Upload fine-tuned latin_PP-OCRv3_mobile_rec with metrics and plots

.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
+checkpoints/best_accuracy.pdopt filter=lfs diff=lfs merge=lfs -text
+checkpoints/best_accuracy.pdparams filter=lfs diff=lfs merge=lfs -text
+inference/inference.pdiparams filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,57 @@
+---
+license: apache-2.0
+library_name: paddleocr
+tags:
+  - ocr
+  - text-recognition
+  - paddleocr
+  - morocco
+  - bulletin-officiel
+  - latin
+  - french
+base_model: latin_PP-OCRv3_mobile_rec
+datasets:
+  - AvoCahDoe/morocco-bo-ocr-clean-line-crops
+---
+
+# Morocco BO OCR — Latin PP-OCRv3 Fine-tuned
+
+Fine-tuned `latin_PP-OCRv3_mobile_rec` on Moroccan Bulletin Officiel line crops ([dataset](https://huggingface.co/datasets/AvoCahDoe/morocco-bo-ocr-clean-line-crops)). Better suited for French/Latin BO text.
+
+## Training summary
+
+| Metric | Value |
+|--------|-------|
+| Best val accuracy | 0.9605 |
+| Peak eval val acc (log) | 0.9605 |
+| Early stopped | True |
+| Best eval index | 68 |
+| Base model | latin_PP-OCRv3_mobile_rec |
+| Profile | latin |
+
+## Usage (PaddleOCR)
+
+```python
+from paddleocr import TextRecognition
+
+rec = TextRecognition(
+    model_dir="path/to/inference",
+    model_name="latin_PP-OCRv3_mobile_rec",
+)
+result = rec.predict("line_crop.png")
+print(result)
+```
+
+## Repository layout
+
+```
+inference/          # Exported Paddle inference model
+checkpoints/        # best_accuracy training checkpoint
+metrics/            # training + eval JSON metrics
+plots/              # training and evaluation plots
+config.yml          # PaddleOCR training config snapshot
+```
+
+## Training artifacts
+
+See `metrics/` and `plots/` for full learning curves, early-stop state, and test-set OCR metrics.

checkpoints/best_accuracy.pdopt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4806a7acbf1346814407867996590a2eec03bca7cf4b2523318fc846bfb6c345
+size 111245538

checkpoints/best_accuracy.pdparams

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6263979d300cee46bddca5776fb0555909fa6462a319c9afee3ee52c7d44d371
+size 89287512

checkpoints/config.yml

@@ -0,0 +1,154 @@
+Global:
+  model_name: latin_PP-OCRv3_rec
+  debug: false
+  use_gpu: true
+  epoch_num: 50
+  log_smooth_window: 20
+  print_batch_step: 10
+  save_model_dir: ./output/rec_latin_finetune_clean
+  save_epoch_step: 5
+  eval_batch_step:
+  - 0
+  - 100
+  cal_metric_during_train: true
+  pretrained_model: ../MainOCR-engine/pretrained_models/PP-OCRv3_rec_latin/best_accuracy
+  checkpoints: null
+  save_inference_dir: ./inference/ocr_bo_latin_clean
+  use_visualdl: false
+  visualdl_log_dir: ./logs_clean/training_latin/vdl
+  infer_img: null
+  character_dict_path: ../MainOCR-engine/third_party/PaddleOCR/ppocr/utils/dict/latin_dict.txt
+  max_text_length: 40
+  infer_mode: false
+  use_space_char: true
+  distributed: false
+  save_res_path: ./output/rec_latin_finetune_clean/predicts.txt
+  d2s_train_image_shape:
+  - 3
+  - 48
+  - 384
+Optimizer:
+  name: Adam
+  beta1: 0.9
+  beta2: 0.999
+  lr:
+    name: Cosine
+    learning_rate: 0.0005
+    warmup_epoch: 2
+  regularizer:
+    name: L2
+    factor: 3.0e-05
+Architecture:
+  model_type: rec
+  algorithm: SVTR_LCNet
+  Transform: null
+  Backbone:
+    name: MobileNetV1Enhance
+    scale: 0.5
+    last_conv_stride:
+    - 1
+    - 2
+    last_pool_type: avg
+    last_pool_kernel_size:
+    - 2
+    - 2
+  Head:
+    name: MultiHead
+    head_list:
+    - CTCHead:
+        Neck:
+          name: svtr
+          dims: 64
+          depth: 2
+          hidden_dims: 120
+          use_guide: true
+        Head:
+          fc_decay: 1.0e-05
+    - SARHead:
+        enc_dim: 512
+        max_text_length: 40
+Loss:
+  name: MultiLoss
+  loss_config_list:
+  - CTCLoss: null
+  - SARLoss: null
+PostProcess:
+  name: CTCLabelDecode
+Metric:
+  name: RecMetric
+  main_indicator: acc
+  ignore_space: false
+Train:
+  dataset:
+    name: MultiScaleDataSet
+    ds_width: false
+    data_dir: ./data/rec_clean/
+    ext_op_transform_idx: 1
+    label_file_list:
+    - ./data/rec_clean/rec_gt_train.txt
+    transforms:
+    - DecodeImage:
+        img_mode: BGR
+        channel_first: false
+    - RecConAug:
+        prob: 0.5
+        ext_data_num: 2
+        image_shape:
+        - 48
+        - 384
+        - 3
+        max_text_length: 40
+    - RecAug: null
+    - MultiLabelEncode: null
+    - KeepKeys:
+        keep_keys:
+        - image
+        - label_ctc
+        - label_sar
+        - length
+        - valid_ratio
+  sampler:
+    name: MultiScaleSampler
+    scales:
+    - - 384
+      - 48
+    first_bs: 24
+    fix_bs: true
+    divided_factor:
+    - 8
+    - 16
+    is_training: true
+  loader:
+    shuffle: true
+    batch_size_per_card: 24
+    drop_last: true
+    num_workers: 0
+Eval:
+  dataset:
+    name: SimpleDataSet
+    data_dir: ./data/rec_clean/
+    label_file_list:
+    - ./data/rec_clean/rec_gt_val.txt
+    transforms:
+    - DecodeImage:
+        img_mode: BGR
+        channel_first: false
+    - MultiLabelEncode: null
+    - RecResizeImg:
+        image_shape:
+        - 3
+        - 48
+        - 384
+    - KeepKeys:
+        keep_keys:
+        - image
+        - label_ctc
+        - label_sar
+        - length
+        - valid_ratio
+  loader:
+    shuffle: false
+    drop_last: false
+    batch_size_per_card: 24
+    num_workers: 0
+profiler_options: null

inference/README.md

@@ -0,0 +1,25 @@
+# Latin PP-OCRv3 — Inference model
+
+Exported from `output/rec_latin_finetune_clean/best_accuracy`.
+
+| Field | Value |
+|-------|-------|
+| Profile | `latin` |
+| PaddleOCR name | `latin_PP-OCRv3_mobile_rec` |
+| Dict | `latin_dict.txt` |
+| Input shape | 48×384 |
+
+```python
+from paddleocr import TextRecognition
+
+rec = TextRecognition(model_dir=".", model_name="latin_PP-OCRv3_mobile_rec")
+```
+
+**Export** (if this folder is empty or outdated):
+
+```bash
+cd MainOCR-engine_clean
+../RegionProposal/.venv/Scripts/python.exe scripts/07_export_model_clean.py --profile latin
+```
+
+See also: [../../output/rec_latin_finetune_clean/README.md](../../output/rec_latin_finetune_clean/README.md)

inference/inference.pdiparams

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fa6f22a8b2a669c7d5b4dfd2607491abd4cd2467adf7077c9cc70ce8c47b61d9
+size 8940218

inference/inference.yml

@@ -0,0 +1,227 @@
+Global:
+  model_name: latin_PP-OCRv3_rec
+Hpi:
+  backend_configs:
+    paddle_infer:
+      trt_dynamic_shapes: &id001
+        x:
+        - - 1
+          - 3
+          - 48
+          - 160
+        - - 1
+          - 3
+          - 48
+          - 320
+        - - 8
+          - 3
+          - 48
+          - 3200
+    tensorrt:
+      dynamic_shapes: *id001
+PreProcess:
+  transform_ops:
+  - DecodeImage:
+      channel_first: false
+      img_mode: BGR
+  - MultiLabelEncode: null
+  - RecResizeImg:
+      image_shape:
+      - 3
+      - 48
+      - 384
+  - KeepKeys:
+      keep_keys:
+      - image
+      - label_ctc
+      - label_sar
+      - length
+      - valid_ratio
+PostProcess:
+  name: CTCLabelDecode
+  character_dict:
+  - ' '
+  - '!'
+  - '"'
+  - '#'
+  - $
+  - '%'
+  - '&'
+  - ''''
+  - (
+  - )
+  - '*'
+  - +
+  - ','
+  - '-'
+  - .
+  - /
+  - '0'
+  - '1'
+  - '2'
+  - '3'
+  - '4'
+  - '5'
+  - '6'
+  - '7'
+  - '8'
+  - '9'
+  - ':'
+  - ;
+  - <
+  - '='
+  - '>'
+  - '?'
+  - '@'
+  - A
+  - B
+  - C
+  - D
+  - E
+  - F
+  - G
+  - H
+  - I
+  - J
+  - K
+  - L
+  - M
+  - N
+  - O
+  - P
+  - Q
+  - R
+  - S
+  - T
+  - U
+  - V
+  - W
+  - X
+  - Y
+  - Z
+  - '['
+  - ']'
+  - _
+  - '`'
+  - a
+  - b
+  - c
+  - d
+  - e
+  - f
+  - g
+  - h
+  - i
+  - j
+  - k
+  - l
+  - m
+  - n
+  - o
+  - p
+  - q
+  - r
+  - s
+  - t
+  - u
+  - v
+  - w
+  - x
+  - y
+  - z
+  - '{'
+  - '}'
+  - ¡
+  - £
+  - §
+  - ª
+  - «
+  - ­
+  - °
+  - ²
+  - ³
+  - ´
+  - µ
+  - ·
+  - º
+  - »
+  - ¿
+  - À
+  - Á
+  - Â
+  - Ä
+  - Å
+  - Ç
+  - È
+  - É
+  - Ê
+  - Ë
+  - Ì
+  - Í
+  - Î
+  - Ï
+  - Ò
+  - Ó
+  - Ô
+  - Õ
+  - Ö
+  - Ú
+  - Ü
+  - Ý
+  - ß
+  - à
+  - á
+  - â
+  - ã
+  - ä
+  - å
+  - æ
+  - ç
+  - è
+  - é
+  - ê
+  - ë
+  - ì
+  - í
+  - î
+  - ï
+  - ñ
+  - ò
+  - ó
+  - ô
+  - õ
+  - ö
+  - ø
+  - ù
+  - ú
+  - û
+  - ü
+  - ý
+  - ą
+  - Ć
+  - ć
+  - Č
+  - č
+  - Đ
+  - đ
+  - ę
+  - ı
+  - Ł
+  - ł
+  - ō
+  - Œ
+  - œ
+  - Š
+  - š
+  - Ÿ
+  - Ž
+  - ž
+  - ʒ
+  - β
+  - δ
+  - ε
+  - з
+  - Ṡ
+  - ‘
+  - €
+  - ™

metrics/early_stop.json

@@ -0,0 +1,13 @@
+{
+  "best_acc": 0.9604700829047272,
+  "best_eval": 68,
+  "eval_count": 79,
+  "evals_without_improve": 10,
+  "patience": 10,
+  "min_delta": 0.001,
+  "stopped_early": true,
+  "profile": "latin",
+  "smoke_test": false,
+  "exit_code": 1,
+  "early_stop_enabled": true
+}

metrics/metrics.json

@@ -0,0 +1,4358 @@
+{
+  "steps": [
+    10,
+    20,
+    30,
+    40,
+    50,
+    60,
+    70,
+    80,
+    90,
+    100,
+    110,
+    120,
+    130,
+    140,
+    150,
+    160,
+    170,
+    180,
+    190,
+    200,
+    210,
+    220,
+    230,
+    240,
+    250,
+    260,
+    270,
+    280,
+    290,
+    300,
+    310,
+    320,
+    330,
+    340,
+    350,
+    360,
+    370,
+    380,
+    390,
+    400,
+    410,
+    420,
+    430,
+    440,
+    450,
+    460,
+    470,
+    480,
+    490,
+    500,
+    510,
+    520,
+    530,
+    540,
+    550,
+    560,
+    570,
+    580,
+    590,
+    600,
+    610,
+    620,
+    630,
+    640,
+    650,
+    660,
+    670,
+    680,
+    690,
+    700,
+    710,
+    720,
+    730,
+    740,
+    750,
+    760,
+    770,
+    780,
+    790,
+    800,
+    810,
+    820,
+    830,
+    840,
+    850,
+    860,
+    870,
+    880,
+    890,
+    900,
+    910,
+    920,
+    930,
+    940,
+    950,
+    960,
+    970,
+    980,
+    990,
+    1000,
+    1010,
+    1020,
+    1030,
+    1040,
+    1050,
+    1060,
+    1070,
+    1080,
+    1090,
+    1100,
+    1110,
+    1120,
+    1130,
+    1140,
+    1150,
+    1160,
+    1170,
+    1180,
+    1190,
+    1200,
+    1210,
+    1220,
+    1230,
+    1240,
+    1250,
+    1260,
+    1270,
+    1280,
+    1290,
+    1300,
+    1310,
+    1320,
+    1330,
+    1340,
+    1350,
+    1360,
+    1370,
+    1380,
+    1390,
+    1400,
+    1410,
+    1420,
+    1430,
+    1440,
+    1450,
+    1460,
+    1470,
+    1480,
+    1490,
+    1500,
+    1510,
+    1520,
+    1530,
+    1540,
+    1550,
+    1560,
+    1570,
+    1580,
+    1590,
+    1600,
+    1610,
+    1620,
+    1630,
+    1640,
+    1650,
+    1660,
+    1670,
+    1680,
+    1690,
+    1700,
+    1710,
+    1720,
+    1730,
+    1740,
+    1750,
+    1760,
+    1770,
+    1780,
+    1790,
+    1800,
+    1810,
+    1820,
+    1830,
+    1840,
+    1850,
+    1860,
+    1870,
+    1880,
+    1890,
+    1900,
+    1910,
+    1920,
+    1930,
+    1940,
+    1950,
+    1960,
+    1970,
+    1980,
+    1990,
+    2000,
+    2010,
+    2020,
+    2030,
+    2040,
+    2050,
+    2060,
+    2070,
+    2080,
+    2090,
+    2100,
+    2110,
+    2120,
+    2130,
+    2140,
+    2150,
+    2160,
+    2170,
+    2180,
+    2190,
+    2200,
+    2210,
+    2220,
+    2230,
+    2240,
+    2250,
+    2260,
+    2270,
+    2280,
+    2290,
+    2300,
+    2310,
+    2320,
+    2330,
+    2340,
+    2350,
+    2360,
+    2370,
+    2380,
+    2390,
+    2400,
+    2410,
+    2420,
+    2430,
+    2440,
+    2450,
+    2460,
+    2470,
+    2480,
+    2490,
+    2500,
+    2510,
+    2520,
+    2530,
+    2540,
+    2550,
+    2560,
+    2570,
+    2580,
+    2590,
+    2600,
+    2610,
+    2620,
+    2630,
+    2640,
+    2650,
+    2660,
+    2670,
+    2680,
+    2690,
+    2700,
+    2710,
+    2720,
+    2730,
+    2740,
+    2750,
+    2760,
+    2770,
+    2780,
+    2790,
+    2800,
+    2810,
+    2820,
+    2830,
+    2840,
+    2850,
+    2860,
+    2870,
+    2880,
+    2890,
+    2900,
+    2910,
+    2920,
+    2930,
+    2940,
+    2950,
+    2960,
+    2970,
+    2980,
+    2990,
+    3000,
+    3010,
+    3020,
+    3030,
+    3040,
+    3050,
+    3060,
+    3070,
+    3080,
+    3090,
+    3100,
+    3110,
+    3120,
+    3130,
+    3140,
+    3150,
+    3160,
+    3170,
+    3180,
+    3190,
+    3200,
+    3210,
+    3220,
+    3230,
+    3240,
+    3250,
+    3260,
+    3270,
+    3280,
+    3290,
+    3300,
+    3310,
+    3320,
+    3330,
+    3340,
+    3350,
+    3360,
+    3370,
+    3380,
+    3390,
+    3400,
+    3410,
+    3420,
+    3430,
+    3440,
+    3450,
+    3460,
+    3470,
+    3480,
+    3490,
+    3500,
+    3510,
+    3520,
+    3530,
+    3540,
+    3550,
+    3560,
+    3570,
+    3580,
+    3590,
+    3600,
+    3610,
+    3620,
+    3630,
+    3640,
+    3650,
+    3660,
+    3670,
+    3680,
+    3690,
+    3700,
+    3710,
+    3720,
+    3730,
+    3740,
+    3750,
+    3760,
+    3770,
+    3780,
+    3790,
+    3800,
+    3810,
+    3820,
+    3830,
+    3840,
+    3850,
+    3860,
+    3870,
+    3880,
+    3890,
+    3900,
+    3910,
+    3920,
+    3930,
+    3940,
+    3950,
+    3960,
+    3970,
+    3980,
+    3990,
+    4000,
+    4010,
+    4020,
+    4030,
+    4040,
+    4050,
+    4060,
+    4070,
+    4080,
+    4090,
+    4100,
+    4110,
+    4120,
+    4130,
+    4140,
+    4150,
+    4160,
+    4170,
+    4180,
+    4190,
+    4200,
+    4210,
+    4220,
+    4230,
+    4240,
+    4250,
+    4260,
+    4270,
+    4280,
+    4290,
+    4300,
+    4310,
+    4320,
+    4330,
+    4340,
+    4350,
+    4360,
+    4370,
+    4380,
+    4390,
+    4400,
+    4410,
+    4420,
+    4430,
+    4440,
+    4450,
+    4460,
+    4470,
+    4480,
+    4490,
+    4500,
+    4510,
+    4520,
+    4530,
+    4540,
+    4550,
+    4560,
+    4570,
+    4580,
+    4590,
+    4600,
+    4610,
+    4620,
+    4630,
+    4640,
+    4650,
+    4660,
+    4670,
+    4680,
+    4690,
+    4700,
+    4710,
+    4720,
+    4730,
+    4740,
+    4750,
+    4760,
+    4770,
+    4780,
+    4790,
+    4800,
+    4810,
+    4820,
+    4830,
+    4840,
+    4850,
+    4860,
+    4870,
+    4880,
+    4890,
+    4900,
+    4910,
+    4920,
+    4930,
+    4940,
+    4950,
+    4960,
+    4970,
+    4980,
+    4990,
+    5000,
+    5010,
+    5020,
+    5030,
+    5040,
+    5050,
+    5060,
+    5070,
+    5080,
+    5090,
+    5100,
+    5110,
+    5120,
+    5130,
+    5140,
+    5150,
+    5160,
+    5170,
+    5180,
+    5190,
+    5200,
+    5210,
+    5220,
+    5230,
+    5240,
+    5250,
+    5260,
+    5270,
+    5280,
+    5290,
+    5300,
+    5310,
+    5320,
+    5330,
+    5340,
+    5350,
+    5360,
+    5370,
+    5380,
+    5390,
+    5400,
+    5410,
+    5420,
+    5430,
+    5440,
+    5450,
+    5460,
+    5470,
+    5480,
+    5490,
+    5500,
+    5510,
+    5520,
+    5530,
+    5540,
+    5550,
+    5560,
+    5570,
+    5580,
+    5590,
+    5600,
+    5610,
+    5620,
+    5630,
+    5640,
+    5650,
+    5660,
+    5670,
+    5680,
+    5690,
+    5700,
+    5710,
+    5720,
+    5730,
+    5740,
+    5750,
+    5760,
+    5770,
+    5780,
+    5790,
+    5800,
+    5810,
+    5820,
+    5830,
+    5840,
+    5850,
+    5860,
+    5870,
+    5880,
+    5890,
+    5900,
+    5910,
+    5920,
+    5930,
+    5940,
+    5950,
+    5960,
+    5970,
+    5980,
+    5990,
+    6000,
+    6010,
+    6020,
+    6030,
+    6040,
+    6050,
+    6060,
+    6070,
+    6080,
+    6090,
+    6100,
+    6110,
+    6120,
+    6130,
+    6140,
+    6150,
+    6160,
+    6170,
+    6180,
+    6190,
+    6200,
+    6210,
+    6220,
+    6230,
+    6240,
+    6250,
+    6260,
+    6270,
+    6280,
+    6290,
+    6300,
+    6310,
+    6320,
+    6330,
+    6340,
+    6350,
+    6360,
+    6370,
+    6380,
+    6390,
+    6400,
+    6410,
+    6420,
+    6430,
+    6440,
+    6450,
+    6460,
+    6470,
+    6480,
+    6490,
+    6500,
+    6510,
+    6520,
+    6530,
+    6540,
+    6550,
+    6560,
+    6570,
+    6580,
+    6590,
+    6600,
+    6610,
+    6620,
+    6630,
+    6640,
+    6650,
+    6660,
+    6670,
+    6680,
+    6690,
+    6700,
+    6710,
+    6720,
+    6730,
+    6740,
+    6750,
+    6760,
+    6770,
+    6780,
+    6790,
+    6800,
+    6810,
+    6820,
+    6830,
+    6840,
+    6850,
+    6860,
+    6870,
+    6880,
+    6890,
+    6900,
+    6910,
+    6920,
+    6930,
+    6940,
+    6950,
+    6960,
+    6970,
+    6980,
+    6990,
+    7000,
+    7010,
+    7020,
+    7030,
+    7040,
+    7050,
+    7060,
+    7070,
+    7080,
+    7090,
+    7100,
+    7110,
+    7120,
+    7130,
+    7140,
+    7150,
+    7160,
+    7170,
+    7180,
+    7190,
+    7200,
+    7210,
+    7220,
+    7230,
+    7240,
+    7250,
+    7260,
+    7270,
+    7280,
+    7290,
+    7300,
+    7310,
+    7320,
+    7330,
+    7340,
+    7350,
+    7360,
+    7370,
+    7380,
+    7390,
+    7400,
+    7410,
+    7420,
+    7430,
+    7440,
+    7450,
+    7460,
+    7470,
+    7480,
+    7490,
+    7500,
+    7510,
+    7520,
+    7530,
+    7540,
+    7550,
+    7560,
+    7570,
+    7580,
+    7590,
+    7600,
+    7610,
+    7620,
+    7630,
+    7640,
+    7650,
+    7660,
+    7670,
+    7680,
+    7690,
+    7700,
+    7710,
+    7720,
+    7730,
+    7740,
+    7750,
+    7760,
+    7770,
+    7780,
+    7790,
+    7800,
+    7810,
+    7820,
+    7830,
+    7840,
+    7850,
+    7860,
+    7870,
+    7880,
+    7890,
+    7900
+  ],
+  "epochs": [
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    1,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2,
+    2
+  ],
+  "train_loss": [
+    84.970341,
+    99.165726,
+    108.171333,
+    100.614349,
+    125.980686,
+    94.727295,
+    80.16748,
+    100.725407,
+    99.386223,
+    100.345013,
+    95.26157,
+    91.4338,
+    95.188557,
+    90.182655,
+    73.353924,
+    70.571449,
+    81.085369,
+    82.939102,
+    74.330074,
+    87.696823,
+    87.291119,
+    82.373188,
+    82.297123,
+    79.263577,
+    72.974819,
+    68.104305,
+    65.669888,
+    59.558149,
+    70.677788,
+    68.75835,
+    56.99317,
+    55.241463,
+    50.788893,
+    57.675873,
+    63.151745,
+    62.496353,
+    57.532274,
+    38.459129,
+    37.368732,
+    44.875706,
+    59.927422,
+    41.204819,
+    41.204819,
+    41.523352,
+    32.618687,
+    30.48506,
+    29.599687,
+    32.513108,
+    34.061934,
+    29.259863,
+    27.368241,
+    26.204964,
+    27.699052,
+    22.901592,
+    26.374748,
+    28.365212,
+    27.419627,
+    23.525218,
+    23.559914,
+    22.905809,
+    18.983194,
+    20.101909,
+    21.770766,
+    19.792754,
+    19.898533,
+    20.1943,
+    20.475023,
+    21.159413,
+    20.75589,
+    17.151951,
+    16.587315,
+    18.01618,
+    16.889559,
+    13.918022,
+    14.169352,
+    15.236419,
+    13.917794,
+    13.706084,
+    14.819467,
+    14.819467,
+    13.943256,
+    12.621706,
+    11.767017,
+    13.120678,
+    13.550945,
+    11.30601,
+    11.046482,
+    12.578213,
+    11.416236,
+    10.641526,
+    11.34755,
+    9.987109,
+    8.968349,
+    10.909222,
+    11.441547,
+    12.311341,
+    11.616193,
+    9.318197,
+    10.189148,
+    9.351645,
+    9.615799,
+    12.223042,
+    10.415738,
+    10.398324,
+    11.307407,
+    12.04342,
+    10.289937,
+    11.349315,
+    13.028933,
+    11.937884,
+    10.167441,
+    10.662782,
+    10.886678,
+    9.605803,
+    9.36241,
+    9.372865,
+    9.129924,
+    9.129924,
+    10.079989,
+    9.280921,
+    9.377092,
+    10.697008,
+    10.601555,
+    9.465825,
+    9.594263,
+    8.613868,
+    7.631086,
+    8.645,
+    8.641752,
+    8.349474,
+    10.524514,
+    9.087062,
+    7.557078,
+    8.316102,
+    8.316102,
+    7.930865,
+    7.930865,
+    8.425735,
+    9.868763,
+    9.656938,
+    7.858681,
+    7.326631,
+    5.92118,
+    6.388878,
+    7.291571,
+    8.099923,
+    7.922951,
+    8.022963,
+    7.847466,
+    6.953981,
+    6.449149,
+    6.449149,
+    6.773026,
+    6.238335,
+    7.488822,
+    9.71174,
+    8.312138,
+    9.546554,
+    6.964136,
+    5.975943,
+    7.939304,
+    7.871991,
+    6.634951,
+    8.016206,
+    8.644119,
+    7.218629,
+    7.327266,
+    8.390513,
+    8.511987,
+    8.255313,
+    7.118781,
+    6.186404,
+    7.1402,
+    9.310662,
+    9.111452,
+    6.331125,
+    5.957324,
+    6.246766,
+    6.50672,
+    7.007193,
+    7.434213,
+    8.296576,
+    7.827616,
+    6.010337,
+    5.614619,
+    6.570845,
+    6.653468,
+    5.781894,
+    5.82442,
+    5.704558,
+    5.650449,
+    5.953416,
+    5.685623,
+    5.685623,
+    5.268351,
+    5.510364,
+    7.158641,
+    6.831647,
+    5.126719,
+    4.292493,
+    4.714844,
+    5.763324,
+    5.444256,
+    5.565357,
+    5.984904,
+    6.624934,
+    7.172494,
+    7.195298,
+    5.251644,
+    5.307374,
+    5.491353,
+    6.670192,
+    7.005204,
+    6.680163,
+    5.491163,
+    6.27784,
+    6.554329,
+    5.11873,
+    5.226018,
+    5.292206,
+    5.848331,
+    6.85342,
+    6.463895,
+    6.040617,
+    6.665603,
+    6.218794,
+    5.63366,
+    5.5922,
+    5.846967,
+    7.561295,
+    7.031994,
+    6.289775,
+    6.603662,
+    6.603662,
+    4.818075,
+    4.539071,
+    5.193233,
+    6.564438,
+    5.85489,
+    5.548629,
+    5.57757,
+    5.971506,
+    3.872001,
+    3.312484,
+    6.158671,
+    6.996,
+    4.970152,
+    5.105383,
+    5.454511,
+    5.242738,
+    5.565552,
+    6.796027,
+    6.012765,
+    5.46602,
+    4.927199,
+    4.088342,
+    4.550141,
+    4.716236,
+    4.605205,
+    5.744208,
+    5.600612,
+    5.784777,
+    5.311412,
+    5.340643,
+    6.15173,
+    6.25947,
+    6.030196,
+    6.123822,
+    5.093437,
+    5.2434,
+    5.016777,
+    4.065343,
+    5.364386,
+    4.547917,
+    4.112431,
+    4.378831,
+    4.46018,
+    6.566124,
+    6.15174,
+    6.041156,
+    6.936092,
+    6.167825,
+    4.949268,
+    4.34167,
+    5.058079,
+    5.586015,
+    5.398968,
+    5.079924,
+    4.80417,
+    5.395831,
+    6.082042,
+    5.907258,
+    5.4555,
+    3.849069,
+    3.635417,
+    4.512247,
+    4.801329,
+    4.701861,
+    5.315771,
+    3.395795,
+    3.47203,
+    4.553518,
+    4.936673,
+    5.214386,
+    4.629468,
+    4.170567,
+    4.939161,
+    4.329915,
+    4.199703,
+    4.991542,
+    5.786382,
+    4.152583,
+    4.058404,
+    4.698394,
+    4.069263,
+    3.689944,
+    4.607894,
+    6.414311,
+    5.517084,
+    3.601004,
+    4.764454,
+    5.087114,
+    5.115161,
+    3.658994,
+    3.658994,
+    5.299954,
+    5.299954,
+    4.736905,
+    4.130428,
+    4.422953,
+    4.950774,
+    6.945732,
+    5.608188,
+    5.497662,
+    5.877025,
+    3.974258,
+    3.702655,
+    3.771786,
+    4.329125,
+    5.297782,
+    4.937012,
+    3.676655,
+    4.374852,
+    4.511056,
+    4.175037,
+    4.506413,
+    4.052841,
+    4.10068,
+    4.740378,
+    4.819907,
+    4.092356,
+    4.175516,
+    3.827839,
+    4.505764,
+    4.59255,
+    4.267567,
+    4.601001,
+    4.601001,
+    4.486877,
+    4.866142,
+    4.943033,
+    3.950559,
+    4.975323,
+    5.673543,
+    3.970778,
+    2.737321,
+    3.583638,
+    4.688256,
+    3.684274,
+    3.546387,
+    3.47099,
+    4.257686,
+    4.126776,
+    3.536983,
+    5.349633,
+    5.349633,
+    4.630964,
+    4.432065,
+    4.822278,
+    4.102119,
+    4.102119,
+    4.464929,
+    4.118216,
+    2.848691,
+    2.858988,
+    3.184957,
+    3.207685,
+    4.260819,
+    4.463031,
+    4.42115,
+    5.913231,
+    5.36959,
+    4.658434,
+    4.727275,
+    5.197064,
+    6.113872,
+    7.16997,
+    5.305084,
+    4.276801,
+    4.04977,
+    4.04977,
+    5.248456,
+    5.248456,
+    3.694949,
+    3.694949,
+    2.721384,
+    4.144653,
+    4.438808,
+    3.418168,
+    3.707582,
+    4.157907,
+    3.867701,
+    3.416613,
+    3.089335,
+    4.259619,
+    4.39762,
+    3.849849,
+    3.49887,
+    3.762064,
+    3.762064,
+    4.512348,
+    4.495731,
+    4.547916,
+    4.547916,
+    3.823491,
+    3.823491,
+    2.334148,
+    2.33641,
+    3.858585,
+    4.284089,
+    4.474269,
+    4.516671,
+    5.123715,
+    5.01569,
+    3.764438,
+    5.39098,
+    3.643016,
+    2.387824,
+    3.433092,
+    3.012605,
+    3.158146,
+    4.623852,
+    4.117934,
+    3.039732,
+    3.86447,
+    4.390605,
+    4.037357,
+    3.501115,
+    3.872021,
+    4.634186,
+    4.403306,
+    3.624857,
+    3.280753,
+    4.265137,
+    3.44217,
+    2.969307,
+    3.05242,
+    2.931373,
+    3.20112,
+    4.131454,
+    4.732901,
+    4.694252,
+    4.172768,
+    4.740354,
+    5.501737,
+    3.554725,
+    3.412836,
+    2.645841,
+    2.817385,
+    3.03581,
+    3.46549,
+    3.432558,
+    2.771227,
+    3.337244,
+    3.018475,
+    4.170155,
+    4.610901,
+    3.548569,
+    3.925813,
+    3.713657,
+    2.413588,
+    1.904132,
+    4.358094,
+    3.413503,
+    2.517408,
+    3.323466,
+    4.333679,
+    3.2492,
+    3.131776,
+    3.123279,
+    3.532081,
+    4.964696,
+    5.704394,
+    6.237959,
+    4.130219,
+    4.097789,
+    3.943897,
+    2.465525,
+    2.060349,
+    2.505882,
+    4.575934,
+    4.182641,
+    3.79011,
+    3.511639,
+    3.285063,
+    2.512464,
+    3.899423,
+    4.391441,
+    3.810573,
+    3.789626,
+    3.712085,
+    4.622949,
+    4.782453,
+    3.561412,
+    3.75903,
+    4.600189,
+    4.521392,
+    4.528184,
+    2.924039,
+    2.670064,
+    3.556608,
+    4.179087,
+    3.126493,
+    3.622078,
+    3.531054,
+    3.286475,
+    3.815174,
+    3.772027,
+    4.732986,
+    4.87416,
+    2.731569,
+    2.79814,
+    3.558554,
+    4.86814,
+    3.340749,
+    2.340751,
+    3.655264,
+    3.869387,
+    3.528164,
+    3.092631,
+    2.735486,
+    2.878722,
+    3.932581,
+    3.478398,
+    3.554208,
+    4.78745,
+    2.903795,
+    2.472352,
+    2.918499,
+    4.518248,
+    5.298985,
+    4.398789,
+    4.398789,
+    3.128171,
+    3.128171,
+    3.305667,
+    3.321756,
+    3.690175,
+    3.815639,
+    3.726977,
+    3.682823,
+    3.119931,
+    2.598025,
+    4.406536,
+    3.80081,
+    3.536726,
+    2.54896,
+    2.037092,
+    2.384977,
+    2.594568,
+    2.477229,
+    3.10704,
+    3.81245,
+    3.513285,
+    3.015234,
+    3.104657,
+    3.881364,
+    4.260904,
+    3.417316,
+    3.417316,
+    4.310883,
+    3.409553,
+    3.790431,
+    3.684669,
+    2.594869,
+    2.470874,
+    3.870709,
+    3.936461,
+    3.470521,
+    3.308759,
+    2.814776,
+    2.695875,
+    3.81686,
+    3.312531,
+    3.818796,
+    4.184017,
+    3.510909,
+    3.612901,
+    3.561349,
+    3.395932,
+    2.792317,
+    2.978013,
+    3.087173,
+    2.573036,
+    3.086605,
+    2.614511,
+    3.603458,
+    3.503457,
+    2.573348,
+    2.72787,
+    3.399921,
+    3.306095,
+    3.088931,
+    3.096315,
+    2.985762,
+    2.933526,
+    3.093147,
+    3.128011,
+    3.436059,
+    2.579799,
+    3.097452,
+    3.954118,
+    3.093059,
+    2.837994,
+    2.844493,
+    3.114493,
+    3.166039,
+    3.228272,
+    3.093602,
+    2.875578,
+    2.575698,
+    3.519054,
+    3.19582,
+    3.289821,
+    3.999049,
+    4.052257,
+    2.922482,
+    3.34536,
+    3.125329,
+    1.9855,
+    2.288913,
+    2.40491,
+    2.919148,
+    2.485098,
+    2.485098,
+    3.344157,
+    3.30093,
+    3.920857,
+    4.541832,
+    2.72826,
+    3.47412,
+    4.173381,
+    4.128085,
+    3.32326,
+    2.794711,
+    2.447644,
+    3.720096,
+    3.55946,
+    3.616197,
+    3.807901,
+    3.448821,
+    2.1424,
+    3.301537,
+    3.850278,
+    3.963688,
+    3.092614,
+    2.6876,
+    2.609586,
+    2.742415,
+    2.924796,
+    3.135783,
+    3.640293,
+    3.261518,
+    2.654902,
+    2.370736,
+    2.286349,
+    3.120858,
+    3.671656,
+    3.618615,
+    3.685995,
+    3.750027,
+    3.078079,
+    2.630033,
+    2.743579,
+    3.004836,
+    3.203873,
+    3.382546,
+    3.812202,
+    3.220861,
+    2.836257,
+    2.986458,
+    2.800201,
+    2.702946,
+    2.829804,
+    2.508268,
+    3.270863,
+    3.026732,
+    2.693782,
+    3.368538,
+    3.166775,
+    3.256716,
+    3.357678,
+    2.471946,
+    2.5393,
+    3.159364,
+    3.377976,
+    3.578696,
+    3.357693,
+    2.893004,
+    2.095491,
+    2.012582,
+    2.761506,
+    3.052646,
+    3.944488,
+    3.248125,
+    2.706341,
+    2.646493,
+    2.959075,
+    3.565971,
+    3.079856,
+    2.279231,
+    2.18769,
+    2.282078,
+    3.117981,
+    3.356874,
+    3.777904,
+    3.719176,
+    3.653715,
+    3.577546,
+    3.541688,
+    3.271116,
+    2.545448,
+    2.548577,
+    1.766684,
+    1.366304,
+    2.583936,
+    3.341308,
+    2.379747,
+    1.916483,
+    3.090752,
+    3.029556,
+    2.720622,
+    3.128485,
+    2.954716,
+    3.015365,
+    2.428703,
+    2.428703,
+    2.965244,
+    1.822194,
+    2.582621,
+    2.768405,
+    2.746994,
+    3.092806,
+    3.721068,
+    3.313203,
+    4.285365,
+    4.192741,
+    2.745561,
+    2.763687,
+    3.207701,
+    3.432725,
+    3.431018,
+    2.659014,
+    3.109651,
+    3.701761,
+    2.29263,
+    2.085772,
+    2.200374,
+    3.910505,
+    4.395886,
+    2.458478,
+    2.164809,
+    3.376103,
+    3.884043,
+    4.368476,
+    2.259489,
+    2.259489,
+    2.504911,
+    2.134867,
+    1.978888,
+    2.244331,
+    3.600495,
+    3.285756,
+    3.494845,
+    3.962686,
+    4.184581,
+    3.60352,
+    2.73187,
+    3.014359,
+    3.132098
+  ],
+  "train_acc": [
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.0,
+    0.020833,
+    0.0,
+    0.0,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.083333,
+    0.083333,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.0625,
+    0.104167,
+    0.104167,
+    0.0625,
+    0.041667,
+    0.041667,
+    0.041667,
+    0.0625,
+    0.0625,
+    0.083333,
+    0.083333,
+    0.145833,
+    0.145833,
+    0.145833,
+    0.166667,
+    0.166667,
+    0.166667,
+    0.145833,
+    0.125,
+    0.1875,
+    0.208333,
+    0.166667,
+    0.166667,
+    0.229167,
+    0.270833,
+    0.270833,
+    0.208333,
+    0.208333,
+    0.3125,
+    0.291667,
+    0.291667,
+    0.291667,
+    0.291667,
+    0.375,
+    0.354167,
+    0.333333,
+    0.270833,
+    0.25,
+    0.333333,
+    0.291667,
+    0.291667,
+    0.333333,
+    0.375,
+    0.354167,
+    0.395833,
+    0.375,
+    0.333333,
+    0.333333,
+    0.416666,
+    0.3125,
+    0.270833,
+    0.333333,
+    0.375,
+    0.375,
+    0.375,
+    0.375,
+    0.375,
+    0.3125,
+    0.354167,
+    0.416666,
+    0.4375,
+    0.4375,
+    0.416666,
+    0.333333,
+    0.354167,
+    0.375,
+    0.395833,
+    0.479166,
+    0.4375,
+    0.354167,
+    0.375,
+    0.458333,
+    0.4375,
+    0.5,
+    0.479166,
+    0.458333,
+    0.458333,
+    0.5,
+    0.5,
+    0.458333,
+    0.458333,
+    0.5,
+    0.458333,
+    0.479166,
+    0.583333,
+    0.5,
+    0.5,
+    0.5,
+    0.458333,
+    0.458333,
+    0.5,
+    0.520833,
+    0.520833,
+    0.541666,
+    0.541666,
+    0.541666,
+    0.541666,
+    0.479166,
+    0.458333,
+    0.479166,
+    0.5,
+    0.541666,
+    0.458333,
+    0.5,
+    0.5625,
+    0.541666,
+    0.5,
+    0.5,
+    0.458333,
+    0.458333,
+    0.5,
+    0.541666,
+    0.458333,
+    0.458333,
+    0.541666,
+    0.458333,
+    0.541666,
+    0.5625,
+    0.520833,
+    0.5625,
+    0.583333,
+    0.541666,
+    0.520833,
+    0.5,
+    0.541666,
+    0.541666,
+    0.583333,
+    0.583333,
+    0.541666,
+    0.5,
+    0.5,
+    0.5625,
+    0.604166,
+    0.541666,
+    0.541666,
+    0.541666,
+    0.541666,
+    0.541666,
+    0.5,
+    0.541666,
+    0.645833,
+    0.625,
+    0.583333,
+    0.604166,
+    0.604166,
+    0.583333,
+    0.583333,
+    0.583333,
+    0.5625,
+    0.583333,
+    0.625,
+    0.625,
+    0.520833,
+    0.5625,
+    0.625,
+    0.583333,
+    0.583333,
+    0.604166,
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.625,
+    0.583333,
+    0.583333,
+    0.583333,
+    0.625,
+    0.625,
+    0.625,
+    0.583333,
+    0.625,
+    0.625,
+    0.625,
+    0.666666,
+    0.708333,
+    0.645833,
+    0.625,
+    0.625,
+    0.666666,
+    0.666666,
+    0.625,
+    0.666666,
+    0.708333,
+    0.666666,
+    0.625,
+    0.645833,
+    0.666666,
+    0.6875,
+    0.708333,
+    0.604166,
+    0.625,
+    0.625,
+    0.645833,
+    0.666666,
+    0.666666,
+    0.645833,
+    0.666666,
+    0.708333,
+    0.708333,
+    0.6875,
+    0.6875,
+    0.6875,
+    0.625,
+    0.666666,
+    0.666666,
+    0.666666,
+    0.75,
+    0.729166,
+    0.645833,
+    0.645833,
+    0.6875,
+    0.645833,
+    0.708333,
+    0.75,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.6875,
+    0.6875,
+    0.708333,
+    0.708333,
+    0.75,
+    0.75,
+    0.708333,
+    0.708333,
+    0.666666,
+    0.666666,
+    0.708333,
+    0.708333,
+    0.666666,
+    0.666666,
+    0.666666,
+    0.75,
+    0.791666,
+    0.75,
+    0.75,
+    0.75,
+    0.729166,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.708333,
+    0.75,
+    0.75,
+    0.666666,
+    0.666666,
+    0.708333,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.708333,
+    0.75,
+    0.729166,
+    0.666666,
+    0.666666,
+    0.708333,
+    0.729166,
+    0.729166,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.791666,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.666666,
+    0.666666,
+    0.729166,
+    0.666666,
+    0.666666,
+    0.729166,
+    0.729166,
+    0.75,
+    0.75,
+    0.75,
+    0.708333,
+    0.729166,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.770833,
+    0.75,
+    0.75,
+    0.75,
+    0.770833,
+    0.75,
+    0.75,
+    0.75,
+    0.708333,
+    0.708333,
+    0.729166,
+    0.729166,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.729166,
+    0.75,
+    0.75,
+    0.729166,
+    0.75,
+    0.770833,
+    0.729166,
+    0.708333,
+    0.75,
+    0.75,
+    0.729166,
+    0.729166,
+    0.729166,
+    0.75,
+    0.75,
+    0.75,
+    0.770833,
+    0.75,
+    0.75,
+    0.770833,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.75,
+    0.708333,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.708333,
+    0.770833,
+    0.791666,
+    0.770833,
+    0.729166,
+    0.791666,
+    0.791666,
+    0.75,
+    0.708333,
+    0.75,
+    0.75,
+    0.75,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.75,
+    0.75,
+    0.729166,
+    0.75,
+    0.75,
+    0.770833,
+    0.791666,
+    0.8125,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.729166,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.729166,
+    0.708333,
+    0.770833,
+    0.8125,
+    0.770833,
+    0.770833,
+    0.75,
+    0.75,
+    0.770833,
+    0.8125,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.75,
+    0.75,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.75,
+    0.75,
+    0.75,
+    0.770833,
+    0.75,
+    0.75,
+    0.75,
+    0.770833,
+    0.770833,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.729166,
+    0.75,
+    0.75,
+    0.791666,
+    0.791666,
+    0.75,
+    0.75,
+    0.75,
+    0.75,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.75,
+    0.75,
+    0.75,
+    0.708333,
+    0.729166,
+    0.729166,
+    0.75,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.75,
+    0.75,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.75,
+    0.75,
+    0.791666,
+    0.75,
+    0.729166,
+    0.791666,
+    0.770833,
+    0.708333,
+    0.708333,
+    0.770833,
+    0.791666,
+    0.75,
+    0.75,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.708333,
+    0.708333,
+    0.708333,
+    0.75,
+    0.791666,
+    0.770833,
+    0.75,
+    0.75,
+    0.770833,
+    0.791666,
+    0.833333,
+    0.791666,
+    0.75,
+    0.75,
+    0.75,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.75,
+    0.729166,
+    0.75,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.75,
+    0.75,
+    0.791666,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.75,
+    0.729166,
+    0.75,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.75,
+    0.770833,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.833333,
+    0.770833,
+    0.75,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.708333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.8125,
+    0.8125,
+    0.8125,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.770833,
+    0.75,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.75,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.8125,
+    0.791666,
+    0.8125,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.854166,
+    0.833333,
+    0.75,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.75,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.75,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.8125,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.770833,
+    0.8125,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.8125,
+    0.8125,
+    0.833333,
+    0.833333,
+    0.8125,
+    0.791666,
+    0.770833,
+    0.770833,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.8125,
+    0.8125,
+    0.8125,
+    0.770833,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.8125,
+    0.8125,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.8125,
+    0.770833,
+    0.8125,
+    0.8125,
+    0.770833,
+    0.75,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.8125,
+    0.833333,
+    0.8125,
+    0.791666,
+    0.791666,
+    0.770833,
+    0.8125,
+    0.8125,
+    0.833333,
+    0.833333,
+    0.833333,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.75,
+    0.75,
+    0.791666,
+    0.791666,
+    0.791666,
+    0.8125,
+    0.770833
+  ],
+  "learning_rate": [
+    0.0,
+    0.0,
+    1e-06,
+    1e-06,
+    2e-06,
+    2e-06,
+    3e-06,
+    3e-06,
+    4e-06,
+    4e-06,
+    5e-06,
+    5e-06,
+    5e-06,
+    6e-06,
+    6e-06,
+    7e-06,
+    7e-06,
+    8e-06,
+    8e-06,
+    9e-06,
+    9e-06,
+    1e-05,
+    1e-05,
+    1.1e-05,
+    1.1e-05,
+    1.1e-05,
+    1.2e-05,
+    1.2e-05,
+    1.3e-05,
+    1.3e-05,
+    1.4e-05,
+    1.4e-05,
+    1.5e-05,
+    1.5e-05,
+    1.6e-05,
+    1.6e-05,
+    1.6e-05,
+    1.7e-05,
+    1.7e-05,
+    1.8e-05,
+    1.8e-05,
+    1.9e-05,
+    1.9e-05,
+    2e-05,
+    2e-05,
+    2.1e-05,
+    2.1e-05,
+    2.1e-05,
+    2.2e-05,
+    2.2e-05,
+    2.3e-05,
+    2.3e-05,
+    2.4e-05,
+    2.4e-05,
+    2.5e-05,
+    2.5e-05,
+    2.6e-05,
+    2.6e-05,
+    2.7e-05,
+    2.7e-05,
+    2.7e-05,
+    2.8e-05,
+    2.8e-05,
+    2.9e-05,
+    2.9e-05,
+    3e-05,
+    3e-05,
+    3.1e-05,
+    3.1e-05,
+    3.2e-05,
+    3.2e-05,
+    3.2e-05,
+    3.3e-05,
+    3.3e-05,
+    3.4e-05,
+    3.4e-05,
+    3.5e-05,
+    3.5e-05,
+    3.6e-05,
+    3.6e-05,
+    3.7e-05,
+    3.7e-05,
+    3.8e-05,
+    3.8e-05,
+    3.8e-05,
+    3.9e-05,
+    3.9e-05,
+    4e-05,
+    4e-05,
+    4.1e-05,
+    4.1e-05,
+    4.2e-05,
+    4.2e-05,
+    4.3e-05,
+    4.3e-05,
+    4.3e-05,
+    4.4e-05,
+    4.4e-05,
+    4.5e-05,
+    4.5e-05,
+    4.6e-05,
+    4.6e-05,
+    4.7e-05,
+    4.7e-05,
+    4.8e-05,
+    4.8e-05,
+    4.9e-05,
+    4.9e-05,
+    4.9e-05,
+    5e-05,
+    5e-05,
+    5.1e-05,
+    5.1e-05,
+    5.2e-05,
+    5.2e-05,
+    5.3e-05,
+    5.3e-05,
+    5.4e-05,
+    5.4e-05,
+    5.4e-05,
+    5.5e-05,
+    5.5e-05,
+    5.6e-05,
+    5.6e-05,
+    5.7e-05,
+    5.7e-05,
+    5.8e-05,
+    5.8e-05,
+    5.9e-05,
+    5.9e-05,
+    6e-05,
+    6e-05,
+    6e-05,
+    6.1e-05,
+    6.1e-05,
+    6.2e-05,
+    6.2e-05,
+    6.3e-05,
+    6.3e-05,
+    6.4e-05,
+    6.4e-05,
+    6.5e-05,
+    6.5e-05,
+    6.5e-05,
+    6.6e-05,
+    6.6e-05,
+    6.7e-05,
+    6.7e-05,
+    6.8e-05,
+    6.8e-05,
+    6.9e-05,
+    6.9e-05,
+    7e-05,
+    7e-05,
+    7e-05,
+    7.1e-05,
+    7.1e-05,
+    7.2e-05,
+    7.2e-05,
+    7.3e-05,
+    7.3e-05,
+    7.4e-05,
+    7.4e-05,
+    7.5e-05,
+    7.5e-05,
+    7.6e-05,
+    7.6e-05,
+    7.6e-05,
+    7.7e-05,
+    7.7e-05,
+    7.8e-05,
+    7.8e-05,
+    7.9e-05,
+    7.9e-05,
+    8e-05,
+    8e-05,
+    8.1e-05,
+    8.1e-05,
+    8.1e-05,
+    8.2e-05,
+    8.2e-05,
+    8.3e-05,
+    8.3e-05,
+    8.4e-05,
+    8.4e-05,
+    8.5e-05,
+    8.5e-05,
+    8.6e-05,
+    8.6e-05,
+    8.7e-05,
+    8.7e-05,
+    8.7e-05,
+    8.8e-05,
+    8.8e-05,
+    8.9e-05,
+    8.9e-05,
+    9e-05,
+    9e-05,
+    9.1e-05,
+    9.1e-05,
+    9.2e-05,
+    9.2e-05,
+    9.2e-05,
+    9.3e-05,
+    9.3e-05,
+    9.4e-05,
+    9.4e-05,
+    9.5e-05,
+    9.5e-05,
+    9.6e-05,
+    9.6e-05,
+    9.7e-05,
+    9.7e-05,
+    9.8e-05,
+    9.8e-05,
+    9.8e-05,
+    9.9e-05,
+    9.9e-05,
+    0.0001,
+    0.0001,
+    0.000101,
+    0.000101,
+    0.000102,
+    0.000102,
+    0.000103,
+    0.000103,
+    0.000103,
+    0.000104,
+    0.000104,
+    0.000105,
+    0.000105,
+    0.000106,
+    0.000106,
+    0.000107,
+    0.000107,
+    0.000108,
+    0.000108,
+    0.000108,
+    0.000109,
+    0.000109,
+    0.00011,
+    0.00011,
+    0.000111,
+    0.000111,
+    0.000112,
+    0.000112,
+    0.000113,
+    0.000113,
+    0.000114,
+    0.000114,
+    0.000114,
+    0.000115,
+    0.000115,
+    0.000116,
+    0.000116,
+    0.000117,
+    0.000117,
+    0.000118,
+    0.000118,
+    0.000119,
+    0.000119,
+    0.000119,
+    0.00012,
+    0.00012,
+    0.000121,
+    0.000121,
+    0.000122,
+    0.000122,
+    0.000123,
+    0.000123,
+    0.000124,
+    0.000124,
+    0.000125,
+    0.000125,
+    0.000125,
+    0.000126,
+    0.000126,
+    0.000127,
+    0.000127,
+    0.000128,
+    0.000128,
+    0.000129,
+    0.000129,
+    0.00013,
+    0.00013,
+    0.00013,
+    0.000131,
+    0.000131,
+    0.000132,
+    0.000132,
+    0.000133,
+    0.000133,
+    0.000134,
+    0.000134,
+    0.000135,
+    0.000135,
+    0.000136,
+    0.000136,
+    0.000136,
+    0.000137,
+    0.000137,
+    0.000138,
+    0.000138,
+    0.000139,
+    0.000139,
+    0.00014,
+    0.00014,
+    0.000141,
+    0.000141,
+    0.000141,
+    0.000142,
+    0.000142,
+    0.000143,
+    0.000143,
+    0.000144,
+    0.000144,
+    0.000145,
+    0.000145,
+    0.000146,
+    0.000146,
+    0.000146,
+    0.000147,
+    0.000147,
+    0.000148,
+    0.000148,
+    0.000149,
+    0.000149,
+    0.00015,
+    0.00015,
+    0.000151,
+    0.000151,
+    0.000152,
+    0.000152,
+    0.000152,
+    0.000153,
+    0.000153,
+    0.000154,
+    0.000154,
+    0.000155,
+    0.000155,
+    0.000156,
+    0.000156,
+    0.000157,
+    0.000157,
+    0.000157,
+    0.000158,
+    0.000158,
+    0.000159,
+    0.000159,
+    0.00016,
+    0.00016,
+    0.000161,
+    0.000161,
+    0.000162,
+    0.000162,
+    0.000163,
+    0.000163,
+    0.000163,
+    0.000164,
+    0.000164,
+    0.000165,
+    0.000165,
+    0.000166,
+    0.000166,
+    0.000167,
+    0.000167,
+    0.000168,
+    0.000168,
+    0.000168,
+    0.000169,
+    0.000169,
+    0.00017,
+    0.00017,
+    0.000171,
+    0.000171,
+    0.000172,
+    0.000172,
+    0.000173,
+    0.000173,
+    0.000174,
+    0.000174,
+    0.000174,
+    0.000175,
+    0.000175,
+    0.000176,
+    0.000176,
+    0.000177,
+    0.000177,
+    0.000178,
+    0.000178,
+    0.000179,
+    0.000179,
+    0.000179,
+    0.00018,
+    0.00018,
+    0.000181,
+    0.000181,
+    0.000182,
+    0.000182,
+    0.000183,
+    0.000183,
+    0.000184,
+    0.000184,
+    0.000185,
+    0.000185,
+    0.000185,
+    0.000186,
+    0.000186,
+    0.000187,
+    0.000187,
+    0.000188,
+    0.000188,
+    0.000189,
+    0.000189,
+    0.00019,
+    0.00019,
+    0.00019,
+    0.000191,
+    0.000191,
+    0.000192,
+    0.000192,
+    0.000193,
+    0.000193,
+    0.000194,
+    0.000194,
+    0.000195,
+    0.000195,
+    0.000195,
+    0.000196,
+    0.000196,
+    0.000197,
+    0.000197,
+    0.000198,
+    0.000198,
+    0.000199,
+    0.000199,
+    0.0002,
+    0.0002,
+    0.000201,
+    0.000201,
+    0.000201,
+    0.000202,
+    0.000202,
+    0.000203,
+    0.000203,
+    0.000204,
+    0.000204,
+    0.000205,
+    0.000205,
+    0.000206,
+    0.000206,
+    0.000206,
+    0.000207,
+    0.000207,
+    0.000208,
+    0.000208,
+    0.000209,
+    0.000209,
+    0.00021,
+    0.00021,
+    0.000211,
+    0.000211,
+    0.000212,
+    0.000212,
+    0.000212,
+    0.000213,
+    0.000213,
+    0.000214,
+    0.000214,
+    0.000215,
+    0.000215,
+    0.000216,
+    0.000216,
+    0.000217,
+    0.000217,
+    0.000217,
+    0.000218,
+    0.000218,
+    0.000219,
+    0.000219,
+    0.00022,
+    0.00022,
+    0.000221,
+    0.000221,
+    0.000222,
+    0.000222,
+    0.000223,
+    0.000223,
+    0.000223,
+    0.000224,
+    0.000224,
+    0.000225,
+    0.000225,
+    0.000226,
+    0.000226,
+    0.000227,
+    0.000227,
+    0.000228,
+    0.000228,
+    0.000228,
+    0.000229,
+    0.000229,
+    0.00023,
+    0.00023,
+    0.000231,
+    0.000231,
+    0.000232,
+    0.000232,
+    0.000233,
+    0.000233,
+    0.000233,
+    0.000234,
+    0.000234,
+    0.000235,
+    0.000235,
+    0.000236,
+    0.000236,
+    0.000237,
+    0.000237,
+    0.000238,
+    0.000238,
+    0.000239,
+    0.000239,
+    0.000239,
+    0.00024,
+    0.00024,
+    0.000241,
+    0.000241,
+    0.000242,
+    0.000242,
+    0.000243,
+    0.000243,
+    0.000244,
+    0.000244,
+    0.000244,
+    0.000245,
+    0.000245,
+    0.000246,
+    0.000246,
+    0.000247,
+    0.000247,
+    0.000248,
+    0.000248,
+    0.000249,
+    0.000249,
+    0.00025,
+    0.00025,
+    0.00025,
+    0.000251,
+    0.000251,
+    0.000252,
+    0.000252,
+    0.000253,
+    0.000253,
+    0.000254,
+    0.000254,
+    0.000255,
+    0.000255,
+    0.000255,
+    0.000256,
+    0.000256,
+    0.000257,
+    0.000257,
+    0.000258,
+    0.000258,
+    0.000259,
+    0.000259,
+    0.00026,
+    0.00026,
+    0.000261,
+    0.000261,
+    0.000261,
+    0.000262,
+    0.000262,
+    0.000263,
+    0.000263,
+    0.000264,
+    0.000264,
+    0.000265,
+    0.000265,
+    0.000266,
+    0.000266,
+    0.000266,
+    0.000267,
+    0.000267,
+    0.000268,
+    0.000268,
+    0.000269,
+    0.000269,
+    0.00027,
+    0.00027,
+    0.000271,
+    0.000271,
+    0.000271,
+    0.000272,
+    0.000272,
+    0.000273,
+    0.000273,
+    0.000274,
+    0.000274,
+    0.000275,
+    0.000275,
+    0.000276,
+    0.000276,
+    0.000277,
+    0.000277,
+    0.000277,
+    0.000278,
+    0.000278,
+    0.000279,
+    0.000279,
+    0.00028,
+    0.00028,
+    0.000281,
+    0.000281,
+    0.000282,
+    0.000282,
+    0.000282,
+    0.000283,
+    0.000283,
+    0.000284,
+    0.000284,
+    0.000285,
+    0.000285,
+    0.000286,
+    0.000286,
+    0.000287,
+    0.000287,
+    0.000288,
+    0.000288,
+    0.000288,
+    0.000289,
+    0.000289,
+    0.00029,
+    0.00029,
+    0.000291,
+    0.000291,
+    0.000292,
+    0.000292,
+    0.000293,
+    0.000293,
+    0.000293,
+    0.000294,
+    0.000294,
+    0.000295,
+    0.000295,
+    0.000296,
+    0.000296,
+    0.000297,
+    0.000297,
+    0.000298,
+    0.000298,
+    0.000299,
+    0.000299,
+    0.000299,
+    0.0003,
+    0.0003,
+    0.000301,
+    0.000301,
+    0.000302,
+    0.000302,
+    0.000303,
+    0.000303,
+    0.000304,
+    0.000304,
+    0.000304,
+    0.000305,
+    0.000305,
+    0.000306,
+    0.000306,
+    0.000307,
+    0.000307,
+    0.000308,
+    0.000308,
+    0.000309,
+    0.000309,
+    0.00031,
+    0.00031,
+    0.00031,
+    0.000311,
+    0.000311,
+    0.000312,
+    0.000312,
+    0.000313,
+    0.000313,
+    0.000314,
+    0.000314,
+    0.000315,
+    0.000315,
+    0.000315,
+    0.000316,
+    0.000316,
+    0.000317,
+    0.000317,
+    0.000318,
+    0.000318,
+    0.000319,
+    0.000319,
+    0.00032,
+    0.00032,
+    0.00032,
+    0.000321,
+    0.000321,
+    0.000322,
+    0.000322,
+    0.000323,
+    0.000323,
+    0.000324,
+    0.000324,
+    0.000325,
+    0.000325,
+    0.000326,
+    0.000326,
+    0.000326,
+    0.000327,
+    0.000327,
+    0.000328,
+    0.000328,
+    0.000329,
+    0.000329,
+    0.00033,
+    0.00033,
+    0.000331,
+    0.000331,
+    0.000331,
+    0.000332,
+    0.000332,
+    0.000333,
+    0.000333,
+    0.000334,
+    0.000334,
+    0.000335,
+    0.000335,
+    0.000336,
+    0.000336,
+    0.000337,
+    0.000337,
+    0.000337,
+    0.000338,
+    0.000338,
+    0.000339,
+    0.000339,
+    0.00034,
+    0.00034,
+    0.000341,
+    0.000341,
+    0.000342,
+    0.000342,
+    0.000342,
+    0.000343,
+    0.000343,
+    0.000344,
+    0.000344,
+    0.000345,
+    0.000345,
+    0.000346,
+    0.000346,
+    0.000347,
+    0.000347,
+    0.000348,
+    0.000348,
+    0.000348,
+    0.000349,
+    0.000349,
+    0.00035,
+    0.00035,
+    0.000351,
+    0.000351,
+    0.000352,
+    0.000352,
+    0.000353,
+    0.000353,
+    0.000353,
+    0.000354,
+    0.000354,
+    0.000355,
+    0.000355,
+    0.000356,
+    0.000356,
+    0.000357,
+    0.000357,
+    0.000358,
+    0.000358,
+    0.000358,
+    0.000359,
+    0.000359,
+    0.00036,
+    0.00036,
+    0.000361,
+    0.000361
+  ],
+  "eval_points": [
+    {
+      "acc": 0.019230769179404996,
+      "step": 100,
+      "best_acc": 0.019230769179404996
+    },
+    {
+      "acc": 0.02163461532683062,
+      "step": 200,
+      "best_acc": 0.02163461532683062
+    },
+    {
+      "acc": 0.03178418794929437,
+      "step": 300,
+      "best_acc": 0.03178418794929437
+    },
+    {
+      "acc": 0.03632478622776499,
+      "step": 400,
+      "best_acc": 0.03632478622776499
+    },
+    {
+      "acc": 0.07371794852105248,
+      "step": 500,
+      "best_acc": 0.07371794852105248
+    },
+    {
+      "acc": 0.10443376040482436,
+      "step": 600,
+      "best_acc": 0.10443376040482436
+    },
+    {
+      "acc": 0.21607905925192558,
+      "step": 700,
+      "best_acc": 0.21607905925192558
+    },
+    {
+      "acc": 0.2638888881840574,
+      "step": 800,
+      "best_acc": 0.2638888881840574
+    },
+    {
+      "acc": 0.3640491443267918,
+      "step": 900,
+      "best_acc": 0.3640491443267918
+    },
+    {
+      "acc": 0.4732905970264674,
+      "step": 1000,
+      "best_acc": 0.4732905970264674
+    },
+    {
+      "acc": 0.509882477270613,
+      "step": 1100,
+      "best_acc": 0.509882477270613
+    },
+    {
+      "acc": 0.4917200841567305,
+      "step": 1200,
+      "best_acc": 0.509882477270613
+    },
+    {
+      "acc": 0.552617519891513,
+      "step": 1300,
+      "best_acc": 0.552617519891513
+    },
+    {
+      "acc": 0.5627670925139767,
+      "step": 1400,
+      "best_acc": 0.5627670925139767
+    },
+    {
+      "acc": 0.5849358958735686,
+      "step": 1500,
+      "best_acc": 0.5849358958735686
+    },
+    {
+      "acc": 0.5916132462830842,
+      "step": 1600,
+      "best_acc": 0.5916132462830842
+    },
+    {
+      "acc": 0.5852029898899492,
+      "step": 1700,
+      "best_acc": 0.5916132462830842
+    },
+    {
+      "acc": 0.6241987162815205,
+      "step": 1800,
+      "best_acc": 0.6241987162815205
+    },
+    {
+      "acc": 0.6621260666075692,
+      "step": 1900,
+      "best_acc": 0.6621260666075692
+    },
+    {
+      "acc": 0.6917735024258186,
+      "step": 2000,
+      "best_acc": 0.6917735024258186
+    },
+    {
+      "acc": 0.7305021348010092,
+      "step": 2100,
+      "best_acc": 0.7305021348010092
+    },
+    {
+      "acc": 0.7649572629141098,
+      "step": 2200,
+      "best_acc": 0.7649572629141098
+    },
+    {
+      "acc": 0.7604166646356392,
+      "step": 2300,
+      "best_acc": 0.7649572629141098
+    },
+    {
+      "acc": 0.8007478611091136,
+      "step": 2400,
+      "best_acc": 0.8007478611091136
+    },
+    {
+      "acc": 0.8229166644687055,
+      "step": 2500,
+      "best_acc": 0.8229166644687055
+    },
+    {
+      "acc": 0.8453525618446779,
+      "step": 2600,
+      "best_acc": 0.8453525618446779
+    },
+    {
+      "acc": 0.8595085447128511,
+      "step": 2700,
+      "best_acc": 0.8595085447128511
+    },
+    {
+      "acc": 0.8744658096301661,
+      "step": 2800,
+      "best_acc": 0.8744658096301661
+    },
+    {
+      "acc": 0.8798076899577786,
+      "step": 2900,
+      "best_acc": 0.8798076899577786
+    },
+    {
+      "acc": 0.8950320488914741,
+      "step": 3000,
+      "best_acc": 0.8950320488914741
+    },
+    {
+      "acc": 0.8907585446293842,
+      "step": 3100,
+      "best_acc": 0.8950320488914741
+    },
+    {
+      "acc": 0.8931623907768098,
+      "step": 3200,
+      "best_acc": 0.8950320488914741
+    },
+    {
+      "acc": 0.9009081172518479,
+      "step": 3300,
+      "best_acc": 0.9009081172518479
+    },
+    {
+      "acc": 0.9038461514320348,
+      "step": 3400,
+      "best_acc": 0.9038461514320348
+    },
+    {
+      "acc": 0.9081196556941248,
+      "step": 3500,
+      "best_acc": 0.9081196556941248
+    },
+    {
+      "acc": 0.911591877907073,
+      "step": 3600,
+      "best_acc": 0.911591877907073
+    },
+    {
+      "acc": 0.9126602539725954,
+      "step": 3700,
+      "best_acc": 0.9126602539725954
+    },
+    {
+      "acc": 0.9083867497105055,
+      "step": 3800,
+      "best_acc": 0.9126602539725954
+    },
+    {
+      "acc": 0.9139957240544986,
+      "step": 3900,
+      "best_acc": 0.9139957240544986
+    },
+    {
+      "acc": 0.9145299120872598,
+      "step": 4000,
+      "best_acc": 0.9145299120872598
+    },
+    {
+      "acc": 0.9081196556941248,
+      "step": 4100,
+      "best_acc": 0.9145299120872598
+    },
+    {
+      "acc": 0.9217414505295367,
+      "step": 4200,
+      "best_acc": 0.9217414505295367
+    },
+    {
+      "acc": 0.9292200829881941,
+      "step": 4300,
+      "best_acc": 0.9292200829881941
+    },
+    {
+      "acc": 0.9289529889718136,
+      "step": 4400,
+      "best_acc": 0.9292200829881941
+    },
+    {
+      "acc": 0.9294871770045748,
+      "step": 4500,
+      "best_acc": 0.9294871770045748
+    },
+    {
+      "acc": 0.9302884590537167,
+      "step": 4600,
+      "best_acc": 0.9302884590537167
+    },
+    {
+      "acc": 0.9324252111847616,
+      "step": 4700,
+      "best_acc": 0.9324252111847616
+    },
+    {
+      "acc": 0.9233440146278205,
+      "step": 4800,
+      "best_acc": 0.9324252111847616
+    },
+    {
+      "acc": 0.9337606812666648,
+      "step": 4900,
+      "best_acc": 0.9337606812666648
+    },
+    {
+      "acc": 0.9345619633158067,
+      "step": 5000,
+      "best_acc": 0.9345619633158067
+    },
+    {
+      "acc": 0.9297542710209554,
+      "step": 5100,
+      "best_acc": 0.9345619633158067
+    },
+    {
+      "acc": 0.9353632453649485,
+      "step": 5200,
+      "best_acc": 0.9353632453649485
+    },
+    {
+      "acc": 0.9332264932339035,
+      "step": 5300,
+      "best_acc": 0.9353632453649485
+    },
+    {
+      "acc": 0.9380341855287548,
+      "step": 5400,
+      "best_acc": 0.9380341855287548
+    },
+    {
+      "acc": 0.9412393137253223,
+      "step": 5500,
+      "best_acc": 0.9412393137253223
+    },
+    {
+      "acc": 0.9399038436434192,
+      "step": 5600,
+      "best_acc": 0.9412393137253223
+    },
+    {
+      "acc": 0.9412393137253223,
+      "step": 5700,
+      "best_acc": 0.9412393137253223
+    },
+    {
+      "acc": 0.9425747838072254,
+      "step": 5800,
+      "best_acc": 0.9425747838072254
+    },
+    {
+      "acc": 0.9428418778236061,
+      "step": 5900,
+      "best_acc": 0.9428418778236061
+    },
+    {
+      "acc": 0.9465811940529348,
+      "step": 6000,
+      "best_acc": 0.9465811940529348
+    },
+    {
+      "acc": 0.940705125692561,
+      "step": 6100,
+      "best_acc": 0.9465811940529348
+    },
+    {
+      "acc": 0.9479166641348379,
+      "step": 6200,
+      "best_acc": 0.9479166641348379
+    },
+    {
+      "acc": 0.938568373561516,
+      "step": 6300,
+      "best_acc": 0.9479166641348379
+    },
+    {
+      "acc": 0.9495192282331216,
+      "step": 6400,
+      "best_acc": 0.9495192282331216
+    },
+    {
+      "acc": 0.9302884590537167,
+      "step": 6500,
+      "best_acc": 0.9495192282331216
+    },
+    {
+      "acc": 0.9505876042986442,
+      "step": 6600,
+      "best_acc": 0.9505876042986442
+    },
+    {
+      "acc": 0.9505876042986442,
+      "step": 6700,
+      "best_acc": 0.9505876042986442
+    },
+    {
+      "acc": 0.9508546983150248,
+      "step": 6800,
+      "best_acc": 0.9508546983150248
+    },
+    {
+      "acc": 0.9604700829047272,
+      "step": 6900,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9508546983150248,
+      "step": 7000,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9548611085607341,
+      "step": 7100,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9564636726590179,
+      "step": 7200,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9599358948719661,
+      "step": 7300,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9559294846262567,
+      "step": 7400,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9588675188064435,
+      "step": 7500,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.954326920527973,
+      "step": 7600,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9495192282331216,
+      "step": 7700,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9548611085607341,
+      "step": 7800,
+      "best_acc": 0.9604700829047272
+    },
+    {
+      "acc": 0.9519230743805472,
+      "step": 7900
+    }
+  ]
+}

metrics/run_config.json

@@ -0,0 +1,51 @@
+{
+  "started_at": "2026-06-21T01:04:59.339926",
+  "profile": "latin",
+  "command": [
+    "C:\\Users\\wombi\\Desktop\\Bbox-test\\RegionProposal\\.venv\\Scripts\\python.exe",
+    "C:\\Users\\wombi\\Desktop\\Bbox-test\\MainOCR-engine_clean\\scripts\\paddle_train_entry_clean.py",
+    "-c",
+    "C:\\Users\\wombi\\Desktop\\Bbox-test\\MainOCR-engine_clean\\config\\rec_latin_finetune_clean.yml",
+    "-o",
+    "Global.pretrained_model=C:/Users/wombi/Desktop/Bbox-test/MainOCR-engine/pretrained_models/PP-OCRv3_rec_latin/best_accuracy",
+    "-o",
+    "Global.save_model_dir=C:/Users/wombi/Desktop/Bbox-test/MainOCR-engine_clean/output/rec_latin_finetune_clean",
+    "-o",
+    "Global.character_dict_path=C:/Users/wombi/Desktop/Bbox-test/MainOCR-engine/third_party/PaddleOCR/ppocr/utils/dict/latin_dict.txt",
+    "-o",
+    "Global.epoch_num=50",
+    "-o",
+    "Train.loader.batch_size_per_card=24",
+    "-o",
+    "Eval.loader.batch_size_per_card=24",
+    "-o",
+    "Global.eval_batch_step=[0, 100]"
+  ],
+  "cwd": "C:\\Users\\wombi\\Desktop\\Bbox-test\\MainOCR-engine_clean",
+  "epochs": 50,
+  "batch_size": 24,
+  "early_stop_enabled": true,
+  "early_stop_patience": 10,
+  "early_stop_min_delta": 0.001,
+  "eval_batch_step": [
+    0,
+    100
+  ],
+  "train_lines": 131028,
+  "val_lines": 3768,
+  "finished_at": "2026-06-21T02:34:37.541802",
+  "return_code": 1,
+  "early_stop": {
+    "best_acc": 0.9604700829047272,
+    "best_eval": 68,
+    "eval_count": 79,
+    "evals_without_improve": 10,
+    "patience": 10,
+    "min_delta": 0.001,
+    "stopped_early": true,
+    "profile": "latin",
+    "smoke_test": false,
+    "exit_code": 1,
+    "early_stop_enabled": true
+  }
+}