ni O
+nikod O
+tuo O
+mar O
+Coronavirus O
+ei O
+kawuononi B-DATE
+gin O
+jii O
+637 O
+
+Kwan O
+jii O
+ma O
+oyudi O
+kod O
+tuo O
+mar O
+Coronavirus O
+ei O
+kawuononi B-DATE
+gin O
+637 O
+makoro O
+kelo O
+kwan O
+jogo O
+duto O
+man O
+kod O
+tuo O
+magalagalano O
+e O
+pachoka O
+chopo O
+jii O
+alufu O
+14 O
+gi O
+805 O
+
+Magi O
+ne O
+oyangi O
+kod O
+jalup O
+jatend O
+migao O
+mochungne O
+yoore O
+mag O
+thieth O
+e O
+pachoka O
+laktar O
+Rashid B-PER
+Aman I-PER
+
+Kanowuoyo O
+gi O
+jopiny O
+kachiel O
+kachiel O
+e O
+tipo O
+mar O
+telebisen O
+kowuok O
+Afya B-LOC
+House I-LOC
+e O
+boma B-LOC
+ma I-LOC
+Nairobika I-LOC
+laktar O
+Aman B-PER
+bende O
+ne O
+oyango O
+ni O
+nitie O
+jii O
+10 O
+mane O
+tuono O
+olal O
+gi O
+ngimagi O
+ei O
+kawuononi B-DATE
+makoro O
+kelo O
+kwan O
+jogo O
+duto O
+ma O
+tuono O
+osenego O
+e O
+thurka O
+chopo O
+jii O
+260 O
+
+Aman B-PER
+bende O
+nowacho O
+ni O
+County B-LOC
+ma I-LOC
+Nairobi I-LOC
+emapod O
+ne O
+okao O
+namba O
+kuom O
+bedo O
+kod O
+kwan O
+maduong O
+mag O
+joma O
+nigi O
+midusi O
+mar O
+Covid O
+- O
+19no O
+mane O
+gin O
+jii O
+342 O
+
+Bende O
+ne O
+oyangi O
+ni O
+nitie O
+jii O
+499 O
+mane O
+ochango O
+ei O
+kawuononi B-DATE
+ma O
+owe O
+odhi O
+pacho O
+kowacho O
+ni O
+kuom O
+jogo O
+, O
+403 O
+ne O
+gin O
+jogo O
+manyocha O
+tuo O
+to O
+ne O
+yudo O
+thieth O
+gie O
+utegi O
+mong' O
+ere O
+gi O
+dho O
+ngere O
+kaka O
+Home B-ORG
+Based I-ORG
+Care I-ORG
+
+Maraga B-PER
+oyudo O
+fuong' O
+ruok O
+
+Doho O
+mar O
+nyithindo O
+owito O
+oko O
+bura O
+ma O
+yande O
+ochwal O
+miyo O
+moro O
+ma O
+nyinge O
+Mary B-PER
+Kwamboka I-PER
+ka O
+ywak O
+ni O
+ogai O
+mar O
+bad O
+migao O
+mar O
+doho O
+justice O
+David B-PER
+Maraga I-PER
+odagi O
+kawo O
+ting' O
+mar O
+nyathi O
+ma O
+owacho O
+ni O
+ne O
+ginyuolo O
+kode O
+. O
+
+Jayal O
+bura O
+Gerald B-PER
+Gitonga I-PER
+okoo O
+ni O
+burano O
+ne O
+onge O
+kod O
+mise O
+motegno O
+kaka O
+ne O
+ochwale O
+e O
+doho O
+. O
+
+Okil O
+kamaloka O
+Danstan B-PER
+Omari I-PER
+ma O
+yalo O
+e O
+loo O
+migosi O
+David B-PER
+Maraga I-PER
+okoo O
+ni O
+bura O
+ma O
+nyocha O
+miyono O
+odhi O
+mako O
+e O
+doho O
+en O
+ma O
+miriambo O
+nimar O
+migosi O
+maraga B-PER
+ok O
+ong' O
+eyo O
+kata O
+mana O
+miyono O
+. O
+
+Mary B-PER
+Kwamboka I-PER
+yande O
+okelo O
+koko O
+e O
+kar O
+aluora O
+maar O
+log O
+tich O
+mar O
+bad O
+migao O
+mar O
+doho O
+ne O
+wach O
+onogo O
+ma O
+bende O
+okinde O
+mag O
+Maraga B-PER
+ne O
+okee O
+kode O
+ni O
+otemo O
+chuogo O
+weche O
+mag O
+mirimabo O
+. O
+
+Jii O
+adek O
+mawuok O
+e O
+familia O
+achiel O
+polo O
+onego O
+
+Jii O
+3 O
+moko O
+ma O
+oting'o O
+nyithindo O
+2 O
+mawuok O
+e O
+familia O
+achiel O
+ne O
+jotho O
+kanyo O
+kanyo O
+ka O
+mamoko O
+3 O
+to O
+rem O
+nego O
+bang O
+polo O
+gogi O
+e O
+gwenge O
+mag O
+Achudinet B-LOC
+ei O
+Teso B-LOC
+North I-LOC
+
+Kane O
+oyango O
+aidera O
+mar O
+wachno O
+jatend O
+obila O
+ma O
+County B-LOC
+ma I-LOC
+Busia I-LOC
+Wambua B-PER
+Katithi I-PER
+nowacho O
+ni O
+masirano O
+mane O
+otimore O
+kar O
+saa B-DATE
+2 I-DATE
+mar I-DATE
+otieno I-DATE
+mane O
+piny O
+oruugo I-DATE
+kawuononi I-DATE
+ne O
+okelo O
+tho O
+mar O
+nyimine O
+2 O
+gi O
+owadgi O
+
+Jo O
+familia O
+achiel O
+mane O
+jothogo O
+gin O
+ja O
+higni B-DATE
+9 I-DATE
+, O
+ja O
+higni B-DATE
+14 I-DATE
+kod O
+ja O
+higni B-DATE
+20 I-DATE
+
+Wambua B-PER
+nowacho O
+ni O
+jomanne O
+johinyorego O
+to O
+ne O
+oringgo O
+e O
+kar O
+thieth O
+ma O
+kocholia O
+
+Ng'anyo O
+mar O
+nurses O
+mane O
+ochan O
+timo O
+wuok O
+tich O
+koro O
+ochwal O
+nyime O
+
+Riuruok O
+mar O
+Nurses B-ORG
+mapachoka O
+koro O
+jochwalo O
+nyime O
+ngányo O
+margi O
+mane O
+onegobed O
+ni O
+chakore O
+ayanga O
+kiny O
+wuok O
+tich O
+
+Riuruogno O
+ne O
+okao O
+okang O
+machalo O
+kamano O
+mar O
+mondo O
+mi O
+gimi O
+duol O
+mochungne O
+osach O
+jotij O
+piny O
+owacho O
+- O
+Salaries B-ORG
+and I-ORG
+Remuneration I-ORG
+Commission I-ORG
+thuolo O
+maber O
+mar O
+chopo O
+dwach O
+winjruok O
+manegibedo O
+godo O
+kodgi O
+mar O
+medogi O
+osara O
+
+Kanowuoyo O
+e O
+boma B-LOC
+ma I-LOC
+Kakamega I-LOC
+, O
+jagoro O
+maduong O
+ma O
+riuruogno O
+migosi O
+Seth B-PER
+Panyako I-PER
+nowacho O
+ni O
+ngányno O
+koro O
+gibirobago O
+tarik B-DATE
+5 I-DATE
+mar I-DATE
+dwe I-DATE
+mar I-DATE
+2 I-DATE
+higa I-DATE
+manyien I-DATE
+
+Bende O
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+mar O
+nursesno O
+ne O
+duaro O
+ni O
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+owacho O
+owuo O
+board O
+mar O
+NHIF B-ORG
+kaluwore O
+kod O
+wach O
+mibadhi O
+ma O
+okwako O
+boardno O
+
+Meko O
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+maka O
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+KPC B-ORG
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+weche O
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+
+Jotelo O
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+oter O
+e O
+apis O
+obila O
+mag O
+okwach O
+kich O
+e O
+apaya O
+ma O
+Kiambu B-LOC
+Road I-LOC
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+mibadhi O
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+makogi O
+
+Jotelo O
+manyo O
+omakigo O
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+jataa O
+tije O
+ka O
+kambi O
+mar O
+Kenya B-ORG
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+Sang I-PER
+, O
+karan O
+mare O
+Gloria B-PER
+Khafafa I-PER
+kod O
+Vincecent B-PER
+Cheruiyot I-PER
+matiyo O
+e O
+bad O
+migao O
+mochungne O
+ngíewo O
+ka O
+Kenya B-ORG
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+kanyo O
+
+To O
+kumachielo O
+bende O
+apisas O
+mamoko O
+7 O
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+jotiyo O
+e O
+board O
+mochungne O
+insurance O
+mar O
+thieth O
+ka O
+NHIF B-ORG
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+nyo O
+omaki O
+
+Apisas O
+abiryogo O
+nyo O
+omaki O
+kaluwore O
+kod O
+wach O
+kuo O
+mar O
+omenda O
+e O
+boardno O
+
+Apisas O
+abiryogo O
+gin O
+Mudzo B-PER
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+Robert B-PER
+Mureithi I-PER
+
+Pes O
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+oyudo O
+mijing'o O
+
+Bunge O
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+lokruok O
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+mag O
+chiwo O
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+mag O
+somo O
+mongere O
+kaka O
+Education B-ORG
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+Ammendment I-ORG
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test_results.txt

@@ -0,0 +1,15 @@
+f1 = 0.7813267813267815
+loss = 0.3603143619839102
+precision = 0.7775061124694377
+recall = 0.7851851851851852
+report =               precision    recall  f1-score   support
+
+        DATE       0.66      0.64      0.65        69
+         LOC       0.78      0.87      0.82       128
+         ORG       0.62      0.61      0.61        66
+         PER       0.91      0.87      0.89       142
+
+   micro avg       0.78      0.79      0.78       405
+   macro avg       0.74      0.74      0.74       405
+weighted avg       0.78      0.79      0.78       405
+

tokenizer_config.json

@@ -0,0 +1 @@
+{"bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "Davlan/xlm-roberta-base-finetuned-swahili", "sp_model_kwargs": {}, "tokenizer_class": "XLMRobertaTokenizer"}

training_args.bin

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+oid sha256:ae7d1d48861fe1e0c02901c1d824169d2e4f7ed3509706c2046013037a2eb15c
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