YoungPanda / continued_pretrian

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Model's Last Updated: March 17 2024
text-generation

Introduction of continued_pretrian

Model Details of continued_pretrian

Built with Axolotl

See axolotl config

axolotl version: 0.4.0

base_model: Equall/Saul-Base
model_type: MistralForCausalLM
tokenizer_type: LlamaTokenizer

load_in_8bit: false
load_in_4bit: false
strict: false

datasets:
  - path: Drewskidang/chatlaw
    type: sharegpt
    conversation: chatml
  - path: Drewskidang/tool
    type: sharegpt
    conversation: chatml
  - path: digitalpipelines/samantha-1.1-uncensored
    type: sharegpt
    conversation: chatml
dataset_prepared_path:
val_set_size: 0.05
output_dir: ./out

sequence_len: 8192
sample_packing: true
pad_to_sequence_len: true
eval_sample_packing: false

wandb_project: mistral_chat
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:

gradient_accumulation_steps: 2
micro_batch_size: 6
num_epochs: 2
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.00005

train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false

gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
flash_attn_cross_entropy: false
flash_attn_rms_norm: true
flash_attn_fuse_qkv: false
flash_attn_fuse_mlp: true
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-4
warmup_steps: 100
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
saves_per_epoch: 1
debug:
deepspeed:
weight_decay: 0.0
fsdp:
fsdp_config:
special_tokens:
  bos_token: "<s>"
  eos_token: "</s>"
  unk_token: "<unk>"
tokens: # these are delimiters
  - "<|im_start|>"
  - "<|im_end|>"

out

This model is a fine-tuned version of Equall/Saul-Base on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.1824
Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 6
  • eval_batch_size: 6
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 96
  • total_eval_batch_size: 48
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=0.0001
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 2
Training results
Training Loss Epoch Step Validation Loss
1.5436 0.18 1 1.5013
1.5336 0.36 2 1.4939
1.4731 0.73 4 1.4126
1.3819 1.09 6 1.3104
1.312 1.27 8 1.2592
1.254 1.64 10 1.1824
Framework versions
  • Transformers 4.38.2
  • Pytorch 2.1.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.0

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More Information About continued_pretrian huggingface.co Model

More continued_pretrian license Visit here:

https://choosealicense.com/licenses/mit

continued_pretrian huggingface.co

continued_pretrian huggingface.co is an AI model on huggingface.co that provides continued_pretrian's model effect (), which can be used instantly with this YoungPanda continued_pretrian model. huggingface.co supports a free trial of the continued_pretrian model, and also provides paid use of the continued_pretrian. Support call continued_pretrian model through api, including Node.js, Python, http.

continued_pretrian huggingface.co Url

https://huggingface.co/YoungPanda/continued_pretrian

YoungPanda continued_pretrian online free

continued_pretrian huggingface.co is an online trial and call api platform, which integrates continued_pretrian's modeling effects, including api services, and provides a free online trial of continued_pretrian, you can try continued_pretrian online for free by clicking the link below.

YoungPanda continued_pretrian online free url in huggingface.co:

https://huggingface.co/YoungPanda/continued_pretrian

continued_pretrian install

continued_pretrian is an open source model from GitHub that offers a free installation service, and any user can find continued_pretrian on GitHub to install. At the same time, huggingface.co provides the effect of continued_pretrian install, users can directly use continued_pretrian installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

continued_pretrian install url in huggingface.co:

https://huggingface.co/YoungPanda/continued_pretrian

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