diff --git a/ckpts/universal/global_step20/zero/13.attention.query_key_value.weight/exp_avg_sq.pt b/ckpts/universal/global_step20/zero/13.attention.query_key_value.weight/exp_avg_sq.pt new file mode 100644 index 0000000000000000000000000000000000000000..f51078a70ffd2ea7d1c60e846c260f077a2ac325 --- /dev/null +++ b/ckpts/universal/global_step20/zero/13.attention.query_key_value.weight/exp_avg_sq.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c6b50a8efbca8862a5dd16d22ff5f4d163c457906f00a455704398a24ba98c55 +size 50332843 diff --git a/ckpts/universal/global_step20/zero/21.mlp.dense_h_to_4h_swiglu.weight/exp_avg_sq.pt b/ckpts/universal/global_step20/zero/21.mlp.dense_h_to_4h_swiglu.weight/exp_avg_sq.pt new file mode 100644 index 0000000000000000000000000000000000000000..bff24e6eadc131e74e323a7df20664df695a33aa --- /dev/null +++ b/ckpts/universal/global_step20/zero/21.mlp.dense_h_to_4h_swiglu.weight/exp_avg_sq.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2367b1abfed618d88e5335a9cd66e558608bbd4d31ed41efdd5b952bfd6626f4 +size 33555627 diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3772b0e6411ec48f7ee0b68fe15ba7288cfde811 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml @@ -0,0 +1,6 @@ +"dataset_name": "college_biology" +"description": "The following are multiple choice questions (with answers) about college\ + \ biology.\n\n" +"group": "mmlu_flan_n_shot_generative_stem" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_college_biology" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a060903a97c31f701fb9a2158df072120d38e46a --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml @@ -0,0 +1,6 @@ +"dataset_name": "college_computer_science" +"description": "The following are multiple choice questions (with answers) about college\ + \ computer science.\n\n" +"group": "mmlu_flan_n_shot_generative_stem" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_college_computer_science" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_medicine.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_medicine.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ab052dd69e6d0f10a35fbc21cf7289f142066a21 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_medicine.yaml @@ -0,0 +1,6 @@ +"dataset_name": "college_medicine" +"description": "The following are multiple choice questions (with answers) about college\ + \ medicine.\n\n" +"group": "mmlu_flan_n_shot_generative_other" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_college_medicine" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..49e6b38c5b82a0afa099fcca02941e743bd3ce60 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml @@ -0,0 +1,6 @@ +"dataset_name": "conceptual_physics" +"description": "The following are multiple choice questions (with answers) about conceptual\ + \ physics.\n\n" +"group": "mmlu_flan_n_shot_generative_stem" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_conceptual_physics" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_global_facts.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_global_facts.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a2352ff7ecb45b1724b7588582fc65db9a4f1e75 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_global_facts.yaml @@ -0,0 +1,6 @@ +"dataset_name": "global_facts" +"description": "The following are multiple choice questions (with answers) about global\ + \ facts.\n\n" +"group": "mmlu_flan_n_shot_generative_other" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_global_facts" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml new file mode 100644 index 0000000000000000000000000000000000000000..5c6d6ef9f6ab6faf79e324652ea22a7bce2f84e7 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml @@ -0,0 +1,6 @@ +"dataset_name": "high_school_microeconomics" +"description": "The following are multiple choice questions (with answers) about high\ + \ school microeconomics.\n\n" +"group": "mmlu_flan_n_shot_generative_social_sciences" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_high_school_microeconomics" diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_law.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_law.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b4d39e4934d39ce0b926808cfaf8ffcff3694c1a --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_law.yaml @@ -0,0 +1,6 @@ +"dataset_name": "professional_law" +"description": "The following are multiple choice questions (with answers) about professional\ + \ law.\n\n" +"group": "mmlu_flan_n_shot_generative_humanities" +"include": "_mmlu_flan_generative_template_yaml" +"task": "mmlu_flan_n_shot_generative_professional_law" diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/README.md b/lm-evaluation-harness/lm_eval/tasks/paws-x/README.md new file mode 100644 index 0000000000000000000000000000000000000000..fb82edba224d643f68c7317131ecf8a3f96f0f42 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/README.md @@ -0,0 +1,79 @@ +# PAWS-X + +### Paper + +Title: `PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification` +Abstract: https://arxiv.org/abs/1908.11828 + +The dataset consists of 23,659 human translated PAWS evaluation pairs and +296,406 machine translated training pairs in 6 typologically distinct languages. + +Examples are adapted from PAWS-Wiki + +Prompt format (same as in mGPT): + +"" + sentence1 + ", right? " + mask + ", " + sentence2 + "", + +where mask is the string that matches the label: + +Yes, No. + +Example: + + The Tabaci River is a tributary of the River Leurda in Romania, right? No, The Leurda River is a tributary of the River Tabaci in Romania. + +Language specific prompts are translated word-by-word with Google Translate +and may differ from the ones used by mGPT and XGLM (they do not provide their prompts). + +Homepage: https://github.com/google-research-datasets/paws/tree/master/pawsx + + +### Citation + +``` +@inproceedings{yang-etal-2019-paws, + title = "{PAWS}-{X}: A Cross-lingual Adversarial Dataset for Paraphrase Identification", + author = "Yang, Yinfei and + Zhang, Yuan and + Tar, Chris and + Baldridge, Jason", + booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)", + month = nov, + year = "2019", + address = "Hong Kong, China", + publisher = "Association for Computational Linguistics", + url = "https://aclanthology.org/D19-1382", + doi = "10.18653/v1/D19-1382", + pages = "3687--3692", +} +``` + +### Groups and Tasks + +#### Groups + +* `pawsx` + +#### Tasks + +* `paws_de`: German +* `paws_en`: English +* `paws_es`: Spanish +* `paws_fr`: French +* `paws_ja`: Japanese +* `paws_ko`: Korean +* `paws_zh`: Chinese + + +### Checklist + +For adding novel benchmarks/datasets to the library: +* [ ] Is the task an existing benchmark in the literature? + * [ ] Have you referenced the original paper that introduced the task? + * [ ] If yes, does the original paper provide a reference implementation? If so, have you checked against the reference implementation and documented how to run such a test? + + +If other tasks on this dataset are already supported: +* [ ] Is the "Main" variant of this task clearly denoted? +* [ ] Have you provided a short sentence in a README on what each new variant adds / evaluates? +* [ ] Have you noted which, if any, published evaluation setups are matched by this variant? diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_en.yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_en.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c667e77a74f66a94efe9e10d6ef0b54bf53645d4 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_en.yaml @@ -0,0 +1,6 @@ +# Generated by utils.py +dataset_name: en +doc_to_choice: '{{[sentence1+", right? Yes, "+sentence2, sentence1+", right? No, "+sentence2]}}' +doc_to_text: '' +include: pawsx_template_yaml +task: paws_en diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_es.yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_es.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e58805a9c6d7fcbcd5ada9a277d7fa2283655012 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_es.yaml @@ -0,0 +1,7 @@ +# Generated by utils.py +dataset_name: es +doc_to_choice: '{{[sentence1+", verdad? Sí, "+sentence2, sentence1+", verdad? No, + "+sentence2]}}' +doc_to_text: '' +include: pawsx_template_yaml +task: paws_es diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_fr.yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_fr.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f6973d998e53624af21ffedef577a040cc467d9d --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_fr.yaml @@ -0,0 +1,7 @@ +# Generated by utils.py +dataset_name: fr +doc_to_choice: '{{[sentence1+", n''est-ce pas? Oui, "+sentence2, sentence1+", n''est-ce + pas? No, "+sentence2]}}' +doc_to_text: '' +include: pawsx_template_yaml +task: paws_fr diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_ja.yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_ja.yaml new file mode 100644 index 0000000000000000000000000000000000000000..296885b3e2790bfaa72ecc697ed7e9f3269aec47 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_ja.yaml @@ -0,0 +1,6 @@ +# Generated by utils.py +dataset_name: ja +doc_to_choice: '{{[sentence1+", ですね? はい, "+sentence2, sentence1+", ですね? いいえ, "+sentence2]}}' +doc_to_text: '' +include: pawsx_template_yaml +task: paws_ja diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_zh.yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_zh.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6d8d2ac044e71e775eafe89d8df7bc2aa6675390 --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/paws_zh.yaml @@ -0,0 +1,6 @@ +# Generated by utils.py +dataset_name: zh +doc_to_choice: '{{[sentence1+", 对吧? 是, "+sentence2, sentence1+", 对吧? 不是, "+sentence2]}}' +doc_to_text: '' +include: pawsx_template_yaml +task: paws_zh diff --git a/lm-evaluation-harness/lm_eval/tasks/paws-x/pawsx_template_yaml b/lm-evaluation-harness/lm_eval/tasks/paws-x/pawsx_template_yaml new file mode 100644 index 0000000000000000000000000000000000000000..47564738296fab4160241ea1a52522a40fbf6b2a --- /dev/null +++ b/lm-evaluation-harness/lm_eval/tasks/paws-x/pawsx_template_yaml @@ -0,0 +1,20 @@ +# This file will be included in the generated language-specific task configs. +# It doesn't have a yaml file extension as it is not meant to be imported directly +# by the harness. +group: pawsx +task: null +dataset_path: paws-x +dataset_name: null +output_type: multiple_choice +training_split: train +validation_split: validation +test_split: test +doc_to_text: null +doc_to_target: label +doc_to_choice: null +metric_list: + - metric: acc + aggregation: mean + higher_is_better: true +metadata: + version: 0.0 diff --git a/venv/lib/python3.10/site-packages/_multiprocess/__init__.py b/venv/lib/python3.10/site-packages/_multiprocess/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..085958182e2246471e6d6f655ff00b6e37e3e99a --- /dev/null +++ b/venv/lib/python3.10/site-packages/_multiprocess/__init__.py @@ -0,0 +1,8 @@ +#!/usr/bin/env python +# +# Author: Mike McKerns (mmckerns @caltech and @uqfoundation) +# Copyright (c) 2022-2024 The Uncertainty Quantification Foundation. +# License: 3-clause BSD. The full license text is available at: +# - https://github.com/uqfoundation/multiprocess/blob/master/LICENSE + +from _multiprocessing import * diff --git a/venv/lib/python3.10/site-packages/_multiprocess/__pycache__/__init__.cpython-310.pyc b/venv/lib/python3.10/site-packages/_multiprocess/__pycache__/__init__.cpython-310.pyc new file mode 100644 index 0000000000000000000000000000000000000000..dfa83345605dd315b1bb8d53bbbac8038ff354e8 Binary files /dev/null and b/venv/lib/python3.10/site-packages/_multiprocess/__pycache__/__init__.cpython-310.pyc differ diff --git a/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/INSTALLER b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/INSTALLER new file mode 100644 index 0000000000000000000000000000000000000000..a1b589e38a32041e49332e5e81c2d363dc418d68 --- /dev/null +++ b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/INSTALLER @@ -0,0 +1 @@ +pip diff --git a/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/LICENSE b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..0a523bece3e50519653c4d7a38399baa487fefa1 --- /dev/null +++ b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/LICENSE @@ -0,0 +1,19 @@ +Copyright (c) 2012 Erik Rose + +Permission is hereby granted, free of charge, to any person obtaining a copy of +this software and associated documentation files (the "Software"), to deal in +the Software without restriction, including without limitation the rights to +use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies +of the Software, and to permit persons to whom the Software is furnished to do +so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/METADATA b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/METADATA new file mode 100644 index 0000000000000000000000000000000000000000..f54f1ff27941f190aa1e366b021d4212c977ef81 --- /dev/null +++ b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/METADATA @@ -0,0 +1,259 @@ +Metadata-Version: 2.1 +Name: more-itertools +Version: 10.2.0 +Summary: More routines for operating on iterables, beyond itertools +Keywords: itertools,iterator,iteration,filter,peek,peekable,chunk,chunked +Author-email: Erik Rose +Requires-Python: >=3.8 +Description-Content-Type: text/x-rst +Classifier: Development Status :: 5 - Production/Stable +Classifier: Intended Audience :: Developers +Classifier: Natural Language :: English +Classifier: License :: OSI Approved :: MIT License +Classifier: Programming Language :: Python :: 3 +Classifier: Programming Language :: Python :: 3.8 +Classifier: Programming Language :: Python :: 3.9 +Classifier: Programming Language :: Python :: 3.10 +Classifier: Programming Language :: Python :: 3.11 +Classifier: Programming Language :: Python :: 3.12 +Classifier: Programming Language :: Python :: 3 :: Only +Classifier: Programming Language :: Python :: Implementation :: CPython +Classifier: Programming Language :: Python :: Implementation :: PyPy +Classifier: Topic :: Software Development :: Libraries +Project-URL: Homepage, https://github.com/more-itertools/more-itertools + +============== +More Itertools +============== + +.. image:: https://readthedocs.org/projects/more-itertools/badge/?version=latest + :target: https://more-itertools.readthedocs.io/en/stable/ + +Python's ``itertools`` library is a gem - you can compose elegant solutions +for a variety of problems with the functions it provides. In ``more-itertools`` +we collect additional building blocks, recipes, and routines for working with +Python iterables. + ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Grouping | `chunked `_, | +| | `ichunked `_, | +| | `chunked_even `_, | +| | `sliced `_, | +| | `constrained_batches `_, | +| | `distribute `_, | +| | `divide `_, | +| | `split_at `_, | +| | `split_before `_, | +| | `split_after `_, | +| | `split_into `_, | +| | `split_when `_, | +| | `bucket `_, | +| | `unzip `_, | +| | `batched `_, | +| | `grouper `_, | +| | `partition `_, | +| | `transpose `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Lookahead and lookback | `spy `_, | +| | `peekable `_, | +| | `seekable `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Windowing | `windowed `_, | +| | `substrings `_, | +| | `substrings_indexes `_, | +| | `stagger `_, | +| | `windowed_complete `_, | +| | `pairwise `_, | +| | `triplewise `_, | +| | `sliding_window `_, | +| | `subslices `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Augmenting | `count_cycle `_, | +| | `intersperse `_, | +| | `padded `_, | +| | `repeat_each `_, | +| | `mark_ends `_, | +| | `repeat_last `_, | +| | `adjacent `_, | +| | `groupby_transform `_, | +| | `pad_none `_, | +| | `ncycles `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Combining | `collapse `_, | +| | `sort_together `_, | +| | `interleave `_, | +| | `interleave_longest `_, | +| | `interleave_evenly `_, | +| | `zip_offset `_, | +| | `zip_equal `_, | +| | `zip_broadcast `_, | +| | `dotproduct `_, | +| | `convolve `_, | +| | `flatten `_, | +| | `roundrobin `_, | +| | `prepend `_, | +| | `value_chain `_, | +| | `partial_product `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Summarizing | `ilen `_, | +| | `unique_to_each `_, | +| | `sample `_, | +| | `consecutive_groups `_, | +| | `run_length `_, | +| | `map_reduce `_, | +| | `exactly_n `_, | +| | `is_sorted `_, | +| | `all_equal `_, | +| | `all_unique `_, | +| | `minmax `_, | +| | `first_true `_, | +| | `quantify `_, | +| | `iequals `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Selecting | `islice_extended `_, | +| | `first `_, | +| | `last `_, | +| | `one `_, | +| | `only `_, | +| | `strictly_n `_, | +| | `strip `_, | +| | `lstrip `_, | +| | `rstrip `_, | +| | `filter_except `_, | +| | `map_except `_, | +| | `filter_map `_, | +| | `iter_suppress `_, | +| | `nth_or_last `_, | +| | `unique_in_window `_, | +| | `before_and_after `_, | +| | `nth `_, | +| | `take `_, | +| | `tail `_, | +| | `unique_everseen `_, | +| | `unique_justseen `_, | +| | `duplicates_everseen `_, | +| | `duplicates_justseen `_, | +| | `classify_unique `_, | +| | `longest_common_prefix `_, | +| | `takewhile_inclusive `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Combinatorics | `distinct_permutations `_, | +| | `distinct_combinations `_, | +| | `circular_shifts `_, | +| | `partitions `_, | +| | `set_partitions `_, | +| | `product_index `_, | +| | `combination_index `_, | +| | `permutation_index `_, | +| | `combination_with_replacement_index `_, | +| | `gray_product `_, | +| | `outer_product `_, | +| | `powerset `_, | +| | `random_product `_, | +| | `random_permutation `_, | +| | `random_combination `_, | +| | `random_combination_with_replacement `_, | +| | `nth_product `_, | +| | `nth_permutation `_, | +| | `nth_combination `_, | +| | `nth_combination_with_replacement `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Wrapping | `always_iterable `_, | +| | `always_reversible `_, | +| | `countable `_, | +| | `consumer `_, | +| | `with_iter `_, | +| | `iter_except `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ +| Others | `locate `_, | +| | `rlocate `_, | +| | `replace `_, | +| | `numeric_range `_, | +| | `side_effect `_, | +| | `iterate `_, | +| | `difference `_, | +| | `make_decorator `_, | +| | `SequenceView `_, | +| | `time_limited `_, | +| | `map_if `_, | +| | `iter_index `_, | +| | `consume `_, | +| | `tabulate `_, | +| | `repeatfunc `_, | +| | `polynomial_from_roots `_, | +| | `polynomial_eval `_, | +| | `polynomial_derivative `_, | +| | `sieve `_, | +| | `factor `_, | +| | `matmul `_, | +| | `sum_of_squares `_, | +| | `totient `_, | +| | `reshape `_ | ++------------------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ + + +Getting started +=============== + +To get started, install the library with `pip `_: + +.. code-block:: shell + + pip install more-itertools + +The recipes from the `itertools docs `_ +are included in the top-level package: + +.. code-block:: python + + >>> from more_itertools import flatten + >>> iterable = [(0, 1), (2, 3)] + >>> list(flatten(iterable)) + [0, 1, 2, 3] + +Several new recipes are available as well: + +.. code-block:: python + + >>> from more_itertools import chunked + >>> iterable = [0, 1, 2, 3, 4, 5, 6, 7, 8] + >>> list(chunked(iterable, 3)) + [[0, 1, 2], [3, 4, 5], [6, 7, 8]] + + >>> from more_itertools import spy + >>> iterable = (x * x for x in range(1, 6)) + >>> head, iterable = spy(iterable, n=3) + >>> list(head) + [1, 4, 9] + >>> list(iterable) + [1, 4, 9, 16, 25] + + + +For the full listing of functions, see the `API documentation `_. + + +Links elsewhere +=============== + +Blog posts about ``more-itertools``: + +* `Yo, I heard you like decorators `__ +* `Tour of Python Itertools `__ (`Alternate `__) +* `Real-World Python More Itertools `_ + + +Development +=========== + +``more-itertools`` is maintained by `@erikrose `_ +and `@bbayles `_, with help from `many others `_. +If you have a problem or suggestion, please file a bug or pull request in this +repository. Thanks for contributing! + + +Version History +=============== + +The version history can be found in `documentation `_. + diff --git a/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/RECORD b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/RECORD new file mode 100644 index 0000000000000000000000000000000000000000..f1d97c33ac41021a35fcf1ab40aec75949b952e8 --- /dev/null +++ b/venv/lib/python3.10/site-packages/more_itertools-10.2.0.dist-info/RECORD @@ -0,0 +1,15 @@ +more_itertools-10.2.0.dist-info/INSTALLER,sha256=zuuue4knoyJ-UwPPXg8fezS7VCrXJQrAP7zeNuwvFQg,4 +more_itertools-10.2.0.dist-info/LICENSE,sha256=CfHIyelBrz5YTVlkHqm4fYPAyw_QB-te85Gn4mQ8GkY,1053 +more_itertools-10.2.0.dist-info/METADATA,sha256=lTIPxfD4IiP6aHzPjP4dXmzRRUmiXicAB6qnY82T-Gs,34886 +more_itertools-10.2.0.dist-info/RECORD,, +more_itertools-10.2.0.dist-info/WHEEL,sha256=rSgq_JpHF9fHR1lx53qwg_1-2LypZE_qmcuXbVUq948,81 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