From 902854f4d4a8770bcdbe1ca0326d56f11df69de7 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Wed, 5 Jun 2024 12:49:42 +0200 Subject: [PATCH 1/6] update LDA script --- .../quality_checks/hal/hal_baseline_lda.py | 15 ++++++++++++--- .../quality_checks/hal/requirements.txt | 3 +++ script_mteb_french/quality_checks/hal/run_bert.sh | 4 ---- script_mteb_french/quality_checks/hal/run_lda.sh | 3 +++ .../quality_checks/hal/run_tfidf.sh | 4 ---- 5 files changed, 18 insertions(+), 11 deletions(-) create mode 100644 script_mteb_french/quality_checks/hal/run_lda.sh diff --git a/script_mteb_french/quality_checks/hal/hal_baseline_lda.py b/script_mteb_french/quality_checks/hal/hal_baseline_lda.py index 0031a579..1d0eb3e0 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline_lda.py +++ b/script_mteb_french/quality_checks/hal/hal_baseline_lda.py @@ -1,5 +1,6 @@ from datasets import load_dataset +import spacy import nltk nltk.download('stopwords') from nltk.corpus import stopwords @@ -10,7 +11,7 @@ DATASET = "lyon-nlp/clustering-hal-s2s" SEED = 42 -STOPWORDS = stopwords.words("french") + stopwords.words("english") +STOPWORDS = stopwords.words("french") # + stopwords.words("english") dataset = load_dataset(DATASET, name="mteb_eval", split="test") @@ -22,9 +23,17 @@ X_train, y_train = dataset["train"]["title"], dataset["train"]["domain"] X_test, y_test = dataset["test"]["title"], dataset["test"]["domain"] +nlp = spacy.load('fr_core_news_sm', disable = ['parser','ner']) -tokenized_X_train = [text.split() for text in X_train] -tokenized_X_test = [text.split() for text in X_test] +docs_train = nlp.pipe(X_train) +docs_test = nlp.pipe(X_test) + +def tokenize_text(doc): + return [token.lemma_.lower() for token in doc if token not in STOPWORDS] + +tokenized_X_train = [tokenize_text(doc) for doc in docs_train] +tokenized_X_test = [tokenize_text(doc) for doc in docs_test] +print(tokenized_X_train[:5]) common_dictionary = Dictionary(tokenized_X_train) common_corpus = [common_dictionary.doc2bow(text) for text in tokenized_X_train] diff --git a/script_mteb_french/quality_checks/hal/requirements.txt b/script_mteb_french/quality_checks/hal/requirements.txt index e69de29b..695d5e82 100644 --- a/script_mteb_french/quality_checks/hal/requirements.txt +++ b/script_mteb_french/quality_checks/hal/requirements.txt @@ -0,0 +1,3 @@ +langdetect>=1.0.9 +gensim>=4.3.2 +spacy>=3.7.5 \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/run_bert.sh b/script_mteb_french/quality_checks/hal/run_bert.sh index cbcae330..8f74c9d2 100644 --- a/script_mteb_french/quality_checks/hal/run_bert.sh +++ b/script_mteb_french/quality_checks/hal/run_bert.sh @@ -4,11 +4,7 @@ seeds=( 5050 ) -cd script_mteb_french/quality_checks/hal - for seed in "${seeds[@]}"; do python hal_baseline_bert.py --dataset_seed $seed done - -cd ../../.. \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/run_lda.sh b/script_mteb_french/quality_checks/hal/run_lda.sh new file mode 100644 index 00000000..c36f430a --- /dev/null +++ b/script_mteb_french/quality_checks/hal/run_lda.sh @@ -0,0 +1,3 @@ +python -m spacy download fr_core_news_sm + +python hal_baseline_lda.py \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/run_tfidf.sh b/script_mteb_french/quality_checks/hal/run_tfidf.sh index 3fe11b0f..a0d3f390 100644 --- a/script_mteb_french/quality_checks/hal/run_tfidf.sh +++ b/script_mteb_french/quality_checks/hal/run_tfidf.sh @@ -4,11 +4,7 @@ seeds=( 5050 ) -cd script_mteb_french/quality_checks/hal - for seed in "${seeds[@]}"; do python hal_baseline_tfidf.py --dataset_seed $seed done - -cd ../../.. \ No newline at end of file From 0e1ba7e3032f9c700b5a255067b7d87b69dc98fd Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Wed, 5 Jun 2024 12:59:53 +0200 Subject: [PATCH 2/6] update lda script --- .../quality_checks/hal/hal_baseline_lda.py | 27 ++++++++++--------- .../quality_checks/hal/run_lda.sh | 2 -- 2 files changed, 14 insertions(+), 15 deletions(-) diff --git a/script_mteb_french/quality_checks/hal/hal_baseline_lda.py b/script_mteb_french/quality_checks/hal/hal_baseline_lda.py index 1d0eb3e0..e0b40810 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline_lda.py +++ b/script_mteb_french/quality_checks/hal/hal_baseline_lda.py @@ -2,6 +2,7 @@ import spacy import nltk +import spacy.cli nltk.download('stopwords') from nltk.corpus import stopwords @@ -13,30 +14,30 @@ SEED = 42 STOPWORDS = stopwords.words("french") # + stopwords.words("english") +try: + nlp = spacy.load('fr_core_news_sm', disable = ['parser','ner']) +except FileNotFoundError: + spacy.cli.download("fr_core_news_sm") + nlp = spacy.load('fr_core_news_md', disable = ['parser','ner']) + dataset = load_dataset(DATASET, name="mteb_eval", split="test") dataset = dataset.class_encode_column("domain") num_classes = dataset.features["domain"].num_classes id2label = {k: dataset.features["domain"].int2str(k) for k in range(num_classes)} -dataset = dataset.train_test_split(test_size=0.3, shuffle=True, stratify_by_column="domain", seed=SEED) - -X_train, y_train = dataset["train"]["title"], dataset["train"]["domain"] -X_test, y_test = dataset["test"]["title"], dataset["test"]["domain"] -nlp = spacy.load('fr_core_news_sm', disable = ['parser','ner']) +texts, domains = dataset["title"], dataset["domain"] -docs_train = nlp.pipe(X_train) -docs_test = nlp.pipe(X_test) +docs = nlp.pipe(texts) def tokenize_text(doc): return [token.lemma_.lower() for token in doc if token not in STOPWORDS] -tokenized_X_train = [tokenize_text(doc) for doc in docs_train] -tokenized_X_test = [tokenize_text(doc) for doc in docs_test] -print(tokenized_X_train[:5]) +tokenized_texts = [tokenize_text(doc) for doc in docs] +print(tokenized_texts[:5]) -common_dictionary = Dictionary(tokenized_X_train) -common_corpus = [common_dictionary.doc2bow(text) for text in tokenized_X_train] +common_dictionary = Dictionary(tokenized_texts) +common_corpus = [common_dictionary.doc2bow(text) for text in tokenized_texts] lda = LdaModel( common_corpus, @@ -47,6 +48,6 @@ def tokenize_text(doc): print(f"Perplexity: {lda.log_perplexity(common_corpus)}") coherence_lda = CoherenceModel( - model=lda, texts=tokenized_X_train, + model=lda, texts=tokenized_texts, dictionary=common_dictionary, coherence='c_v') print(f"Coherence: {coherence_lda.get_coherence()}") \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/run_lda.sh b/script_mteb_french/quality_checks/hal/run_lda.sh index c36f430a..5d79d88d 100644 --- a/script_mteb_french/quality_checks/hal/run_lda.sh +++ b/script_mteb_french/quality_checks/hal/run_lda.sh @@ -1,3 +1 @@ -python -m spacy download fr_core_news_sm - python hal_baseline_lda.py \ No newline at end of file From 7760d638eb499b290820165bc2ecbe550386e995 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Wed, 5 Jun 2024 18:49:33 +0200 Subject: [PATCH 3/6] update scripts --- script_mteb_french/quality_checks/hal/hal_baseline_bert.py | 2 +- .../quality_checks/hal/hal_baseline_tfidf.py | 7 +------ script_mteb_french/quality_checks/hal/run_bert.sh | 2 +- 3 files changed, 3 insertions(+), 8 deletions(-) diff --git a/script_mteb_french/quality_checks/hal/hal_baseline_bert.py b/script_mteb_french/quality_checks/hal/hal_baseline_bert.py index ae5d502e..92481a3e 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline_bert.py +++ b/script_mteb_french/quality_checks/hal/hal_baseline_bert.py @@ -81,7 +81,7 @@ def compute_metrics(eval_pred): if not os.path.exists(args.model_dir): os.makedirs(args.model_dir) - with open(f"{args.output_dir}/scores.json", "w") as f: + with open(f"{args.output_dir}/scores.json", "a+") as f: json.dump({ "score": score, "seed": args.model_seed, diff --git a/script_mteb_french/quality_checks/hal/hal_baseline_tfidf.py b/script_mteb_french/quality_checks/hal/hal_baseline_tfidf.py index 0da11f5a..b7dbe156 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline_tfidf.py +++ b/script_mteb_french/quality_checks/hal/hal_baseline_tfidf.py @@ -30,16 +30,11 @@ def main(args): X_train, y_train = dataset["train"]["title"], dataset["train"]["domain"] X_test, y_test = dataset["test"]["title"], dataset["test"]["domain"] - estimators = [LogisticRegression(max_iter=1000), RandomForestClassifier(), SVC()] + estimators = [LogisticRegression(max_iter=1000), SVC()] parameters = [ { "estimator__C": [0.1, 1, 10], }, - { - "estimator__n_estimators": [200, 300], - "estimator__bootstrap": [True, False], - "estimator__class_weight": ["balanced", "balanced_subsample"], - }, { "estimator__C": [0.1, 1, 10], "estimator__kernel": ["linear", "poly", "rbf", "sigmoid"], diff --git a/script_mteb_french/quality_checks/hal/run_bert.sh b/script_mteb_french/quality_checks/hal/run_bert.sh index 8f74c9d2..f8d3b4f1 100644 --- a/script_mteb_french/quality_checks/hal/run_bert.sh +++ b/script_mteb_french/quality_checks/hal/run_bert.sh @@ -6,5 +6,5 @@ seeds=( for seed in "${seeds[@]}"; do - python hal_baseline_bert.py --dataset_seed $seed + python hal_baseline_bert.py --dataset_seed $seed --epochs 5 --batch_size 64 --lr 1e-5 done From a917da7e6bc44abdf3cc3e275cccc11176591256 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Wed, 5 Jun 2024 19:16:10 +0200 Subject: [PATCH 4/6] add baselines results --- .../params_LogisticRegression_2024.json | 4 + .../params_LogisticRegression_42.json | 2 +- .../params_LogisticRegression_5050.json | 4 + .../params_RandomForestClassifier_42.json | 6 -- .../hal/tfidf_baseline/params_SVC_2024.json | 6 ++ .../hal/tfidf_baseline/params_SVC_42.json | 6 ++ .../hal/tfidf_baseline/params_SVC_5050.json | 6 ++ .../report_LogisticRegression_2024.json | 75 ++++++++++++++ .../report_LogisticRegression_42.json | 98 +++++++++---------- .../report_LogisticRegression_5050.json | 75 ++++++++++++++ .../report_RandomForestClassifier_42.json | 75 -------------- .../hal/tfidf_baseline/report_SVC_2024.json | 75 ++++++++++++++ .../hal/tfidf_baseline/report_SVC_42.json | 75 ++++++++++++++ .../hal/tfidf_baseline/report_SVC_5050.json | 75 ++++++++++++++ 14 files changed, 451 insertions(+), 131 deletions(-) create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_2024.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_5050.json delete mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_RandomForestClassifier_42.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_2024.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_42.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_5050.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_2024.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_5050.json delete mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_RandomForestClassifier_42.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_2024.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_42.json create mode 100644 script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_5050.json diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_2024.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_2024.json new file mode 100644 index 00000000..64eaae3f --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_2024.json @@ -0,0 +1,4 @@ +{ + "estimator__C": 10, + "tfidf__max_features": 10000 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_42.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_42.json index 64eaae3f..cabd33ac 100644 --- a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_42.json +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_42.json @@ -1,4 +1,4 @@ { - "estimator__C": 10, + "estimator__C": 1, "tfidf__max_features": 10000 } \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_5050.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_5050.json new file mode 100644 index 00000000..64eaae3f --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_LogisticRegression_5050.json @@ -0,0 +1,4 @@ +{ + "estimator__C": 10, + "tfidf__max_features": 10000 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_RandomForestClassifier_42.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_RandomForestClassifier_42.json deleted file mode 100644 index 8fe8c7f6..00000000 --- a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_RandomForestClassifier_42.json +++ /dev/null @@ -1,6 +0,0 @@ -{ - "estimator__bootstrap": true, - "estimator__class_weight": "balanced_subsample", - "estimator__n_estimators": 300, - "tfidf__max_features": 10000 -} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_2024.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_2024.json new file mode 100644 index 00000000..317a7b15 --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_2024.json @@ -0,0 +1,6 @@ +{ + "estimator__C": 1, + "estimator__class_weight": null, + "estimator__kernel": "linear", + "tfidf__max_features": 10000 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_42.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_42.json new file mode 100644 index 00000000..317a7b15 --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_42.json @@ -0,0 +1,6 @@ +{ + "estimator__C": 1, + "estimator__class_weight": null, + "estimator__kernel": "linear", + "tfidf__max_features": 10000 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_5050.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_5050.json new file mode 100644 index 00000000..bf02b055 --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/params_SVC_5050.json @@ -0,0 +1,6 @@ +{ + "estimator__C": 1, + "estimator__class_weight": "balanced", + "estimator__kernel": "rbf", + "tfidf__max_features": 10000 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_2024.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_2024.json new file mode 100644 index 00000000..b3080d9e --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_2024.json @@ -0,0 +1,75 @@ +{ + "chim": { + "precision": 0.54375, + "recall": 0.39545454545454545, + "f1-score": 0.45789473684210524, + "support": 220.0 + }, + "info": { + "precision": 0.5698427382053654, + "recall": 0.6292134831460674, + "f1-score": 0.5980582524271845, + "support": 979.0 + }, + "math": { + "precision": 0.5304878048780488, + "recall": 0.3522267206477733, + "f1-score": 0.4233576642335766, + "support": 247.0 + }, + "phys": { + "precision": 0.4656188605108055, + "recall": 0.4100346020761246, + "f1-score": 0.43606255749770007, + "support": 578.0 + }, + "scco": { + "precision": 0.3493975903614458, + "recall": 0.15591397849462366, + "f1-score": 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"f1-score": 0.6044035075282668, + "support": 7870.0 + } +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_42.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_42.json index 1a6b0672..f5149de3 100644 --- a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_42.json +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_LogisticRegression_42.json @@ -1,75 +1,75 @@ { "chim": { - "precision": 0.5612903225806452, - "recall": 0.3799126637554585, - "f1-score": 0.453125, - "support": 229.0 + "precision": 0.7, + "recall": 0.2545454545454545, + "f1-score": 0.37333333333333335, + "support": 220.0 }, "info": { - "precision": 0.5700090334236676, - "recall": 0.6102514506769826, - "f1-score": 0.5894441849602989, - "support": 1034.0 + "precision": 0.6110581506196378, + "recall": 0.6547497446373851, + "f1-score": 0.6321499013806706, + "support": 979.0 }, 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a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_RandomForestClassifier_42.json +++ /dev/null @@ -1,75 +0,0 @@ -{ - "chim": { - "precision": 0.5034965034965035, - "recall": 0.314410480349345, - "f1-score": 0.3870967741935484, - "support": 229.0 - }, - "info": { - "precision": 0.4685714285714286, - "recall": 0.5551257253384912, - "f1-score": 0.5081894643647632, - "support": 1034.0 - }, - "math": { - "precision": 0.4293785310734463, - "recall": 0.29343629343629346, - "f1-score": 0.3486238532110092, - "support": 259.0 - }, - "phys": { - "precision": 0.4550408719346049, - "recall": 0.2778702163061564, - "f1-score": 0.3450413223140496, - "support": 601.0 - }, - "scco": { - "precision": 0.0641025641025641, - "recall": 0.07653061224489796, - "f1-score": 0.06976744186046512, - "support": 196.0 - }, - "sde": { - "precision": 0.5047318611987381, - "recall": 0.37691401648998824, - "f1-score": 0.4315576534052596, - "support": 849.0 - }, - "sdu": { - "precision": 0.5714285714285714, - 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b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_2024.json new file mode 100644 index 00000000..03ece8ad --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_2024.json @@ -0,0 +1,75 @@ +{ + "chim": { + "precision": 0.6222222222222222, + "recall": 0.38181818181818183, + "f1-score": 0.4732394366197183, + "support": 220.0 + }, + "info": { + "precision": 0.5827338129496403, + "recall": 0.6618998978549541, + "f1-score": 0.6197991391678622, + "support": 979.0 + }, + "math": { + "precision": 0.5923076923076923, + "recall": 0.3117408906882591, + "f1-score": 0.40848806366047746, + "support": 247.0 + }, + "phys": { + "precision": 0.5103926096997691, + "recall": 0.38235294117647056, + "f1-score": 0.437190900098912, + "support": 578.0 + }, + "scco": { + "precision": 0.4583333333333333, + "recall": 0.05913978494623656, + "f1-score": 0.10476190476190476, + "support": 186.0 + }, + "sde": { + "precision": 0.5718015665796344, + "recall": 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a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_42.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_42.json new file mode 100644 index 00000000..a166298f --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_42.json @@ -0,0 +1,75 @@ +{ + "chim": { + "precision": 0.6048387096774194, + "recall": 0.3409090909090909, + "f1-score": 0.436046511627907, + "support": 220.0 + }, + "info": { + "precision": 0.5883424408014571, + "recall": 0.6598569969356486, + "f1-score": 0.6220510351468465, + "support": 979.0 + }, + "math": { + "precision": 0.5827814569536424, + "recall": 0.3562753036437247, + "f1-score": 0.44221105527638194, + "support": 247.0 + }, + "phys": { + "precision": 0.5330296127562643, + "recall": 0.40484429065743943, + "f1-score": 0.46017699115044247, + "support": 578.0 + }, + "scco": { + "precision": 0.47368421052631576, + "recall": 0.04838709677419355, + "f1-score": 0.08780487804878048, + "support": 186.0 + }, + 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+ } +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_5050.json b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_5050.json new file mode 100644 index 00000000..04d28b64 --- /dev/null +++ b/script_mteb_french/quality_checks/hal/tfidf_baseline/report_SVC_5050.json @@ -0,0 +1,75 @@ +{ + "chim": { + "precision": 0.5833333333333334, + "recall": 0.38181818181818183, + "f1-score": 0.46153846153846156, + "support": 220.0 + }, + "info": { + "precision": 0.6003787878787878, + "recall": 0.6475995914198162, + "f1-score": 0.6230958230958231, + "support": 979.0 + }, + "math": { + "precision": 0.6, + "recall": 0.3643724696356275, + "f1-score": 0.4534005037783375, + "support": 247.0 + }, + "phys": { + "precision": 0.5150905432595574, + "recall": 0.4429065743944637, + "f1-score": 0.4762790697674419, + "support": 578.0 + }, + "scco": { + "precision": 0.3157894736842105, + "recall": 0.0967741935483871, + "f1-score": 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"f1-score": 0.6098002755758114, + "support": 7870.0 + } +} \ No newline at end of file From 446f029e37c0a4a521ad09a8d565ea299223c218 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Thu, 6 Jun 2024 09:36:22 +0200 Subject: [PATCH 5/6] update script and scores for bert --- .gitignore | 2 +- .../hal/hal_baseline/scores.json | 46 +++++++++++++++++++ .../quality_checks/hal/hal_baseline_bert.py | 2 +- 3 files changed, 48 insertions(+), 2 deletions(-) create mode 100644 script_mteb_french/quality_checks/hal/hal_baseline/scores.json diff --git a/.gitignore b/.gitignore index ff19cc91..87de4165 100644 --- a/.gitignore +++ b/.gitignore @@ -4,4 +4,4 @@ __pycache__ ChromaDB models .vscode -hal_baseline*/ \ No newline at end of file +hal_baseline_*/ \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/hal_baseline/scores.json b/script_mteb_french/quality_checks/hal/hal_baseline/scores.json new file mode 100644 index 00000000..8c6f6cac --- /dev/null +++ b/script_mteb_french/quality_checks/hal/hal_baseline/scores.json @@ -0,0 +1,46 @@ +[ + { + "score": { + "eval_loss": 1.0219796895980835, + "eval_f1": 0.601451096474519, + "eval_runtime": 62.8702, + "eval_samples_per_second": 130.443, + "eval_steps_per_second": 8.16, + "epoch": 5.0 + }, + "seed": 42 + }, + { + "score": { + "eval_loss": 1.2941900491714478, + "eval_f1": 0.37053410887851723, + "eval_runtime": 54.5729, + "eval_samples_per_second": 144.211, + "eval_steps_per_second": 9.015, + "epoch": 5.0 + }, + "seed": 42 + }, + { + "score": { + "eval_loss": 1.2714511156082153, + "eval_f1": 0.36866879321548923, + "eval_runtime": 54.7778, + "eval_samples_per_second": 143.671, + "eval_steps_per_second": 8.982, + "epoch": 5.0 + }, + "seed": 2024 + }, + { + "score": { + "eval_loss": 1.2713830471038818, + "eval_f1": 0.35778806156111803, + "eval_runtime": 54.6913, + "eval_samples_per_second": 143.899, + "eval_steps_per_second": 8.996, + "epoch": 5.0 + }, + "seed": 5050 + } +] \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/hal_baseline_bert.py b/script_mteb_french/quality_checks/hal/hal_baseline_bert.py index 92481a3e..0d81a744 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline_bert.py +++ b/script_mteb_french/quality_checks/hal/hal_baseline_bert.py @@ -84,7 +84,7 @@ def compute_metrics(eval_pred): with open(f"{args.output_dir}/scores.json", "a+") as f: json.dump({ "score": score, - "seed": args.model_seed, + "seed": args.dataset_seed, }, f, indent=2) trainer.save_model(f"{args.model_dir}_{args.dataset_seed}") From 4c9397bf8fed076cd853ab8015e15cf651027807 Mon Sep 17 00:00:00 2001 From: Imene Kerboua Date: Thu, 6 Jun 2024 19:29:33 +0200 Subject: [PATCH 6/6] update files --- .../hal/hal_baseline/scores.json | 101 +- .../quality_checks/hal/run_bert.sh | 2 +- .../translation_ratings_human_summaries.json | 79301 +--------------- 3 files changed, 61 insertions(+), 79343 deletions(-) diff --git a/script_mteb_french/quality_checks/hal/hal_baseline/scores.json b/script_mteb_french/quality_checks/hal/hal_baseline/scores.json index 8c6f6cac..24db9e9d 100644 --- a/script_mteb_french/quality_checks/hal/hal_baseline/scores.json +++ b/script_mteb_french/quality_checks/hal/hal_baseline/scores.json @@ -1,46 +1,63 @@ [ - { - "score": { - "eval_loss": 1.0219796895980835, - "eval_f1": 0.601451096474519, - "eval_runtime": 62.8702, - "eval_samples_per_second": 130.443, - "eval_steps_per_second": 8.16, - "epoch": 5.0 - }, - "seed": 42 +{ + "score": { + "eval_loss": 1.0339970588684082, + "eval_f1": 0.6143314762314238, + "eval_runtime": 54.7352, + "eval_samples_per_second": 143.783, + "eval_steps_per_second": 8.989, + "epoch": 5.0 }, - { - "score": { - "eval_loss": 1.2941900491714478, - "eval_f1": 0.37053410887851723, - "eval_runtime": 54.5729, - "eval_samples_per_second": 144.211, - "eval_steps_per_second": 9.015, - "epoch": 5.0 - }, - "seed": 42 + "seed": 42 +},{ + "score": { + "eval_loss": 1.0847108364105225, + "eval_f1": 0.6004042539017442, + "eval_runtime": 54.9377, + "eval_samples_per_second": 143.253, + "eval_steps_per_second": 8.956, + "epoch": 5.0 }, - { - "score": { - "eval_loss": 1.2714511156082153, - "eval_f1": 0.36866879321548923, - "eval_runtime": 54.7778, - "eval_samples_per_second": 143.671, - "eval_steps_per_second": 8.982, - "epoch": 5.0 - }, - "seed": 2024 + "seed": 2024 +},{ + "score": { + "eval_loss": 1.0931035280227661, + "eval_f1": 0.5940237137849953, + "eval_runtime": 54.5868, + "eval_samples_per_second": 144.174, + "eval_steps_per_second": 9.013, + "epoch": 5.0 }, - { - "score": { - "eval_loss": 1.2713830471038818, - "eval_f1": 0.35778806156111803, - "eval_runtime": 54.6913, - "eval_samples_per_second": 143.899, - "eval_steps_per_second": 8.996, - "epoch": 5.0 - }, - "seed": 5050 - } -] \ No newline at end of file + "seed": 5050 +} +]{ + "score": { + "eval_loss": 1.083167552947998, + "eval_f1": 0.609011590210188, + "eval_runtime": 54.7637, + "eval_samples_per_second": 143.708, + "eval_steps_per_second": 8.984, + "epoch": 5.0 + }, + "seed": 42 +}{ + "score": { + "eval_loss": 1.0764442682266235, + "eval_f1": 0.6106352447263774, + "eval_runtime": 54.7671, + "eval_samples_per_second": 143.699, + "eval_steps_per_second": 8.983, + "epoch": 5.0 + }, + "seed": 42 +}{ + "score": { + "eval_loss": 1.08128821849823, + "eval_f1": 0.6074891108370322, + "eval_runtime": 54.5086, + "eval_samples_per_second": 144.381, + "eval_steps_per_second": 9.026, + "epoch": 5.0 + }, + "seed": 42 +} \ No newline at end of file diff --git a/script_mteb_french/quality_checks/hal/run_bert.sh b/script_mteb_french/quality_checks/hal/run_bert.sh index f8d3b4f1..4e636790 100644 --- a/script_mteb_french/quality_checks/hal/run_bert.sh +++ b/script_mteb_french/quality_checks/hal/run_bert.sh @@ -6,5 +6,5 @@ seeds=( for seed in "${seeds[@]}"; do - python hal_baseline_bert.py --dataset_seed $seed --epochs 5 --batch_size 64 --lr 1e-5 + python hal_baseline_bert.py --dataset_seed $seed --epochs 5 --batch_size 32 --lr 1e-4 done diff --git a/script_mteb_french/quality_checks/translation_ratings_human_summaries.json b/script_mteb_french/quality_checks/translation_ratings_human_summaries.json index 22928e12..09b20608 100644 --- a/script_mteb_french/quality_checks/translation_ratings_human_summaries.json +++ b/script_mteb_french/quality_checks/translation_ratings_human_summaries.json @@ -1,79303 +1,4 @@ [ - { - "id": "cnn-test-404f859482d47c127868964a9a39d1a7645dd2e9", - "ratings": [ - 9.5, - 9.5, - 9.5, - 9.5, - 10.0, - 9.0, - 10.0, - 9.5, - 10.0, - 9.5, - 9.5 - ] - } -][ - { - "id": "cnn-test-404f859482d47c127868964a9a39d1a7645dd2e9", - "ratings": [ - 9.5, - 9.5, - 9.5, - 9.5, - 10.0, - 9.0, - 10.0, - 9.5, - 10.0, - 9.5, - 9.5 - ] - }, - { - "id": "cnn-test-4761dc6d8bdf56b9ada97104113dd1bcf4aed3f1", - "ratings": [ - 9.5, - 10.0, - 9.5, - 10.0, - 9.5, - 10.0, - 9.5, - 9.5, - 9.5, - 9.5, - 9.5 - ] - } -][ - { - "id": 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