Downloads · 30 days
12
10% of all-time downloads
zephyr_7b_WizardLMEvolInstruct70k
monsterapi/zephyr_7b_WizardLMEvolInstruct70k
zephyr_7b_WizardLMEvolInstruct70k is a machine learning model from monsterapi. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.
Model Used: HuggingFaceH4/zephyr-7b-alpha Dataset: WizardLM/WizardLMevolinstruct70k
All-time downloads
122
Public
Repo size
29.1 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin27.4 MB · 88%
At a glance
- Library
- peft
- License
- apache-2.0
- Access
- Public
- Created
- Oct 21, 2023
- Updated
- Nov 4, 2023
- SHA
- 860d25c6
Base models
Model card
From the Hugging Face model README
Finetuning Overview:
Model Used: HuggingFaceH4/zephyr-7b-alpha
Dataset: WizardLM/WizardLM_evol_instruct_70k
Dataset Insights:
The WizardLM/WizardLM_evol_instruct_70k dataset, tailored specifically for enhancing interactive capabilities, was developed using the EVOL-Instruct method. This method enhances a smaller dataset with tougher questions for the LLM to perform.
Finetuning Details:
With the utilization of MonsterAPI's LLM finetuner, this finetuning:
- Was achieved with great cost-effectiveness.
- Completed in a total duration of 5hrs 18mins for 1 epoch using an A6000 48GB GPU.
- Costed
$10for the entire epoch.
Hyperparameters & Additional Details:
- Epochs: 1
- Cost Per Epoch: $10.5
- Total Finetuning Cost: $10.5
- Model Path: HuggingFaceH4/zephyr-7b-alpha
- Learning Rate: 0.0002
- Data Split: 90% train 10% validation
- Gradient Accumulation Steps: 4
Prompt Structure
### INSTRUCTION:
[instruction]
### RESPONSE:
[output]
Training loss :
license: apache-2.0
- Library
- peft
- License
- apache-2.0
- Created
- Oct 21, 2023
- Updated
- Nov 4, 2023