Text Generation
Transformers
PyTorch
mistral
Not-For-All-Audiences
nsfw
text-generation-inference
Inference Endpoints
Upload folder using huggingface_hub
Browse files- README.md +167 -0
- config.json +26 -0
- generation_config.json +7 -0
- pytorch_model-00001-of-00003.bin +3 -0
- pytorch_model-00002-of-00003.bin +3 -0
- pytorch_model-00003-of-00003.bin +3 -0
- pytorch_model.bin.index.json +298 -0
- special_tokens_map.json +24 -0
- tokenizer.model +3 -0
- tokenizer_config.json +43 -0
README.md
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---
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base_model: alpindale/Mistral-7B-v0.2-hf
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tags:
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- generated_from_trainer
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model-index:
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- name: out
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.0`
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```yaml
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base_model: alpindale/Mistral-7B-v0.2-hf
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model_type: MistralForCausalLM
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tokenizer_type: LlamaTokenizer
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load_in_8bit: false
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load_in_4bit: false
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strict: false
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datasets:
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- path: ./datasets/ToxicQAFinal.parquet
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type: sharegpt
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conversation: chatml
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- path: ./datasets/aesir-3-sfw_names-replaced.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/aesir-3-nsfw_names-replaced.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/aesir2_modified_sharegpt.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/aesir_modified_sharegpt.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/no-robots-sharegpt-fixed.jsonl
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type: sharegpt
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conversation: chatml
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- path: ./datasets/bluemoon.train.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/toxicsharegpt-NoWarning.jsonl
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type: sharegpt
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conversation: chatml
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- path: ./datasets/LimaRP-ShareGPT.json
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type: sharegpt
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conversation: chatml
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- path: ./datasets/CapybaraPure_Decontaminated-ShareGPT.json
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type: sharegpt
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conversation: chatml
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dataset_prepared_path:
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val_set_size: 0.05
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output_dir: ./out
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sequence_len: 8192
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sample_packing: true
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pad_to_sequence_len: true
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gradient_checkpointing_kwargs:
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use_reentrant: true
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wandb_project: MistralMaid-7B-0.2
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wandb_entity:
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wandb_watch:
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wandb_name:
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wandb_log_model:
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gradient_accumulation_steps: 1
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micro_batch_size: 3
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num_epochs: 2
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optimizer: adamw_bnb_8bit
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lr_scheduler: cosine
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learning_rate: 0.000005
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train_on_inputs: true
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group_by_length: false
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bf16: auto
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fp16:
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tf32: false
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_steps: 10
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evals_per_epoch: 4
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eval_table_size:
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saves_per_epoch: 1
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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bos_token: "<s>"
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eos_token: "</s>"
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unk_token: "<unk>"
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```
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</details><br>
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# out
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This model is a fine-tuned version of [alpindale/Mistral-7B-v0.2-hf](https://huggingface.co/alpindale/Mistral-7B-v0.2-hf) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.1414
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-06
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- train_batch_size: 3
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- eval_batch_size: 3
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 2
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- total_train_batch_size: 6
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- total_eval_batch_size: 6
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 10
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- num_epochs: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 1.4494 | 0.0 | 1 | 1.4125 |
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| 1.2942 | 0.25 | 296 | 1.1561 |
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| 1.3496 | 0.5 | 592 | 1.1433 |
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| 1.0723 | 0.75 | 888 | 1.1374 |
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| 1.3354 | 1.0 | 1184 | 1.1313 |
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| 0.9644 | 1.24 | 1480 | 1.1415 |
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| 1.1276 | 1.49 | 1776 | 1.1412 |
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| 0.9386 | 1.74 | 2072 | 1.1414 |
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### Framework versions
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- Transformers 4.40.0.dev0
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- Pytorch 2.0.1+cu118
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- Datasets 2.18.0
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "alpindale/Mistral-7B-v0.2-hf",
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"architectures": [
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"MistralForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 1000000.0,
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"sliding_window": 32768,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.40.0.dev0",
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"use_cache": false,
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"vocab_size": 32000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 1,
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"do_sample": true,
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"eos_token_id": 2,
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"transformers_version": "4.40.0.dev0"
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}
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pytorch_model-00001-of-00003.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:ac4005f2576024481f88c83a4e71429c57921b9168635965801c6e892fdc83f0
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size 4943185145
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pytorch_model-00002-of-00003.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:d6daea8efbe1484caaa6574f27a2b545a25da53a223812ff527b46ebbbf74694
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size 4999844257
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pytorch_model-00003-of-00003.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:ee9cf981f72031b034872b8be277b7a8ef89b7e99cbc383ad1303c406cf9d66d
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size 4540536863
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pytorch_model.bin.index.json
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{
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"metadata": {
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"total_size": 14483464192
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},
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"weight_map": {
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