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Model: mlfoundations-dev/oh-dcft-v3.1-claude-3-5-sonnet-20241022 Source: Original Platform
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README.md
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README.md
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---
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library_name: transformers
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license: llama3.1
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base_model: meta-llama/Meta-Llama-3.1-8B
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tags:
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- llama-factory
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- full
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- generated_from_trainer
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model-index:
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- name: oh-dcft-v3.1-claude-3-5-sonnet-20241022
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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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# oh-dcft-v3.1-claude-3-5-sonnet-20241022
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This model is a fine-tuned version of [meta-llama/Meta-Llama-3.1-8B](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) on the mlfoundations-dev/oh-dcft-v3.1-claude-3-5-sonnet-20241022 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4631
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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: 8
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- eval_batch_size: 8
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- seed: 42
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- distributed_type: multi-GPU
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- num_devices: 8
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 512
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- total_eval_batch_size: 64
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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: constant
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- num_epochs: 3.0
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:----:|:---------------:|
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| 0.4822 | 0.9986 | 454 | 0.4843 |
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| 0.4246 | 1.9995 | 909 | 0.4651 |
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| 0.3735 | 2.9959 | 1362 | 0.4631 |
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### Framework versions
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- Transformers 4.46.1
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- Pytorch 2.3.0
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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all_results.json
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all_results.json
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{
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"epoch": 2.995875721748694,
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"eval_loss": 0.46309909224510193,
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"eval_runtime": 303.4791,
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"eval_samples_per_second": 40.369,
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"eval_steps_per_second": 0.633,
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"total_flos": 2281191348633600.0,
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"train_loss": 0.44531785190192963,
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"train_runtime": 45435.4893,
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"train_samples_per_second": 15.368,
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"train_steps_per_second": 0.03
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}
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config.json
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config.json
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{
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"_name_or_path": "meta-llama/Meta-Llama-3.1-8B",
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 128000,
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"eos_token_id": 128001,
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"head_dim": 128,
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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": 131072,
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"mlp_bias": false,
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"model_type": "llama",
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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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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": {
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"factor": 8.0,
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"high_freq_factor": 4.0,
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"low_freq_factor": 1.0,
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"original_max_position_embeddings": 8192,
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"rope_type": "llama3"
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},
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"rope_theta": 500000.0,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.46.1",
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"use_cache": false,
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"vocab_size": 128256
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}
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configs.yaml
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adam_beta1: '0.9'
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adam_beta2: '0.999'
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bf16: 'True'
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cutoff_len: '2048'
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dataset: mlfoundations-dev/oh-dcft-v3.1-claude-3-5-sonnet-20241022
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dataset_dir: ONLINE
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ddp_timeout: '180000000'
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deepspeed: /opt/ml/code/zero3.json
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do_train: 'True'
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enable_liger_kernel: 'False'
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eval_strategy: epoch
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finetuning_type: full
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formatting: sharegpt
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global_batch_size: '512'
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gradient_accumulation_steps: '8'
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gradient_checkpointing: 'True'
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hub_model_id: mlfoundations-dev/oh-dcft-v3.1-claude-3-5-sonnet-20241022
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learning_rate: 5e-06
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logging_steps: '10'
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lr_scheduler_type: constant
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max_grad_norm: '1'
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messages: conversations
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model_name_or_path: meta-llama/Meta-Llama-3.1-8B
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neat_packing: 'True'
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num_train_epochs: '3.0'
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output_dir: /opt/ml/model
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overwrite_cache: 'True'
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overwrite_output_dir: 'True'
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packing: 'True'
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per_device_train_batch_size: '8'
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plot_loss: 'True'
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preprocessing_num_workers: '16'
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push_to_db: 'True'
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push_to_hub: 'True'
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report_to: wandb
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run_name: oh-dcft-v3.1-claude-3-5-sonnet-20241022
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save_strategy: epoch
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stage: sft
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template: llama3
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val_size: '0.05'
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weight_decay: '0.1'
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configuration.json
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configuration.json
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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eval_results.json
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"eval_runtime": 303.4791,
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"eval_samples_per_second": 40.369,
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"eval_steps_per_second": 0.633
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}
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"top_p": 0.9,
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"transformers_version": "4.46.1"
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||||
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||||
17
special_tokens_map.json
Normal file
17
special_tokens_map.json
Normal file
@@ -0,0 +1,17 @@
|
||||
{
|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
Binary file not shown.
2065
tokenizer_config.json
Normal file
2065
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
8
train_results.json
Normal file
8
train_results.json
Normal file
@@ -0,0 +1,8 @@
|
||||
{
|
||||
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||||
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||||
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||||
}
|
||||
140
trainer_log.jsonl
Normal file
140
trainer_log.jsonl
Normal file
@@ -0,0 +1,140 @@
|
||||
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|
||||
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||||
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|
||||
1018
trainer_state.json
Normal file
1018
trainer_state.json
Normal file
File diff suppressed because it is too large
Load Diff
3
training_args.bin
Normal file
3
training_args.bin
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:828f54959abc9135ca5e2800fad905c34ef1effb2bea2bebf4f589360b7d0d5b
|
||||
size 7224
|
||||
BIN
training_eval_loss.png
Normal file
BIN
training_eval_loss.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 31 KiB |
BIN
training_loss.png
Normal file
BIN
training_loss.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 33 KiB |
Reference in New Issue
Block a user