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ckpts/hf_ckpt/global_step100/config.json

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+  "bos_token_id": 1,
+  "eos_token_id": 2,
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+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "max_position_embeddings": 2048,
+  "model_type": "llama",
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+  "num_hidden_layers": 24,
+  "num_key_value_heads": 32,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": false,
+  "transformers_version": "4.40.0",
+  "use_cache": true,
+  "vocab_size": 50688
+}

ckpts/universal/global_step60/zero/11.mlp.dense_4h_to_h.weight/exp_avg.pt

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venv/lib/python3.10/site-packages/__editable___lm_eval_0_4_2_finder.py

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+import sys
+from importlib.machinery import ModuleSpec, PathFinder
+from importlib.machinery import all_suffixes as module_suffixes
+from importlib.util import spec_from_file_location
+from itertools import chain
+from pathlib import Path
+
+MAPPING = {'lm_eval': '/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval'}
+NAMESPACES = {'lm_eval.caching': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/caching'], 'lm_eval.tasks.tmmluplus': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/tmmluplus'], 'lm_eval.tasks.aexams': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/aexams'], 'lm_eval.tasks.wmt2016': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/wmt2016'], 'lm_eval.tasks.pile': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/pile'], 'lm_eval.tasks.gsm8k': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gsm8k'], 'lm_eval.tasks.mutual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mutual'], 'lm_eval.tasks.squadv2': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/squadv2'], 'lm_eval.tasks.lambada_cloze': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/lambada_cloze'], 'lm_eval.tasks.swag': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/swag'], 'lm_eval.tasks.medmcqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/medmcqa'], 'lm_eval.tasks.realtoxicityprompts': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/realtoxicityprompts'], 'lm_eval.tasks.agieval': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/agieval'], 'lm_eval.tasks.logiqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/logiqa'], 'lm_eval.tasks.fld': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/fld'], 'lm_eval.tasks.arithmetic': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/arithmetic'], 'lm_eval.tasks.aclue': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/aclue'], 'lm_eval.tasks.bigbench': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bigbench'], 'lm_eval.tasks.prost': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/prost'], 'lm_eval.tasks.piqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/piqa'], 'lm_eval.tasks.pubmedqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/pubmedqa'], 'lm_eval.tasks.bbh': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bbh'], 'lm_eval.tasks.benchmarks': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/benchmarks'], 'lm_eval.tasks.sciq': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/sciq'], 'lm_eval.tasks.translation': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/translation'], 'lm_eval.tasks.cmmlu': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/cmmlu'], 'lm_eval.tasks.okapi': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/okapi'], 'lm_eval.tasks.model_written_evals': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/model_written_evals'], 'lm_eval.tasks.babi': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/babi'], 'lm_eval.tasks.hellaswag': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/hellaswag'], 'lm_eval.tasks.eus_exams': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/eus_exams'], 'lm_eval.tasks.belebele': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/belebele'], 'lm_eval.tasks.crows_pairs': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/crows_pairs'], 'lm_eval.tasks.xwinograd': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/xwinograd'], 'lm_eval.tasks.glue': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue'], 'lm_eval.tasks.wmdp': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/wmdp'], 'lm_eval.tasks.code_x_glue': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/code_x_glue'], 'lm_eval.tasks.paws-x': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/paws-x'], 'lm_eval.tasks.openbookqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/openbookqa'], 'lm_eval.tasks.truthfulqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/truthfulqa'], 'lm_eval.tasks.coqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/coqa'], 'lm_eval.tasks.drop': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/drop'], 'lm_eval.tasks.mmlu': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu'], 'lm_eval.tasks.kobest': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kobest'], 'lm_eval.tasks.ammlu': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/ammlu'], 'lm_eval.tasks.qa4mre': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/qa4mre'], 'lm_eval.tasks.super_glue': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue'], 'lm_eval.tasks.nq_open': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/nq_open'], 'lm_eval.tasks.medqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/medqa'], 'lm_eval.tasks.logiqa2': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/logiqa2'], 'lm_eval.tasks.siqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/siqa'], 'lm_eval.tasks.haerae': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/haerae'], 'lm_eval.tasks.storycloze': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/storycloze'], 'lm_eval.tasks.polemo2': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/polemo2'], 'lm_eval.tasks.asdiv': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/asdiv'], 'lm_eval.tasks.blimp': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/blimp'], 'lm_eval.tasks.kmmlu': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kmmlu'], 'lm_eval.tasks.webqs': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/webqs'], 'lm_eval.tasks.toxigen': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/toxigen'], 'lm_eval.tasks.arc': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/arc'], 'lm_eval.tasks.triviaqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/triviaqa'], 'lm_eval.tasks.csatqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/csatqa'], 'lm_eval.tasks.qasper': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/qasper'], 'lm_eval.tasks.eq_bench': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/eq_bench'], 'lm_eval.tasks.gpqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa'], 'lm_eval.tasks.french_bench': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/french_bench'], 'lm_eval.tasks.headqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/headqa'], 'lm_eval.tasks.ifeval': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/ifeval'], 'lm_eval.tasks.anli': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/anli'], 'lm_eval.tasks.wikitext': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/wikitext'], 'lm_eval.tasks.wsc273': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/wsc273'], 'lm_eval.tasks.winogrande': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/winogrande'], 'lm_eval.tasks.xnli': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/xnli'], 'lm_eval.tasks.xnli_eu': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/xnli_eu'], 'lm_eval.tasks.minerva_math': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/minerva_math'], 'lm_eval.tasks.mgsm': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mgsm'], 'lm_eval.tasks.eus_reading': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/eus_reading'], 'lm_eval.tasks.unscramble': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/unscramble'], 'lm_eval.tasks.scrolls': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/scrolls'], 'lm_eval.tasks.lambada_multilingual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/lambada_multilingual'], 'lm_eval.tasks.eus_trivia': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/eus_trivia'], 'lm_eval.tasks.hendrycks_ethics': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/hendrycks_ethics'], 'lm_eval.tasks.mc_taco': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mc_taco'], 'lm_eval.tasks.xstorycloze': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/xstorycloze'], 'lm_eval.tasks.xcopa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/xcopa'], 'lm_eval.tasks.basqueglue': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/basqueglue'], 'lm_eval.tasks.race': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/race'], 'lm_eval.tasks.lambada': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/lambada'], 'lm_eval.tasks.kormedmcqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kormedmcqa'], 'lm_eval.tasks.ceval': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/ceval'], 'lm_eval.tasks.eus_proficiency': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/eus_proficiency'], 'lm_eval.tasks.mathqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mathqa'], 'lm_eval.tasks.tmmluplus.default': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/tmmluplus/default'], 'lm_eval.tasks.bigbench.multiple_choice': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice'], 'lm_eval.tasks.bigbench.generate_until': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until'], 'lm_eval.tasks.bbh.zeroshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bbh/zeroshot'], 'lm_eval.tasks.bbh.fewshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bbh/fewshot'], 'lm_eval.tasks.bbh.cot_fewshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bbh/cot_fewshot'], 'lm_eval.tasks.bbh.cot_zeroshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/bbh/cot_zeroshot'], 'lm_eval.tasks.benchmarks.flan': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/benchmarks/flan'], 'lm_eval.tasks.benchmarks.multimedqa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/benchmarks/multimedqa'], 'lm_eval.tasks.okapi.hellaswag_multilingual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/okapi/hellaswag_multilingual'], 'lm_eval.tasks.okapi.mmlu_multilingual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/okapi/mmlu_multilingual'], 'lm_eval.tasks.okapi.truthfulqa_multilingual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/okapi/truthfulqa_multilingual'], 'lm_eval.tasks.okapi.arc_multilingual': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/okapi/arc_multilingual'], 'lm_eval.tasks.model_written_evals.persona': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/model_written_evals/persona'], 'lm_eval.tasks.model_written_evals.advanced_ai_risk': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/model_written_evals/advanced_ai_risk'], 'lm_eval.tasks.model_written_evals.sycophancy': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/model_written_evals/sycophancy'], 'lm_eval.tasks.model_written_evals.winogenerated': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/model_written_evals/winogenerated'], 'lm_eval.tasks.glue.qnli': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/qnli'], 'lm_eval.tasks.glue.wnli': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/wnli'], 'lm_eval.tasks.glue.sst2': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/sst2'], 'lm_eval.tasks.glue.mrpc': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/mrpc'], 'lm_eval.tasks.glue.cola': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/cola'], 'lm_eval.tasks.glue.mnli': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/mnli'], 'lm_eval.tasks.glue.rte': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/rte'], 'lm_eval.tasks.glue.qqp': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/glue/qqp'], 'lm_eval.tasks.code_x_glue.code-text': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/code_x_glue/code-text'], 'lm_eval.tasks.mmlu.default': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/default'], 'lm_eval.tasks.mmlu.flan_cot_fewshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_fewshot'], 'lm_eval.tasks.mmlu.flan_n_shot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot'], 'lm_eval.tasks.mmlu.flan_cot_zeroshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot'], 'lm_eval.tasks.mmlu.flan_n_shot.generative': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative'], 'lm_eval.tasks.mmlu.flan_n_shot.loglikelihood': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood'], 'lm_eval.tasks.super_glue.copa': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/copa'], 'lm_eval.tasks.super_glue.multirc': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/multirc'], 'lm_eval.tasks.super_glue.boolq': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/boolq'], 'lm_eval.tasks.super_glue.wsc': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/wsc'], 'lm_eval.tasks.super_glue.rte': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/rte'], 'lm_eval.tasks.super_glue.cb': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/cb'], 'lm_eval.tasks.super_glue.record': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/record'], 'lm_eval.tasks.super_glue.wic': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/super_glue/wic'], 'lm_eval.tasks.kmmlu.direct_hard': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kmmlu/direct_hard'], 'lm_eval.tasks.kmmlu.cot_hard': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kmmlu/cot_hard'], 'lm_eval.tasks.kmmlu.direct': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kmmlu/direct'], 'lm_eval.tasks.kmmlu.hard': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/kmmlu/hard'], 'lm_eval.tasks.gpqa.generative': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa/generative'], 'lm_eval.tasks.gpqa.cot_zeroshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa/cot_zeroshot'], 'lm_eval.tasks.gpqa.n_shot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa/n_shot'], 'lm_eval.tasks.gpqa.zeroshot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa/zeroshot'], 'lm_eval.tasks.gpqa.cot_n_shot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/gpqa/cot_n_shot'], 'lm_eval.tasks.mgsm.native_cot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot'], 'lm_eval.tasks.mgsm.en_cot': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot'], 'lm_eval.tasks.mgsm.direct': ['/mnt/weka/peacock/cronscript/lm-evaluation-harness/lm_eval/tasks/mgsm/direct']}
+PATH_PLACEHOLDER = '__editable__.lm_eval-0.4.2.finder' + ".__path_hook__"
+
+
+class _EditableFinder:  # MetaPathFinder
+    @classmethod
+    def find_spec(cls, fullname, path=None, target=None):
+        extra_path = []
+
+        # Top-level packages and modules (we know these exist in the FS)
+        if fullname in MAPPING:
+            pkg_path = MAPPING[fullname]
+            return cls._find_spec(fullname, Path(pkg_path))
+
+        # Handle immediate children modules (required for namespaces to work)
+        # To avoid problems with case sensitivity in the file system we delegate
+        # to the importlib.machinery implementation.
+        parent, _, child = fullname.rpartition(".")
+        if parent and parent in MAPPING:
+            return PathFinder.find_spec(fullname, path=[MAPPING[parent], *extra_path])
+
+        # Other levels of nesting should be handled automatically by importlib
+        # using the parent path.
+        return None
+
+    @classmethod
+    def _find_spec(cls, fullname, candidate_path):
+        init = candidate_path / "__init__.py"
+        candidates = (candidate_path.with_suffix(x) for x in module_suffixes())
+        for candidate in chain([init], candidates):
+            if candidate.exists():
+                return spec_from_file_location(fullname, candidate)
+
+
+class _EditableNamespaceFinder:  # PathEntryFinder
+    @classmethod
+    def _path_hook(cls, path):
+        if path == PATH_PLACEHOLDER:
+            return cls
+        raise ImportError
+
+    @classmethod
+    def _paths(cls, fullname):
+        # Ensure __path__ is not empty for the spec to be considered a namespace.
+        return NAMESPACES[fullname] or MAPPING.get(fullname) or [PATH_PLACEHOLDER]
+
+    @classmethod
+    def find_spec(cls, fullname, target=None):
+        if fullname in NAMESPACES:
+            spec = ModuleSpec(fullname, None, is_package=True)
+            spec.submodule_search_locations = cls._paths(fullname)
+            return spec
+        return None
+
+    @classmethod
+    def find_module(cls, fullname):
+        return None
+
+
+def install():
+    if not any(finder == _EditableFinder for finder in sys.meta_path):
+        sys.meta_path.append(_EditableFinder)
+
+    if not NAMESPACES:
+        return
+
+    if not any(hook == _EditableNamespaceFinder._path_hook for hook in sys.path_hooks):
+        # PathEntryFinder is needed to create NamespaceSpec without private APIS
+        sys.path_hooks.append(_EditableNamespaceFinder._path_hook)
+    if PATH_PLACEHOLDER not in sys.path:
+        sys.path.append(PATH_PLACEHOLDER)  # Used just to trigger the path hook

venv/lib/python3.10/site-packages/attrs-23.2.0.dist-info/INSTALLER

@@ -0,0 +1 @@
+pip

venv/lib/python3.10/site-packages/attrs-23.2.0.dist-info/METADATA

@@ -0,0 +1,202 @@
+Metadata-Version: 2.1
+Name: attrs
+Version: 23.2.0
+Summary: Classes Without Boilerplate
+Project-URL: Documentation, https://www.attrs.org/
+Project-URL: Changelog, https://www.attrs.org/en/stable/changelog.html
+Project-URL: GitHub, https://github.com/python-attrs/attrs
+Project-URL: Funding, https://github.com/sponsors/hynek
+Project-URL: Tidelift, https://tidelift.com/subscription/pkg/pypi-attrs?utm_source=pypi-attrs&utm_medium=pypi
+Author-email: Hynek Schlawack <[email protected]>
+License-Expression: MIT
+License-File: LICENSE
+Keywords: attribute,boilerplate,class
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: License :: OSI Approved :: MIT License
+Classifier: Programming Language :: Python :: 3.7
+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 :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Typing :: Typed
+Requires-Python: >=3.7
+Requires-Dist: importlib-metadata; python_version < '3.8'
+Provides-Extra: cov
+Requires-Dist: attrs[tests]; extra == 'cov'
+Requires-Dist: coverage[toml]>=5.3; extra == 'cov'
+Provides-Extra: dev
+Requires-Dist: attrs[tests]; extra == 'dev'
+Requires-Dist: pre-commit; extra == 'dev'
+Provides-Extra: docs
+Requires-Dist: furo; extra == 'docs'
+Requires-Dist: myst-parser; extra == 'docs'
+Requires-Dist: sphinx; extra == 'docs'
+Requires-Dist: sphinx-notfound-page; extra == 'docs'
+Requires-Dist: sphinxcontrib-towncrier; extra == 'docs'
+Requires-Dist: towncrier; extra == 'docs'
+Requires-Dist: zope-interface; extra == 'docs'
+Provides-Extra: tests
+Requires-Dist: attrs[tests-no-zope]; extra == 'tests'
+Requires-Dist: zope-interface; extra == 'tests'
+Provides-Extra: tests-mypy
+Requires-Dist: mypy>=1.6; (platform_python_implementation == 'CPython' and python_version >= '3.8') and extra == 'tests-mypy'
+Requires-Dist: pytest-mypy-plugins; (platform_python_implementation == 'CPython' and python_version >= '3.8') and extra == 'tests-mypy'
+Provides-Extra: tests-no-zope
+Requires-Dist: attrs[tests-mypy]; extra == 'tests-no-zope'
+Requires-Dist: cloudpickle; (platform_python_implementation == 'CPython') and extra == 'tests-no-zope'
+Requires-Dist: hypothesis; extra == 'tests-no-zope'
+Requires-Dist: pympler; extra == 'tests-no-zope'
+Requires-Dist: pytest-xdist[psutil]; extra == 'tests-no-zope'
+Requires-Dist: pytest>=4.3.0; extra == 'tests-no-zope'
+Description-Content-Type: text/markdown
+
+<p align="center">
+  <a href="https://www.attrs.org/">
+    <img src="https://raw.githubusercontent.com/python-attrs/attrs/main/docs/_static/attrs_logo.svg" width="35%" alt="attrs" />
+  </a>
+</p>
+
+
+*attrs* is the Python package that will bring back the **joy** of **writing classes** by relieving you from the drudgery of implementing object protocols (aka [dunder methods](https://www.attrs.org/en/latest/glossary.html#term-dunder-methods)).
+[Trusted by NASA](https://docs.github.com/en/account-and-profile/setting-up-and-managing-your-github-profile/customizing-your-profile/personalizing-your-profile#list-of-qualifying-repositories-for-mars-2020-helicopter-contributor-achievement) for Mars missions since 2020!
+
+Its main goal is to help you to write **concise** and **correct** software without slowing down your code.
+
+
+## Sponsors
+
+*attrs* would not be possible without our [amazing sponsors](https://github.com/sponsors/hynek).
+Especially those generously supporting us at the *The Organization* tier and higher:
+
+<p align="center">
+   <a href="https://www.variomedia.de/"><img src="https://www.attrs.org/en/23.2.0/_static/sponsors/Variomedia.svg" width="200" height="60" /></a>
+   <a href="https://tidelift.com/subscription/pkg/pypi-attrs?utm_source=pypi-attrs&utm_medium=referral&utm_campaign=enterprise&utm_term=repo"><img src="https://www.attrs.org/en/23.2.0/_static/sponsors/Tidelift.svg" width="200" height="60" /></a>
+   <a href="https://filepreviews.io/"><img src="https://www.attrs.org/en/23.2.0/_static/sponsors/FilePreviews.svg" width="200" height="60"/></a>
+</p>
+
+<p align="center">
+   <strong>Please consider <a href="https://github.com/sponsors/hynek">joining them</a> to help make <em>attrs</em>’s maintenance more sustainable!</strong>
+</p>
+
+<!-- teaser-end -->
+
+## Example
+
+*attrs* gives you a class decorator and a way to declaratively define the attributes on that class:
+
+<!-- code-begin -->
+
+```pycon
+>>> from attrs import asdict, define, make_class, Factory
+
+>>> @define
+... class SomeClass:
+...     a_number: int = 42
+...     list_of_numbers: list[int] = Factory(list)
+...
+...     def hard_math(self, another_number):
+...         return self.a_number + sum(self.list_of_numbers) * another_number
+
+
+>>> sc = SomeClass(1, [1, 2, 3])
+>>> sc
+SomeClass(a_number=1, list_of_numbers=[1, 2, 3])
+
+>>> sc.hard_math(3)
+19
+>>> sc == SomeClass(1, [1, 2, 3])
+True
+>>> sc != SomeClass(2, [3, 2, 1])
+True
+
+>>> asdict(sc)
+{'a_number': 1, 'list_of_numbers': [1, 2, 3]}
+
+>>> SomeClass()
+SomeClass(a_number=42, list_of_numbers=[])
+
+>>> C = make_class("C", ["a", "b"])
+>>> C("foo", "bar")
+C(a='foo', b='bar')
+```
+
+After *declaring* your attributes, *attrs* gives you:
+
+- a concise and explicit overview of the class's attributes,
+- a nice human-readable `__repr__`,
+- equality-checking methods,
+- an initializer,
+- and much more,
+
+*without* writing dull boilerplate code again and again and *without* runtime performance penalties.
+
+**Hate type annotations**!?
+No problem!
+Types are entirely **optional** with *attrs*.
+Simply assign `attrs.field()` to the attributes instead of annotating them with types.
+
+---
+
+This example uses *attrs*'s modern APIs that have been introduced in version 20.1.0, and the *attrs* package import name that has been added in version 21.3.0.
+The classic APIs (`@attr.s`, `attr.ib`, plus their serious-business aliases) and the `attr` package import name will remain **indefinitely**.
+
+Please check out [*On The Core API Names*](https://www.attrs.org/en/latest/names.html) for a more in-depth explanation.
+
+
+## Data Classes
+
+On the tin, *attrs* might remind you of `dataclasses` (and indeed, `dataclasses` [are a descendant](https://hynek.me/articles/import-attrs/) of *attrs*).
+In practice it does a lot more and is more flexible.
+For instance it allows you to define [special handling of NumPy arrays for equality checks](https://www.attrs.org/en/stable/comparison.html#customization), allows more ways to [plug into the initialization process](https://www.attrs.org/en/stable/init.html#hooking-yourself-into-initialization), and allows for stepping through the generated methods using a debugger.
+
+For more details, please refer to our [comparison page](https://www.attrs.org/en/stable/why.html#data-classes).
+
+
+## Project Information
+
+- [**Changelog**](https://www.attrs.org/en/stable/changelog.html)
+- [**Documentation**](https://www.attrs.org/)
+- [**PyPI**](https://pypi.org/project/attrs/)
+- [**Source Code**](https://github.com/python-attrs/attrs)
+- [**Contributing**](https://github.com/python-attrs/attrs/blob/main/.github/CONTRIBUTING.md)
+- [**Third-party Extensions**](https://github.com/python-attrs/attrs/wiki/Extensions-to-attrs)
+- **Get Help**: please use the `python-attrs` tag on [StackOverflow](https://stackoverflow.com/questions/tagged/python-attrs)
+
+
+### *attrs* for Enterprise
+
+Available as part of the Tidelift Subscription.
+
+The maintainers of *attrs* and thousands of other packages are working with Tidelift to deliver commercial support and maintenance for the open source packages you use to build your applications.
+Save time, reduce risk, and improve code health, while paying the maintainers of the exact packages you use.
+[Learn more.](https://tidelift.com/subscription/pkg/pypi-attrs?utm_source=pypi-attrs&utm_medium=referral&utm_campaign=enterprise&utm_term=repo)
+
+## Release Information
+
+### Changes
+
+- The type annotation for `attrs.resolve_types()` is now correct.
+  [#1141](https://github.com/python-attrs/attrs/issues/1141)
+- Type stubs now use `typing.dataclass_transform` to decorate dataclass-like decorators, instead of the non-standard `__dataclass_transform__` special form, which is only supported by Pyright.
+  [#1158](https://github.com/python-attrs/attrs/issues/1158)
+- Fixed serialization of namedtuple fields using `attrs.asdict/astuple()` with `retain_collection_types=True`.
+  [#1165](https://github.com/python-attrs/attrs/issues/1165)
+- `attrs.AttrsInstance` is now a `typing.Protocol` in both type hints and code.
+  This allows you to subclass it along with another `Protocol`.
+  [#1172](https://github.com/python-attrs/attrs/issues/1172)
+- If *attrs* detects that `__attrs_pre_init__` accepts more than just `self`, it will call it with the same arguments as `__init__` was called.
+  This allows you to, for example, pass arguments to `super().__init__()`.
+  [#1187](https://github.com/python-attrs/attrs/issues/1187)
+- Slotted classes now transform `functools.cached_property` decorated methods to support equivalent semantics.
+  [#1200](https://github.com/python-attrs/attrs/issues/1200)
+- Added *class_body* argument to `attrs.make_class()` to provide additional attributes for newly created classes.
+  It is, for example, now possible to attach methods.
+  [#1203](https://github.com/python-attrs/attrs/issues/1203)
+
+
+---
+
+[Full changelog](https://www.attrs.org/en/stable/changelog.html)

venv/lib/python3.10/site-packages/attrs-23.2.0.dist-info/RECORD

@@ -0,0 +1,55 @@
+attr/__init__.py,sha256=WlXJN6ICB0Y_HZ0lmuTUgia0kuSdn2p67d4N6cYxNZM,3307
+attr/__init__.pyi,sha256=u08EujYHy_rSyebNn-I9Xv2S_cXmtA9xWGc0cBsyl18,16976
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+Generator: hatchling 1.21.0
+Root-Is-Purelib: true
+Tag: py3-none-any

venv/lib/python3.10/site-packages/attrs-23.2.0.dist-info/licenses/LICENSE

@@ -0,0 +1,21 @@
+The MIT License (MIT)
+
+Copyright (c) 2015 Hynek Schlawack and the attrs contributors
+
+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.

venv/lib/python3.10/site-packages/dill-0.3.8.dist-info/INSTALLER

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+pip

venv/lib/python3.10/site-packages/dill-0.3.8.dist-info/LICENSE

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+Copyright (c) 2004-2016 California Institute of Technology.
+Copyright (c) 2016-2024 The Uncertainty Quantification Foundation.
+All rights reserved.
+
+This software is available subject to the conditions and terms laid
+out below. By downloading and using this software you are agreeing
+to the following conditions.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions
+are met:
+
+    - Redistributions of source code must retain the above copyright
+      notice, this list of conditions and the following disclaimer.
+
+    - Redistributions in binary form must reproduce the above copyright
+      notice, this list of conditions and the following disclaimer in the
+      documentation and/or other materials provided with the distribution.
+
+    - Neither the names of the copyright holders nor the names of any of
+      the contributors may be used to endorse or promote products derived
+      from this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED
+TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
+CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
+OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
+WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
+OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF
+ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+

venv/lib/python3.10/site-packages/dill-0.3.8.dist-info/METADATA

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+Metadata-Version: 2.1
+Name: dill
+Version: 0.3.8
+Summary: serialize all of Python
+Home-page: https://github.com/uqfoundation/dill
+Author: Mike McKerns
+Author-email: [email protected]
+Maintainer: Mike McKerns
+Maintainer-email: [email protected]
+License: BSD-3-Clause
+Download-URL: https://pypi.org/project/dill/#files
+Project-URL: Documentation, http://dill.rtfd.io
+Project-URL: Source Code, https://github.com/uqfoundation/dill
+Project-URL: Bug Tracker, https://github.com/uqfoundation/dill/issues
+Platform: Linux
+Platform: Windows
+Platform: Mac
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: BSD 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 :: Implementation :: CPython
+Classifier: Programming Language :: Python :: Implementation :: PyPy
+Classifier: Topic :: Scientific/Engineering
+Classifier: Topic :: Software Development
+Requires-Python: >=3.8
+Provides-Extra: graph
+Requires-Dist: objgraph (>=1.7.2) ; extra == 'graph'
+Provides-Extra: profile
+Requires-Dist: gprof2dot (>=2022.7.29) ; extra == 'profile'
+Provides-Extra: readline
+
+-----------------------------
+dill: serialize all of Python
+-----------------------------
+
+About Dill
+==========
+
+``dill`` extends Python's ``pickle`` module for serializing and de-serializing
+Python objects to the majority of the built-in Python types. Serialization
+is the process of converting an object to a byte stream, and the inverse
+of which is converting a byte stream back to a Python object hierarchy.
+
+``dill`` provides the user the same interface as the ``pickle`` module, and
+also includes some additional features. In addition to pickling Python
+objects, ``dill`` provides the ability to save the state of an interpreter
+session in a single command.  Hence, it would be feasible to save an
+interpreter session, close the interpreter, ship the pickled file to
+another computer, open a new interpreter, unpickle the session and
+thus continue from the 'saved' state of the original interpreter
+session.
+
+``dill`` can be used to store Python objects to a file, but the primary
+usage is to send Python objects across the network as a byte stream.
+``dill`` is quite flexible, and allows arbitrary user defined classes
+and functions to be serialized.  Thus ``dill`` is not intended to be
+secure against erroneously or maliciously constructed data. It is
+left to the user to decide whether the data they unpickle is from
+a trustworthy source.
+
+``dill`` is part of ``pathos``, a Python framework for heterogeneous computing.
+``dill`` is in active development, so any user feedback, bug reports, comments,
+or suggestions are highly appreciated.  A list of issues is located at
+https://github.com/uqfoundation/dill/issues, with a legacy list maintained at
+https://uqfoundation.github.io/project/pathos/query.
+
+
+Major Features
+==============
+
+``dill`` can pickle the following standard types:
+
+    - none, type, bool, int, float, complex, bytes, str,
+    - tuple, list, dict, file, buffer, builtin,
+    - Python classes, namedtuples, dataclasses, metaclasses,
+    - instances of classes,
+    - set, frozenset, array, functions, exceptions
+
+``dill`` can also pickle more 'exotic' standard types:
+
+    - functions with yields, nested functions, lambdas,
+    - cell, method, unboundmethod, module, code, methodwrapper,
+    - methoddescriptor, getsetdescriptor, memberdescriptor, wrapperdescriptor,
+    - dictproxy, slice, notimplemented, ellipsis, quit
+
+``dill`` cannot yet pickle these standard types:
+
+    - frame, generator, traceback
+
+``dill`` also provides the capability to:
+
+    - save and load Python interpreter sessions
+    - save and extract the source code from functions and classes
+    - interactively diagnose pickling errors
+
+
+Current Release
+===============
+
+The latest released version of ``dill`` is available from:
+
+    https://pypi.org/project/dill
+
+``dill`` is distributed under a 3-clause BSD license.
+
+
+Development Version
+===================
+
+You can get the latest development version with all the shiny new features at:
+
+    https://github.com/uqfoundation
+
+If you have a new contribution, please submit a pull request.
+
+
+Installation
+============
+
+``dill`` can be installed with ``pip``::
+
+    $ pip install dill
+
+To optionally include the ``objgraph`` diagnostic tool in the install::
+
+    $ pip install dill[graph]
+
+To optionally include the ``gprof2dot`` diagnostic tool in the install::
+
+    $ pip install dill[profile]
+
+For windows users, to optionally install session history tools::
+
+    $ pip install dill[readline]
+
+
+Requirements
+============
+
+``dill`` requires:
+
+    - ``python`` (or ``pypy``), **>=3.8**
+    - ``setuptools``, **>=42**
+
+Optional requirements:
+
+    - ``objgraph``, **>=1.7.2**
+    - ``gprof2dot``, **>=2022.7.29**
+    - ``pyreadline``, **>=1.7.1** (on windows)
+
+
+Basic Usage
+===========
+
+``dill`` is a drop-in replacement for ``pickle``. Existing code can be
+updated to allow complete pickling using::
+
+    >>> import dill as pickle
+
+or::
+
+    >>> from dill import dumps, loads
+
+``dumps`` converts the object to a unique byte string, and ``loads`` performs
+the inverse operation::
+
+    >>> squared = lambda x: x**2
+    >>> loads(dumps(squared))(3)
+    9
+
+There are a number of options to control serialization which are provided
+as keyword arguments to several ``dill`` functions:
+
+* with *protocol*, the pickle protocol level can be set. This uses the
+  same value as the ``pickle`` module, *DEFAULT_PROTOCOL*.
+* with *byref=True*, ``dill`` to behave a lot more like pickle with
+  certain objects (like modules) pickled by reference as opposed to
+  attempting to pickle the object itself.
+* with *recurse=True*, objects referred to in the global dictionary are
+  recursively traced and pickled, instead of the default behavior of
+  attempting to store the entire global dictionary.
+* with *fmode*, the contents of the file can be pickled along with the file
+  handle, which is useful if the object is being sent over the wire to a
+  remote system which does not have the original file on disk. Options are
+  *HANDLE_FMODE* for just the handle, *CONTENTS_FMODE* for the file content
+  and *FILE_FMODE* for content and handle.
+* with *ignore=False*, objects reconstructed with types defined in the
+  top-level script environment use the existing type in the environment
+  rather than a possibly different reconstructed type.
+
+The default serialization can also be set globally in *dill.settings*.
+Thus, we can modify how ``dill`` handles references to the global dictionary
+locally or globally::
+
+    >>> import dill.settings
+    >>> dumps(absolute) == dumps(absolute, recurse=True)
+    False
+    >>> dill.settings['recurse'] = True
+    >>> dumps(absolute) == dumps(absolute, recurse=True)
+    True
+
+``dill`` also includes source code inspection, as an alternate to pickling::
+
+    >>> import dill.source
+    >>> print(dill.source.getsource(squared))
+    squared = lambda x:x**2
+
+To aid in debugging pickling issues, use *dill.detect* which provides
+tools like pickle tracing::
+
+    >>> import dill.detect
+    >>> with dill.detect.trace():
+    >>>     dumps(squared)
+    ┬ F1: <function <lambda> at 0x7fe074f8c280>
+    ├┬ F2: <function _create_function at 0x7fe074c49c10>
+    │└ # F2 [34 B]
+    ├┬ Co: <code object <lambda> at 0x7fe07501eb30, file "<stdin>", line 1>
+    │├┬ F2: <function _create_code at 0x7fe074c49ca0>
+    ││└ # F2 [19 B]
+    │└ # Co [87 B]
+    ├┬ D1: <dict object at 0x7fe0750d4680>
+    │└ # D1 [22 B]
+    ├┬ D2: <dict object at 0x7fe074c5a1c0>
+    │└ # D2 [2 B]
+    ├┬ D2: <dict object at 0x7fe074f903c0>
+    │├┬ D2: <dict object at 0x7fe074f8ebc0>
+    ││└ # D2 [2 B]
+    │└ # D2 [23 B]
+    └ # F1 [180 B]
+
+With trace, we see how ``dill`` stored the lambda (``F1``) by first storing
+``_create_function``, the underlying code object (``Co``) and ``_create_code``
+(which is used to handle code objects), then we handle the reference to
+the global dict (``D2``) plus other dictionaries (``D1`` and ``D2``) that
+save the lambda object's state. A ``#`` marks when the object is actually stored.
+
+
+More Information
+================
+
+Probably the best way to get started is to look at the documentation at
+http://dill.rtfd.io. Also see ``dill.tests`` for a set of scripts that
+demonstrate how ``dill`` can serialize different Python objects. You can
+run the test suite with ``python -m dill.tests``. The contents of any
+pickle file can be examined with ``undill``.  As ``dill`` conforms to
+the ``pickle`` interface, the examples and documentation found at
+http://docs.python.org/library/pickle.html also apply to ``dill``
+if one will ``import dill as pickle``. The source code is also generally
+well documented, so further questions may be resolved by inspecting the
+code itself. Please feel free to submit a ticket on github, or ask a
+question on stackoverflow (**@Mike McKerns**).
+If you would like to share how you use ``dill`` in your work, please send
+an email (to **mmckerns at uqfoundation dot org**).
+
+
+Citation
+========
+
+If you use ``dill`` to do research that leads to publication, we ask that you
+acknowledge use of ``dill`` by citing the following in your publication::
+
+    M.M. McKerns, L. Strand, T. Sullivan, A. Fang, M.A.G. Aivazis,
+    "Building a framework for predictive science", Proceedings of
+    the 10th Python in Science Conference, 2011;
+    http://arxiv.org/pdf/1202.1056
+
+    Michael McKerns and Michael Aivazis,
+    "pathos: a framework for heterogeneous computing", 2010- ;
+    https://uqfoundation.github.io/project/pathos
+
+Please see https://uqfoundation.github.io/project/pathos or
+http://arxiv.org/pdf/1202.1056 for further information.
+

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venv/lib/python3.10/site-packages/dill-0.3.8.dist-info/WHEEL

@@ -0,0 +1,5 @@
+Wheel-Version: 1.0
+Generator: bdist_wheel (0.37.1)
+Root-Is-Purelib: true
+Tag: py3-none-any
+

venv/lib/python3.10/site-packages/dill-0.3.8.dist-info/top_level.txt

@@ -0,0 +1 @@
+dill

venv/lib/python3.10/site-packages/isympy.py

@@ -0,0 +1,342 @@
+"""
+Python shell for SymPy.
+
+This is just a normal Python shell (IPython shell if you have the
+IPython package installed), that executes the following commands for
+the user:
+
+    >>> from __future__ import division
+    >>> from sympy import *
+    >>> x, y, z, t = symbols('x y z t')
+    >>> k, m, n = symbols('k m n', integer=True)
+    >>> f, g, h = symbols('f g h', cls=Function)
+    >>> init_printing()
+
+So starting 'isympy' is equivalent to starting Python (or IPython) and
+executing the above commands by hand.  It is intended for easy and quick
+experimentation with SymPy.  isympy is a good way to use SymPy as an
+interactive calculator. If you have IPython and Matplotlib installed, then
+interactive plotting is enabled by default.
+
+COMMAND LINE OPTIONS
+--------------------
+
+-c CONSOLE, --console=CONSOLE
+
+     Use the specified shell (Python or IPython) shell as the console
+     backend instead of the default one (IPython if present, Python
+     otherwise), e.g.:
+
+        $isympy -c python
+
+    CONSOLE must be one of 'ipython' or 'python'
+
+-p PRETTY, --pretty PRETTY
+
+    Setup pretty-printing in SymPy. When pretty-printing is enabled,
+    expressions can be printed with Unicode or ASCII. The default is
+    to use pretty-printing (with Unicode if the terminal supports it).
+    When this option is 'no', expressions will not be pretty-printed
+    and ASCII will be used:
+
+        $isympy -p no
+
+    PRETTY must be one of 'unicode', 'ascii', or 'no'
+
+-t TYPES, --types=TYPES
+
+    Setup the ground types for the polys.  By default, gmpy ground types
+    are used if gmpy2 or gmpy is installed, otherwise it falls back to python
+    ground types, which are a little bit slower.  You can manually
+    choose python ground types even if gmpy is installed (e.g., for
+    testing purposes):
+
+        $isympy -t python
+
+    TYPES must be one of 'gmpy', 'gmpy1' or 'python'
+
+    Note that the ground type gmpy1 is primarily intended for testing; it
+    forces the use of gmpy version 1 even if gmpy2 is available.
+
+    This is the same as setting the environment variable
+    SYMPY_GROUND_TYPES to the given ground type (e.g.,
+    SYMPY_GROUND_TYPES='gmpy')
+
+    The ground types can be determined interactively from the variable
+    sympy.polys.domains.GROUND_TYPES.
+
+-o ORDER, --order ORDER
+
+    Setup the ordering of terms for printing.  The default is lex, which
+    orders terms lexicographically (e.g., x**2 + x + 1). You can choose
+    other orderings, such as rev-lex, which will use reverse
+    lexicographic ordering (e.g., 1 + x + x**2):
+
+        $isympy -o rev-lex
+
+    ORDER must be one of 'lex', 'rev-lex', 'grlex', 'rev-grlex',
+    'grevlex', 'rev-grevlex', 'old', or 'none'.
+
+    Note that for very large expressions, ORDER='none' may speed up
+    printing considerably but the terms will have no canonical order.
+
+-q, --quiet
+
+    Print only Python's and SymPy's versions to stdout at startup.
+
+-d, --doctest
+
+    Use the same format that should be used for doctests.  This is
+    equivalent to -c python -p no.
+
+-C, --no-cache
+
+    Disable the caching mechanism.  Disabling the cache may slow certain
+    operations down considerably.  This is useful for testing the cache,
+    or for benchmarking, as the cache can result in deceptive timings.
+
+    This is equivalent to setting the environment variable
+    SYMPY_USE_CACHE to 'no'.
+
+-a, --auto-symbols (requires at least IPython 0.11)
+
+    Automatically create missing symbols.  Normally, typing a name of a
+    Symbol that has not been instantiated first would raise NameError,
+    but with this option enabled, any undefined name will be
+    automatically created as a Symbol.
+
+    Note that this is intended only for interactive, calculator style
+    usage. In a script that uses SymPy, Symbols should be instantiated
+    at the top, so that it's clear what they are.
+
+    This will not override any names that are already defined, which
+    includes the single character letters represented by the mnemonic
+    QCOSINE (see the "Gotchas and Pitfalls" document in the
+    documentation). You can delete existing names by executing "del
+    name".  If a name is defined, typing "'name' in dir()" will return True.
+
+    The Symbols that are created using this have default assumptions.
+    If you want to place assumptions on symbols, you should create them
+    using symbols() or var().
+
+    Finally, this only works in the top level namespace. So, for
+    example, if you define a function in isympy with an undefined
+    Symbol, it will not work.
+
+    See also the -i and -I options.
+
+-i, --int-to-Integer (requires at least IPython 0.11)
+
+    Automatically wrap int literals with Integer.  This makes it so that
+    things like 1/2 will come out as Rational(1, 2), rather than 0.5.  This
+    works by preprocessing the source and wrapping all int literals with
+    Integer.  Note that this will not change the behavior of int literals
+    assigned to variables, and it also won't change the behavior of functions
+    that return int literals.
+
+    If you want an int, you can wrap the literal in int(), e.g. int(3)/int(2)
+    gives 1.5 (with division imported from __future__).
+
+-I, --interactive (requires at least IPython 0.11)
+
+    This is equivalent to --auto-symbols --int-to-Integer.  Future options
+    designed for ease of interactive use may be added to this.
+
+-D, --debug
+
+    Enable debugging output.  This is the same as setting the
+    environment variable SYMPY_DEBUG to 'True'.  The debug status is set
+    in the variable SYMPY_DEBUG within isympy.
+
+-- IPython options
+
+    Additionally you can pass command line options directly to the IPython
+    interpreter (the standard Python shell is not supported).  However you
+    need to add the '--' separator between two types of options, e.g the
+    startup banner option and the colors option. You need to enter the
+    options as required by the version of IPython that you are using, too:
+
+    in IPython 0.11,
+
+        $isympy -q -- --colors=NoColor
+
+    or older versions of IPython,
+
+        $isympy -q -- -colors NoColor
+
+See also isympy --help.
+"""
+
+import os
+import sys
+
+# DO NOT IMPORT SYMPY HERE! Or the setting of the sympy environment variables
+# by the command line will break.
+
+def main() -> None:
+    from argparse import ArgumentParser, RawDescriptionHelpFormatter
+
+    VERSION = None
+    if '--version' in sys.argv:
+        # We cannot import sympy before this is run, because flags like -C and
+        # -t set environment variables that must be set before SymPy is
+        # imported. The only thing we need to import it for is to get the
+        # version, which only matters with the --version flag.
+        import sympy
+        VERSION = sympy.__version__
+
+    usage = 'isympy [options] -- [ipython options]'
+    parser = ArgumentParser(
+        usage=usage,
+        description=__doc__,
+        formatter_class=RawDescriptionHelpFormatter,
+    )
+
+    parser.add_argument('--version', action='version', version=VERSION)
+
+    parser.add_argument(
+        '-c', '--console',
+        dest='console',
+        action='store',
+        default=None,
+        choices=['ipython', 'python'],
+        metavar='CONSOLE',
+        help='select type of interactive session: ipython | python; defaults '
+        'to ipython if IPython is installed, otherwise python')
+
+    parser.add_argument(
+        '-p', '--pretty',
+        dest='pretty',
+        action='store',
+        default=None,
+        metavar='PRETTY',
+        choices=['unicode', 'ascii', 'no'],
+        help='setup pretty printing: unicode | ascii | no; defaults to '
+        'unicode printing if the terminal supports it, otherwise ascii')
+
+    parser.add_argument(
+        '-t', '--types',
+        dest='types',
+        action='store',
+        default=None,
+        metavar='TYPES',
+        choices=['gmpy', 'gmpy1', 'python'],
+        help='setup ground types: gmpy | gmpy1 | python; defaults to gmpy if gmpy2 '
+        'or gmpy is installed, otherwise python')
+
+    parser.add_argument(
+        '-o', '--order',
+        dest='order',
+        action='store',
+        default=None,
+        metavar='ORDER',
+        choices=['lex', 'grlex', 'grevlex', 'rev-lex', 'rev-grlex', 'rev-grevlex', 'old', 'none'],
+        help='setup ordering of terms: [rev-]lex | [rev-]grlex | [rev-]grevlex | old | none; defaults to lex')
+
+    parser.add_argument(
+        '-q', '--quiet',
+        dest='quiet',
+        action='store_true',
+        default=False,
+        help='print only version information at startup')
+
+    parser.add_argument(
+        '-d', '--doctest',
+        dest='doctest',
+        action='store_true',
+        default=False,
+        help='use the doctest format for output (you can just copy and paste it)')
+
+    parser.add_argument(
+        '-C', '--no-cache',
+        dest='cache',
+        action='store_false',
+        default=True,
+        help='disable caching mechanism')
+
+    parser.add_argument(
+        '-a', '--auto-symbols',
+        dest='auto_symbols',
+        action='store_true',
+        default=False,
+        help='automatically construct missing symbols')
+
+    parser.add_argument(
+        '-i', '--int-to-Integer',
+        dest='auto_int_to_Integer',
+        action='store_true',
+        default=False,
+        help="automatically wrap int literals with Integer")
+
+    parser.add_argument(
+        '-I', '--interactive',
+        dest='interactive',
+        action='store_true',
+        default=False,
+        help="equivalent to -a -i")
+
+    parser.add_argument(
+        '-D', '--debug',
+        dest='debug',
+        action='store_true',
+        default=False,
+        help='enable debugging output')
+
+    (options, ipy_args) = parser.parse_known_args()
+    if '--' in ipy_args:
+        ipy_args.remove('--')
+
+    if not options.cache:
+        os.environ['SYMPY_USE_CACHE'] = 'no'
+
+    if options.types:
+        os.environ['SYMPY_GROUND_TYPES'] = options.types
+
+    if options.debug:
+        os.environ['SYMPY_DEBUG'] = str(options.debug)
+
+    if options.doctest:
+        options.pretty = 'no'
+        options.console = 'python'
+
+    session = options.console
+
+    if session is not None:
+        ipython = session == 'ipython'
+    else:
+        try:
+            import IPython
+            ipython = True
+        except ImportError:
+            if not options.quiet:
+                from sympy.interactive.session import no_ipython
+                print(no_ipython)
+            ipython = False
+
+    args = {
+        'pretty_print': True,
+        'use_unicode':  None,
+        'use_latex':    None,
+        'order':        None,
+        'argv':         ipy_args,
+    }
+
+    if options.pretty == 'unicode':
+        args['use_unicode'] = True
+    elif options.pretty == 'ascii':
+        args['use_unicode'] = False
+    elif options.pretty == 'no':
+        args['pretty_print'] = False
+
+    if options.order is not None:
+        args['order'] = options.order
+
+    args['quiet'] = options.quiet
+    args['auto_symbols'] = options.auto_symbols or options.interactive
+    args['auto_int_to_Integer'] = options.auto_int_to_Integer or options.interactive
+
+    from sympy.interactive import init_session
+    init_session(ipython, **args)
+
+if __name__ == "__main__":
+    main()

venv/lib/python3.10/site-packages/nltk-3.8.1.dist-info/AUTHORS.md

@@ -0,0 +1,313 @@
+# Natural Language Toolkit (NLTK) Authors
+
+## Original Authors
+
+- Steven Bird <[email protected]>
+- Edward Loper <[email protected]>
+- Ewan Klein <[email protected]>
+
+## Contributors
+
+- Tom Aarsen
+- Rami Al-Rfou'
+- Mark Amery
+- Greg Aumann
+- Ivan Barria
+- Ingolf Becker
+- Yonatan Becker
+- Paul Bedaride
+- Steven Bethard
+- Robert Berwick
+- Dan Blanchard
+- Nathan Bodenstab
+- Alexander Böhm
+- Francis Bond
+- Paul Bone
+- Jordan Boyd-Graber
+- Daniel Blanchard
+- Phil Blunsom
+- Lars Buitinck
+- Cristian Capdevila
+- Steve Cassidy
+- Chen-Fu Chiang
+- Dmitry Chichkov
+- Jinyoung Choi
+- Andrew Clausen
+- Lucas Champollion
+- Graham Christensen
+- Trevor Cohn
+- David Coles
+- Tom Conroy <https://github.com/tconroy>
+- Claude Coulombe
+- Lucas Cooper
+- Robin Cooper
+- Chris Crowner
+- James Curran
+- Arthur Darcet
+- Dariel Dato-on
+- Selina Dennis
+- Leon Derczynski
+- Alexis Dimitriadis
+- Nikhil Dinesh
+- Liang Dong
+- David Doukhan
+- Rebecca Dridan
+- Pablo Duboue
+- Long Duong
+- Christian Federmann
+- Campion Fellin
+- Michelle Fullwood
+- Dan Garrette
+- Maciej Gawinecki
+- Jean Mark Gawron
+- Sumukh Ghodke
+- Yoav Goldberg
+- Michael Wayne Goodman
+- Dougal Graham
+- Brent Gray
+- Simon Greenhill
+- Clark Grubb
+- Eduardo Pereira Habkost
+- Masato Hagiwara
+- Lauri Hallila
+- Michael Hansen
+- Yurie Hara
+- Will Hardy
+- Tyler Hartley
+- Peter Hawkins
+- Saimadhav Heblikar
+- Fredrik Hedman
+- Helder
+- Michael Heilman
+- Ofer Helman
+- Christopher Hench
+- Bruce Hill
+- Amy Holland
+- Kristy Hollingshead
+- Marcus Huderle
+- Baden Hughes
+- Nancy Ide
+- Rebecca Ingram
+- Edward Ivanovic
+- Thomas Jakobsen
+- Nick Johnson
+- Eric Kafe
+- Piotr Kasprzyk
+- Angelos Katharopoulos
+- Sudharshan Kaushik
+- Chris Koenig
+- Mikhail Korobov
+- Denis Krusko
+- Ilia Kurenkov
+- Stefano Lattarini
+- Pierre-François Laquerre
+- Stefano Lattarini
+- Haejoong Lee
+- Jackson Lee
+- Max Leonov
+- Chris Liechti
+- Hyuckin David Lim
+- Tom Lippincott
+- Peter Ljunglöf
+- Alex Louden
+- Joseph Lynch
+- Nitin Madnani
+- Felipe Madrigal
+- Bjørn Mæland
+- Dean Malmgren
+- Christopher Maloof
+- Rob Malouf
+- Iker Manterola
+- Carl de Marcken
+- Mitch Marcus
+- Torsten Marek
+- Robert Marshall
+- Marius Mather
+- Duncan McGreggor
+- David McClosky
+- Xinfan Meng
+- Dmitrijs Milajevs
+- Margaret Mitchell
+- Tomonori Nagano
+- Jason Narad
+- Shari A’aidil Nasruddin
+- Lance Nathan
+- Morten Neergaard
+- David Nemeskey
+- Eric Nichols
+- Joel Nothman
+- Alireza Nourian
+- Alexander Oleynikov
+- Pierpaolo Pantone
+- Ted Pedersen
+- Jacob Perkins
+- Alberto Planas
+- Ondrej Platek
+- Alessandro Presta
+- Qi Liu
+- Martin Thorsen Ranang
+- Michael Recachinas
+- Brandon Rhodes
+- Joshua Ritterman
+- Will Roberts
+- Stuart Robinson
+- Carlos Rodriguez
+- Lorenzo Rubio
+- Alex Rudnick
+- Jussi Salmela
+- Geoffrey Sampson
+- Kepa Sarasola
+- Kevin Scannell
+- Nathan Schneider
+- Rico Sennrich
+- Thomas Skardal
+- Eric Smith
+- Lynn Soe
+- Rob Speer
+- Peter Spiller
+- Richard Sproat
+- Ceri Stagg
+- Peter Stahl
+- Oliver Steele
+- Thomas Stieglmaier
+- Jan Strunk
+- Liling Tan
+- Claire Taylor
+- Louis Tiao
+- Steven Tomcavage
+- Tiago Tresoldi
+- Marcus Uneson
+- Yu Usami
+- Petro Verkhogliad
+- Peter Wang
+- Zhe Wang
+- Charlotte Wilson
+- Chuck Wooters
+- Steven Xu
+- Beracah Yankama
+- Lei Ye (叶磊)
+- Patrick Ye
+- Geraldine Sim Wei Ying
+- Jason Yoder
+- Thomas Zieglier
+- 0ssifrage
+- ducki13
+- kiwipi
+- lade
+- isnowfy
+- onesandzeros
+- pquentin
+- wvanlint
+- Álvaro Justen <https://github.com/turicas>
+- bjut-hz
+- Sergio Oller
+- Will Monroe
+- Elijah Rippeth
+- Emil Manukyan
+- Casper Lehmann-Strøm
+- Andrew Giel
+- Tanin Na Nakorn
+- Linghao Zhang
+- Colin Carroll
+- Heguang Miao
+- Hannah Aizenman (story645)
+- George Berry
+- Adam Nelson
+- J Richard Snape
+- Alex Constantin <[email protected]>
+- Tsolak Ghukasyan
+- Prasasto Adi
+- Safwan Kamarrudin
+- Arthur Tilley
+- Vilhjalmur Thorsteinsson
+- Jaehoon Hwang <https://github.com/jaehoonhwang>
+- Chintan Shah <https://github.com/chintanshah24>
+- sbagan
+- Zicheng Xu
+- Albert Au Yeung <https://github.com/albertauyeung>
+- Shenjian Zhao
+- Deng Wang <https://github.com/lmatt-bit>
+- Ali Abdullah
+- Stoytcho Stoytchev
+- Lakhdar Benzahia
+- Kheireddine Abainia <https://github.com/xprogramer>
+- Yibin Lin <https://github.com/yibinlin>
+- Artiem Krinitsyn
+- Björn Mattsson
+- Oleg Chislov
+- Pavan Gururaj Joshi <https://github.com/PavanGJ>
+- Ethan Hill <https://github.com/hill1303>
+- Vivek Lakshmanan
+- Somnath Rakshit <https://github.com/somnathrakshit>
+- Anlan Du
+- Pulkit Maloo <https://github.com/pulkitmaloo>
+- Brandon M. Burroughs <https://github.com/brandonmburroughs>
+- John Stewart <https://github.com/free-variation>
+- Iaroslav Tymchenko <https://github.com/myproblemchild>
+- Aleš Tamchyna
+- Tim Gianitsos <https://github.com/timgianitsos>
+- Philippe Partarrieu <https://github.com/ppartarr>
+- Andrew Owen Martin
+- Adrian Ellis <https://github.com/adrianjellis>
+- Nat Quayle Nelson <https://github.com/nqnstudios>
+- Yanpeng Zhao <https://github.com/zhaoyanpeng>
+- Matan Rak <https://github.com/matanrak>
+- Nick Ulle <https://github.com/nick-ulle>
+- Uday Krishna <https://github.com/udaykrishna>
+- Osman Zubair <https://github.com/okz12>
+- Viresh Gupta <https://github.com/virresh>
+- Ondřej Cífka <https://github.com/cifkao>
+- Iris X. Zhou <https://github.com/irisxzhou>
+- Devashish Lal <https://github.com/BLaZeKiLL>
+- Gerhard Kremer <https://github.com/GerhardKa>
+- Nicolas Darr <https://github.com/ndarr>
+- Hervé Nicol <https://github.com/hervenicol>
+- Alexandre H. T. Dias <https://github.com/alexandredias3d>
+- Daksh Shah <https://github.com/Daksh>
+- Jacob Weightman <https://github.com/jacobdweightman>
+- Bonifacio de Oliveira <https://github.com/Bonifacio2>
+- Armins Bagrats Stepanjans <https://github.com/ab-10>
+- Vassilis Palassopoulos <https://github.com/palasso>
+- Ram Rachum <https://github.com/cool-RR>
+- Or Sharir <https://github.com/orsharir>
+- Denali Molitor <https://github.com/dmmolitor>
+- Jacob Moorman <https://github.com/jdmoorman>
+- Cory Nezin <https://github.com/corynezin>
+- Matt Chaput
+- Danny Sepler <https://github.com/dannysepler>
+- Akshita Bhagia <https://github.com/AkshitaB>
+- Pratap Yadav <https://github.com/prtpydv>
+- Hiroki Teranishi <https://github.com/chantera>
+- Ruben Cartuyvels <https://github.com/rubencart>
+- Dalton Pearson <https://github.com/daltonpearson>
+- Robby Horvath <https://github.com/robbyhorvath>
+- Gavish Poddar <https://github.com/gavishpoddar>
+- Saibo Geng <https://github.com/Saibo-creator>
+- Ahmet Yildirim <https://github.com/RnDevelover>
+- Yuta Nakamura <https://github.com/yutanakamura-tky>
+- Adam Hawley <https://github.com/adamjhawley>
+- Panagiotis Simakis <https://github.com/sp1thas>
+- Richard Wang <https://github.com/richarddwang>
+- Alexandre Perez-Lebel <https://github.com/aperezlebel>
+- Fernando Carranza <https://github.com/fernandocar86>
+- Martin Kondratzky <https://github.com/martinkondra>
+- Heungson Lee <https://github.com/heungson>
+- M.K. Pawelkiewicz <https://github.com/hamiltonianflow>
+- Steven Thomas Smith <https://github.com/essandess>
+- Jan Lennartz <https://github.com/Madnex>
+
+## Others whose work we've taken and included in NLTK, but who didn't directly contribute it:
+
+### Contributors to the Porter Stemmer
+
+- Martin Porter
+- Vivake Gupta
+- Barry Wilkins
+- Hiranmay Ghosh
+- Chris Emerson
+
+### Authors of snowball arabic stemmer algorithm
+
+- Assem Chelli
+- Abdelkrim Aries
+- Lakhdar Benzahia

venv/lib/python3.10/site-packages/nltk-3.8.1.dist-info/INSTALLER

@@ -0,0 +1 @@
+pip

venv/lib/python3.10/site-packages/nltk-3.8.1.dist-info/LICENSE.txt

@@ -0,0 +1,202 @@
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venv/lib/python3.10/site-packages/nltk-3.8.1.dist-info/METADATA

@@ -0,0 +1,67 @@
+Metadata-Version: 2.1
+Name: nltk
+Version: 3.8.1
+Summary: Natural Language Toolkit
+Home-page: https://www.nltk.org/
+Author: NLTK Team
+Author-email: [email protected]
+Maintainer: NLTK Team
+Maintainer-email: [email protected]
+License: Apache License, Version 2.0
+Project-URL: Documentation, https://www.nltk.org/
+Project-URL: Source Code, https://github.com/nltk/nltk
+Project-URL: Issue Tracker, https://github.com/nltk/nltk/issues
+Keywords: NLP,CL,natural language processing,computational linguistics,parsing,tagging,tokenizing,syntax,linguistics,language,natural language,text analytics
+Platform: UNKNOWN
+Classifier: Development Status :: 5 - Production/Stable
+Classifier: Intended Audience :: Developers
+Classifier: Intended Audience :: Education
+Classifier: Intended Audience :: Information Technology
+Classifier: Intended Audience :: Science/Research
+Classifier: License :: OSI Approved :: Apache Software License
+Classifier: Operating System :: OS Independent
+Classifier: Programming Language :: Python :: 3.7
+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: Topic :: Scientific/Engineering
+Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
+Classifier: Topic :: Scientific/Engineering :: Human Machine Interfaces
+Classifier: Topic :: Scientific/Engineering :: Information Analysis
+Classifier: Topic :: Text Processing
+Classifier: Topic :: Text Processing :: Filters
+Classifier: Topic :: Text Processing :: General
+Classifier: Topic :: Text Processing :: Indexing
+Classifier: Topic :: Text Processing :: Linguistic
+Requires-Python: >=3.7
+Requires-Dist: click
+Requires-Dist: joblib
+Requires-Dist: regex (>=2021.8.3)
+Requires-Dist: tqdm
+Provides-Extra: all
+Requires-Dist: scikit-learn ; extra == 'all'
+Requires-Dist: python-crfsuite ; extra == 'all'
+Requires-Dist: requests ; extra == 'all'
+Requires-Dist: numpy ; extra == 'all'
+Requires-Dist: pyparsing ; extra == 'all'
+Requires-Dist: twython ; extra == 'all'
+Requires-Dist: scipy ; extra == 'all'
+Requires-Dist: matplotlib ; extra == 'all'
+Provides-Extra: corenlp
+Requires-Dist: requests ; extra == 'corenlp'
+Provides-Extra: machine_learning
+Requires-Dist: numpy ; extra == 'machine_learning'
+Requires-Dist: python-crfsuite ; extra == 'machine_learning'
+Requires-Dist: scikit-learn ; extra == 'machine_learning'
+Requires-Dist: scipy ; extra == 'machine_learning'
+Provides-Extra: plot
+Requires-Dist: matplotlib ; extra == 'plot'
+Provides-Extra: tgrep
+Requires-Dist: pyparsing ; extra == 'tgrep'
+Provides-Extra: twitter
+Requires-Dist: twython ; extra == 'twitter'
+
+The Natural Language Toolkit (NLTK) is a Python package for
+natural language processing.  NLTK requires Python 3.7, 3.8, 3.9, 3.10 or 3.11.
+

venv/lib/python3.10/site-packages/nltk-3.8.1.dist-info/README.md

@@ -0,0 +1,50 @@
+# Natural Language Toolkit (NLTK)
+[![PyPI](https://img.shields.io/pypi/v/nltk.svg)](https://pypi.python.org/pypi/nltk)
+![CI](https://github.com/nltk/nltk/actions/workflows/ci.yaml/badge.svg?branch=develop)
+
+NLTK -- the Natural Language Toolkit -- is a suite of open source Python
+modules, data sets, and tutorials supporting research and development in Natural
+Language Processing. NLTK requires Python version 3.7, 3.8, 3.9, 3.10 or 3.11.
+
+For documentation, please visit [nltk.org](https://www.nltk.org/).
+
+
+## Contributing
+
+Do you want to contribute to NLTK development? Great!
+Please read [CONTRIBUTING.md](CONTRIBUTING.md) for more details.
+
+See also [how to contribute to NLTK](https://www.nltk.org/contribute.html).
+
+
+## Donate
+
+Have you found the toolkit helpful?  Please support NLTK development by donating
+to the project via PayPal, using the link on the NLTK homepage.
+
+
+## Citing
+
+If you publish work that uses NLTK, please cite the NLTK book, as follows:
+
+    Bird, Steven, Edward Loper and Ewan Klein (2009).
+    Natural Language Processing with Python.  O'Reilly Media Inc.
+
+
+## Copyright
+
+Copyright (C) 2001-2023 NLTK Project
+
+For license information, see [LICENSE.txt](LICENSE.txt).
+
+[AUTHORS.md](AUTHORS.md) contains a list of everyone who has contributed to NLTK.
+
+
+### Redistributing
+
+- NLTK source code is distributed under the Apache 2.0 License.
+- NLTK documentation is distributed under the Creative Commons
+  Attribution-Noncommercial-No Derivative Works 3.0 United States license.
+- NLTK corpora are provided under the terms given in the README file for each
+  corpus; all are redistributable and available for non-commercial use.
+- NLTK may be freely redistributed, subject to the provisions of these licenses.

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