Merge pull request #160 from zphang/llama

Support for LLaMA models
This commit is contained in:
Sourab Mangrulkar
2023-03-14 11:18:29 +05:30
committed by GitHub
2 changed files with 10 additions and 8 deletions
+9 -8
View File
@@ -217,14 +217,15 @@ An example is provided in `~examples/causal_language_modeling/peft_lora_clm_acce
## Models support matrix
### Causal Language Modeling
| Model | LoRA | Prefix Tuning | P-Tuning | Prompt Tuning |
| --------- | ---- | ---- | ---- | ---- |
| GPT-2 | ✅ | ✅ | ✅ | ✅ |
| Bloom | ✅ | ✅ | ✅ | ✅ |
| OPT | ✅ | ✅ | ✅ | ✅ |
| GPT-Neo | ✅ | ✅ | ✅ | ✅ |
| GPT-J | ✅ | ✅ | ✅ | ✅ |
| GPT-NeoX-20B | ✅ | ✅ | ✅ | ✅ |
| Model | LoRA | Prefix Tuning | P-Tuning | Prompt Tuning |
|--------------| ---- | ---- | ---- | ---- |
| GPT-2 | ✅ | ✅ | ✅ | ✅ |
| Bloom | ✅ | ✅ | ✅ | ✅ |
| OPT | ✅ | ✅ | ✅ | ✅ |
| GPT-Neo | ✅ | ✅ | ✅ | ✅ |
| GPT-J | ✅ | ✅ | ✅ | ✅ |
| GPT-NeoX-20B | ✅ | ✅ | ✅ | ✅ |
| LLaMA | ✅ | ✅ | ✅ | ✅ |
### Conditional Generation
| Model | LoRA | Prefix Tuning | P-Tuning | Prompt Tuning |
+1
View File
@@ -55,6 +55,7 @@ TRANSFORMERS_MODELS_TO_LORA_TARGET_MODULES_MAPPING = {
"deberta-v2": ["query_proj", "value_proj"],
"deberta": ["in_proj"],
"layoutlm": ["query", "value"],
"llama": ["q_proj", "v_proj"],
}