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Duplicate from somosnlp/somos-alpaca-es

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Co-authored-by: Daniel Vila <[email protected]>

Files changed (4) hide show
  1. .gitattributes +34 -0
  2. Dockerfile +7 -0
  3. README.md +13 -0
  4. load_data.py +99 -0
.gitattributes ADDED
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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Dockerfile ADDED
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+ FROM argilla/argilla-quickstart:latest
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+
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+ COPY load_data.py /
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+
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+ RUN pip install argilla[listeners]
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+
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+ CMD whoami && /start_quickstart_argilla.sh
README.md ADDED
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+ ---
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+ title: Hackathon SomosNLP Reto Datasets LLM Español
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+ emoji: 🦙 🏷️
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+ colorFrom: purple
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+ colorTo: red
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+ sdk: docker
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+ app_port: 6900
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+ fullWidth: true
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+ tags:
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+ - argilla
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+ - somosnlp
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+ duplicated_from: somosnlp/somos-alpaca-es
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+ ---
load_data.py ADDED
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+ import sys
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+ import time
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+ import os
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+
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+ import argilla as rg
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+ import pandas as pd
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+ import requests
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+ from datasets import load_dataset, concatenate_datasets
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+
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+ from argilla.listeners import listener
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+
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+ HF_TOKEN = os.environ.get("HF_TOKEN")
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+ HUB_DATASET_NAME = os.environ.get('HUB_DATASET_NAME')
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+
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+ @listener(
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+ dataset="somos-alpaca-es",
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+ query="status:Validated", # https://docs.argilla.io/en/latest/guides/features/queries.html
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+ execution_interval_in_seconds=1200, # interval to check the execution of `save_validated_to_hub`
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+ )
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+ def save_validated_to_hub(records, ctx):
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+ if len(records) > 0:
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+ ds = rg.DatasetForTextClassification(records=records).to_datasets()
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+ if HF_TOKEN:
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+ print("Pushing the dataset")
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+ print(ds)
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+ ds.push_to_hub(HUB_DATASET_NAME, token=HF_TOKEN)
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+ else:
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+ print("SET HF_TOKEN and HUB_DATASET_NAME TO SYNC YOUR DATASET!!!")
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+ else:
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+ print("NO RECORDS found")
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+
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+ class LoadDatasets:
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+ def __init__(self, api_key, workspace="team"):
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+ rg.init(api_key=api_key, workspace=workspace)
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+
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+ @staticmethod
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+ def load_somos():
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+ # Leer el dataset del Hub
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+ try:
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+ print(f"Trying to sync with {HUB_DATASET_NAME}")
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+ old_ds = load_dataset(HUB_DATASET_NAME, split="train")
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+ except Exception as e:
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+ print(f"Not possible to sync with {HUB_DATASET_NAME}")
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+ print(e)
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+ old_ds = None
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+
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+ dataset = load_dataset("somosnlp/somos-clean-alpaca-es", split="train")
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+
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+
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+ if old_ds:
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+ print("Concatenating datasets")
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+ dataset = concatenate_datasets([dataset, old_ds])
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+ print("Concatenated dataset is:")
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+ print(dataset)
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+
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+ dataset = dataset.remove_columns("metrics")
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+ records = rg.DatasetForTextClassification.from_datasets(dataset)
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+
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+ settings = rg.TextClassificationSettings(
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+ label_schema=["ALL GOOD", "BIASED","INAPPROPRIATE","BAD OUTPUT", "BAD INPUT","BAD INSTRUCTION"]
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+ )
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+ rg.configure_dataset(name="somos-alpaca-es", settings=settings, workspace="team")
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+
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+ # Log the dataset
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+ rg.log(
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+ records,
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+ name="somos-alpaca-es",
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+ tags={"description": "SomosNLP Hackathon dataset"},
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+ batch_size=200
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+ )
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+
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+ # run listener
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+ save_validated_to_hub.start()
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+
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+ if __name__ == "__main__":
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+ API_KEY = sys.argv[1]
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+ LOAD_DATASETS = sys.argv[2]
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+
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+ if LOAD_DATASETS.lower() == "none":
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+ print("No datasets being loaded")
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+ else:
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+ while True:
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+ try:
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+ response = requests.get("http://0.0.0.0:6900/")
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+ if response.status_code == 200:
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+ ld = LoadDatasets(API_KEY)
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+ ld.load_somos()
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+ break
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+
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+ except requests.exceptions.ConnectionError:
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+ pass
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+ except Exception as e:
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+ print(e)
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+ time.sleep(10)
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+ pass
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+
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+ time.sleep(5)
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+ while True:
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+ time.sleep(60)