mahiram commited on
Commit
d87802d
verified
1 Parent(s): 5690c97

End of training

Browse files
README.md ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ base_model: distilbert-base-uncased
4
+ tags:
5
+ - generated_from_trainer
6
+ datasets:
7
+ - squad
8
+ model-index:
9
+ - name: working
10
+ results: []
11
+ ---
12
+
13
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
14
+ should probably proofread and complete it, then remove this comment. -->
15
+
16
+ # working
17
+
18
+ This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the squad dataset.
19
+ It achieves the following results on the evaluation set:
20
+ - Loss: 4.2168
21
+
22
+ ## Model description
23
+
24
+ More information needed
25
+
26
+ ## Intended uses & limitations
27
+
28
+ More information needed
29
+
30
+ ## Training and evaluation data
31
+
32
+ More information needed
33
+
34
+ ## Training procedure
35
+
36
+ ### Training hyperparameters
37
+
38
+ The following hyperparameters were used during training:
39
+ - learning_rate: 2e-05
40
+ - train_batch_size: 16
41
+ - eval_batch_size: 16
42
+ - seed: 42
43
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
44
+ - lr_scheduler_type: linear
45
+ - num_epochs: 3
46
+
47
+ ### Training results
48
+
49
+ | Training Loss | Epoch | Step | Validation Loss |
50
+ |:-------------:|:-----:|:----:|:---------------:|
51
+ | No log | 1.0 | 25 | 4.9803 |
52
+ | No log | 2.0 | 50 | 4.3622 |
53
+ | No log | 3.0 | 75 | 4.2168 |
54
+
55
+
56
+ ### Framework versions
57
+
58
+ - Transformers 4.38.1
59
+ - Pytorch 2.1.2+cpu
60
+ - Datasets 2.1.0
61
+ - Tokenizers 0.15.2
config.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "distilbert-base-uncased",
3
+ "activation": "gelu",
4
+ "architectures": [
5
+ "DistilBertForQuestionAnswering"
6
+ ],
7
+ "attention_dropout": 0.1,
8
+ "dim": 768,
9
+ "dropout": 0.1,
10
+ "hidden_dim": 3072,
11
+ "initializer_range": 0.02,
12
+ "max_position_embeddings": 512,
13
+ "model_type": "distilbert",
14
+ "n_heads": 12,
15
+ "n_layers": 6,
16
+ "pad_token_id": 0,
17
+ "qa_dropout": 0.1,
18
+ "seq_classif_dropout": 0.2,
19
+ "sinusoidal_pos_embds": false,
20
+ "tie_weights_": true,
21
+ "torch_dtype": "float32",
22
+ "transformers_version": "4.38.1",
23
+ "vocab_size": 30522
24
+ }
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0964e4d19dde9075a403290a670fcd94763b78866f49781f6316378d6fc9dab8
3
+ size 265470032
runs/Mar19_04-22-11_8b7bff632cc6/events.out.tfevents.1710822139.8b7bff632cc6.112.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:89798c8b0792100a7dab9008945eb8038ba8fcc3cdcbadd08fe96f2da9bc88de
3
+ size 5601
special_tokens_map.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "cls_token": "[CLS]",
3
+ "mask_token": "[MASK]",
4
+ "pad_token": "[PAD]",
5
+ "sep_token": "[SEP]",
6
+ "unk_token": "[UNK]"
7
+ }
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "added_tokens_decoder": {
3
+ "0": {
4
+ "content": "[PAD]",
5
+ "lstrip": false,
6
+ "normalized": false,
7
+ "rstrip": false,
8
+ "single_word": false,
9
+ "special": true
10
+ },
11
+ "100": {
12
+ "content": "[UNK]",
13
+ "lstrip": false,
14
+ "normalized": false,
15
+ "rstrip": false,
16
+ "single_word": false,
17
+ "special": true
18
+ },
19
+ "101": {
20
+ "content": "[CLS]",
21
+ "lstrip": false,
22
+ "normalized": false,
23
+ "rstrip": false,
24
+ "single_word": false,
25
+ "special": true
26
+ },
27
+ "102": {
28
+ "content": "[SEP]",
29
+ "lstrip": false,
30
+ "normalized": false,
31
+ "rstrip": false,
32
+ "single_word": false,
33
+ "special": true
34
+ },
35
+ "103": {
36
+ "content": "[MASK]",
37
+ "lstrip": false,
38
+ "normalized": false,
39
+ "rstrip": false,
40
+ "single_word": false,
41
+ "special": true
42
+ }
43
+ },
44
+ "clean_up_tokenization_spaces": true,
45
+ "cls_token": "[CLS]",
46
+ "do_lower_case": true,
47
+ "mask_token": "[MASK]",
48
+ "model_max_length": 1000000000000000019884624838656,
49
+ "pad_token": "[PAD]",
50
+ "sep_token": "[SEP]",
51
+ "strip_accents": null,
52
+ "tokenize_chinese_chars": true,
53
+ "tokenizer_class": "DistilBertTokenizer",
54
+ "unk_token": "[UNK]"
55
+ }
training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a7c7200ef48a158e1adb55a5c4b3389a056729ebb6ac773cc7d229abac20de39
3
+ size 4920
vocab.txt ADDED
The diff for this file is too large to render. See raw diff
 
wandb/debug-internal.log ADDED
The diff for this file is too large to render. See raw diff
 
wandb/debug.log ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Current SDK version is 0.16.3
2
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Configure stats pid to 112
3
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from /root/.config/wandb/settings
4
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from /kaggle/working/wandb/settings
5
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from environment variables: {}
6
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
7
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program': '<python with no main file>'}
8
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Applying login settings: {'api_key': '***REDACTED***'}
9
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_log_setup():526] Logging user logs to /kaggle/working/wandb/run-20240319_042448-r65lsaj2/logs/debug.log
10
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_log_setup():527] Logging internal logs to /kaggle/working/wandb/run-20240319_042448-r65lsaj2/logs/debug-internal.log
11
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_jupyter_setup():472] configuring jupyter hooks <wandb.sdk.wandb_init._WandbInit object at 0x7894f0baff10>
12
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:init():566] calling init triggers
13
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():573] wandb.init called with sweep_config: {}
14
+ config: {}
15
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():616] starting backend
16
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():620] setting up manager
17
+ 2024-03-19 04:24:48,044 INFO MainThread:112 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
18
+ 2024-03-19 04:24:48,047 INFO MainThread:112 [wandb_init.py:init():628] backend started and connected
19
+ 2024-03-19 04:24:48,062 INFO MainThread:112 [wandb_run.py:_label_probe_notebook():1295] probe notebook
20
+ 2024-03-19 04:24:48,310 INFO MainThread:112 [wandb_init.py:init():720] updated telemetry
21
+ 2024-03-19 04:24:48,313 INFO MainThread:112 [wandb_init.py:init():753] communicating run to backend with 90.0 second timeout
22
+ 2024-03-19 04:24:48,547 INFO MainThread:112 [wandb_run.py:_on_init():2262] communicating current version
23
+ 2024-03-19 04:24:48,639 INFO MainThread:112 [wandb_run.py:_on_init():2271] got version response upgrade_message: "wandb version 0.16.4 is available! To upgrade, please run:\n $ pip install wandb --upgrade"
24
+
25
+ 2024-03-19 04:24:48,639 INFO MainThread:112 [wandb_init.py:init():804] starting run threads in backend
26
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_console_start():2241] atexit reg
27
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_redirect():2096] redirect: wrap_raw
28
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_redirect():2161] Wrapping output streams.
29
+ 2024-03-19 04:25:18,678 INFO MainThread:112 [wandb_run.py:_redirect():2186] Redirects installed.
30
+ 2024-03-19 04:25:18,678 INFO MainThread:112 [wandb_init.py:init():847] run started, returning control to user process
31
+ 2024-03-19 04:25:18,683 INFO MainThread:112 [wandb_run.py:_config_callback():1343] config_cb None None {'vocab_size': 30522, 'max_position_embeddings': 512, 'sinusoidal_pos_embds': False, 'n_layers': 6, 'n_heads': 12, 'dim': 768, 'hidden_dim': 3072, 'dropout': 0.1, 'attention_dropout': 0.1, 'activation': 'gelu', 'initializer_range': 0.02, 'qa_dropout': 0.1, 'seq_classif_dropout': 0.2, 'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': None, 'use_bfloat16': False, 'tf_legacy_loss': False, 'pruned_heads': {}, 'tie_word_embeddings': True, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, 'add_cross_attention': False, 'tie_encoder_decoder': False, 'max_length': 20, 'min_length': 0, 'do_sample': False, 'early_stopping': False, 'num_beams': 1, 'num_beam_groups': 1, 'diversity_penalty': 0.0, 'temperature': 1.0, 'top_k': 50, 'top_p': 1.0, 'typical_p': 1.0, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'exponential_decay_length_penalty': None, 'suppress_tokens': None, 'begin_suppress_tokens': None, 'architectures': ['DistilBertForMaskedLM'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': None, 'pad_token_id': 0, 'eos_token_id': None, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': 'distilbert-base-uncased', 'transformers_version': '4.38.1', 'model_type': 'distilbert', 'tie_weights_': True, 'output_dir': '/kaggle/working/', 'overwrite_output_dir': False, 'do_train': False, 'do_eval': True, 'do_predict': False, 'evaluation_strategy': 'epoch', 'prediction_loss_only': False, 'per_device_train_batch_size': 16, 'per_device_eval_batch_size': 16, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'learning_rate': 2e-05, 'weight_decay': 0.01, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 3, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': '/kaggle/working/runs/Mar19_04-22-11_8b7bff632cc6', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 500, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 500, 'save_total_limit': None, 'save_safetensors': True, 'save_on_each_node': False, 'save_only_model': False, 'no_cuda': False, 'use_cpu': False, 'use_mps_device': False, 'seed': 42, 'data_seed': None, 'jit_mode_eval': False, 'use_ipex': False, 'bf16': False, 'fp16': False, 'fp16_opt_level': 'O1', 'half_precision_backend': 'auto', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'local_rank': 0, 'ddp_backend': None, 'tpu_num_cores': None, 'tpu_metrics_debug': False, 'debug': [], 'dataloader_drop_last': False, 'eval_steps': None, 'dataloader_num_workers': 0, 'dataloader_prefetch_factor': None, 'past_index': -1, 'run_name': '/kaggle/working/', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': None, 'load_best_model_at_end': False, 'metric_for_best_model': None, 'greater_is_better': None, 'ignore_data_skip': False, 'fsdp': [], 'fsdp_min_num_params': 0, 'fsdp_config': {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, 'fsdp_transformer_layer_cls_to_wrap': None, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True}, 'deepspeed': None, 'label_smoothing_factor': 0.0, 'optim': 'adamw_torch', 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['tensorboard', 'wandb'], 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': None, 'hub_model_id': None, 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': False, 'hub_always_push': False, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'fp16_backend': 'auto', 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None}
32
+ 2024-03-19 04:46:09,483 INFO MainThread:112 [jupyter.py:save_ipynb():373] not saving jupyter notebook
33
+ 2024-03-19 04:46:09,483 INFO MainThread:112 [wandb_init.py:_pause_backend():437] pausing backend
34
+ 2024-03-19 05:07:04,904 INFO MainThread:112 [wandb_init.py:_resume_backend():442] resuming backend
35
+ 2024-03-19 05:07:16,707 INFO MainThread:112 [jupyter.py:save_ipynb():373] not saving jupyter notebook
36
+ 2024-03-19 05:07:16,708 INFO MainThread:112 [wandb_init.py:_pause_backend():437] pausing backend
37
+ 2024-03-19 05:07:33,823 INFO MainThread:112 [wandb_init.py:_resume_backend():442] resuming backend
wandb/run-20240319_042448-r65lsaj2/files/conda-environment.yaml ADDED
@@ -0,0 +1,975 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: base
2
+ channels:
3
+ - file:///tmp/conda
4
+ - rapidsai
5
+ - nvidia
6
+ - conda-forge
7
+ - defaults
8
+ dependencies:
9
+ - _libgcc_mutex=0.1=conda_forge
10
+ - _openmp_mutex=4.5=2_kmp_llvm
11
+ - aiohttp=3.9.1=py310h2372a71_0
12
+ - aiosignal=1.3.1=pyhd8ed1ab_0
13
+ - anyio=4.2.0=pyhd8ed1ab_0
14
+ - archspec=0.2.2=pyhd8ed1ab_0
15
+ - argon2-cffi=23.1.0=pyhd8ed1ab_0
16
+ - argon2-cffi-bindings=21.2.0=py310h2372a71_4
17
+ - arrow=1.3.0=pyhd8ed1ab_0
18
+ - asttokens=2.4.1=pyhd8ed1ab_0
19
+ - async-timeout=4.0.3=pyhd8ed1ab_0
20
+ - atk-1.0=2.38.0=hd4edc92_1
21
+ - attrs=23.2.0=pyh71513ae_0
22
+ - beautifulsoup4=4.12.2=pyha770c72_0
23
+ - bleach=6.1.0=pyhd8ed1ab_0
24
+ - boltons=23.1.1=pyhd8ed1ab_0
25
+ - brotli=1.1.0=hd590300_1
26
+ - brotli-bin=1.1.0=hd590300_1
27
+ - brotli-python=1.1.0=py310hc6cd4ac_1
28
+ - brotlipy=0.7.0=py310h7f8727e_1002
29
+ - bzip2=1.0.8=h7b6447c_0
30
+ - c-ares=1.25.0=hd590300_0
31
+ - ca-certificates=2024.2.2=hbcca054_0
32
+ - cached-property=1.5.2=hd8ed1ab_1
33
+ - cached_property=1.5.2=pyha770c72_1
34
+ - cairo=1.18.0=h3faef2a_0
35
+ - cartopy=0.22.0=py310hcc13569_1
36
+ - certifi=2024.2.2=pyhd8ed1ab_0
37
+ - cffi=1.16.0=py310h2fee648_0
38
+ - charset-normalizer=3.3.2=pyhd8ed1ab_0
39
+ - colorama=0.4.6=pyhd8ed1ab_0
40
+ - comm=0.2.1=pyhd8ed1ab_0
41
+ - conda=23.11.0=py310hff52083_1
42
+ - conda-libmamba-solver=23.12.0=pyhd8ed1ab_0
43
+ - conda-package-handling=2.2.0=pyh38be061_0
44
+ - conda-package-streaming=0.9.0=pyhd8ed1ab_0
45
+ - contourpy=1.2.0=py310hd41b1e2_0
46
+ - cryptography=41.0.7=py310hb8475ec_1
47
+ - curl=8.5.0=hca28451_0
48
+ - cycler=0.12.1=pyhd8ed1ab_0
49
+ - debugpy=1.8.0=py310hc6cd4ac_1
50
+ - decorator=5.1.1=pyhd8ed1ab_0
51
+ - defusedxml=0.7.1=pyhd8ed1ab_0
52
+ - distro=1.9.0=pyhd8ed1ab_0
53
+ - dlenv-tf-2-15-cpu=1.0.20240111=py310hd5a45c1_0
54
+ - entrypoints=0.4=pyhd8ed1ab_0
55
+ - exceptiongroup=1.2.0=pyhd8ed1ab_2
56
+ - executing=2.0.1=pyhd8ed1ab_0
57
+ - expat=2.5.0=hcb278e6_1
58
+ - fftw=3.3.10=nompi_hc118613_108
59
+ - fmt=10.1.1=h00ab1b0_1
60
+ - font-ttf-dejavu-sans-mono=2.37=hab24e00_0
61
+ - font-ttf-inconsolata=3.000=h77eed37_0
62
+ - font-ttf-source-code-pro=2.038=h77eed37_0
63
+ - font-ttf-ubuntu=0.83=h77eed37_1
64
+ - fontconfig=2.14.2=h14ed4e7_0
65
+ - fonts-conda-ecosystem=1=0
66
+ - fonts-conda-forge=1=0
67
+ - fqdn=1.5.1=pyhd8ed1ab_0
68
+ - freetype=2.12.1=h267a509_2
69
+ - fribidi=1.0.10=h36c2ea0_0
70
+ - frozenlist=1.4.1=py310h2372a71_0
71
+ - gdk-pixbuf=2.42.10=h829c605_4
72
+ - geos=3.11.1=h27087fc_0
73
+ - gettext=0.21.1=h27087fc_0
74
+ - ghostscript=10.02.1=h59595ed_0
75
+ - giflib=5.2.1=h0b41bf4_3
76
+ - gmp=6.3.0=h59595ed_0
77
+ - google-api-core-grpc=2.11.1=hd8ed1ab_0
78
+ - google-auth=2.26.1=pyhca7485f_0
79
+ - google-cloud-core=2.4.1=pyhd8ed1ab_0
80
+ - google-cloud-datastore=1.15.5=pyhd8ed1ab_0
81
+ - googleapis-common-protos=1.62.0=pyhd8ed1ab_0
82
+ - graphite2=1.3.13=h58526e2_1001
83
+ - graphviz=9.0.0=h78e8752_1
84
+ - grpc-cpp=1.48.1=hc2bec63_1
85
+ - gtk2=2.24.33=h7f000aa_3
86
+ - gts=0.7.6=h977cf35_4
87
+ - harfbuzz=8.3.0=h3d44ed6_0
88
+ - icu=73.2=h59595ed_0
89
+ - idna=3.6=pyhd8ed1ab_0
90
+ - imagemagick=7.1.1_28=pl5321hb90aeea_0
91
+ - importlib_metadata=7.0.1=hd8ed1ab_0
92
+ - importlib_resources=6.1.1=pyhd8ed1ab_0
93
+ - ipykernel=6.28.0=pyhd33586a_0
94
+ - ipython=8.20.0=pyh707e725_0
95
+ - ipython_genutils=0.2.0=py_1
96
+ - isoduration=20.11.0=pyhd8ed1ab_0
97
+ - jbig=2.1=h7f98852_2003
98
+ - jedi=0.19.1=pyhd8ed1ab_0
99
+ - jinja2=3.1.2=pyhd8ed1ab_1
100
+ - jsonpatch=1.33=pyhd8ed1ab_0
101
+ - jsonpointer=2.4=py310hff52083_3
102
+ - jsonschema=4.20.0=pyhd8ed1ab_0
103
+ - jsonschema-specifications=2023.12.1=pyhd8ed1ab_0
104
+ - jsonschema-with-format-nongpl=4.20.0=pyhd8ed1ab_0
105
+ - jupyter_client=8.6.0=pyhd8ed1ab_0
106
+ - jupyter_core=5.7.1=py310hff52083_0
107
+ - jupyter_events=0.9.0=pyhd8ed1ab_0
108
+ - jupyter_server_terminals=0.5.1=pyhd8ed1ab_0
109
+ - jupyterlab_pygments=0.3.0=pyhd8ed1ab_0
110
+ - keyutils=1.6.1=h166bdaf_0
111
+ - kiwisolver=1.4.5=py310hd41b1e2_1
112
+ - krb5=1.21.2=h659d440_0
113
+ - lcms2=2.16=hb7c19ff_0
114
+ - ld_impl_linux-64=2.40=h41732ed_0
115
+ - lerc=4.0.0=h27087fc_0
116
+ - libabseil=20220623.0=cxx17_h05df665_6
117
+ - libarchive=3.7.2=h2aa1ff5_1
118
+ - libblas=3.9.0=21_linux64_openblas
119
+ - libbrotlicommon=1.1.0=hd590300_1
120
+ - libbrotlidec=1.1.0=hd590300_1
121
+ - libbrotlienc=1.1.0=hd590300_1
122
+ - libcblas=3.9.0=21_linux64_openblas
123
+ - libcurl=8.5.0=hca28451_0
124
+ - libdeflate=1.19=hd590300_0
125
+ - libedit=3.1.20191231=he28a2e2_2
126
+ - libev=4.33=hd590300_2
127
+ - libexpat=2.5.0=hcb278e6_1
128
+ - libffi=3.4.2=h7f98852_5
129
+ - libgcc-ng=13.2.0=h807b86a_3
130
+ - libgd=2.3.3=h119a65a_9
131
+ - libgfortran-ng=13.2.0=h69a702a_5
132
+ - libgfortran5=13.2.0=ha4646dd_5
133
+ - libglib=2.78.4=h783c2da_0
134
+ - libgomp=13.2.0=h807b86a_3
135
+ - libhwloc=2.9.3=default_h554bfaf_1009
136
+ - libiconv=1.17=hd590300_2
137
+ - libjpeg-turbo=3.0.0=hd590300_1
138
+ - liblapack=3.9.0=21_linux64_openblas
139
+ - libmamba=1.5.6=had39da4_0
140
+ - libmambapy=1.5.6=py310h39ff949_0
141
+ - libnghttp2=1.58.0=h47da74e_1
142
+ - libnsl=2.0.1=hd590300_0
143
+ - libopenblas=0.3.26=pthreads_h413a1c8_0
144
+ - libpng=1.6.42=h2797004_0
145
+ - libprotobuf=3.20.3=h3eb15da_0
146
+ - librsvg=2.56.3=he3f83f7_1
147
+ - libsodium=1.0.18=h36c2ea0_1
148
+ - libsolv=0.7.27=hfc55251_0
149
+ - libsqlite=3.44.2=h2797004_0
150
+ - libssh2=1.11.0=h0841786_0
151
+ - libstdcxx-ng=13.2.0=h7e041cc_3
152
+ - libtiff=4.6.0=ha9c0a0a_2
153
+ - libuuid=2.38.1=h0b41bf4_0
154
+ - libuv=1.46.0=hd590300_0
155
+ - libwebp=1.3.2=h658648e_1
156
+ - libwebp-base=1.3.2=hd590300_0
157
+ - libxcb=1.15=h0b41bf4_0
158
+ - libxcrypt=4.4.36=hd590300_1
159
+ - libxml2=2.12.5=h232c23b_0
160
+ - libzlib=1.2.13=hd590300_5
161
+ - llvm-openmp=17.0.6=h4dfa4b3_0
162
+ - lz4-c=1.9.4=hcb278e6_0
163
+ - lzo=2.10=h516909a_1000
164
+ - mamba=1.5.6=py310h51d5547_0
165
+ - matplotlib-base=3.8.3=py310h62c0568_0
166
+ - matplotlib-inline=0.1.6=pyhd8ed1ab_0
167
+ - menuinst=2.0.1=py310hff52083_0
168
+ - mkl=2024.0.0=ha957f24_49657
169
+ - multidict=6.0.4=py310h2372a71_1
170
+ - munkres=1.1.4=pyh9f0ad1d_0
171
+ - nb_conda=2.2.1=unix_7
172
+ - nb_conda_kernels=2.3.1=pyhd8ed1ab_3
173
+ - nbclassic=1.0.0=pyhb4ecaf3_1
174
+ - nbconvert-pandoc=7.14.0=pyhd8ed1ab_0
175
+ - nbformat=5.9.2=pyhd8ed1ab_0
176
+ - ncurses=6.4=h59595ed_2
177
+ - nest-asyncio=1.5.8=pyhd8ed1ab_0
178
+ - nodejs=20.9.0=hb753e55_0
179
+ - notebook-shim=0.2.3=pyhd8ed1ab_0
180
+ - numpy=1.26.4=py310hb13e2d6_0
181
+ - openjpeg=2.5.0=h488ebb8_3
182
+ - openssl=3.2.1=hd590300_0
183
+ - overrides=7.4.0=pyhd8ed1ab_0
184
+ - pandoc=3.1.3=h32600fe_0
185
+ - pandocfilters=1.5.0=pyhd8ed1ab_0
186
+ - pango=1.50.14=ha41ecd1_2
187
+ - parso=0.8.3=pyhd8ed1ab_0
188
+ - pcre2=10.42=hcad00b1_0
189
+ - perl=5.32.1=7_hd590300_perl5
190
+ - pickleshare=0.7.5=py_1003
191
+ - pip=23.3.2=pyhd8ed1ab_0
192
+ - pixman=0.43.2=h59595ed_0
193
+ - pkg-config=0.29.2=h36c2ea0_1008
194
+ - pkgutil-resolve-name=1.3.10=pyhd8ed1ab_1
195
+ - pluggy=1.3.0=pyhd8ed1ab_0
196
+ - proj=9.3.1=h1d62c97_0
197
+ - prometheus_client=0.19.0=pyhd8ed1ab_0
198
+ - pthread-stubs=0.4=h36c2ea0_1001
199
+ - ptyprocess=0.7.0=pyhd3deb0d_0
200
+ - pure_eval=0.2.2=pyhd8ed1ab_0
201
+ - pyasn1=0.5.1=pyhd8ed1ab_0
202
+ - pyasn1-modules=0.3.0=pyhd8ed1ab_0
203
+ - pybind11-abi=4=hd8ed1ab_3
204
+ - pycosat=0.6.6=py310h2372a71_0
205
+ - pygments=2.17.2=pyhd8ed1ab_0
206
+ - pyopenssl=23.3.0=pyhd8ed1ab_0
207
+ - pyparsing=3.1.1=pyhd8ed1ab_0
208
+ - pyproj=3.6.1=py310hd5c30f3_5
209
+ - pyshp=2.3.1=pyhd8ed1ab_0
210
+ - pysocks=1.7.1=py310h06a4308_0
211
+ - python=3.10.13=hd12c33a_1_cpython
212
+ - python-dateutil=2.8.2=pyhd8ed1ab_0
213
+ - python-fastjsonschema=2.19.1=pyhd8ed1ab_0
214
+ - python-json-logger=2.0.7=pyhd8ed1ab_0
215
+ - python_abi=3.10=4_cp310
216
+ - pyu2f=0.1.5=pyhd8ed1ab_0
217
+ - pyyaml=6.0.1=py310h2372a71_1
218
+ - re2=2022.06.01=h27087fc_1
219
+ - readline=8.2=h8228510_1
220
+ - referencing=0.32.1=pyhd8ed1ab_0
221
+ - reproc=14.2.4.post0=hd590300_1
222
+ - reproc-cpp=14.2.4.post0=h59595ed_1
223
+ - requests=2.31.0=pyhd8ed1ab_0
224
+ - rfc3339-validator=0.1.4=pyhd8ed1ab_0
225
+ - rfc3986-validator=0.1.1=pyh9f0ad1d_0
226
+ - rpds-py=0.16.2=py310hcb5633a_0
227
+ - rsa=4.9=pyhd8ed1ab_0
228
+ - ruamel.yaml=0.18.5=py310h2372a71_0
229
+ - ruamel.yaml.clib=0.2.7=py310h2372a71_2
230
+ - ruamel_yaml=0.15.100=py310h7f8727e_0
231
+ - send2trash=1.8.2=pyh41d4057_0
232
+ - setuptools=69.0.3=pyhd8ed1ab_0
233
+ - sniffio=1.3.0=pyhd8ed1ab_0
234
+ - soupsieve=2.5=pyhd8ed1ab_1
235
+ - sqlite=3.38.2=hc218d9a_0
236
+ - stack_data=0.6.2=pyhd8ed1ab_0
237
+ - terminado=0.18.0=pyh0d859eb_0
238
+ - tinycss2=1.2.1=pyhd8ed1ab_0
239
+ - tk=8.6.13=noxft_h4845f30_101
240
+ - tornado=6.3.3=py310h2372a71_1
241
+ - tqdm=4.66.1=pyhd8ed1ab_0
242
+ - traitlets=5.9.0=pyhd8ed1ab_0
243
+ - truststore=0.8.0=pyhd8ed1ab_0
244
+ - types-python-dateutil=2.8.19.20240106=pyhd8ed1ab_0
245
+ - typing-extensions=4.9.0=hd8ed1ab_0
246
+ - typing_extensions=4.9.0=pyha770c72_0
247
+ - typing_utils=0.1.0=pyhd8ed1ab_0
248
+ - unicodedata2=15.1.0=py310h2372a71_0
249
+ - uri-template=1.3.0=pyhd8ed1ab_0
250
+ - wcwidth=0.2.13=pyhd8ed1ab_0
251
+ - webcolors=1.13=pyhd8ed1ab_0
252
+ - webencodings=0.5.1=pyhd8ed1ab_2
253
+ - websocket-client=1.7.0=pyhd8ed1ab_0
254
+ - wheel=0.42.0=pyhd8ed1ab_0
255
+ - xorg-kbproto=1.0.7=h7f98852_1002
256
+ - xorg-libice=1.1.1=hd590300_0
257
+ - xorg-libsm=1.2.4=h7391055_0
258
+ - xorg-libx11=1.8.7=h8ee46fc_0
259
+ - xorg-libxau=1.0.11=hd590300_0
260
+ - xorg-libxdmcp=1.1.3=h7f98852_0
261
+ - xorg-libxext=1.3.4=h0b41bf4_2
262
+ - xorg-libxrender=0.9.11=hd590300_0
263
+ - xorg-libxt=1.3.0=hd590300_1
264
+ - xorg-renderproto=0.11.1=h7f98852_1002
265
+ - xorg-xextproto=7.3.0=h0b41bf4_1003
266
+ - xorg-xproto=7.0.31=h7f98852_1007
267
+ - xz=5.2.6=h166bdaf_0
268
+ - yaml=0.2.5=h7b6447c_0
269
+ - yaml-cpp=0.8.0=h59595ed_0
270
+ - zeromq=4.3.5=h59595ed_0
271
+ - zipp=3.17.0=pyhd8ed1ab_0
272
+ - zlib=1.2.13=hd590300_5
273
+ - zstandard=0.22.0=py310h1275a96_0
274
+ - zstd=1.5.5=hfc55251_0
275
+ - pip:
276
+ - absl-py==1.4.0
277
+ - accelerate==0.27.2
278
+ - access==1.1.9
279
+ - affine==2.4.0
280
+ - aiobotocore==2.11.2
281
+ - aiofiles==22.1.0
282
+ - aiohttp-cors==0.7.0
283
+ - aioitertools==0.11.0
284
+ - aiorwlock==1.3.0
285
+ - aiosqlite==0.19.0
286
+ - albumentations==1.4.0
287
+ - alembic==1.13.1
288
+ - altair==5.2.0
289
+ - annotated-types==0.6.0
290
+ - annoy==1.17.3
291
+ - apache-beam==2.46.0
292
+ - aplus==0.11.0
293
+ - appdirs==1.4.4
294
+ - array-record==0.5.0
295
+ - arviz==0.17.0
296
+ - astroid==3.0.3
297
+ - astropy==6.0.0
298
+ - astropy-iers-data==0.2024.2.19.0.28.47
299
+ - astunparse==1.6.3
300
+ - async-lru==2.0.4
301
+ - audioread==3.0.1
302
+ - autopep8==2.0.4
303
+ - babel==2.14.0
304
+ - backoff==2.2.1
305
+ - bayesian-optimization==1.4.3
306
+ - bayespy==0.5.28
307
+ - beatrix-jupyterlab==2023.128.151533
308
+ - bidict==0.23.1
309
+ - biopython==1.83
310
+ - blake3==0.2.1
311
+ - blessed==1.20.0
312
+ - blinker==1.7.0
313
+ - blis==0.7.11
314
+ - blosc2==2.5.1
315
+ - bokeh==3.3.4
316
+ - boruta==0.3
317
+ - boto3==1.26.100
318
+ - botocore==1.34.34
319
+ - bqplot==0.12.43
320
+ - branca==0.7.1
321
+ - brewer2mpl==1.4.1
322
+ - cachetools==4.2.4
323
+ - catalogue==2.0.10
324
+ - catalyst==22.4
325
+ - catboost==1.2.2
326
+ - category-encoders==2.6.3
327
+ - cesium==0.12.1
328
+ - chex==0.1.85
329
+ - cleverhans==4.0.0
330
+ - click==8.1.7
331
+ - click-plugins==1.1.1
332
+ - cligj==0.7.2
333
+ - cloud-tpu-client==0.10
334
+ - cloud-tpu-profiler==2.4.0
335
+ - cloudpathlib==0.16.0
336
+ - cloudpickle==2.2.1
337
+ - cmdstanpy==1.2.1
338
+ - cmudict==1.0.18
339
+ - colorcet==3.0.1
340
+ - colorful==0.5.6
341
+ - colorlog==6.8.2
342
+ - colorlover==0.3.0
343
+ - confection==0.1.4
344
+ - contextily==1.5.0
345
+ - convertdate==2.4.0
346
+ - crcmod==1.7
347
+ - cufflinks==0.17.3
348
+ - cvxcanon==0.1.2
349
+ - cymem==2.0.8
350
+ - cysignals==1.11.4
351
+ - cython==3.0.8
352
+ - cytoolz==0.12.3
353
+ - daal==2024.1.0
354
+ - daal4py==2024.1.0
355
+ - dacite==1.8.1
356
+ - dask==2024.2.0
357
+ - dataclasses-json==0.6.4
358
+ - dataproc-jupyter-plugin==0.1.66
359
+ - datasets==2.1.0
360
+ - datashader==0.16.0
361
+ - datatile==1.0.3
362
+ - db-dtypes==1.2.0
363
+ - deap==1.4.1
364
+ - deepdiff==6.7.1
365
+ - delorean==1.0.0
366
+ - deprecated==1.2.14
367
+ - deprecation==2.1.0
368
+ - descartes==1.1.0
369
+ - dill==0.3.8
370
+ - dipy==1.8.0
371
+ - distlib==0.3.8
372
+ - dm-tree==0.1.8
373
+ - docker==7.0.0
374
+ - docker-pycreds==0.4.0
375
+ - docopt==0.6.2
376
+ - docstring-parser==0.15
377
+ - docstring-to-markdown==0.15
378
+ - docutils==0.20.1
379
+ - earthengine-api==0.1.391
380
+ - easydict==1.12
381
+ - easyocr==1.7.1
382
+ - ecos==2.0.13
383
+ - eli5==0.13.0
384
+ - emoji==2.10.1
385
+ - en-core-web-lg==3.7.1
386
+ - en-core-web-sm==3.7.1
387
+ - ephem==4.1.5
388
+ - esda==2.5.1
389
+ - essentia==2.1b6.dev1110
390
+ - et-xmlfile==1.1.0
391
+ - etils==1.6.0
392
+ - explainable-ai-sdk==1.3.3
393
+ - farama-notifications==0.0.4
394
+ - fastai==2.7.14
395
+ - fastapi==0.108.0
396
+ - fastavro==1.9.3
397
+ - fastcore==1.5.29
398
+ - fastdownload==0.0.7
399
+ - fasteners==0.19
400
+ - fastprogress==1.0.3
401
+ - fasttext==0.9.2
402
+ - fbpca==1.0
403
+ - feather-format==0.4.1
404
+ - featuretools==1.29.0
405
+ - filelock==3.13.1
406
+ - fiona==1.9.5
407
+ - fitter==1.7.0
408
+ - flake8==7.0.0
409
+ - flashtext==2.7
410
+ - flask==3.0.2
411
+ - flatbuffers==23.5.26
412
+ - flax==0.8.1
413
+ - folium==0.15.1
414
+ - fonttools==4.47.0
415
+ - frozendict==2.4.0
416
+ - fsspec==2024.2.0
417
+ - funcy==2.0
418
+ - fury==0.9.0
419
+ - future==1.0.0
420
+ - fuzzywuzzy==0.18.0
421
+ - gast==0.5.4
422
+ - gatspy==0.3
423
+ - gcsfs==2023.12.2.post1
424
+ - gensim==4.3.2
425
+ - geographiclib==2.0
426
+ - geohash==1.0
427
+ - geojson==3.1.0
428
+ - geopandas==0.14.3
429
+ - geoplot==0.5.1
430
+ - geopy==2.4.1
431
+ - geoviews==1.11.1
432
+ - ggplot==0.11.5
433
+ - giddy==2.3.5
434
+ - gitdb==4.0.11
435
+ - gitpython==3.1.41
436
+ - google-ai-generativelanguage==0.4.0
437
+ - google-api-core==2.17.1
438
+ - google-api-python-client==2.118.0
439
+ - google-apitools==0.5.31
440
+ - google-auth-httplib2==0.1.1
441
+ - google-auth-oauthlib==1.2.0
442
+ - google-cloud-aiplatform==0.6.0a1
443
+ - google-cloud-artifact-registry==1.10.0
444
+ - google-cloud-automl==1.0.1
445
+ - google-cloud-bigquery==2.34.4
446
+ - google-cloud-bigtable==1.7.3
447
+ - google-cloud-dlp==3.14.0
448
+ - google-cloud-jupyter-config==0.0.5
449
+ - google-cloud-language==2.13.1
450
+ - google-cloud-monitoring==2.18.0
451
+ - google-cloud-pubsub==2.19.0
452
+ - google-cloud-pubsublite==1.9.0
453
+ - google-cloud-recommendations-ai==0.7.1
454
+ - google-cloud-resource-manager==1.11.0
455
+ - google-cloud-spanner==3.40.1
456
+ - google-cloud-storage==1.44.0
457
+ - google-cloud-translate==3.12.1
458
+ - google-cloud-videointelligence==2.13.1
459
+ - google-cloud-vision==2.8.0
460
+ - google-crc32c==1.5.0
461
+ - google-generativeai==0.3.2
462
+ - google-pasta==0.2.0
463
+ - google-resumable-media==2.7.0
464
+ - gplearn==0.4.2
465
+ - gpustat==1.0.0
466
+ - gpxpy==1.6.2
467
+ - greenlet==3.0.3
468
+ - grpc-google-iam-v1==0.12.7
469
+ - grpcio==1.62.0
470
+ - grpcio-status==1.48.2
471
+ - gviz-api==1.10.0
472
+ - gym==0.26.2
473
+ - gym-notices==0.0.8
474
+ - gymnasium==0.29.0
475
+ - h11==0.14.0
476
+ - h2o==3.44.0.3
477
+ - h5netcdf==1.3.0
478
+ - h5py==3.10.0
479
+ - haversine==2.8.1
480
+ - hdfs==2.7.3
481
+ - hep-ml==0.7.2
482
+ - hijri-converter==2.3.1
483
+ - hmmlearn==0.3.0
484
+ - holidays==0.24
485
+ - holoviews==1.18.3
486
+ - hpsklearn==0.1.0
487
+ - html5lib==1.1
488
+ - htmlmin==0.1.12
489
+ - httpcore==1.0.4
490
+ - httplib2==0.21.0
491
+ - httptools==0.6.1
492
+ - httpx==0.27.0
493
+ - huggingface-hub==0.20.3
494
+ - humanize==4.9.0
495
+ - hunspell==0.5.5
496
+ - husl==4.0.3
497
+ - hydra-slayer==0.5.0
498
+ - hyperopt==0.2.7
499
+ - hypertools==0.8.0
500
+ - igraph==0.11.4
501
+ - imagecodecs==2024.1.1
502
+ - imagehash==4.3.1
503
+ - imageio==2.33.1
504
+ - imbalanced-learn==0.12.0
505
+ - imgaug==0.4.0
506
+ - importlib-metadata==6.11.0
507
+ - inequality==1.0.1
508
+ - iniconfig==2.0.0
509
+ - ipydatawidgets==4.3.5
510
+ - ipyleaflet==0.18.2
511
+ - ipympl==0.7.0
512
+ - ipython-genutils==0.2.0
513
+ - ipython-sql==0.5.0
514
+ - ipyvolume==0.6.3
515
+ - ipyvue==1.10.1
516
+ - ipyvuetify==1.8.10
517
+ - ipywebrtc==0.6.0
518
+ - ipywidgets==7.7.1
519
+ - isort==5.13.2
520
+ - isoweek==1.3.3
521
+ - itsdangerous==2.1.2
522
+ - janome==0.5.0
523
+ - jaraco-classes==3.3.0
524
+ - jax==0.4.24
525
+ - jax-jumpy==1.0.0
526
+ - jaxlib==0.4.24
527
+ - jeepney==0.8.0
528
+ - jieba==0.42.1
529
+ - jmespath==1.0.1
530
+ - joblib==1.3.2
531
+ - json5==0.9.14
532
+ - jupyter-client==7.4.9
533
+ - jupyter-console==6.6.3
534
+ - jupyter-http-over-ws==0.0.8
535
+ - jupyter-lsp==1.5.1
536
+ - jupyter-server==2.12.5
537
+ - jupyter-server-fileid==0.9.1
538
+ - jupyter-server-mathjax==0.2.6
539
+ - jupyter-server-proxy==4.1.0
540
+ - jupyter-server-ydoc==0.8.0
541
+ - jupyter-ydoc==0.2.5
542
+ - jupyterlab==4.1.2
543
+ - jupyterlab-git==0.44.0
544
+ - jupyterlab-lsp==5.0.3
545
+ - jupyterlab-server==2.25.2
546
+ - jupyterlab-widgets==3.0.9
547
+ - jupytext==1.16.0
548
+ - kaggle==1.6.6
549
+ - kaggle-environments==1.14.3
550
+ - kagglehub==0.1.9
551
+ - keras==3.0.5
552
+ - keras-cv==0.8.2
553
+ - keras-nlp==0.8.1
554
+ - keras-tuner==1.4.6
555
+ - kernels-mixer==0.0.7
556
+ - keyring==24.3.0
557
+ - keyrings-google-artifactregistry-auth==1.1.2
558
+ - kfp==2.5.0
559
+ - kfp-pipeline-spec==0.2.2
560
+ - kfp-server-api==2.0.5
561
+ - kmapper==2.0.1
562
+ - kmodes==0.12.2
563
+ - korean-lunar-calendar==0.3.1
564
+ - kornia==0.7.1
565
+ - kt-legacy==1.0.5
566
+ - kubernetes==26.1.0
567
+ - langcodes==3.3.0
568
+ - langid==1.1.6
569
+ - lazy-loader==0.3
570
+ - learntools==0.3.4
571
+ - leven==1.0.4
572
+ - levenshtein==0.25.0
573
+ - libclang==16.0.6
574
+ - libpysal==4.9.2
575
+ - librosa==0.10.1
576
+ - lightgbm==4.2.0
577
+ - lightning-utilities==0.10.1
578
+ - lime==0.2.0.1
579
+ - line-profiler==4.1.2
580
+ - linkify-it-py==2.0.3
581
+ - llvmlite==0.41.1
582
+ - lml==0.1.0
583
+ - locket==1.0.0
584
+ - loguru==0.7.2
585
+ - lunarcalendar==0.0.9
586
+ - lxml==5.1.0
587
+ - lz4==4.3.3
588
+ - mako==1.3.2
589
+ - mapclassify==2.6.1
590
+ - marisa-trie==1.1.0
591
+ - markdown==3.5.2
592
+ - markdown-it-py==3.0.0
593
+ - markovify==0.9.4
594
+ - markupsafe==2.1.5
595
+ - marshmallow==3.20.2
596
+ - matplotlib==3.7.5
597
+ - matplotlib-venn==0.11.10
598
+ - mccabe==0.7.0
599
+ - mdit-py-plugins==0.4.0
600
+ - mdurl==0.1.2
601
+ - memory-profiler==0.61.0
602
+ - mercantile==1.2.1
603
+ - mgwr==2.2.1
604
+ - missingno==0.5.2
605
+ - mistune==0.8.4
606
+ - mizani==0.11.0
607
+ - ml-dtypes==0.2.0
608
+ - mlcrate==0.2.0
609
+ - mlens==0.2.3
610
+ - mlxtend==0.23.1
611
+ - mmh3==4.1.0
612
+ - mne==1.6.1
613
+ - mnist==0.2.2
614
+ - mock==5.1.0
615
+ - momepy==0.7.0
616
+ - more-itertools==10.2.0
617
+ - mpld3==0.5.10
618
+ - mpmath==1.3.0
619
+ - msgpack==1.0.7
620
+ - msgpack-numpy==0.4.8
621
+ - multimethod==1.10
622
+ - multipledispatch==1.0.0
623
+ - multiprocess==0.70.16
624
+ - murmurhash==1.0.10
625
+ - mypy-extensions==1.0.0
626
+ - namex==0.0.7
627
+ - nbclient==0.5.13
628
+ - nbconvert==6.4.5
629
+ - nbdime==3.2.0
630
+ - ndindex==1.8
631
+ - networkx==3.2.1
632
+ - nibabel==5.2.0
633
+ - nilearn==0.10.3
634
+ - ninja==1.11.1.1
635
+ - nltk==3.2.4
636
+ - nose==1.3.7
637
+ - notebook==6.5.6
638
+ - notebook-executor==0.2
639
+ - numba==0.58.1
640
+ - numexpr==2.9.0
641
+ - nvidia-ml-py==11.495.46
642
+ - oauth2client==4.1.3
643
+ - oauthlib==3.2.2
644
+ - objsize==0.6.1
645
+ - odfpy==1.4.1
646
+ - olefile==0.47
647
+ - onnx==1.15.0
648
+ - opencensus==0.11.4
649
+ - opencensus-context==0.1.3
650
+ - opencv-contrib-python==4.9.0.80
651
+ - opencv-python==4.9.0.80
652
+ - opencv-python-headless==4.9.0.80
653
+ - openpyxl==3.1.2
654
+ - openslide-python==1.3.1
655
+ - opentelemetry-api==1.22.0
656
+ - opentelemetry-exporter-otlp==1.22.0
657
+ - opentelemetry-exporter-otlp-proto-common==1.22.0
658
+ - opentelemetry-exporter-otlp-proto-grpc==1.22.0
659
+ - opentelemetry-exporter-otlp-proto-http==1.22.0
660
+ - opentelemetry-proto==1.22.0
661
+ - opentelemetry-sdk==1.22.0
662
+ - opentelemetry-semantic-conventions==0.43b0
663
+ - opt-einsum==3.3.0
664
+ - optax==0.1.9
665
+ - optuna==3.5.0
666
+ - orbax-checkpoint==0.5.3
667
+ - ordered-set==4.1.0
668
+ - orderedmultidict==1.0.1
669
+ - orjson==3.9.10
670
+ - ortools==9.4.1874
671
+ - osmnx==1.9.1
672
+ - packaging==21.3
673
+ - pandas==2.2.0
674
+ - pandas-datareader==0.10.0
675
+ - pandas-profiling==3.6.6
676
+ - pandas-summary==0.2.0
677
+ - pandasql==0.7.3
678
+ - panel==1.3.8
679
+ - papermill==2.5.0
680
+ - param==2.0.2
681
+ - partd==1.4.1
682
+ - path==16.10.0
683
+ - path-py==12.5.0
684
+ - pathos==0.3.2
685
+ - patsy==0.5.6
686
+ - pdf2image==1.17.0
687
+ - pettingzoo==1.24.0
688
+ - pexpect==4.9.0
689
+ - phik==0.12.4
690
+ - pillow==9.5.0
691
+ - platformdirs==4.2.0
692
+ - plotly==5.18.0
693
+ - plotly-express==0.4.1
694
+ - plotnine==0.13.0
695
+ - pointpats==2.4.0
696
+ - polars==0.20.10
697
+ - polyglot==16.7.4
698
+ - pooch==1.8.1
699
+ - pox==0.3.4
700
+ - ppca==0.0.4
701
+ - ppft==1.7.6.8
702
+ - preprocessing==0.1.13
703
+ - preshed==3.0.9
704
+ - prettytable==3.9.0
705
+ - progressbar2==4.3.2
706
+ - promise==2.3
707
+ - prompt-toolkit==3.0.43
708
+ - pronouncing==0.2.0
709
+ - prophet==1.1.1
710
+ - proto-plus==1.23.0
711
+ - protobuf==3.20.3
712
+ - psutil==5.9.3
713
+ - pudb==2024.1
714
+ - pulp==2.8.0
715
+ - py-cpuinfo==9.0.0
716
+ - py-spy==0.3.14
717
+ - py4j==0.10.9.7
718
+ - pyaml==23.12.0
719
+ - pyarabic==0.6.15
720
+ - pyarrow==15.0.0
721
+ - pyastronomy==0.20.0
722
+ - pybind11==2.11.1
723
+ - pyclipper==1.3.0.post5
724
+ - pycodestyle==2.11.1
725
+ - pycparser==2.21
726
+ - pycryptodome==3.20.0
727
+ - pyct==0.5.0
728
+ - pydantic==2.5.3
729
+ - pydantic-core==2.14.6
730
+ - pydegensac==0.1.2
731
+ - pydicom==2.4.4
732
+ - pydocstyle==6.3.0
733
+ - pydot==1.4.2
734
+ - pydub==0.25.1
735
+ - pyemd==1.0.0
736
+ - pyerfa==2.0.1.1
737
+ - pyexcel-io==0.6.6
738
+ - pyexcel-ods==0.6.0
739
+ - pyfasttext==0.4.6
740
+ - pyflakes==3.2.0
741
+ - pygltflib==1.16.1
742
+ - pyjwt==2.8.0
743
+ - pykalman==0.9.5
744
+ - pyldavis==3.4.1
745
+ - pylint==3.0.3
746
+ - pymc3==3.11.4
747
+ - pymeeus==0.5.12
748
+ - pymongo==3.13.0
749
+ - pympler==1.0.1
750
+ - pynndescent==0.5.11
751
+ - pyocr==0.8.5
752
+ - pypdf==4.0.2
753
+ - pysal==24.1
754
+ - pytesseract==0.3.10
755
+ - pytest==8.0.1
756
+ - python-bidi==0.4.2
757
+ - python-dotenv==1.0.0
758
+ - python-graphviz==0.20.1
759
+ - python-levenshtein==0.25.0
760
+ - python-louvain==0.16
761
+ - python-lsp-jsonrpc==1.1.2
762
+ - python-lsp-server==1.10.0
763
+ - python-slugify==8.0.4
764
+ - python-utils==3.8.2
765
+ - pythreejs==2.4.2
766
+ - pytoolconfig==1.3.1
767
+ - pytorch-ignite==0.4.13
768
+ - pytorch-lightning==2.2.0.post0
769
+ - pytz==2023.3.post1
770
+ - pyupset==0.1.1.post7
771
+ - pyviz-comms==3.0.1
772
+ - pywavelets==1.5.0
773
+ - pyzmq==24.0.1
774
+ - qgrid==1.3.1
775
+ - qtconsole==5.5.1
776
+ - qtpy==2.4.1
777
+ - quantecon==0.7.1
778
+ - quantities==0.15.0
779
+ - qudida==0.0.4
780
+ - rapidfuzz==3.6.1
781
+ - rasterio==1.3.9
782
+ - rasterstats==0.19.0
783
+ - ray==2.9.0
784
+ - ray-cpp==2.9.0
785
+ - regex==2023.12.25
786
+ - requests-oauthlib==1.3.1
787
+ - requests-toolbelt==0.10.1
788
+ - responses==0.18.0
789
+ - retrying==1.3.4
790
+ - rgf-python==3.12.0
791
+ - rich==13.7.0
792
+ - rich-click==1.7.3
793
+ - rope==1.12.0
794
+ - rtree==1.2.0
795
+ - s2sphere==0.2.5
796
+ - s3fs==2024.2.0
797
+ - s3transfer==0.6.2
798
+ - safetensors==0.4.2
799
+ - scattertext==0.1.19
800
+ - scikit-image==0.22.0
801
+ - scikit-learn==1.2.2
802
+ - scikit-learn-intelex==2024.1.0
803
+ - scikit-multilearn==0.2.0
804
+ - scikit-optimize==0.9.0
805
+ - scikit-plot==0.3.7
806
+ - scikit-surprise==1.1.3
807
+ - scipy==1.11.4
808
+ - seaborn==0.12.2
809
+ - secretstorage==3.3.3
810
+ - segment-anything==1.0
811
+ - segregation==2.5
812
+ - semver==3.0.2
813
+ - sentencepiece==0.2.0
814
+ - sentry-sdk==1.40.5
815
+ - setproctitle==1.3.3
816
+ - setuptools-git==1.2
817
+ - setuptools-scm==8.0.4
818
+ - shap==0.44.1
819
+ - shapely==2.0.3
820
+ - shimmy==1.3.0
821
+ - simpervisor==1.0.0
822
+ - simpleitk==2.3.1
823
+ - simplejson==3.19.2
824
+ - six==1.16.0
825
+ - sklearn-pandas==2.2.0
826
+ - slicer==0.0.7
827
+ - smart-open==6.4.0
828
+ - smhasher==0.150.1
829
+ - smmap==5.0.1
830
+ - snowballstemmer==2.2.0
831
+ - snuggs==1.4.7
832
+ - soundfile==0.12.1
833
+ - soxr==0.3.7
834
+ - spacy==3.7.4
835
+ - spacy-legacy==3.0.12
836
+ - spacy-loggers==1.0.5
837
+ - spaghetti==1.7.5.post1
838
+ - spectral==0.23.1
839
+ - spglm==1.1.0
840
+ - sphinx-rtd-theme==0.2.4
841
+ - spint==1.0.7
842
+ - splot==1.1.5.post1
843
+ - spopt==0.6.0
844
+ - spreg==1.4.2
845
+ - spvcm==0.3.0
846
+ - sqlalchemy==2.0.25
847
+ - sqlparse==0.4.4
848
+ - squarify==0.4.3
849
+ - srsly==2.4.8
850
+ - stable-baselines3==2.1.0
851
+ - stack-data==0.6.3
852
+ - stanio==0.3.0
853
+ - starlette==0.32.0.post1
854
+ - statsmodels==0.14.1
855
+ - stemming==1.0.1
856
+ - stop-words==2018.7.23
857
+ - stopit==1.1.2
858
+ - stumpy==1.12.0
859
+ - sympy==1.12
860
+ - tables==3.9.2
861
+ - tabulate==0.9.0
862
+ - tangled-up-in-unicode==0.2.0
863
+ - tbb==2021.11.0
864
+ - tenacity==8.2.3
865
+ - tensorboard==2.15.1
866
+ - tensorboard-data-server==0.7.2
867
+ - tensorboard-plugin-profile==2.15.0
868
+ - tensorboardx==2.6.2.2
869
+ - tensorflow==2.15.0
870
+ - tensorflow-cloud==0.1.16
871
+ - tensorflow-datasets==4.9.4
872
+ - tensorflow-decision-forests==1.8.1
873
+ - tensorflow-estimator==2.15.0
874
+ - tensorflow-hub==0.16.1
875
+ - tensorflow-io==0.35.0
876
+ - tensorflow-io-gcs-filesystem==0.35.0
877
+ - tensorflow-metadata==0.14.0
878
+ - tensorflow-probability==0.23.0
879
+ - tensorflow-serving-api==2.14.1
880
+ - tensorflow-text==2.15.0
881
+ - tensorflow-transform==0.14.0
882
+ - tensorpack==0.11
883
+ - tensorstore==0.1.53
884
+ - termcolor==2.4.0
885
+ - testpath==0.6.0
886
+ - text-unidecode==1.3
887
+ - textblob==0.18.0.post0
888
+ - texttable==1.7.0
889
+ - tf-keras==2.15.0
890
+ - tfp-nightly==0.24.0.dev0
891
+ - theano==1.0.5
892
+ - theano-pymc==1.1.2
893
+ - thinc==8.2.3
894
+ - threadpoolctl==3.2.0
895
+ - tifffile==2023.12.9
896
+ - timm==0.9.16
897
+ - tobler==0.11.2
898
+ - tokenizers==0.15.2
899
+ - toml==0.10.2
900
+ - tomli==2.0.1
901
+ - tomlkit==0.12.3
902
+ - toolz==0.12.1
903
+ - torch==2.1.2+cpu
904
+ - torchaudio==2.1.2+cpu
905
+ - torchdata==0.7.1
906
+ - torchinfo==1.8.0
907
+ - torchmetrics==1.3.1
908
+ - torchtext==0.16.2+cpu
909
+ - torchvision==0.16.2+cpu
910
+ - tpot==0.12.1
911
+ - traceml==1.0.8
912
+ - traittypes==0.2.1
913
+ - transformers==4.38.1
914
+ - trueskill==0.4.5
915
+ - trx-python==0.2.9
916
+ - tsfresh==0.20.2
917
+ - typeguard==4.1.5
918
+ - typer==0.9.0
919
+ - typing-inspect==0.9.0
920
+ - tzdata==2023.4
921
+ - tzlocal==5.2
922
+ - uc-micro-py==1.0.3
923
+ - ujson==5.9.0
924
+ - umap-learn==0.5.5
925
+ - unidecode==1.3.8
926
+ - update-checker==0.18.0
927
+ - uritemplate==3.0.1
928
+ - urllib3==1.26.18
929
+ - urwid==2.6.4
930
+ - urwid-readline==0.13
931
+ - uvicorn==0.25.0
932
+ - uvloop==0.19.0
933
+ - vaex==4.17.0
934
+ - vaex-astro==0.9.3
935
+ - vaex-core==4.17.1
936
+ - vaex-hdf5==0.14.1
937
+ - vaex-jupyter==0.8.2
938
+ - vaex-ml==0.18.3
939
+ - vaex-server==0.9.0
940
+ - vaex-viz==0.5.4
941
+ - vec-noise==1.1.4
942
+ - vecstack==0.4.0
943
+ - virtualenv==20.21.0
944
+ - visions==0.7.5
945
+ - vowpalwabbit==9.9.0
946
+ - vtk==9.3.0
947
+ - wand==0.6.13
948
+ - wandb==0.16.3
949
+ - wasabi==1.1.2
950
+ - watchfiles==0.21.0
951
+ - wavio==0.0.8
952
+ - weasel==0.3.4
953
+ - websockets==12.0
954
+ - werkzeug==3.0.1
955
+ - wfdb==4.1.2
956
+ - whatthepatch==1.0.5
957
+ - widgetsnbextension==3.6.6
958
+ - witwidget==1.8.1
959
+ - woodwork==0.28.0
960
+ - wordcloud==1.9.3
961
+ - wordsegment==1.3.1
962
+ - wrapt==1.14.1
963
+ - xarray==2024.2.0
964
+ - xarray-einstats==0.7.0
965
+ - xgboost==2.0.3
966
+ - xvfbwrapper==0.2.9
967
+ - xxhash==3.4.1
968
+ - xyzservices==2023.10.1
969
+ - y-py==0.6.2
970
+ - yapf==0.40.2
971
+ - yarl==1.9.4
972
+ - ydata-profiling==4.6.4
973
+ - yellowbrick==1.5
974
+ - ypy-websocket==0.8.4
975
+ prefix: /opt/conda
wandb/run-20240319_042448-r65lsaj2/files/config.yaml ADDED
@@ -0,0 +1,681 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ wandb_version: 1
2
+
3
+ _wandb:
4
+ desc: null
5
+ value:
6
+ python_version: 3.10.13
7
+ cli_version: 0.16.3
8
+ framework: huggingface
9
+ huggingface_version: 4.38.1
10
+ is_jupyter_run: true
11
+ is_kaggle_kernel: true
12
+ start_time: 1710822288.048032
13
+ t:
14
+ 1:
15
+ - 1
16
+ - 2
17
+ - 3
18
+ - 5
19
+ - 11
20
+ - 12
21
+ - 49
22
+ - 51
23
+ - 53
24
+ - 55
25
+ - 71
26
+ - 105
27
+ 2:
28
+ - 1
29
+ - 2
30
+ - 3
31
+ - 5
32
+ - 11
33
+ - 12
34
+ - 49
35
+ - 51
36
+ - 53
37
+ - 55
38
+ - 71
39
+ - 105
40
+ 3:
41
+ - 7
42
+ - 23
43
+ 4: 3.10.13
44
+ 5: 0.16.3
45
+ 6: 4.38.1
46
+ 8:
47
+ - 1
48
+ - 2
49
+ - 5
50
+ 9:
51
+ 1: transformers_trainer
52
+ 13: linux-x86_64
53
+ m:
54
+ - 1: train/global_step
55
+ 6:
56
+ - 3
57
+ - 1: eval/loss
58
+ 5: 1
59
+ 6:
60
+ - 1
61
+ - 1: eval/runtime
62
+ 5: 1
63
+ 6:
64
+ - 1
65
+ - 1: eval/samples_per_second
66
+ 5: 1
67
+ 6:
68
+ - 1
69
+ - 1: eval/steps_per_second
70
+ 5: 1
71
+ 6:
72
+ - 1
73
+ - 1: train/epoch
74
+ 5: 1
75
+ 6:
76
+ - 1
77
+ - 1: train/train_runtime
78
+ 5: 1
79
+ 6:
80
+ - 1
81
+ - 1: train/train_samples_per_second
82
+ 5: 1
83
+ 6:
84
+ - 1
85
+ - 1: train/train_steps_per_second
86
+ 5: 1
87
+ 6:
88
+ - 1
89
+ - 1: train/total_flos
90
+ 5: 1
91
+ 6:
92
+ - 1
93
+ - 1: train/train_loss
94
+ 5: 1
95
+ 6:
96
+ - 1
97
+ vocab_size:
98
+ desc: null
99
+ value: 30522
100
+ max_position_embeddings:
101
+ desc: null
102
+ value: 512
103
+ sinusoidal_pos_embds:
104
+ desc: null
105
+ value: false
106
+ n_layers:
107
+ desc: null
108
+ value: 6
109
+ n_heads:
110
+ desc: null
111
+ value: 12
112
+ dim:
113
+ desc: null
114
+ value: 768
115
+ hidden_dim:
116
+ desc: null
117
+ value: 3072
118
+ dropout:
119
+ desc: null
120
+ value: 0.1
121
+ attention_dropout:
122
+ desc: null
123
+ value: 0.1
124
+ activation:
125
+ desc: null
126
+ value: gelu
127
+ initializer_range:
128
+ desc: null
129
+ value: 0.02
130
+ qa_dropout:
131
+ desc: null
132
+ value: 0.1
133
+ seq_classif_dropout:
134
+ desc: null
135
+ value: 0.2
136
+ return_dict:
137
+ desc: null
138
+ value: true
139
+ output_hidden_states:
140
+ desc: null
141
+ value: false
142
+ output_attentions:
143
+ desc: null
144
+ value: false
145
+ torchscript:
146
+ desc: null
147
+ value: false
148
+ torch_dtype:
149
+ desc: null
150
+ value: null
151
+ use_bfloat16:
152
+ desc: null
153
+ value: false
154
+ tf_legacy_loss:
155
+ desc: null
156
+ value: false
157
+ pruned_heads:
158
+ desc: null
159
+ value: {}
160
+ tie_word_embeddings:
161
+ desc: null
162
+ value: true
163
+ chunk_size_feed_forward:
164
+ desc: null
165
+ value: 0
166
+ is_encoder_decoder:
167
+ desc: null
168
+ value: false
169
+ is_decoder:
170
+ desc: null
171
+ value: false
172
+ cross_attention_hidden_size:
173
+ desc: null
174
+ value: null
175
+ add_cross_attention:
176
+ desc: null
177
+ value: false
178
+ tie_encoder_decoder:
179
+ desc: null
180
+ value: false
181
+ max_length:
182
+ desc: null
183
+ value: 20
184
+ min_length:
185
+ desc: null
186
+ value: 0
187
+ do_sample:
188
+ desc: null
189
+ value: false
190
+ early_stopping:
191
+ desc: null
192
+ value: false
193
+ num_beams:
194
+ desc: null
195
+ value: 1
196
+ num_beam_groups:
197
+ desc: null
198
+ value: 1
199
+ diversity_penalty:
200
+ desc: null
201
+ value: 0.0
202
+ temperature:
203
+ desc: null
204
+ value: 1.0
205
+ top_k:
206
+ desc: null
207
+ value: 50
208
+ top_p:
209
+ desc: null
210
+ value: 1.0
211
+ typical_p:
212
+ desc: null
213
+ value: 1.0
214
+ repetition_penalty:
215
+ desc: null
216
+ value: 1.0
217
+ length_penalty:
218
+ desc: null
219
+ value: 1.0
220
+ no_repeat_ngram_size:
221
+ desc: null
222
+ value: 0
223
+ encoder_no_repeat_ngram_size:
224
+ desc: null
225
+ value: 0
226
+ bad_words_ids:
227
+ desc: null
228
+ value: null
229
+ num_return_sequences:
230
+ desc: null
231
+ value: 1
232
+ output_scores:
233
+ desc: null
234
+ value: false
235
+ return_dict_in_generate:
236
+ desc: null
237
+ value: false
238
+ forced_bos_token_id:
239
+ desc: null
240
+ value: null
241
+ forced_eos_token_id:
242
+ desc: null
243
+ value: null
244
+ remove_invalid_values:
245
+ desc: null
246
+ value: false
247
+ exponential_decay_length_penalty:
248
+ desc: null
249
+ value: null
250
+ suppress_tokens:
251
+ desc: null
252
+ value: null
253
+ begin_suppress_tokens:
254
+ desc: null
255
+ value: null
256
+ architectures:
257
+ desc: null
258
+ value:
259
+ - DistilBertForMaskedLM
260
+ finetuning_task:
261
+ desc: null
262
+ value: null
263
+ id2label:
264
+ desc: null
265
+ value:
266
+ '0': LABEL_0
267
+ '1': LABEL_1
268
+ label2id:
269
+ desc: null
270
+ value:
271
+ LABEL_0: 0
272
+ LABEL_1: 1
273
+ tokenizer_class:
274
+ desc: null
275
+ value: null
276
+ prefix:
277
+ desc: null
278
+ value: null
279
+ bos_token_id:
280
+ desc: null
281
+ value: null
282
+ pad_token_id:
283
+ desc: null
284
+ value: 0
285
+ eos_token_id:
286
+ desc: null
287
+ value: null
288
+ sep_token_id:
289
+ desc: null
290
+ value: null
291
+ decoder_start_token_id:
292
+ desc: null
293
+ value: null
294
+ task_specific_params:
295
+ desc: null
296
+ value: null
297
+ problem_type:
298
+ desc: null
299
+ value: null
300
+ _name_or_path:
301
+ desc: null
302
+ value: distilbert-base-uncased
303
+ transformers_version:
304
+ desc: null
305
+ value: 4.38.1
306
+ model_type:
307
+ desc: null
308
+ value: distilbert
309
+ tie_weights_:
310
+ desc: null
311
+ value: true
312
+ output_dir:
313
+ desc: null
314
+ value: /kaggle/working/
315
+ overwrite_output_dir:
316
+ desc: null
317
+ value: false
318
+ do_train:
319
+ desc: null
320
+ value: false
321
+ do_eval:
322
+ desc: null
323
+ value: true
324
+ do_predict:
325
+ desc: null
326
+ value: false
327
+ evaluation_strategy:
328
+ desc: null
329
+ value: epoch
330
+ prediction_loss_only:
331
+ desc: null
332
+ value: false
333
+ per_device_train_batch_size:
334
+ desc: null
335
+ value: 16
336
+ per_device_eval_batch_size:
337
+ desc: null
338
+ value: 16
339
+ per_gpu_train_batch_size:
340
+ desc: null
341
+ value: null
342
+ per_gpu_eval_batch_size:
343
+ desc: null
344
+ value: null
345
+ gradient_accumulation_steps:
346
+ desc: null
347
+ value: 1
348
+ eval_accumulation_steps:
349
+ desc: null
350
+ value: null
351
+ eval_delay:
352
+ desc: null
353
+ value: 0
354
+ learning_rate:
355
+ desc: null
356
+ value: 2.0e-05
357
+ weight_decay:
358
+ desc: null
359
+ value: 0.01
360
+ adam_beta1:
361
+ desc: null
362
+ value: 0.9
363
+ adam_beta2:
364
+ desc: null
365
+ value: 0.999
366
+ adam_epsilon:
367
+ desc: null
368
+ value: 1.0e-08
369
+ max_grad_norm:
370
+ desc: null
371
+ value: 1.0
372
+ num_train_epochs:
373
+ desc: null
374
+ value: 3
375
+ max_steps:
376
+ desc: null
377
+ value: -1
378
+ lr_scheduler_type:
379
+ desc: null
380
+ value: linear
381
+ lr_scheduler_kwargs:
382
+ desc: null
383
+ value: {}
384
+ warmup_ratio:
385
+ desc: null
386
+ value: 0.0
387
+ warmup_steps:
388
+ desc: null
389
+ value: 0
390
+ log_level:
391
+ desc: null
392
+ value: passive
393
+ log_level_replica:
394
+ desc: null
395
+ value: warning
396
+ log_on_each_node:
397
+ desc: null
398
+ value: true
399
+ logging_dir:
400
+ desc: null
401
+ value: /kaggle/working/runs/Mar19_04-22-11_8b7bff632cc6
402
+ logging_strategy:
403
+ desc: null
404
+ value: steps
405
+ logging_first_step:
406
+ desc: null
407
+ value: false
408
+ logging_steps:
409
+ desc: null
410
+ value: 500
411
+ logging_nan_inf_filter:
412
+ desc: null
413
+ value: true
414
+ save_strategy:
415
+ desc: null
416
+ value: steps
417
+ save_steps:
418
+ desc: null
419
+ value: 500
420
+ save_total_limit:
421
+ desc: null
422
+ value: null
423
+ save_safetensors:
424
+ desc: null
425
+ value: true
426
+ save_on_each_node:
427
+ desc: null
428
+ value: false
429
+ save_only_model:
430
+ desc: null
431
+ value: false
432
+ no_cuda:
433
+ desc: null
434
+ value: false
435
+ use_cpu:
436
+ desc: null
437
+ value: false
438
+ use_mps_device:
439
+ desc: null
440
+ value: false
441
+ seed:
442
+ desc: null
443
+ value: 42
444
+ data_seed:
445
+ desc: null
446
+ value: null
447
+ jit_mode_eval:
448
+ desc: null
449
+ value: false
450
+ use_ipex:
451
+ desc: null
452
+ value: false
453
+ bf16:
454
+ desc: null
455
+ value: false
456
+ fp16:
457
+ desc: null
458
+ value: false
459
+ fp16_opt_level:
460
+ desc: null
461
+ value: O1
462
+ half_precision_backend:
463
+ desc: null
464
+ value: auto
465
+ bf16_full_eval:
466
+ desc: null
467
+ value: false
468
+ fp16_full_eval:
469
+ desc: null
470
+ value: false
471
+ tf32:
472
+ desc: null
473
+ value: null
474
+ local_rank:
475
+ desc: null
476
+ value: 0
477
+ ddp_backend:
478
+ desc: null
479
+ value: null
480
+ tpu_num_cores:
481
+ desc: null
482
+ value: null
483
+ tpu_metrics_debug:
484
+ desc: null
485
+ value: false
486
+ debug:
487
+ desc: null
488
+ value: []
489
+ dataloader_drop_last:
490
+ desc: null
491
+ value: false
492
+ eval_steps:
493
+ desc: null
494
+ value: null
495
+ dataloader_num_workers:
496
+ desc: null
497
+ value: 0
498
+ dataloader_prefetch_factor:
499
+ desc: null
500
+ value: null
501
+ past_index:
502
+ desc: null
503
+ value: -1
504
+ run_name:
505
+ desc: null
506
+ value: /kaggle/working/
507
+ disable_tqdm:
508
+ desc: null
509
+ value: false
510
+ remove_unused_columns:
511
+ desc: null
512
+ value: true
513
+ label_names:
514
+ desc: null
515
+ value: null
516
+ load_best_model_at_end:
517
+ desc: null
518
+ value: false
519
+ metric_for_best_model:
520
+ desc: null
521
+ value: null
522
+ greater_is_better:
523
+ desc: null
524
+ value: null
525
+ ignore_data_skip:
526
+ desc: null
527
+ value: false
528
+ fsdp:
529
+ desc: null
530
+ value: []
531
+ fsdp_min_num_params:
532
+ desc: null
533
+ value: 0
534
+ fsdp_config:
535
+ desc: null
536
+ value:
537
+ min_num_params: 0
538
+ xla: false
539
+ xla_fsdp_v2: false
540
+ xla_fsdp_grad_ckpt: false
541
+ fsdp_transformer_layer_cls_to_wrap:
542
+ desc: null
543
+ value: null
544
+ accelerator_config:
545
+ desc: null
546
+ value:
547
+ split_batches: false
548
+ dispatch_batches: null
549
+ even_batches: true
550
+ use_seedable_sampler: true
551
+ deepspeed:
552
+ desc: null
553
+ value: null
554
+ label_smoothing_factor:
555
+ desc: null
556
+ value: 0.0
557
+ optim:
558
+ desc: null
559
+ value: adamw_torch
560
+ optim_args:
561
+ desc: null
562
+ value: null
563
+ adafactor:
564
+ desc: null
565
+ value: false
566
+ group_by_length:
567
+ desc: null
568
+ value: false
569
+ length_column_name:
570
+ desc: null
571
+ value: length
572
+ report_to:
573
+ desc: null
574
+ value:
575
+ - tensorboard
576
+ - wandb
577
+ ddp_find_unused_parameters:
578
+ desc: null
579
+ value: null
580
+ ddp_bucket_cap_mb:
581
+ desc: null
582
+ value: null
583
+ ddp_broadcast_buffers:
584
+ desc: null
585
+ value: null
586
+ dataloader_pin_memory:
587
+ desc: null
588
+ value: true
589
+ dataloader_persistent_workers:
590
+ desc: null
591
+ value: false
592
+ skip_memory_metrics:
593
+ desc: null
594
+ value: true
595
+ use_legacy_prediction_loop:
596
+ desc: null
597
+ value: false
598
+ push_to_hub:
599
+ desc: null
600
+ value: true
601
+ resume_from_checkpoint:
602
+ desc: null
603
+ value: null
604
+ hub_model_id:
605
+ desc: null
606
+ value: null
607
+ hub_strategy:
608
+ desc: null
609
+ value: every_save
610
+ hub_token:
611
+ desc: null
612
+ value: <HUB_TOKEN>
613
+ hub_private_repo:
614
+ desc: null
615
+ value: false
616
+ hub_always_push:
617
+ desc: null
618
+ value: false
619
+ gradient_checkpointing:
620
+ desc: null
621
+ value: false
622
+ gradient_checkpointing_kwargs:
623
+ desc: null
624
+ value: null
625
+ include_inputs_for_metrics:
626
+ desc: null
627
+ value: false
628
+ fp16_backend:
629
+ desc: null
630
+ value: auto
631
+ push_to_hub_model_id:
632
+ desc: null
633
+ value: null
634
+ push_to_hub_organization:
635
+ desc: null
636
+ value: null
637
+ push_to_hub_token:
638
+ desc: null
639
+ value: <PUSH_TO_HUB_TOKEN>
640
+ mp_parameters:
641
+ desc: null
642
+ value: ''
643
+ auto_find_batch_size:
644
+ desc: null
645
+ value: false
646
+ full_determinism:
647
+ desc: null
648
+ value: false
649
+ torchdynamo:
650
+ desc: null
651
+ value: null
652
+ ray_scope:
653
+ desc: null
654
+ value: last
655
+ ddp_timeout:
656
+ desc: null
657
+ value: 1800
658
+ torch_compile:
659
+ desc: null
660
+ value: false
661
+ torch_compile_backend:
662
+ desc: null
663
+ value: null
664
+ torch_compile_mode:
665
+ desc: null
666
+ value: null
667
+ dispatch_batches:
668
+ desc: null
669
+ value: null
670
+ split_batches:
671
+ desc: null
672
+ value: null
673
+ include_tokens_per_second:
674
+ desc: null
675
+ value: false
676
+ include_num_input_tokens_seen:
677
+ desc: null
678
+ value: false
679
+ neftune_noise_alpha:
680
+ desc: null
681
+ value: null
wandb/run-20240319_042448-r65lsaj2/files/requirements.txt ADDED
@@ -0,0 +1,826 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ absl-py==1.4.0
2
+ accelerate==0.27.2
3
+ access==1.1.9
4
+ affine==2.4.0
5
+ aiobotocore==2.11.2
6
+ aiofiles==22.1.0
7
+ aiohttp-cors==0.7.0
8
+ aiohttp==3.9.1
9
+ aioitertools==0.11.0
10
+ aiorwlock==1.3.0
11
+ aiosignal==1.3.1
12
+ aiosqlite==0.19.0
13
+ albumentations==1.4.0
14
+ alembic==1.13.1
15
+ altair==5.2.0
16
+ annotated-types==0.6.0
17
+ annoy==1.17.3
18
+ anyio==4.2.0
19
+ apache-beam==2.46.0
20
+ aplus==0.11.0
21
+ appdirs==1.4.4
22
+ archspec==0.2.2
23
+ argon2-cffi-bindings==21.2.0
24
+ argon2-cffi==23.1.0
25
+ array-record==0.5.0
26
+ arrow==1.3.0
27
+ arviz==0.17.0
28
+ astroid==3.0.3
29
+ astropy-iers-data==0.2024.2.19.0.28.47
30
+ astropy==6.0.0
31
+ asttokens==2.4.1
32
+ astunparse==1.6.3
33
+ async-lru==2.0.4
34
+ async-timeout==4.0.3
35
+ attrs==23.2.0
36
+ audioread==3.0.1
37
+ autopep8==2.0.4
38
+ babel==2.14.0
39
+ backoff==2.2.1
40
+ bayesian-optimization==1.4.3
41
+ bayespy==0.5.28
42
+ beatrix-jupyterlab==2023.128.151533
43
+ beautifulsoup4==4.12.2
44
+ bidict==0.23.1
45
+ biopython==1.83
46
+ blake3==0.2.1
47
+ bleach==6.1.0
48
+ blessed==1.20.0
49
+ blinker==1.7.0
50
+ blis==0.7.11
51
+ blosc2==2.5.1
52
+ bokeh==3.3.4
53
+ boltons==23.1.1
54
+ boruta==0.3
55
+ boto3==1.26.100
56
+ botocore==1.34.34
57
+ bq-helper==0.4.1
58
+ bqplot==0.12.43
59
+ branca==0.7.1
60
+ brewer2mpl==1.4.1
61
+ brotli==1.1.0
62
+ brotlipy==0.7.0
63
+ cached-property==1.5.2
64
+ cachetools==4.2.4
65
+ cartopy==0.22.0
66
+ catalogue==2.0.10
67
+ catalyst==22.4
68
+ catboost==1.2.2
69
+ category-encoders==2.6.3
70
+ certifi==2024.2.2
71
+ cesium==0.12.1
72
+ cffi==1.16.0
73
+ charset-normalizer==3.3.2
74
+ chex==0.1.85
75
+ cleverhans==4.0.0
76
+ click-plugins==1.1.1
77
+ click==8.1.7
78
+ cligj==0.7.2
79
+ cloud-tpu-client==0.10
80
+ cloud-tpu-profiler==2.4.0
81
+ cloudpathlib==0.16.0
82
+ cloudpickle==2.2.1
83
+ cmdstanpy==1.2.1
84
+ cmudict==1.0.18
85
+ colorama==0.4.6
86
+ colorcet==3.0.1
87
+ colorful==0.5.6
88
+ colorlog==6.8.2
89
+ colorlover==0.3.0
90
+ comm==0.2.1
91
+ conda-libmamba-solver==23.12.0
92
+ conda-package-handling==2.2.0
93
+ conda-package-streaming==0.9.0
94
+ conda==23.11.0
95
+ confection==0.1.4
96
+ contextily==1.5.0
97
+ contourpy==1.2.0
98
+ convertdate==2.4.0
99
+ crcmod==1.7
100
+ cryptography==41.0.7
101
+ cufflinks==0.17.3
102
+ cvxcanon==0.1.2
103
+ cycler==0.12.1
104
+ cymem==2.0.8
105
+ cysignals==1.11.4
106
+ cython==3.0.8
107
+ cytoolz==0.12.3
108
+ daal4py==2024.1.0
109
+ daal==2024.1.0
110
+ dacite==1.8.1
111
+ dask==2024.2.0
112
+ dataclasses-json==0.6.4
113
+ dataproc-jupyter-plugin==0.1.66
114
+ datasets==2.1.0
115
+ datashader==0.16.0
116
+ datatile==1.0.3
117
+ db-dtypes==1.2.0
118
+ deap==1.4.1
119
+ debugpy==1.8.0
120
+ decorator==5.1.1
121
+ deepdiff==6.7.1
122
+ defusedxml==0.7.1
123
+ delorean==1.0.0
124
+ deprecated==1.2.14
125
+ deprecation==2.1.0
126
+ descartes==1.1.0
127
+ dill==0.3.8
128
+ dipy==1.8.0
129
+ distlib==0.3.8
130
+ distro==1.9.0
131
+ dm-tree==0.1.8
132
+ docker-pycreds==0.4.0
133
+ docker==7.0.0
134
+ docopt==0.6.2
135
+ docstring-parser==0.15
136
+ docstring-to-markdown==0.15
137
+ docutils==0.20.1
138
+ earthengine-api==0.1.391
139
+ easydict==1.12
140
+ easyocr==1.7.1
141
+ ecos==2.0.13
142
+ eli5==0.13.0
143
+ emoji==2.10.1
144
+ en-core-web-lg==3.7.1
145
+ en-core-web-sm==3.7.1
146
+ entrypoints==0.4
147
+ ephem==4.1.5
148
+ esda==2.5.1
149
+ essentia==2.1b6.dev1110
150
+ et-xmlfile==1.1.0
151
+ etils==1.6.0
152
+ exceptiongroup==1.2.0
153
+ executing==2.0.1
154
+ explainable-ai-sdk==1.3.3
155
+ farama-notifications==0.0.4
156
+ fastai==2.7.14
157
+ fastapi==0.108.0
158
+ fastavro==1.9.3
159
+ fastcore==1.5.29
160
+ fastdownload==0.0.7
161
+ fasteners==0.19
162
+ fastjsonschema==2.19.1
163
+ fastprogress==1.0.3
164
+ fasttext==0.9.2
165
+ fbpca==1.0
166
+ feather-format==0.4.1
167
+ featuretools==1.29.0
168
+ filelock==3.13.1
169
+ fiona==1.9.5
170
+ fitter==1.7.0
171
+ flake8==7.0.0
172
+ flashtext==2.7
173
+ flask==3.0.2
174
+ flatbuffers==23.5.26
175
+ flax==0.8.1
176
+ folium==0.15.1
177
+ fonttools==4.47.0
178
+ fqdn==1.5.1
179
+ frozendict==2.4.0
180
+ frozenlist==1.4.1
181
+ fsspec==2024.2.0
182
+ funcy==2.0
183
+ fury==0.9.0
184
+ future==1.0.0
185
+ fuzzywuzzy==0.18.0
186
+ gast==0.5.4
187
+ gatspy==0.3
188
+ gcsfs==2023.12.2.post1
189
+ gensim==4.3.2
190
+ geographiclib==2.0
191
+ geohash==1.0
192
+ geojson==3.1.0
193
+ geopandas==0.14.3
194
+ geoplot==0.5.1
195
+ geopy==2.4.1
196
+ geoviews==1.11.1
197
+ ggplot==0.11.5
198
+ giddy==2.3.5
199
+ gitdb==4.0.11
200
+ gitpython==3.1.41
201
+ google-ai-generativelanguage==0.4.0
202
+ google-api-core==2.11.1
203
+ google-api-python-client==2.118.0
204
+ google-apitools==0.5.31
205
+ google-auth-httplib2==0.1.1
206
+ google-auth-oauthlib==1.2.0
207
+ google-auth==2.26.1
208
+ google-cloud-aiplatform==0.6.0a1
209
+ google-cloud-artifact-registry==1.10.0
210
+ google-cloud-automl==1.0.1
211
+ google-cloud-bigquery==2.34.4
212
+ google-cloud-bigtable==1.7.3
213
+ google-cloud-core==2.4.1
214
+ google-cloud-datastore==1.15.5
215
+ google-cloud-dlp==3.14.0
216
+ google-cloud-jupyter-config==0.0.5
217
+ google-cloud-language==2.13.1
218
+ google-cloud-monitoring==2.18.0
219
+ google-cloud-pubsub==2.19.0
220
+ google-cloud-pubsublite==1.9.0
221
+ google-cloud-recommendations-ai==0.7.1
222
+ google-cloud-resource-manager==1.11.0
223
+ google-cloud-spanner==3.40.1
224
+ google-cloud-storage==1.44.0
225
+ google-cloud-translate==3.12.1
226
+ google-cloud-videointelligence==2.13.1
227
+ google-cloud-vision==2.8.0
228
+ google-crc32c==1.5.0
229
+ google-generativeai==0.3.2
230
+ google-pasta==0.2.0
231
+ google-resumable-media==2.7.0
232
+ googleapis-common-protos==1.62.0
233
+ gplearn==0.4.2
234
+ gpustat==1.0.0
235
+ gpxpy==1.6.2
236
+ graphviz==0.20.1
237
+ greenlet==3.0.3
238
+ grpc-google-iam-v1==0.12.7
239
+ grpcio-status==1.48.1
240
+ grpcio==1.60.0
241
+ gviz-api==1.10.0
242
+ gym-notices==0.0.8
243
+ gym==0.26.2
244
+ gymnasium==0.29.0
245
+ h11==0.14.0
246
+ h2o==3.44.0.3
247
+ h5netcdf==1.3.0
248
+ h5py==3.10.0
249
+ haversine==2.8.1
250
+ hdfs==2.7.3
251
+ hep-ml==0.7.2
252
+ hijri-converter==2.3.1
253
+ hmmlearn==0.3.0
254
+ holidays==0.24
255
+ holoviews==1.18.3
256
+ hpsklearn==0.1.0
257
+ html5lib==1.1
258
+ htmlmin==0.1.12
259
+ httpcore==1.0.4
260
+ httplib2==0.21.0
261
+ httptools==0.6.1
262
+ httpx==0.27.0
263
+ huggingface-hub==0.20.3
264
+ humanize==4.9.0
265
+ hunspell==0.5.5
266
+ husl==4.0.3
267
+ hydra-slayer==0.5.0
268
+ hyperopt==0.2.7
269
+ hypertools==0.8.0
270
+ idna==3.6
271
+ igraph==0.11.4
272
+ imagecodecs==2024.1.1
273
+ imagehash==4.3.1
274
+ imageio==2.33.1
275
+ imbalanced-learn==0.12.0
276
+ imgaug==0.4.0
277
+ importlib-metadata==6.11.0
278
+ importlib-resources==6.1.1
279
+ inequality==1.0.1
280
+ iniconfig==2.0.0
281
+ ipydatawidgets==4.3.5
282
+ ipykernel==6.28.0
283
+ ipyleaflet==0.18.2
284
+ ipympl==0.7.0
285
+ ipython-genutils==0.2.0
286
+ ipython-sql==0.5.0
287
+ ipython==8.20.0
288
+ ipyvolume==0.6.3
289
+ ipyvue==1.10.1
290
+ ipyvuetify==1.8.10
291
+ ipywebrtc==0.6.0
292
+ ipywidgets==7.7.1
293
+ isoduration==20.11.0
294
+ isort==5.13.2
295
+ isoweek==1.3.3
296
+ itsdangerous==2.1.2
297
+ janome==0.5.0
298
+ jaraco.classes==3.3.0
299
+ jax-jumpy==1.0.0
300
+ jax==0.4.24
301
+ jaxlib==0.4.24
302
+ jedi==0.19.1
303
+ jeepney==0.8.0
304
+ jieba==0.42.1
305
+ jinja2==3.1.2
306
+ jmespath==1.0.1
307
+ joblib==1.3.2
308
+ json5==0.9.14
309
+ jsonpatch==1.33
310
+ jsonpointer==2.4
311
+ jsonschema-specifications==2023.12.1
312
+ jsonschema==4.20.0
313
+ jupyter-client==7.4.9
314
+ jupyter-console==6.6.3
315
+ jupyter-core==5.7.1
316
+ jupyter-events==0.9.0
317
+ jupyter-http-over-ws==0.0.8
318
+ jupyter-lsp==1.5.1
319
+ jupyter-server-fileid==0.9.1
320
+ jupyter-server-mathjax==0.2.6
321
+ jupyter-server-proxy==4.1.0
322
+ jupyter-server-terminals==0.5.1
323
+ jupyter-server-ydoc==0.8.0
324
+ jupyter-server==2.12.5
325
+ jupyter-ydoc==0.2.5
326
+ jupyterlab-git==0.44.0
327
+ jupyterlab-lsp==5.0.3
328
+ jupyterlab-pygments==0.3.0
329
+ jupyterlab-server==2.25.2
330
+ jupyterlab-widgets==3.0.9
331
+ jupyterlab==4.1.2
332
+ jupytext==1.16.0
333
+ kaggle-environments==1.14.3
334
+ kaggle==1.6.6
335
+ kagglehub==0.1.9
336
+ keras-cv==0.8.2
337
+ keras-nlp==0.8.1
338
+ keras-tuner==1.4.6
339
+ keras==3.0.5
340
+ kernels-mixer==0.0.7
341
+ keyring==24.3.0
342
+ keyrings.google-artifactregistry-auth==1.1.2
343
+ kfp-pipeline-spec==0.2.2
344
+ kfp-server-api==2.0.5
345
+ kfp==2.5.0
346
+ kiwisolver==1.4.5
347
+ kmapper==2.0.1
348
+ kmodes==0.12.2
349
+ korean-lunar-calendar==0.3.1
350
+ kornia==0.7.1
351
+ kt-legacy==1.0.5
352
+ kubernetes==26.1.0
353
+ langcodes==3.3.0
354
+ langid==1.1.6
355
+ lazy-loader==0.3
356
+ learntools==0.3.4
357
+ leven==1.0.4
358
+ levenshtein==0.25.0
359
+ libclang==16.0.6
360
+ libmambapy==1.5.6
361
+ libpysal==4.9.2
362
+ librosa==0.10.1
363
+ lightgbm==4.2.0
364
+ lightning-utilities==0.10.1
365
+ lime==0.2.0.1
366
+ line-profiler==4.1.2
367
+ linkify-it-py==2.0.3
368
+ llvmlite==0.41.1
369
+ lml==0.1.0
370
+ locket==1.0.0
371
+ loguru==0.7.2
372
+ lunarcalendar==0.0.9
373
+ lxml==5.1.0
374
+ lz4==4.3.3
375
+ mako==1.3.2
376
+ mamba==1.5.6
377
+ mapclassify==2.6.1
378
+ marisa-trie==1.1.0
379
+ markdown-it-py==3.0.0
380
+ markdown==3.5.2
381
+ markovify==0.9.4
382
+ markupsafe==2.1.3
383
+ marshmallow==3.20.2
384
+ matplotlib-inline==0.1.6
385
+ matplotlib-venn==0.11.10
386
+ matplotlib==3.7.5
387
+ mccabe==0.7.0
388
+ mdit-py-plugins==0.4.0
389
+ mdurl==0.1.2
390
+ memory-profiler==0.61.0
391
+ menuinst==2.0.1
392
+ mercantile==1.2.1
393
+ mgwr==2.2.1
394
+ missingno==0.5.2
395
+ mistune==0.8.4
396
+ mizani==0.11.0
397
+ ml-dtypes==0.2.0
398
+ mlcrate==0.2.0
399
+ mlens==0.2.3
400
+ mlxtend==0.23.1
401
+ mmh3==4.1.0
402
+ mne==1.6.1
403
+ mnist==0.2.2
404
+ mock==5.1.0
405
+ momepy==0.7.0
406
+ more-itertools==10.2.0
407
+ mpld3==0.5.10
408
+ mpmath==1.3.0
409
+ msgpack-numpy==0.4.8
410
+ msgpack==1.0.7
411
+ multidict==6.0.4
412
+ multimethod==1.10
413
+ multipledispatch==1.0.0
414
+ multiprocess==0.70.16
415
+ munkres==1.1.4
416
+ murmurhash==1.0.10
417
+ mypy-extensions==1.0.0
418
+ namex==0.0.7
419
+ nb-conda-kernels==2.3.1
420
+ nb-conda==2.2.1
421
+ nbclassic==1.0.0
422
+ nbclient==0.5.13
423
+ nbconvert==6.4.5
424
+ nbdime==3.2.0
425
+ nbformat==5.9.2
426
+ ndindex==1.8
427
+ nest-asyncio==1.5.8
428
+ networkx==3.2.1
429
+ nibabel==5.2.0
430
+ nilearn==0.10.3
431
+ ninja==1.11.1.1
432
+ nltk==3.2.4
433
+ nose==1.3.7
434
+ notebook-executor==0.2
435
+ notebook-shim==0.2.3
436
+ notebook==6.5.4
437
+ numba==0.58.1
438
+ numexpr==2.9.0
439
+ numpy==1.26.4
440
+ nvidia-ml-py==11.495.46
441
+ oauth2client==4.1.3
442
+ oauthlib==3.2.2
443
+ objsize==0.6.1
444
+ odfpy==1.4.1
445
+ olefile==0.47
446
+ onnx==1.15.0
447
+ opencensus-context==0.1.3
448
+ opencensus==0.11.4
449
+ opencv-contrib-python==4.9.0.80
450
+ opencv-python-headless==4.9.0.80
451
+ opencv-python==4.9.0.80
452
+ openpyxl==3.1.2
453
+ openslide-python==1.3.1
454
+ opentelemetry-api==1.22.0
455
+ opentelemetry-exporter-otlp-proto-common==1.22.0
456
+ opentelemetry-exporter-otlp-proto-grpc==1.22.0
457
+ opentelemetry-exporter-otlp-proto-http==1.22.0
458
+ opentelemetry-exporter-otlp==1.22.0
459
+ opentelemetry-proto==1.22.0
460
+ opentelemetry-sdk==1.22.0
461
+ opentelemetry-semantic-conventions==0.43b0
462
+ opt-einsum==3.3.0
463
+ optax==0.1.9
464
+ optuna==3.5.0
465
+ orbax-checkpoint==0.5.3
466
+ ordered-set==4.1.0
467
+ orderedmultidict==1.0.1
468
+ orjson==3.9.10
469
+ ortools==9.4.1874
470
+ osmnx==1.9.1
471
+ overrides==7.4.0
472
+ packaging==21.3
473
+ pandas-datareader==0.10.0
474
+ pandas-profiling==3.6.6
475
+ pandas-summary==0.2.0
476
+ pandas==2.2.0
477
+ pandasql==0.7.3
478
+ pandocfilters==1.5.0
479
+ panel==1.3.8
480
+ papermill==2.5.0
481
+ param==2.0.2
482
+ parso==0.8.3
483
+ partd==1.4.1
484
+ path.py==12.5.0
485
+ path==16.10.0
486
+ pathos==0.3.2
487
+ patsy==0.5.6
488
+ pdf2image==1.17.0
489
+ pettingzoo==1.24.0
490
+ pexpect==4.8.0
491
+ phik==0.12.4
492
+ pickleshare==0.7.5
493
+ pillow==9.5.0
494
+ pip==23.3.2
495
+ pkgutil-resolve-name==1.3.10
496
+ platformdirs==4.2.0
497
+ plotly-express==0.4.1
498
+ plotly==5.18.0
499
+ plotnine==0.13.0
500
+ pluggy==1.3.0
501
+ pointpats==2.4.0
502
+ polars==0.20.10
503
+ polyglot==16.7.4
504
+ pooch==1.8.1
505
+ pox==0.3.4
506
+ ppca==0.0.4
507
+ ppft==1.7.6.8
508
+ preprocessing==0.1.13
509
+ preshed==3.0.9
510
+ prettytable==3.9.0
511
+ progressbar2==4.3.2
512
+ prometheus-client==0.19.0
513
+ promise==2.3
514
+ prompt-toolkit==3.0.42
515
+ pronouncing==0.2.0
516
+ prophet==1.1.1
517
+ proto-plus==1.23.0
518
+ protobuf==3.20.3
519
+ psutil==5.9.3
520
+ ptyprocess==0.7.0
521
+ pudb==2024.1
522
+ pulp==2.8.0
523
+ pure-eval==0.2.2
524
+ py-cpuinfo==9.0.0
525
+ py-spy==0.3.14
526
+ py4j==0.10.9.7
527
+ pyaml==23.12.0
528
+ pyarabic==0.6.15
529
+ pyarrow==15.0.0
530
+ pyasn1-modules==0.3.0
531
+ pyasn1==0.5.1
532
+ pyastronomy==0.20.0
533
+ pybind11==2.11.1
534
+ pyclipper==1.3.0.post5
535
+ pycodestyle==2.11.1
536
+ pycosat==0.6.6
537
+ pycparser==2.21
538
+ pycryptodome==3.20.0
539
+ pyct==0.5.0
540
+ pydantic-core==2.14.6
541
+ pydantic==2.5.3
542
+ pydegensac==0.1.2
543
+ pydicom==2.4.4
544
+ pydocstyle==6.3.0
545
+ pydot==1.4.2
546
+ pydub==0.25.1
547
+ pyemd==1.0.0
548
+ pyerfa==2.0.1.1
549
+ pyexcel-io==0.6.6
550
+ pyexcel-ods==0.6.0
551
+ pyfasttext==0.4.6
552
+ pyflakes==3.2.0
553
+ pygltflib==1.16.1
554
+ pygments==2.17.2
555
+ pyjwt==2.8.0
556
+ pykalman==0.9.5
557
+ pyldavis==3.4.1
558
+ pylint==3.0.3
559
+ pymc3==3.11.4
560
+ pymeeus==0.5.12
561
+ pymongo==3.13.0
562
+ pympler==1.0.1
563
+ pynndescent==0.5.11
564
+ pyocr==0.8.5
565
+ pyopenssl==23.3.0
566
+ pyparsing==3.1.1
567
+ pypdf==4.0.2
568
+ pyproj==3.6.1
569
+ pysal==24.1
570
+ pyshp==2.3.1
571
+ pysocks==1.7.1
572
+ pytesseract==0.3.10
573
+ pytest==8.0.1
574
+ python-bidi==0.4.2
575
+ python-dateutil==2.8.2
576
+ python-dotenv==1.0.0
577
+ python-json-logger==2.0.7
578
+ python-levenshtein==0.25.0
579
+ python-louvain==0.16
580
+ python-lsp-jsonrpc==1.1.2
581
+ python-lsp-server==1.10.0
582
+ python-slugify==8.0.4
583
+ python-utils==3.8.2
584
+ pythreejs==2.4.2
585
+ pytoolconfig==1.3.1
586
+ pytorch-ignite==0.4.13
587
+ pytorch-lightning==2.2.0.post0
588
+ pytz==2023.3.post1
589
+ pyu2f==0.1.5
590
+ pyupset==0.1.1.post7
591
+ pyviz-comms==3.0.1
592
+ pywavelets==1.5.0
593
+ pyyaml==6.0.1
594
+ pyzmq==24.0.1
595
+ qgrid==1.3.1
596
+ qtconsole==5.5.1
597
+ qtpy==2.4.1
598
+ quantecon==0.7.1
599
+ quantities==0.15.0
600
+ qudida==0.0.4
601
+ rapidfuzz==3.6.1
602
+ rasterio==1.3.9
603
+ rasterstats==0.19.0
604
+ ray-cpp==2.9.0
605
+ ray==2.9.0
606
+ referencing==0.32.1
607
+ regex==2023.12.25
608
+ requests-oauthlib==1.3.1
609
+ requests-toolbelt==0.10.1
610
+ requests==2.31.0
611
+ responses==0.18.0
612
+ retrying==1.3.3
613
+ rfc3339-validator==0.1.4
614
+ rfc3986-validator==0.1.1
615
+ rgf-python==3.12.0
616
+ rich-click==1.7.3
617
+ rich==13.7.0
618
+ rope==1.12.0
619
+ rpds-py==0.16.2
620
+ rsa==4.9
621
+ rtree==1.2.0
622
+ ruamel-yaml-conda==0.15.100
623
+ ruamel.yaml.clib==0.2.7
624
+ ruamel.yaml==0.18.5
625
+ s2sphere==0.2.5
626
+ s3fs==2024.2.0
627
+ s3transfer==0.6.2
628
+ safetensors==0.4.2
629
+ scattertext==0.1.19
630
+ scikit-image==0.22.0
631
+ scikit-learn-intelex==2024.1.0
632
+ scikit-learn==1.2.2
633
+ scikit-multilearn==0.2.0
634
+ scikit-optimize==0.9.0
635
+ scikit-plot==0.3.7
636
+ scikit-surprise==1.1.3
637
+ scipy==1.11.4
638
+ seaborn==0.12.2
639
+ secretstorage==3.3.3
640
+ segment-anything==1.0
641
+ segregation==2.5
642
+ semver==3.0.2
643
+ send2trash==1.8.2
644
+ sentencepiece==0.2.0
645
+ sentry-sdk==1.40.5
646
+ setproctitle==1.3.3
647
+ setuptools-git==1.2
648
+ setuptools-scm==8.0.4
649
+ setuptools==69.0.3
650
+ shap==0.44.1
651
+ shapely==1.8.5.post1
652
+ shimmy==1.3.0
653
+ simpervisor==1.0.0
654
+ simpleitk==2.3.1
655
+ simplejson==3.19.2
656
+ six==1.16.0
657
+ sklearn-pandas==2.2.0
658
+ slicer==0.0.7
659
+ smart-open==6.4.0
660
+ smhasher==0.150.1
661
+ smmap==5.0.1
662
+ sniffio==1.3.0
663
+ snowballstemmer==2.2.0
664
+ snuggs==1.4.7
665
+ soundfile==0.12.1
666
+ soupsieve==2.5
667
+ soxr==0.3.7
668
+ spacy-legacy==3.0.12
669
+ spacy-loggers==1.0.5
670
+ spacy==3.7.4
671
+ spaghetti==1.7.5.post1
672
+ spectral==0.23.1
673
+ spglm==1.1.0
674
+ sphinx-rtd-theme==0.2.4
675
+ spint==1.0.7
676
+ splot==1.1.5.post1
677
+ spopt==0.6.0
678
+ spreg==1.4.2
679
+ spvcm==0.3.0
680
+ sqlalchemy==2.0.25
681
+ sqlparse==0.4.4
682
+ squarify==0.4.3
683
+ srsly==2.4.8
684
+ stable-baselines3==2.1.0
685
+ stack-data==0.6.2
686
+ stanio==0.3.0
687
+ starlette==0.32.0.post1
688
+ statsmodels==0.14.1
689
+ stemming==1.0.1
690
+ stop-words==2018.7.23
691
+ stopit==1.1.2
692
+ stumpy==1.12.0
693
+ sympy==1.12
694
+ tables==3.9.2
695
+ tabulate==0.9.0
696
+ tangled-up-in-unicode==0.2.0
697
+ tbb==2021.11.0
698
+ tenacity==8.2.3
699
+ tensorboard-data-server==0.7.2
700
+ tensorboard-plugin-profile==2.15.0
701
+ tensorboard==2.15.1
702
+ tensorboardx==2.6.2.2
703
+ tensorflow-cloud==0.1.16
704
+ tensorflow-datasets==4.9.4
705
+ tensorflow-decision-forests==1.8.1
706
+ tensorflow-estimator==2.15.0
707
+ tensorflow-hub==0.16.1
708
+ tensorflow-io-gcs-filesystem==0.35.0
709
+ tensorflow-io==0.35.0
710
+ tensorflow-metadata==0.14.0
711
+ tensorflow-probability==0.23.0
712
+ tensorflow-serving-api==2.14.1
713
+ tensorflow-text==2.15.0
714
+ tensorflow-transform==0.14.0
715
+ tensorflow==2.15.0
716
+ tensorpack==0.11
717
+ tensorstore==0.1.53
718
+ termcolor==2.4.0
719
+ terminado==0.18.0
720
+ testpath==0.6.0
721
+ text-unidecode==1.3
722
+ textblob==0.18.0.post0
723
+ texttable==1.7.0
724
+ tf-keras==2.15.0
725
+ tfp-nightly==0.24.0.dev0
726
+ theano-pymc==1.1.2
727
+ theano==1.0.5
728
+ thinc==8.2.3
729
+ threadpoolctl==3.2.0
730
+ tifffile==2023.12.9
731
+ timm==0.9.16
732
+ tinycss2==1.2.1
733
+ tobler==0.11.2
734
+ tokenizers==0.15.2
735
+ toml==0.10.2
736
+ tomli==2.0.1
737
+ tomlkit==0.12.3
738
+ toolz==0.12.1
739
+ torch==2.1.2+cpu
740
+ torchaudio==2.1.2+cpu
741
+ torchdata==0.7.1
742
+ torchinfo==1.8.0
743
+ torchmetrics==1.3.1
744
+ torchtext==0.16.2+cpu
745
+ torchvision==0.16.2+cpu
746
+ tornado==6.3.3
747
+ tpot==0.12.1
748
+ tqdm==4.66.1
749
+ traceml==1.0.8
750
+ traitlets==5.9.0
751
+ traittypes==0.2.1
752
+ transformers==4.38.1
753
+ trueskill==0.4.5
754
+ truststore==0.8.0
755
+ trx-python==0.2.9
756
+ tsfresh==0.20.2
757
+ typeguard==4.1.5
758
+ typer==0.9.0
759
+ types-python-dateutil==2.8.19.20240106
760
+ typing-extensions==4.9.0
761
+ typing-inspect==0.9.0
762
+ typing-utils==0.1.0
763
+ tzdata==2023.4
764
+ tzlocal==5.2
765
+ uc-micro-py==1.0.3
766
+ ujson==5.9.0
767
+ umap-learn==0.5.5
768
+ unicodedata2==15.1.0
769
+ unidecode==1.3.8
770
+ update-checker==0.18.0
771
+ uri-template==1.3.0
772
+ uritemplate==3.0.1
773
+ urllib3==1.26.18
774
+ urwid-readline==0.13
775
+ urwid==2.6.4
776
+ uvicorn==0.25.0
777
+ uvloop==0.19.0
778
+ vaex-astro==0.9.3
779
+ vaex-core==4.17.1
780
+ vaex-hdf5==0.14.1
781
+ vaex-jupyter==0.8.2
782
+ vaex-ml==0.18.3
783
+ vaex-server==0.9.0
784
+ vaex-viz==0.5.4
785
+ vaex==4.17.0
786
+ vec-noise==1.1.4
787
+ vecstack==0.4.0
788
+ virtualenv==20.21.0
789
+ visions==0.7.5
790
+ vowpalwabbit==9.9.0
791
+ vtk==9.3.0
792
+ wand==0.6.13
793
+ wandb==0.16.3
794
+ wasabi==1.1.2
795
+ watchfiles==0.21.0
796
+ wavio==0.0.8
797
+ wcwidth==0.2.13
798
+ weasel==0.3.4
799
+ webcolors==1.13
800
+ webencodings==0.5.1
801
+ websocket-client==1.7.0
802
+ websockets==12.0
803
+ werkzeug==3.0.1
804
+ wfdb==4.1.2
805
+ whatthepatch==1.0.5
806
+ wheel==0.42.0
807
+ widgetsnbextension==3.6.6
808
+ witwidget==1.8.1
809
+ woodwork==0.28.0
810
+ wordcloud==1.9.3
811
+ wordsegment==1.3.1
812
+ wrapt==1.14.1
813
+ xarray-einstats==0.7.0
814
+ xarray==2024.2.0
815
+ xgboost==2.0.3
816
+ xvfbwrapper==0.2.9
817
+ xxhash==3.4.1
818
+ xyzservices==2023.10.1
819
+ y-py==0.6.2
820
+ yapf==0.40.2
821
+ yarl==1.9.3
822
+ ydata-profiling==4.6.4
823
+ yellowbrick==1.5
824
+ ypy-websocket==0.8.4
825
+ zipp==3.17.0
826
+ zstandard==0.22.0
wandb/run-20240319_042448-r65lsaj2/files/wandb-metadata.json ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "os": "Linux-5.15.133+-x86_64-with-glibc2.31",
3
+ "python": "3.10.13",
4
+ "heartbeatAt": "2024-03-19T04:24:48.651886",
5
+ "startedAt": "2024-03-19T04:24:48.038747",
6
+ "docker": null,
7
+ "cuda": null,
8
+ "args": [],
9
+ "state": "running",
10
+ "program": "kaggle.ipynb",
11
+ "codePathLocal": null,
12
+ "root": "/kaggle/working",
13
+ "host": "8b7bff632cc6",
14
+ "username": "root",
15
+ "executable": "/opt/conda/bin/python3.10",
16
+ "cpu_count": 2,
17
+ "cpu_count_logical": 4,
18
+ "cpu_freq": {
19
+ "current": 2200.206,
20
+ "min": 0.0,
21
+ "max": 0.0
22
+ },
23
+ "cpu_freq_per_core": [
24
+ {
25
+ "current": 2200.206,
26
+ "min": 0.0,
27
+ "max": 0.0
28
+ },
29
+ {
30
+ "current": 2200.206,
31
+ "min": 0.0,
32
+ "max": 0.0
33
+ },
34
+ {
35
+ "current": 2200.206,
36
+ "min": 0.0,
37
+ "max": 0.0
38
+ },
39
+ {
40
+ "current": 2200.206,
41
+ "min": 0.0,
42
+ "max": 0.0
43
+ }
44
+ ],
45
+ "disk": {
46
+ "/": {
47
+ "total": 8062.387607574463,
48
+ "used": 5519.274726867676
49
+ }
50
+ },
51
+ "memory": {
52
+ "total": 31.357559204101562
53
+ }
54
+ }
wandb/run-20240319_042448-r65lsaj2/files/wandb-summary.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"eval/loss": 4.216815948486328, "eval/runtime": 29.8844, "eval/samples_per_second": 3.346, "eval/steps_per_second": 0.234, "train/epoch": 3.0, "train/global_step": 75, "_timestamp": 1710823569.4757884, "_runtime": 1281.4277563095093, "_step": 3, "train/train_runtime": 1429.6754, "train/train_samples_per_second": 0.839, "train/train_steps_per_second": 0.052, "train/total_flos": 117587790028800.0, "train/train_loss": 4.75118408203125}
wandb/run-20240319_042448-r65lsaj2/logs/debug-internal.log ADDED
The diff for this file is too large to render. See raw diff
 
wandb/run-20240319_042448-r65lsaj2/logs/debug.log ADDED
@@ -0,0 +1,37 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Current SDK version is 0.16.3
2
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Configure stats pid to 112
3
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from /root/.config/wandb/settings
4
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from /kaggle/working/wandb/settings
5
+ 2024-03-19 04:24:48,040 INFO MainThread:112 [wandb_setup.py:_flush():76] Loading settings from environment variables: {}
6
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
7
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program': '<python with no main file>'}
8
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_setup.py:_flush():76] Applying login settings: {'api_key': '***REDACTED***'}
9
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_log_setup():526] Logging user logs to /kaggle/working/wandb/run-20240319_042448-r65lsaj2/logs/debug.log
10
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_log_setup():527] Logging internal logs to /kaggle/working/wandb/run-20240319_042448-r65lsaj2/logs/debug-internal.log
11
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:_jupyter_setup():472] configuring jupyter hooks <wandb.sdk.wandb_init._WandbInit object at 0x7894f0baff10>
12
+ 2024-03-19 04:24:48,041 INFO MainThread:112 [wandb_init.py:init():566] calling init triggers
13
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():573] wandb.init called with sweep_config: {}
14
+ config: {}
15
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():616] starting backend
16
+ 2024-03-19 04:24:48,042 INFO MainThread:112 [wandb_init.py:init():620] setting up manager
17
+ 2024-03-19 04:24:48,044 INFO MainThread:112 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
18
+ 2024-03-19 04:24:48,047 INFO MainThread:112 [wandb_init.py:init():628] backend started and connected
19
+ 2024-03-19 04:24:48,062 INFO MainThread:112 [wandb_run.py:_label_probe_notebook():1295] probe notebook
20
+ 2024-03-19 04:24:48,310 INFO MainThread:112 [wandb_init.py:init():720] updated telemetry
21
+ 2024-03-19 04:24:48,313 INFO MainThread:112 [wandb_init.py:init():753] communicating run to backend with 90.0 second timeout
22
+ 2024-03-19 04:24:48,547 INFO MainThread:112 [wandb_run.py:_on_init():2262] communicating current version
23
+ 2024-03-19 04:24:48,639 INFO MainThread:112 [wandb_run.py:_on_init():2271] got version response upgrade_message: "wandb version 0.16.4 is available! To upgrade, please run:\n $ pip install wandb --upgrade"
24
+
25
+ 2024-03-19 04:24:48,639 INFO MainThread:112 [wandb_init.py:init():804] starting run threads in backend
26
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_console_start():2241] atexit reg
27
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_redirect():2096] redirect: wrap_raw
28
+ 2024-03-19 04:25:18,677 INFO MainThread:112 [wandb_run.py:_redirect():2161] Wrapping output streams.
29
+ 2024-03-19 04:25:18,678 INFO MainThread:112 [wandb_run.py:_redirect():2186] Redirects installed.
30
+ 2024-03-19 04:25:18,678 INFO MainThread:112 [wandb_init.py:init():847] run started, returning control to user process
31
+ 2024-03-19 04:25:18,683 INFO MainThread:112 [wandb_run.py:_config_callback():1343] config_cb None None {'vocab_size': 30522, 'max_position_embeddings': 512, 'sinusoidal_pos_embds': False, 'n_layers': 6, 'n_heads': 12, 'dim': 768, 'hidden_dim': 3072, 'dropout': 0.1, 'attention_dropout': 0.1, 'activation': 'gelu', 'initializer_range': 0.02, 'qa_dropout': 0.1, 'seq_classif_dropout': 0.2, 'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': None, 'use_bfloat16': False, 'tf_legacy_loss': False, 'pruned_heads': {}, 'tie_word_embeddings': True, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, 'add_cross_attention': False, 'tie_encoder_decoder': False, 'max_length': 20, 'min_length': 0, 'do_sample': False, 'early_stopping': False, 'num_beams': 1, 'num_beam_groups': 1, 'diversity_penalty': 0.0, 'temperature': 1.0, 'top_k': 50, 'top_p': 1.0, 'typical_p': 1.0, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'exponential_decay_length_penalty': None, 'suppress_tokens': None, 'begin_suppress_tokens': None, 'architectures': ['DistilBertForMaskedLM'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': None, 'pad_token_id': 0, 'eos_token_id': None, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': 'distilbert-base-uncased', 'transformers_version': '4.38.1', 'model_type': 'distilbert', 'tie_weights_': True, 'output_dir': '/kaggle/working/', 'overwrite_output_dir': False, 'do_train': False, 'do_eval': True, 'do_predict': False, 'evaluation_strategy': 'epoch', 'prediction_loss_only': False, 'per_device_train_batch_size': 16, 'per_device_eval_batch_size': 16, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'learning_rate': 2e-05, 'weight_decay': 0.01, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 3, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': '/kaggle/working/runs/Mar19_04-22-11_8b7bff632cc6', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 500, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 500, 'save_total_limit': None, 'save_safetensors': True, 'save_on_each_node': False, 'save_only_model': False, 'no_cuda': False, 'use_cpu': False, 'use_mps_device': False, 'seed': 42, 'data_seed': None, 'jit_mode_eval': False, 'use_ipex': False, 'bf16': False, 'fp16': False, 'fp16_opt_level': 'O1', 'half_precision_backend': 'auto', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'local_rank': 0, 'ddp_backend': None, 'tpu_num_cores': None, 'tpu_metrics_debug': False, 'debug': [], 'dataloader_drop_last': False, 'eval_steps': None, 'dataloader_num_workers': 0, 'dataloader_prefetch_factor': None, 'past_index': -1, 'run_name': '/kaggle/working/', 'disable_tqdm': False, 'remove_unused_columns': True, 'label_names': None, 'load_best_model_at_end': False, 'metric_for_best_model': None, 'greater_is_better': None, 'ignore_data_skip': False, 'fsdp': [], 'fsdp_min_num_params': 0, 'fsdp_config': {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, 'fsdp_transformer_layer_cls_to_wrap': None, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True}, 'deepspeed': None, 'label_smoothing_factor': 0.0, 'optim': 'adamw_torch', 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['tensorboard', 'wandb'], 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': None, 'hub_model_id': None, 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': False, 'hub_always_push': False, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'fp16_backend': 'auto', 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None}
32
+ 2024-03-19 04:46:09,483 INFO MainThread:112 [jupyter.py:save_ipynb():373] not saving jupyter notebook
33
+ 2024-03-19 04:46:09,483 INFO MainThread:112 [wandb_init.py:_pause_backend():437] pausing backend
34
+ 2024-03-19 05:07:04,904 INFO MainThread:112 [wandb_init.py:_resume_backend():442] resuming backend
35
+ 2024-03-19 05:07:16,707 INFO MainThread:112 [jupyter.py:save_ipynb():373] not saving jupyter notebook
36
+ 2024-03-19 05:07:16,708 INFO MainThread:112 [wandb_init.py:_pause_backend():437] pausing backend
37
+ 2024-03-19 05:07:33,823 INFO MainThread:112 [wandb_init.py:_resume_backend():442] resuming backend
wandb/run-20240319_042448-r65lsaj2/run-r65lsaj2.wandb ADDED
Binary file (25.5 kB). View file