Delete utils
Browse files- utils/README.md +0 -13
- utils/__init__.py +0 -0
- utils/callbacks.py +0 -75
- utils/prompter.py +0 -51
utils/README.md
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# Directory for helpers modules
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## prompter.py
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Prompter class, a template manager.
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`from utils.prompter import Prompter`
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## callbacks.py
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Helpers to support streaming generate output.
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`from utils.callbacks import Iteratorize, Stream`
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utils/__init__.py
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utils/callbacks.py
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"""
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Helpers to support streaming generate output.
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Borrowed from https://github.com/oobabooga/text-generation-webui/blob/ad37f396fc8bcbab90e11ecf17c56c97bfbd4a9c/modules/callbacks.py
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"""
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import gc
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import traceback
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from queue import Queue
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from threading import Thread
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import torch
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import transformers
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class Stream(transformers.StoppingCriteria):
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def __init__(self, callback_func=None):
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self.callback_func = callback_func
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def __call__(self, input_ids, scores) -> bool:
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if self.callback_func is not None:
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self.callback_func(input_ids[0])
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return False
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class Iteratorize:
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"""
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Transforms a function that takes a callback
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into a lazy iterator (generator).
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"""
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def __init__(self, func, kwargs={}, callback=None):
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self.mfunc = func
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self.c_callback = callback
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self.q = Queue()
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self.sentinel = object()
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self.kwargs = kwargs
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self.stop_now = False
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def _callback(val):
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if self.stop_now:
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raise ValueError
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self.q.put(val)
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def gentask():
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try:
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ret = self.mfunc(callback=_callback, **self.kwargs)
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except ValueError:
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pass
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except:
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traceback.print_exc()
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pass
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self.q.put(self.sentinel)
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if self.c_callback:
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self.c_callback(ret)
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self.thread = Thread(target=gentask)
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self.thread.start()
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def __iter__(self):
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return self
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def __next__(self):
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obj = self.q.get(True, None)
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if obj is self.sentinel:
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raise StopIteration
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else:
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return obj
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def __enter__(self):
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return self
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def __exit__(self, exc_type, exc_val, exc_tb):
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self.stop_now = True
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utils/prompter.py
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"""
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A dedicated helper to manage templates and prompt building.
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"""
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import json
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import os.path as osp
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from typing import Union
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class Prompter(object):
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__slots__ = ("template", "_verbose")
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def __init__(self, template_name: str = "", verbose: bool = False):
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self._verbose = verbose
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if not template_name:
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# Enforce the default here, so the constructor can be called with '' and will not break.
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template_name = "alpaca"
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file_name = osp.join("templates", f"{template_name}.json")
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if not osp.exists(file_name):
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raise ValueError(f"Can't read {file_name}")
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with open(file_name) as fp:
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self.template = json.load(fp)
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if self._verbose:
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print(
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f"Using prompt template {template_name}: {self.template['description']}"
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)
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def generate_prompt(
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self,
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instruction: str,
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input: Union[None, str] = None,
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label: Union[None, str] = None,
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) -> str:
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# returns the full prompt from instruction and optional input
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# if a label (=response, =output) is provided, it's also appended.
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if input:
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res = self.template["prompt_input"].format(
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instruction=instruction, input=input
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)
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else:
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res = self.template["prompt_no_input"].format(
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instruction=instruction
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)
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if label:
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res = f"{res}{label}"
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if self._verbose:
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print(res)
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return res
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def get_response(self, output: str) -> str:
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return output.split(self.template["response_split"])[1].strip()
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