YoungPanda / test4

huggingface.co
Total runs: 2
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Model's Last Updated: February 05 2024
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Introduction of test4

Model Details of test4

Built with Axolotl

See axolotl config

axolotl version: 0.4.0

base_model: upstage/SOLAR-10.7B-v1.0
model_type: LlamaForCausalLM
tokenizer_type: LlamaTokenizer
is_llama_derived_model: true

load_in_8bit: false
load_in_4bit: false
strict: false

datasets:
  - path: Drewskidang/rag
    type: alpaca
  - path: Drewskidang/chatinstruct
    type: alpaca
  - path: Drewskidang/Instruct
    type: alpaca
  - path: Drewskidang/output
    type: alpaca
dataset_prepared_path: last_run_prepared
val_set_size: 0.05
output_dir: ./out

sequence_len: 4096
sample_packing: true
pad_to_sequence_len: true

adapter:
lora_model_dir:
lora_r:
lora_alpha:
lora_dropout:
lora_target_linear:
lora_fan_in_fan_out:

wandb_project:
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:

gradient_accumulation_steps: 1
micro_batch_size: 10
num_epochs: 2
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.0002

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

warmup_steps: 100
evals_per_epoch: 4
eval_table_size:
saves_per_epoch: 1
debug:
deepspeed: deepspeed_configs/zero2.json # multi-gpu only
weight_decay: 0.1
fsdp:
fsdp_config:
special_tokens:

out

This model is a fine-tuned version of upstage/SOLAR-10.7B-v1.0 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 12.2158
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: 0.0002
  • train_batch_size: 10
  • eval_batch_size: 10
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 7
  • total_train_batch_size: 70
  • total_eval_batch_size: 70
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • num_epochs: 2
Training results
Training Loss Epoch Step Validation Loss
1.0045 0.04 1 1.0213
0.9752 0.26 7 0.9097
0.8562 0.52 14 0.8622
0.8457 0.78 21 0.8343
0.8846 1.04 28 0.8288
0.596 1.26 35 0.9086
1.4506 1.52 42 2.4507
27.7592 1.78 49 12.2158
Framework versions
  • Transformers 4.38.0.dev0
  • Pytorch 2.0.1+cu118
  • Datasets 2.16.1
  • Tokenizers 0.15.0

Runs of YoungPanda test4 on huggingface.co

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test4 huggingface.co

test4 huggingface.co is an AI model on huggingface.co that provides test4's model effect (), which can be used instantly with this YoungPanda test4 model. huggingface.co supports a free trial of the test4 model, and also provides paid use of the test4. Support call test4 model through api, including Node.js, Python, http.

YoungPanda test4 online free

test4 huggingface.co is an online trial and call api platform, which integrates test4's modeling effects, including api services, and provides a free online trial of test4, you can try test4 online for free by clicking the link below.

YoungPanda test4 online free url in huggingface.co:

https://huggingface.co/YoungPanda/test4

test4 install

test4 is an open source model from GitHub that offers a free installation service, and any user can find test4 on GitHub to install. At the same time, huggingface.co provides the effect of test4 install, users can directly use test4 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

test4 install url in huggingface.co:

https://huggingface.co/YoungPanda/test4

Url of test4

Provider of test4 huggingface.co

YoungPanda
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