YoungPanda / 3LDANG

huggingface.co
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Model's Last Updated: March 11 2024
text-generation

Introduction of 3LDANG

Model Details of 3LDANG

Built with Axolotl

See axolotl config

axolotl version: 0.4.0

base_model: mistralai/Mistral-7B-v0.1
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: 4
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 mistralai/Mistral-7B-v0.1 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0407
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: 4
Training results
Training Loss Epoch Step Validation Loss
1.6478 0.18 1 1.6578
1.6613 0.36 2 1.6420
1.5542 0.73 4 1.4082
1.3322 1.09 6 1.2399
1.2595 1.36 8 1.2304
1.1767 1.73 10 1.1747
1.1492 2.09 12 1.1461
1.1384 2.36 14 1.1146
1.0827 2.73 16 1.0873
1.0786 3.09 18 1.0646
1.056 3.27 20 1.0407
Framework versions
  • Transformers 4.39.0.dev0
  • Pytorch 2.1.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.0

Runs of YoungPanda 3LDANG on huggingface.co

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More Information About 3LDANG huggingface.co Model

3LDANG huggingface.co

3LDANG huggingface.co is an AI model on huggingface.co that provides 3LDANG's model effect (), which can be used instantly with this YoungPanda 3LDANG model. huggingface.co supports a free trial of the 3LDANG model, and also provides paid use of the 3LDANG. Support call 3LDANG model through api, including Node.js, Python, http.

YoungPanda 3LDANG online free

3LDANG huggingface.co is an online trial and call api platform, which integrates 3LDANG's modeling effects, including api services, and provides a free online trial of 3LDANG, you can try 3LDANG online for free by clicking the link below.

YoungPanda 3LDANG online free url in huggingface.co:

https://huggingface.co/YoungPanda/3LDANG

3LDANG install

3LDANG is an open source model from GitHub that offers a free installation service, and any user can find 3LDANG on GitHub to install. At the same time, huggingface.co provides the effect of 3LDANG install, users can directly use 3LDANG installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

3LDANG install url in huggingface.co:

https://huggingface.co/YoungPanda/3LDANG

Url of 3LDANG

Provider of 3LDANG huggingface.co

YoungPanda
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