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Merge pull request #26 from homanp/remove-db
Remove db
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@@ -1,5 +1,3 @@ | ||
DATABASE_URL= | ||
DATABASE_MIGRATION_URL= | ||
OPENAI_API_KEY= | ||
HF_API_KEY= | ||
PINECONE_API_KEY= | ||
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@@ -7,4 +7,5 @@ superenv/ | |
.DS_Store | ||
venv/ | ||
/.vscode | ||
/.codesandbox | ||
/.codesandbox | ||
.pypirc |
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# flake8: noqa | ||
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from .service import create_finetuned_model, create_vector_embeddings |
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from typing import List, Union | ||
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import openai | ||
from llama_index import Document | ||
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from lib.service.embedding import EmbeddingService | ||
from lib.service.finetune import get_finetuning_service | ||
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def create_vector_embeddings( | ||
type: str, finetune_id: str, url: str = None, content: str = None | ||
) -> List[Union[Document, None]]: | ||
embedding_service = EmbeddingService(type=type, content=content, url=url) | ||
documents = embedding_service.generate_documents() | ||
nodes = embedding_service.generate_chunks(documents=documents) | ||
embedding_service.generate_embeddings(nodes=nodes, finetune_id=finetune_id) | ||
return nodes | ||
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def create_finetuned_model( | ||
provider: str, | ||
base_model: str, | ||
type: str, | ||
url: str = None, | ||
content: str = None, | ||
webhook_url: str = None, | ||
): | ||
embedding_service = EmbeddingService(type=type, url=url, content=content) | ||
documents = embedding_service.generate_documents() | ||
nodes = embedding_service.generate_chunks(documents=documents) | ||
finetunning_service = get_finetuning_service( | ||
nodes=nodes, | ||
provider=provider, | ||
batch_size=5, | ||
base_model=base_model, | ||
num_questions_per_chunk=1, | ||
) | ||
training_file = finetunning_service.generate_dataset() | ||
formatted_training_file = finetunning_service.validate_dataset( | ||
training_file=training_file | ||
) | ||
finetune = finetunning_service.finetune( | ||
training_file=formatted_training_file, webhook_url=webhook_url | ||
) | ||
if provider == "OPENAI": | ||
finetune = openai.FineTune.retrieve(id=finetune.get("id")) | ||
finetunning_service.cleanup(training_file=finetune.get("training_file")) | ||
return finetune |
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