Instructions to use realitisoft/ai-bot-test with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use realitisoft/ai-bot-test with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="realitisoft/ai-bot-test")# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("realitisoft/ai-bot-test") model = AutoModelForSpeechSeq2Seq.from_pretrained("realitisoft/ai-bot-test", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download venv/lib/python3.11/site-packages/setuptools/_distutils/_collections.py from realitisoft/ai-bot-test: direct link, hf CLI and curl.
- Browser
- Download file 5.31 kB
-
https://huggingface.co/realitisoft/ai-bot-test/resolve/main/venv/lib/python3.11/site-packages/setuptools/_distutils/_collections.py
- Command line
-
hf download hf://realitisoft/ai-bot-test/venv/lib/python3.11/site-packages/setuptools/_distutils/_collections.py
-
curl -L -o _collections.py https://huggingface.co/realitisoft/ai-bot-test/resolve/main/venv/lib/python3.11/site-packages/setuptools/_distutils/_collections.py
5.31 kB
| import collections | |
| import functools | |
| import itertools | |
| import operator | |
| # from jaraco.collections 3.5.1 | |
| class DictStack(list, collections.abc.Mapping): | |
| """ | |
| A stack of dictionaries that behaves as a view on those dictionaries, | |
| giving preference to the last. | |
| >>> stack = DictStack([dict(a=1, c=2), dict(b=2, a=2)]) | |
| >>> stack['a'] | |
| 2 | |
| >>> stack['b'] | |
| 2 | |
| >>> stack['c'] | |
| 2 | |
| >>> len(stack) | |
| 3 | |
| >>> stack.push(dict(a=3)) | |
| >>> stack['a'] | |
| 3 | |
| >>> set(stack.keys()) == set(['a', 'b', 'c']) | |
| True | |
| >>> set(stack.items()) == set([('a', 3), ('b', 2), ('c', 2)]) | |
| True | |
| >>> dict(**stack) == dict(stack) == dict(a=3, c=2, b=2) | |
| True | |
| >>> d = stack.pop() | |
| >>> stack['a'] | |
| 2 | |
| >>> d = stack.pop() | |
| >>> stack['a'] | |
| 1 | |
| >>> stack.get('b', None) | |
| >>> 'c' in stack | |
| True | |
| """ | |
| def __iter__(self): | |
| dicts = list.__iter__(self) | |
| return iter(set(itertools.chain.from_iterable(c.keys() for c in dicts))) | |
| def __getitem__(self, key): | |
| for scope in reversed(tuple(list.__iter__(self))): | |
| if key in scope: | |
| return scope[key] | |
| raise KeyError(key) | |
| push = list.append | |
| def __contains__(self, other): | |
| return collections.abc.Mapping.__contains__(self, other) | |
| def __len__(self): | |
| return len(list(iter(self))) | |
| # from jaraco.collections 3.7 | |
| class RangeMap(dict): | |
| """ | |
| A dictionary-like object that uses the keys as bounds for a range. | |
| Inclusion of the value for that range is determined by the | |
| key_match_comparator, which defaults to less-than-or-equal. | |
| A value is returned for a key if it is the first key that matches in | |
| the sorted list of keys. | |
| One may supply keyword parameters to be passed to the sort function used | |
| to sort keys (i.e. key, reverse) as sort_params. | |
| Let's create a map that maps 1-3 -> 'a', 4-6 -> 'b' | |
| >>> r = RangeMap({3: 'a', 6: 'b'}) # boy, that was easy | |
| >>> r[1], r[2], r[3], r[4], r[5], r[6] | |
| ('a', 'a', 'a', 'b', 'b', 'b') | |
| Even float values should work so long as the comparison operator | |
| supports it. | |
| >>> r[4.5] | |
| 'b' | |
| But you'll notice that the way rangemap is defined, it must be open-ended | |
| on one side. | |
| >>> r[0] | |
| 'a' | |
| >>> r[-1] | |
| 'a' | |
| One can close the open-end of the RangeMap by using undefined_value | |
| >>> r = RangeMap({0: RangeMap.undefined_value, 3: 'a', 6: 'b'}) | |
| >>> r[0] | |
| Traceback (most recent call last): | |
| ... | |
| KeyError: 0 | |
| One can get the first or last elements in the range by using RangeMap.Item | |
| >>> last_item = RangeMap.Item(-1) | |
| >>> r[last_item] | |
| 'b' | |
| .last_item is a shortcut for Item(-1) | |
| >>> r[RangeMap.last_item] | |
| 'b' | |
| Sometimes it's useful to find the bounds for a RangeMap | |
| >>> r.bounds() | |
| (0, 6) | |
| RangeMap supports .get(key, default) | |
| >>> r.get(0, 'not found') | |
| 'not found' | |
| >>> r.get(7, 'not found') | |
| 'not found' | |
| One often wishes to define the ranges by their left-most values, | |
| which requires use of sort params and a key_match_comparator. | |
| >>> r = RangeMap({1: 'a', 4: 'b'}, | |
| ... sort_params=dict(reverse=True), | |
| ... key_match_comparator=operator.ge) | |
| >>> r[1], r[2], r[3], r[4], r[5], r[6] | |
| ('a', 'a', 'a', 'b', 'b', 'b') | |
| That wasn't nearly as easy as before, so an alternate constructor | |
| is provided: | |
| >>> r = RangeMap.left({1: 'a', 4: 'b', 7: RangeMap.undefined_value}) | |
| >>> r[1], r[2], r[3], r[4], r[5], r[6] | |
| ('a', 'a', 'a', 'b', 'b', 'b') | |
| """ | |
| def __init__(self, source, sort_params={}, key_match_comparator=operator.le): | |
| dict.__init__(self, source) | |
| self.sort_params = sort_params | |
| self.match = key_match_comparator | |
| def left(cls, source): | |
| return cls( | |
| source, sort_params=dict(reverse=True), key_match_comparator=operator.ge | |
| ) | |
| def __getitem__(self, item): | |
| sorted_keys = sorted(self.keys(), **self.sort_params) | |
| if isinstance(item, RangeMap.Item): | |
| result = self.__getitem__(sorted_keys[item]) | |
| else: | |
| key = self._find_first_match_(sorted_keys, item) | |
| result = dict.__getitem__(self, key) | |
| if result is RangeMap.undefined_value: | |
| raise KeyError(key) | |
| return result | |
| def get(self, key, default=None): | |
| """ | |
| Return the value for key if key is in the dictionary, else default. | |
| If default is not given, it defaults to None, so that this method | |
| never raises a KeyError. | |
| """ | |
| try: | |
| return self[key] | |
| except KeyError: | |
| return default | |
| def _find_first_match_(self, keys, item): | |
| is_match = functools.partial(self.match, item) | |
| matches = list(filter(is_match, keys)) | |
| if matches: | |
| return matches[0] | |
| raise KeyError(item) | |
| def bounds(self): | |
| sorted_keys = sorted(self.keys(), **self.sort_params) | |
| return (sorted_keys[RangeMap.first_item], sorted_keys[RangeMap.last_item]) | |
| # some special values for the RangeMap | |
| undefined_value = type(str('RangeValueUndefined'), (), {})() | |
| class Item(int): | |
| "RangeMap Item" | |
| first_item = Item(0) | |
| last_item = Item(-1) | |