Update README.md
Browse files
README.md
CHANGED
|
@@ -3,31 +3,34 @@ datasets:
|
|
| 3 |
- sahil2801/CodeAlpaca-20k
|
| 4 |
library_name: peft
|
| 5 |
tags:
|
| 6 |
-
-
|
| 7 |
- code
|
| 8 |
- instruct
|
| 9 |
- instruct-code
|
| 10 |
- code-alpaca
|
| 11 |
- alpaca-instruct
|
| 12 |
- alpaca
|
| 13 |
-
-
|
| 14 |
- gpt2
|
| 15 |
---
|
| 16 |
|
| 17 |
-
We finetuned
|
| 18 |
|
| 19 |
-
This dataset is HuggingFaceH4/CodeAlpaca_20K unfiltered, removing 36 instances of blatant alignment.
|
| 20 |
|
| 21 |
-
The finetuning session got completed in 4
|
| 22 |
|
| 23 |
#### Hyperparameters & Run details:
|
| 24 |
-
- Model Path: meta-llama/
|
| 25 |
- Dataset: sahil2801/CodeAlpaca-20k
|
| 26 |
- Learning rate: 0.0003
|
| 27 |
- Number of epochs: 5
|
| 28 |
- Data split: Training: 90% / Validation: 10%
|
| 29 |
- Gradient accumulation steps: 1
|
| 30 |
|
|
|
|
|
|
|
|
|
|
| 31 |
---
|
| 32 |
license: apache-2.0
|
| 33 |
-
---
|
|
|
|
| 3 |
- sahil2801/CodeAlpaca-20k
|
| 4 |
library_name: peft
|
| 5 |
tags:
|
| 6 |
+
- llama2-7b
|
| 7 |
- code
|
| 8 |
- instruct
|
| 9 |
- instruct-code
|
| 10 |
- code-alpaca
|
| 11 |
- alpaca-instruct
|
| 12 |
- alpaca
|
| 13 |
+
- llama7b
|
| 14 |
- gpt2
|
| 15 |
---
|
| 16 |
|
| 17 |
+
We finetuned Llama2-7B on Code-Alpaca-Instruct Dataset (sahil2801/CodeAlpaca-20k) for 5 epochs or ~ 25,000 steps using [MonsterAPI](https://monsterapi.ai) no-code [LLM finetuner](https://docs.monsterapi.ai/fine-tune-a-large-language-model-llm).
|
| 18 |
|
| 19 |
+
This dataset is HuggingFaceH4/CodeAlpaca_20K unfiltered, removing 36 instances of blatant alignment.
|
| 20 |
|
| 21 |
+
The finetuning session got completed in 4 hours and costed us only `$16` for the entire finetuning run!
|
| 22 |
|
| 23 |
#### Hyperparameters & Run details:
|
| 24 |
+
- Model Path: meta-llama/Llama-2-7b
|
| 25 |
- Dataset: sahil2801/CodeAlpaca-20k
|
| 26 |
- Learning rate: 0.0003
|
| 27 |
- Number of epochs: 5
|
| 28 |
- Data split: Training: 90% / Validation: 10%
|
| 29 |
- Gradient accumulation steps: 1
|
| 30 |
|
| 31 |
+
Loss metrics:
|
| 32 |
+

|
| 33 |
+
|
| 34 |
---
|
| 35 |
license: apache-2.0
|
| 36 |
+
---
|