Upload templates.py with huggingface_hub
Browse files- templates.py +92 -75
templates.py
CHANGED
@@ -9,6 +9,15 @@ from .random_utils import new_random_generator
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from .type_utils import isoftype
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class Template(StreamInstanceOperator):
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"""The role of template is to take the fields of every instance and verbalize it.
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@@ -26,8 +35,18 @@ class Template(StreamInstanceOperator):
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postprocessors: List[str] = NonPositionalField(
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default_factory=lambda: ["processors.to_string_stripped"]
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)
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instruction: str = NonPositionalField(
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target_prefix: str = NonPositionalField(
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def process(
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self, instance: Dict[str, Any], stream_name: Optional[str] = None
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@@ -43,7 +62,12 @@ class Template(StreamInstanceOperator):
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inputs = instance.get("inputs")
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outputs = instance.get("outputs")
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-
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target, references = self.outputs_to_target_and_references(outputs)
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return {
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@@ -52,13 +76,17 @@ class Template(StreamInstanceOperator):
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"target": target,
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"references": references,
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"instruction": instruction,
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"target_prefix":
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}
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@abstractmethod
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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pass
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@abstractmethod
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def outputs_to_target_and_references(
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self, outputs: Dict[str, object]
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@@ -68,6 +96,24 @@ class Template(StreamInstanceOperator):
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def get_postprocessors(self) -> List[str]:
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return self.postprocessors
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class InputOutputTemplate(Template):
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"""Generate field 'source' from fields designated as input, and fields 'target' and 'references' from fields designated as output, of the processed instance.
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@@ -78,30 +124,15 @@ class InputOutputTemplate(Template):
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input_format: str = None
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output_format: str = None
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def process_template(self, template: str, data: Dict[str, object]) -> str:
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data = {k: ", ".join(v) if isinstance(v, list) else v for k, v in data.items()}
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return template.format(**data)
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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formatted.append(self.process_template(formatting, inputs))
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except KeyError as e:
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raise KeyError(
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f"Available inputs are {list(inputs.keys())} but input format requires a different ones: '{formatting}'"
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) from e
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return tuple(formatted)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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raise KeyError(
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f"Available outputs are {outputs.keys()} but output format requires a different one: {self.output_format}"
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) from e
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references = [target]
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return target, references
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@@ -110,19 +141,13 @@ class InputOutputReferenceTemplate(InputOutputTemplate):
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reference: str
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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output_fields[name] = result
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except KeyError as e:
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raise KeyError(
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f"Available outputs are {outputs.keys()} but {name} requires a different one: {val}"
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) from e
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return output_fields["target"], [output_fields["reference"]]
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class MultipleChoiceTemplate(Template):
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choices_seperator: str = ", "
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source_choice_format: str = "{choice_numeral}. {choice_text}"
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target_choice_format: str = "{choice_numeral}"
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add_numerals_as_field: str = None
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enumerator: str = "capitals"
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def prepare(self):
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@@ -170,7 +194,7 @@ class MultipleChoiceTemplate(Template):
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"XX",
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]
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def
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choices = data[self.choices_field]
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enumrated_choices = []
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for i, choice in enumerate(choices):
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@@ -182,22 +206,28 @@ class MultipleChoiceTemplate(Template):
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)
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return enumrated_choices
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def
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**inputs,
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self.choices_field: self.choices_seperator.join(choices),
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}
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = outputs[self.target_field]
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@@ -210,7 +240,7 @@ class MultipleChoiceTemplate(Template):
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f"MultipleChoiceTemplate could not locate textual target '{target}' in choices list: {outputs[self.choices_field]}"
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) from e
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choices = self.
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try:
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target = choices[target]
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@@ -226,7 +256,7 @@ class MultipleChoiceTemplate(Template):
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) -> Dict[str, Any]:
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result = super().process(instance, stream_name)
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if "options" not in result["outputs"]:
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result["outputs"]["options"] = self.
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instance["outputs"], self.target_choice_format
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)
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return result
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@@ -259,18 +289,9 @@ class YesNoTemplate(Template):
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no_answer: str = "No"
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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-
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formatted = []
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for formatting in [self.input_format, self.instruction]:
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try:
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formatted.append(formatting.format(**data))
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except KeyError as e:
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raise RuntimeError(
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f"Available inputs are {list(inputs.keys())} but input format requires a different one: {formatting}"
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) from e
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return tuple(formatted)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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try:
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@@ -316,26 +337,22 @@ class KeyValTemplate(Template):
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use_keys_for_outputs: bool = False
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def process_dict(
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self,
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) -> str:
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-
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k: ", ".join([str(vi) for vi in v]) if isinstance(v, list) else v
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for k, v in dic.items()
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}
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pairs = []
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for key, val in
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key_val = [key, str(val)] if use_keys else [str(val)]
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pairs.append(key_val_sep.join(key_val))
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return pairs_sep.join(pairs)
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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-
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inputs,
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key_val_sep=self.key_val_seperator,
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pairs_sep=self.pairs_seperator,
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use_keys=self.use_keys_for_inputs,
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)
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return (ret, ret)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = self.process_dict(
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from .type_utils import isoftype
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class TemplateFormatKeyError(KeyError):
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def __init__(self, template, data, data_type, format_str, format_name):
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keys = ", ".join(data.keys())
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super().__init__(
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f"Available {data_type}s are [{keys}] "
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f"but {template.__class__.__name__}.{format_name} format requires a different ones: '{format_str}'"
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)
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class Template(StreamInstanceOperator):
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"""The role of template is to take the fields of every instance and verbalize it.
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postprocessors: List[str] = NonPositionalField(
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default_factory=lambda: ["processors.to_string_stripped"]
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)
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instruction: str = NonPositionalField(default="")
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target_prefix: str = NonPositionalField(default="")
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title_fields: List[str] = NonPositionalField(default_factory=list)
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def inputs_to_instruction_and_target_prefix(self, inputs):
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instruction = self.apply_formatting(
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inputs, "input", self.instruction, "instruction", serialize=True
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)
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target_prefix = self.apply_formatting(
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inputs, "input", self.target_prefix, "target_prefix", serialize=True
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)
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return instruction, target_prefix
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def process(
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self, instance: Dict[str, Any], stream_name: Optional[str] = None
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inputs = instance.get("inputs")
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outputs = instance.get("outputs")
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self.set_titles(inputs)
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source = self.inputs_to_source(inputs)
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instruction, target_prefix = self.inputs_to_instruction_and_target_prefix(
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inputs
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)
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target, references = self.outputs_to_target_and_references(outputs)
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return {
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"target": target,
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"references": references,
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"instruction": instruction,
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"target_prefix": target_prefix,
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}
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@abstractmethod
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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pass
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def set_titles(self, data):
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for field in self.title_fields:
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data[field] = data[field].title()
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@abstractmethod
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def outputs_to_target_and_references(
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self, outputs: Dict[str, object]
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def get_postprocessors(self) -> List[str]:
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return self.postprocessors
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def serialize_data(self, data):
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return {
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k: ", ".join(str(t) for t in v) if isinstance(v, list) else v
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for k, v in data.items()
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}
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def apply_formatting(
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self, data, data_type, format_str, format_name, serialize=False
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) -> str:
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if serialize:
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data = self.serialize_data(data)
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try:
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return format_str.format(**data)
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except KeyError as e:
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raise TemplateFormatKeyError(
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self, data, data_type, format_str, format_name
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) from e
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class InputOutputTemplate(Template):
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"""Generate field 'source' from fields designated as input, and fields 'target' and 'references' from fields designated as output, of the processed instance.
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input_format: str = None
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output_format: str = None
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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return self.apply_formatting(
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inputs, "input", self.input_format, "input_format", serialize=True
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)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = self.apply_formatting(
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outputs, "output", self.output_format, "output_format", serialize=True
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)
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references = [target]
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return target, references
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reference: str
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = self.apply_formatting(
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outputs, "output", self.output_format, "output_format", serialize=True
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)
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reference = self.apply_formatting(
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outputs, "output", self.reference, "reference", serialize=True
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)
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return target, [reference]
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class MultipleChoiceTemplate(Template):
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choices_seperator: str = ", "
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source_choice_format: str = "{choice_numeral}. {choice_text}"
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target_choice_format: str = "{choice_numeral}"
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enumerator: str = "capitals"
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def prepare(self):
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"XX",
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]
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def inputs_to_choices(self, data: Dict[str, object], choice_format: str) -> str:
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choices = data[self.choices_field]
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enumrated_choices = []
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for i, choice in enumerate(choices):
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)
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return enumrated_choices
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def inputs_to_numerals(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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return self.inputs_to_choices(inputs, "{choice_numeral}")
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def prepare_multiple_choice_inputs(
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self, inputs: Dict[str, object]
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) -> Dict[str, object]:
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choices = self.inputs_to_choices(inputs, self.source_choice_format)
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return {
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"numerals": self.inputs_to_numerals(inputs),
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**inputs,
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self.choices_field: self.choices_seperator.join(choices),
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}
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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inputs = self.prepare_multiple_choice_inputs(inputs)
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return self.apply_formatting(
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inputs, "input", self.input_format, "input_format", serialize=True
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)
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def inputs_to_instruction_and_target_prefix(self, inputs):
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inputs = self.prepare_multiple_choice_inputs(inputs)
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return super().inputs_to_instruction_and_target_prefix(inputs)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = outputs[self.target_field]
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f"MultipleChoiceTemplate could not locate textual target '{target}' in choices list: {outputs[self.choices_field]}"
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) from e
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choices = self.inputs_to_choices(outputs, self.target_choice_format)
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try:
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target = choices[target]
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) -> Dict[str, Any]:
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result = super().process(instance, stream_name)
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if "options" not in result["outputs"]:
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result["outputs"]["options"] = self.inputs_to_choices(
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instance["outputs"], self.target_choice_format
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)
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return result
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no_answer: str = "No"
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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return self.apply_formatting(
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inputs, "input", self.input_format, "input_format", serialize=True
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)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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try:
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use_keys_for_outputs: bool = False
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def process_dict(
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self, data: Dict[str, object], key_val_sep, pairs_sep, use_keys
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) -> str:
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data = self.serialize_data(data)
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pairs = []
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for key, val in data.items():
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key_val = [key, str(val)] if use_keys else [str(val)]
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pairs.append(key_val_sep.join(key_val))
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return pairs_sep.join(pairs)
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def inputs_to_source(self, inputs: Dict[str, object]) -> Tuple[str, str]:
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return self.process_dict(
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inputs,
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key_val_sep=self.key_val_seperator,
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pairs_sep=self.pairs_seperator,
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use_keys=self.use_keys_for_inputs,
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)
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def outputs_to_target_and_references(self, outputs: Dict[str, object]) -> str:
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target = self.process_dict(
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