<commit_before>import tempfile
import ruamel.yaml as yaml

from typing import Text

import rasa.utils.io as io_utils

from rasa.nlu.config import RasaNLUModelConfig
from rasa.nlu.model import Interpreter
from rasa.nlu.train import train
from rasa.nlu.classifiers.diet_classifier import DIETClassifier
from rasa.nlu.classifiers.embedding_intent_classifier import EmbeddingIntentClassifier
from rasa.nlu.selectors.diet_selector import DIETSelector
from rasa.nlu.selectors.response_selector import ResponseSelector
from rasa.utils.tensorflow.constants import EPOCHS


def base_test_conf(pipeline_template):
    return RasaNLUModelConfig({"pipeline": pipeline_template})


def write_file_config(file_config):
    with tempfile.NamedTemporaryFile(
        "w+", suffix="_tmp_config_file.yml", delete=False
    ) as f:
        f.write(yaml.safe_dump(file_config))
        f.flush()
        return f


async def interpreter_for(component_builder, data, path, config):
    (trained, _, path) = await train(
        config, data, path, component_builder=component_builder
    )
    interpreter = Interpreter.load(path, component_builder)
    return interpreter


class ResponseTest:<commit_msg>clean up imports<commit_after>import tempfile
import ruamel.yaml as yaml

from rasa.nlu.config import RasaNLUModelConfig
from rasa.nlu.model import Interpreter
from rasa.nlu.train import train


def base_test_conf(pipeline_template):
    return RasaNLUModelConfig({"pipeline": pipeline_template})


def write_file_config(file_config):
    with tempfile.NamedTemporaryFile(
        "w+", suffix="_tmp_config_file.yml", delete=False
    ) as f:
        f.write(yaml.safe_dump(file_config))
        f.flush()
        return f


async def interpreter_for(component_builder, data, path, config):
    (trained, _, path) = await train(
        config, data, path, component_builder=component_builder
    )
    interpreter = Interpreter.load(path, component_builder)
    return interpreter


class ResponseTest:
{'fraction_non_alphanumeric': 0.07796780684104627, 'fraction_numerical': 0.0, 'mean_word_length': 4.650568181818182, 'pattern_counts': {'":': 2, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '6054514', 'n_tokens_mistral': 614, 'n_tokens_neox': 606, 'n_words': 143}