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config.yaml
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config.yaml
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VanillaOpenAIFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
InstructorFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
MirascopeFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
FructoseFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 0 # Fructose has no retry parameter
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
MarvinFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 0 # Marvin has no retry parameter
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 0 # Marvin has no retry parameter
source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
LlamaIndexFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 0 # LlamaIndex has no retry parameter
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 0 # LlamaIndex has no retry parameter
source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
OutlinesFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}.\nRespond in the following json schema: {json_schema}:\n"
llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
llm_model_family: "transformers"
retries: 0 # Oulines transformers has no retry parameter
source_data_pickle_path: "data/multilabel_classification.pkl"
max_length: 4096
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose.\nRespond in the following json schema: {json_schema}:\n"
llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
llm_model_family: "transformers"
max_length: 4096
LMFormatEnforcerFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}.\nRespond in the following json schema: {json_schema}:\n"
llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
llm_model_family: "transformers"
retries: 0
source_data_pickle_path: "data/multilabel_classification.pkl"
max_length: 4096
# sample_rows: 2
- task: "ner"
n_runs: 10
init_kwargs:
prompt: "Extract and resolve a list of entities from the following text: {text}.\nRespond in the following json schema: {json_schema}:\n"
llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
llm_model_family: "transformers"
retries: 0
source_data_pickle_path: "data/ner.pkl"
max_length: 4096
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose.\nRespond in the following json schema: {json_schema}:\n"
llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
llm_model_family: "transformers"
max_length: 4096
ModelsmithFramework:
- task: "multilabel_classification"
n_runs: 10
init_kwargs:
prompt: "Classify the following text: {text}"
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
source_data_pickle_path: "data/multilabel_classification.pkl"
# sample_rows: 2
- task: "synthetic_data_generation"
n_runs: 100
init_kwargs:
prompt: "Generate a random person's information. The name must be chosen at random. Make it something you wouldn't normally choose."
llm_model: "gpt-4o-mini-2024-07-18"
llm_model_family: "openai"
retries: 2
# ModelsmithFramework:
# - task: "ner"
# n_runs: 10
# init_kwargs:
# prompt: "Extract and resolve a list of entities from the following text: {text}"
# llm_model: "gpt-4o-mini-2024-07-18"
# llm_model_family: "openai"
# retries: 2
# source_data_pickle_path: "data/ner.pkl"
# sample_rows: 2
# FructoseFramework:
# - task: "ner"
# n_runs: 10
# init_kwargs:
# prompt: "Extract and resolve a list of entities from the following text: {text}"
# llm_model: "gpt-4o-mini-2024-07-18"
# llm_model_family: "openai"
# retries: 0 # Fructose has no retry parameter
# source_data_pickle_path: "data/ner.pkl"
# # sample_rows: 2
# OutlinesFramework:
# - task: "ner"
# n_runs: 10
# init_kwargs:
# prompt: "Extract and resolve a list of entities from the following text: {text}"
# llm_model: "unsloth/llama-3-8b-Instruct-bnb-4bit"
# llm_model_family: "transformers"
# retries: 0 # Oulines transformers has no retry parameter
# source_data_pickle_path: "data/ner.pkl"
# # sample_rows: 2