Upload model version: 20260413-nsk-ner-witness_summons

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+20260413-nsk-ner-witness_summons/confusion_matrix.png filter=lfs diff=lfs merge=lfs -text
+20260413-nsk-ner-witness_summons/threshold_analysis.png filter=lfs diff=lfs merge=lfs -text
+20260413-nsk-ner-witness_summons/training_progress.png filter=lfs diff=lfs merge=lfs -text

20260413-nsk-ner-witness_summons/REPORT.md

@@ -0,0 +1,205 @@
+# Experiment Report: nsk-ner-witness_summons
+
+## ⚙️ Configuration
+```json
+{
+    "output_dir": "data/models/nsk-ner-witness_summons",
+    "experiment_name": "nsk-ner-witness_summons",
+    "num_epochs": 25,
+    "max_steps": -1,
+    "batch_size": 1,
+    "eval_batch_size": 1,
+    "gradient_accumulation_steps": 4,
+    "encoder_lr": 1e-05,
+    "task_lr": 0.0001,
+    "weight_decay": 0.01,
+    "adam_beta1": 0.9,
+    "adam_beta2": 0.999,
+    "adam_epsilon": 1e-08,
+    "max_grad_norm": 1.0,
+    "scheduler_type": "cosine",
+    "warmup_ratio": 0.1,
+    "warmup_steps": 0,
+    "num_cycles": 0.5,
+    "fp16": true,
+    "bf16": false,
+    "eval_strategy": "epoch",
+    "eval_steps": 500,
+    "save_total_limit": 2,
+    "save_best": true,
+    "metric_for_best": "eval_loss",
+    "greater_is_better": false,
+    "logging_steps": 5,
+    "logging_first_step": true,
+    "report_to_wandb": false,
+    "wandb_project": null,
+    "wandb_entity": null,
+    "wandb_run_name": null,
+    "wandb_tags": [],
+    "wandb_notes": null,
+    "early_stopping": false,
+    "early_stopping_patience": 3,
+    "early_stopping_threshold": 0.0,
+    "num_workers": 4,
+    "pin_memory": true,
+    "prefetch_factor": 2,
+    "seed": 42,
+    "deterministic": false,
+    "local_rank": -1,
+    "debug": false,
+    "max_train_samples": -1,
+    "max_eval_samples": -1,
+    "validate_data": true,
+    "use_lora": true,
+    "lora_r": 4,
+    "lora_alpha": 8.0,
+    "lora_dropout": 0.1,
+    "lora_target_modules": [
+        "encoder"
+    ],
+    "save_adapter_only": true
+}
+```
+
+## 📈 Training Progress
+![Training Progress](training_progress.png)
+
+## 🎯 Final Evaluation (Test Set)
+| Metric | Value |
+| :--- | :--- |
+| f1 | 0.7542 |
+| precision | 0.7887 |
+| recall | 0.7226 |
+| tp | 112 |
+| fp | 30 |
+| fn | 43 |
+
+
+### Per-Label Performance
+![Label Performance](label_performance.png)
+
+| Label | F1-Score | Precision | Recall | Count |
+| :--- | :--- | :--- | :--- | :--- |
+| litigant_first_name | 0.8462 | 0.9167 | 0.7857 | 14 |
+| court_composition | 0.8276 | 0.8000 | 0.8571 | 14 |
+| hearing_date | 0.8000 | 0.8333 | 0.7692 | 13 |
+| court_prosecutor_board | 0.7857 | 0.7333 | 0.8462 | 13 |
+| document_date | 0.7857 | 0.7333 | 0.8462 | 13 |
+| litigant_tax_id | 0.7742 | 0.7500 | 0.8000 | 15 |
+| filing_date | 0.7692 | 0.7692 | 0.7692 | 13 |
+| litigant_father_name | 0.7692 | 0.8333 | 0.7143 | 14 |
+| litigant_last_name | 0.7200 | 0.8182 | 0.6429 | 14 |
+| filing_number | 0.7200 | 0.7500 | 0.6923 | 13 |
+| litigant_address | 0.5455 | 0.8571 | 0.4000 | 15 |
+| litigant_last_name_suffix | 0.5000 | 0.5000 | 0.5000 | 2 |
+| litigant_public_body_name | 0.0000 | 0.0000 | 0.0000 | 1 |
+| litigant_trade_name | 0.0000 | 0.0000 | 0.0000 | 1 |
+
+
+## 🔍 Threshold & Error Analysis
+![Threshold Analysis](threshold_analysis.png)
+![Confusion Matrix](confusion_matrix.png)
+
+## 📝 Qualitative Error Audit
+```text
+--- QUALITATIVE ERROR ANALYSIS (First 21 samples | Threshold: 0.8) ---
+
+[EXAMPLE 1] TEXT: 4, «Η ? ο " Ι \ ν° . ί &» ΑΜ/ΜΑ tier ? ΛΕΜ > ΠΕΝΤΕΛΗΙ 135 X ^ N ? . Lp ? 0 - i ΑΦΜ 04031 s nb ΔΟΥ XA...
+  [TPs]: [('κατσουλακη', 'litigant_last_name'), ('ιωσήφ', 'litigant_father_name'), ('041102924', 'litigant_tax_id')]
+  [FPs]: [('τριμελους', 'court_composition'), ('διοικητικου πρωτοδικειου αθηνων', 'court_prosecutor_board')]
+  [FNs]: [('νίκης', 'litigant_first_name'), ('καλουδη', 'litigant_last_name_suffix'), ('αγίας βαρβάρας αιγάλεω, οδός μήλου, αριθ, 29', 'litigant_address')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 2] TEXT: στον Μαραθώνα Απικής (οδός Οινόης αρ * 6) και εκπροσωπείται νόμιμα. Κοινοποιοΰυενη όσον αφορά το Ν. ...
+  [TPs]: [('αγ 3140', 'filing_number'), ('25.6 * 2020', 'filing_date'), ('τριμελούς', 'court_composition'), ('13 ιουνίου 2023', 'hearing_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 3] TEXT: των ανωτέρω, σας καλώ να παραστείτε στην εξέταση της μάρτυρας μου αυτής κατά την παραπάνω ημέρα και ...
+  [TPs]: [('τριμελούς', 'court_composition'), ('διοικητικού πρωτοδικείου αθηνών', 'court_prosecutor_board'), ('23/5/2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 4] TEXT: Ν, Σ. Κ. - ΚΥ ΑΠΟΣΤΟΛΗΣ ΚΛ 70113/12.04.2023 2/2. . . . . . . . . . . / ■■■ * ■■· / Ημέρα ^ τ. Τ. ^ ....
+  [TPs]: [('αγ7575', 'filing_number'), ('17-12-2022', 'filing_date'), ('παναγιώτη', 'litigant_first_name'), ('δαρμπάση', 'litigant_last_name'), ('πασχάλη', 'litigant_father_name'), ('024448869', 'litigant_tax_id'), ('χαλανδρίου αττικής (αγίου αντωνίου 108)', 'litigant_address'), ('τριμελές', 'court_composition'), ('διοικητικό πρωτοδικείο αθήνας', 'court_prosecutor_board'), ('25 απριλίου 2023', 'hearing_date')]
+  [FPs]: [('8 ιουνίου 2023', 'hearing_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 5] TEXT: Μιχαήλ και Σταματίας, στρατιωτικό ιατρό, κάτοικο Κορυδαλλού Αττικής (Μεγάλου Αλεξάνδρου 28 ΤΚ 18120)...
+--------------------------------------------------------------------------------
+
+[EXAMPLE 6] TEXT: συνθήκες κράτησης μου στη ΓΑΛΑ, όπως τις πληροφορήθηκε, την ίδια μέρα της διακομιδής μου στο 417 ΝΜΤ...
+--------------------------------------------------------------------------------
+
+[EXAMPLE 7] TEXT: διάστημα που αυτές παρασχέθηκαν, τις συνέπειες του περιστατικού και των συνθηκών της κράτησης μου, ό...
+  [FPs]: [('9 απριλίου 2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 8] TEXT: κι όταν παραπάνω ορίζεται και αφού αναγράψει όλα τα παραπάνω στην έκθεση επίδοσής του. Αθήνα 9 Απριλ...
+  [FPs]: [('9 απριλίου 2023', 'document_date')]
+  [FNs]: [('11.04.2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 9] TEXT: 1 ^ ΝοΠίΣΤΉΜίθ ^ > \ # . ΩΠΙΟΝ ΠΑΝΤΟΣ; apatqaoz ίΐνΤΕΛΗΤΗΣ 59_ - ΑΘΗΝΑ ΙΟΥ ΔΙΚΑΣΤΗΡΙΟΥ ΚΑΙ ΑΡΧΗΣ ΟΠΟ...
+  [TPs]: [('1045', 'filing_number'), ('07.07.2023', 'filing_date'), ('μαρίας', 'litigant_first_name'), ('πανταζάρ', 'litigant_last_name'), ('109776172', 'litigant_tax_id'), ('μονομελές', 'court_composition'), ('πρωτοδικείο χαλκιδικής', 'court_prosecutor_board'), ('8 αυγούστου 2023', 'hearing_date')]
+  [FNs]: [('νικολάου', 'litigant_father_name'), ('θεσσαλονίκης, οδός βλ. γαβριηλίδη αρ. 32', 'litigant_address')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 10] TEXT: 2023, ημέρα Τρίτη και ώρα 18: 00. Σας ΚΑΛΩ όπως παραστεΐτε κατά την εξέτασή της άλλως αυτή θα λάβει ...
+  [TPs]: [('3 αυγούστου 2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 11] TEXT: Ν. Σ. Κ. - ΚΥ Ι····Ι ! Ι1 ΚΛ 95089/05.07.2024 V2 | ΚΛΗΣΗ Ευστράτιου ΕΥΑΓΓΕΛΙΝΟΥ του Νικολάου και της...
+  [TPs]: [('ευστράτιου', 'litigant_first_name'), ('ευαγγελινου', 'litigant_last_name'), ('νικολάου', 'litigant_father_name')]
+  [FPs]: [('12-3-2024', 'filing_date'), ('037884158', 'litigant_tax_id'), ('μονομελούς', 'court_composition'), ('πρωτοδικείου ι. π. μεσολογγίου', 'court_prosecutor_board'), ('πρωτοδικείου μεσολογγίου', 'court_prosecutor_board'), ('10 ιουλίου του 2024', 'hearing_date')]
+  [FNs]: [('', 'litigant_tax_id'), ('δήμου ιπ μεσολογγίου με αφι 037884158. \\ κατα του ελληνικού δημοσίου, νομΐμως εκπροσωπούμενου από τον υπουργό οικονομικών, που', 'litigant_address'), ('ς δικηγόρου του πρωτοδικείου ι. π. μεσολογγίου, (με αμδσμ 20', 'hearing_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 12] TEXT: κάτοικο δ. δ. Αιτωλικού (περιοχή ΡΕΜΠΑΚΙΑ) του Δήμου Ι. Π. Μεσολογγίου, προς αντίκρουση δια της ένορ...
+  [FPs]: [('τμ', 'filing_number'), ('12-3-2024', 'filing_date'), ('μονομελούς', 'court_composition'), ('πρωτοδικείου μεσολογγίου', 'court_prosecutor_board'), ('4-7-2024', 'document_date')]
+  [FNs]: [('τ ας δικηγορος μ', 'filing_number'), ('εσολόγγι - αυγ, φάβρου 12 τηλ 2', 'filing_date'), ('', 'court_composition'), ('', 'court_prosecutor_board'), ('', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 13] TEXT: Vi | ΕΝΩΠΙΟΝ ΤΟΥ ΜΟΝΟΜΕΛΟΥΣ ΠΡΩΤΟΔΙΚΕΙΟΥ OELDmii/vL ΚΑΙ ΠΑΝΤΟΣ ΑΡΜΟΔΙΟΥ ΔΙΚΑΣΤΗΡΙΟΥ ΚΛΗΣΗ L Μιχαήλ Μ...
+  [TPs]: [('89', 'filing_number'), ('2022', 'filing_date'), ('μιχαήλ', 'litigant_first_name'), ('χριστόφορου', 'litigant_first_name'), ('μπεζα', 'litigant_last_name'), ('ζήκου', 'litigant_father_name'), ('031639326', 'litigant_tax_id'), ('027438833', 'litigant_tax_id'), ('μονομελούς', 'court_composition'), ('πρωτοδικείου θεσπρωτίας', 'court_prosecutor_board'), ('13-01-2023', 'hearing_date')]
+  [FNs]: [('τ. κ, ηγουμενίτσας (οδ. ευρυπίδου, αριθ. 3) - δήμου ηγουμενίτσας', 'litigant_address'), ('τκ. ηγουμενίτσας (ο & ευρυπίδου, αριθ. 3) - δήμου ηγουμενίτσας', 'litigant_address')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 14] TEXT: - Δήμου Ηγουμενίτσας - ΠΈ. Θεσπρωτίας, Συνταξιούχο ΟΓΑ 2, Σπυρίδων ΜΠΕΖΑ του Φωτίου και της Μαρίας, ...
+  [TPs]: [('29-01-2022', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 15] TEXT: ΓΝΩΣΤΟΠΟΙΗΣΗ ΚΑΙ ΠΡΟΣΚΛΗΣΗ ΝΣΚ ξ, Των: ΚΛ 155615/25.10.2023 1. Μαρίας Μπρούσα του Βασιλείου, κατοίκο...
+  [TPs]: [('μαρίας', 'litigant_first_name'), ('σταύρου', 'litigant_first_name'), ('σωτηρίου', 'litigant_first_name'), ('μπρούσα', 'litigant_last_name'), ('χαζηστρατή', 'litigant_last_name'), ('βασιλείου', 'litigant_father_name'), ('100462105', 'litigant_tax_id'), ('028550462', 'litigant_tax_id'), ('020927134', 'litigant_tax_id'), ('νικήσιανης του δήμου παγγαίου του νομού καβάλας', 'litigant_address'), ('06η - 11-2023', 'hearing_date')]
+  [FPs]: [('γεωργίου', 'litigant_first_name'), ('χατζηπέτρου', 'litigant_last_name'), ('εμμανουήλ', 'litigant_father_name'), ('δημητρίου', 'litigant_father_name'), ('042681097', 'litigant_tax_id'), ('131030422', 'litigant_tax_id'), ('πεδίου σύμης δωδεκανήσου', 'litigant_address')]
+  [FNs]: [('ρόδου δωδεκανήσου. επί της οδού καμήρου αριθμ. 11', 'litigant_address'), ('ρόδου δωδεκανήσου. επί της οδού ανω ηλιουπόλεως αριθμ. 63', 'litigant_address')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 16] TEXT: την 22“- 11-1950, κάτοικος Σύμης Δωδεκανήσου, συνταξιούχος αγρότισσα με Α. Δ. Τ. X 324815 και Α. Φ. ...
+  [TPs]: [('235', 'filing_number'), ('μονομελούς', 'court_composition'), ('πρωτοδικείουf 1 ρόδου', 'court_prosecutor_board'), ('06η - 11-2023', 'hearing_date')]
+  [FNs]: [('29 - ι •v. " · * j * j ί 4 - / 3 η· v " ι h, ti * h ϊ, θί - ■ \' 05-2023', 'filing_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 17] TEXT: που ανωτέρω ορίζεται, εφόσον το επιθυμείτε. Άλλως θα γίνει και εν απουσία σας. Αρμόδιος δικαστικός ε...
+  [TPs]: [('20-10-2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 18] TEXT: ΕΝΩΠΙΟΝ ΠΑΝΤΟΣ ΑΡΜΟΔΙΟΥ ΔΙΚΑΣΤΗΡΙΟΥ ϊ/2 ΚΛΗΣΗ ΓΙΑ ΕΞΕΤΑΣΗ ΜΑΡΤΥΡΩΝ (άρθρο 147 πσρ. 1, 150 παρ. 1 & 1...
+  [TPs]: [('πρ2842', 'filing_number'), ('ελευθερίου', 'litigant_first_name'), ('μεταξά', 'litigant_last_name'), ('ευαγγέλου', 'litigant_father_name'), ('119189422', 'litigant_tax_id'), ('μονομελές', 'court_composition'), ('διοικητικού πρωτοδικείου αθηνών', 'court_prosecutor_board'), ('24-01-2023', 'hearing_date')]
+  [FPs]: [('15-06-2021', 'filing_date')]
+  [FNs]: [('/15-06-2021', 'filing_date'), ('ν, ιωνίας αττικής, / (ηλιουπόλεως αρ 24-28)', 'litigant_address')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 19] TEXT: και ώρα 13: 30 (1: 30μμ) Φ ενώπιον του Συμβολαιογράφου Αθηνών με έδρα την Αθήνα (οδός Σ κουφά, αριθμ...
+  [TPs]: [('11 ιανουάριου 2023', 'document_date')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 20] TEXT: KA 18269 > 16.01, 2023 «1 ΚΛΗΣΗ ΕΠΙΔ09ΗΚΣ Σ·ΠΣ. . / () . Ιθ' . \ ΤρΊ3 H' mCPA fjfVlkjfli - ρ η ■ΟΥΛΙ...
+  [TPs]: [('90558', 'filing_number'), ('22-9-2022', 'filing_date'), ('παναγιώτη', 'litigant_father_name'), ('αφμ023885709', 'litigant_tax_id'), ('πατρών (οδός μαιζώνος αριθμ, 229)', 'litigant_address')]
+  [FPs]: [('χαρίκλειας', 'litigant_last_name')]
+  [FNs]: [('χαρίκλειας', 'litigant_first_name'), ('μπεσή', 'litigant_last_name'), ('προέδρου πρωτοδικών', 'court_composition'), ('πρωτοδικείου αθηνών', 'court_prosecutor_board')]
+--------------------------------------------------------------------------------
+
+[EXAMPLE 21] TEXT: προς απόδειξη των θεμάτων του ως άνω αναφερομένου ενδίκου βοηθήματος πρόκειται να εξετάσω ως μάρτυρα...
+  [TPs]: [('16 ιανοναρίου 2023', 'document_date')]
+  [FNs]: [('2 (γ του μηνάς ιανουάριου τρέχοντος έτους', 'hearing_date')]
+--------------------------------------------------------------------------------
+```

20260413-nsk-ner-witness_summons/best/adapter_config.json

@@ -0,0 +1,11 @@
+{
+  "adapter_type": "lora",
+  "adapter_version": "1.0",
+  "lora_r": 4,
+  "lora_alpha": 8.0,
+  "lora_dropout": 0.1,
+  "target_modules": [
+    "encoder"
+  ],
+  "created_at": "2026-04-13T00:06:53.039392Z"
+}

20260413-nsk-ner-witness_summons/best/adapter_weights.safetensors

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+size 2671392

20260413-nsk-ner-witness_summons/checkpoint-epoch-24/adapter_config.json

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+  "adapter_version": "1.0",
+  "lora_r": 4,
+  "lora_alpha": 8.0,
+  "lora_dropout": 0.1,
+  "target_modules": [
+    "encoder"
+  ],
+  "created_at": "2026-04-13T00:16:32.376219Z"
+}

20260413-nsk-ner-witness_summons/checkpoint-epoch-24/adapter_weights.safetensors

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20260413-nsk-ner-witness_summons/checkpoint-epoch-25/adapter_config.json

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+{
+  "adapter_type": "lora",
+  "adapter_version": "1.0",
+  "lora_r": 4,
+  "lora_alpha": 8.0,
+  "lora_dropout": 0.1,
+  "target_modules": [
+    "encoder"
+  ],
+  "created_at": "2026-04-13T00:17:12.216537Z"
+}

20260413-nsk-ner-witness_summons/checkpoint-epoch-25/adapter_weights.safetensors

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20260413-nsk-ner-witness_summons/final/adapter_config.json

@@ -0,0 +1,11 @@
+{
+  "adapter_type": "lora",
+  "adapter_version": "1.0",
+  "lora_r": 4,
+  "lora_alpha": 8.0,
+  "lora_dropout": 0.1,
+  "target_modules": [
+    "encoder"
+  ],
+  "created_at": "2026-04-13T00:17:12.221897Z"
+}

20260413-nsk-ner-witness_summons/final/adapter_weights.safetensors

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20260413-nsk-ner-witness_summons/train_eval_metrics_history.json

@@ -0,0 +1,2208 @@
+[
+    {
+        "eval_loss": 61.80423915663431,
+        "eval_classification_loss": 0.0,
+        "eval_structure_loss": 61.80423915663431,
+        "eval_count_loss": 0.0,
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+        "epoch": 0,
+        "f1": 0.2151898734177215,
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+        "recall": 0.13682092555331993,
+        "tp": 68,
+        "fp": 67,
+        "fn": 429,
+        "per_label": {
+            "court_composition": {
+                "f1": 0,
+                "precision": 0,
+                "recall": 0.0,
+                "count": 13
+            },
+            "court_prosecutor_board": {
+                "f1": 0.11111111111111112,
+                "precision": 0.25,
+                "recall": 0.07142857142857142,
+                "count": 14
+            },
+            "document_date": {
+                "f1": 0.28571428571428575,
+                "precision": 0.6666666666666666,
+                "recall": 0.18181818181818182,
+                "count": 11
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+            "filing_date": {
+                "f1": 0,
+                "precision": 0.0,
+                "recall": 0.0,
+                "count": 19
+            },
+            "filing_number": {
+                "f1": 0,
+                "precision": 0.0,
+                "recall": 0.0,
+                "count": 19
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+            "hearing_date": {
+                "f1": 0,
+                "precision": 0.0,
+                "recall": 0.0,
+                "count": 16
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+            "litigant_address": {
+                "f1": 0,
+                "precision": 0.0,
+                "recall": 0.0,
+                "count": 79
+            },
+            "litigant_father_name": {
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20260413-nsk-ner-witness_summons/training_config.json

@@ -0,0 +1,57 @@
+{
+  "output_dir": "data/models/nsk-ner-witness_summons",
+  "experiment_name": "nsk-ner-witness_summons",
+  "num_epochs": 25,
+  "max_steps": -1,
+  "batch_size": 1,
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+  "adam_beta1": 0.9,
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+  "warmup_steps": 0,
+  "num_cycles": 0.5,
+  "fp16": true,
+  "bf16": false,
+  "eval_strategy": "epoch",
+  "eval_steps": 500,
+  "save_total_limit": 2,
+  "save_best": true,
+  "metric_for_best": "eval_loss",
+  "greater_is_better": false,
+  "logging_steps": 5,
+  "logging_first_step": true,
+  "report_to_wandb": false,
+  "wandb_project": null,
+  "wandb_entity": null,
+  "wandb_run_name": null,
+  "wandb_tags": [],
+  "wandb_notes": null,
+  "early_stopping": false,
+  "early_stopping_patience": 3,
+  "early_stopping_threshold": 0.0,
+  "num_workers": 4,
+  "pin_memory": true,
+  "prefetch_factor": 2,
+  "seed": 42,
+  "deterministic": false,
+  "local_rank": -1,
+  "debug": false,
+  "max_train_samples": -1,
+  "max_eval_samples": -1,
+  "validate_data": true,
+  "use_lora": true,
+  "lora_r": 4,
+  "lora_alpha": 8.0,
+  "lora_dropout": 0.1,
+  "lora_target_modules": [
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+  "save_adapter_only": true
+}