From 2114f45c7dc9c83e5951c972a395b16b39bf8bda Mon Sep 17 00:00:00 2001 From: Samuel Weinbach Date: Wed, 7 Aug 2024 13:58:16 +0200 Subject: [PATCH] initial commit MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-authored-by: Björn Deiseroth --- .detignore | 8 + .gitignore | 157 + .gitmodules | 0 .pre-commit-config.yaml | 41 + LICENSE | 28 + README.md | 94 + configs/7b_fineweb.yaml | 139 + configs/7b_fineweb_continued_instruct.yaml | 146 + configs/7b_fineweb_tokenizer.yaml | 139 + data/convert_instruct_jsonl_to_mmap.py | 9 + data/convert_mmap_to_alignedmmap.py | 6 + data/download_data.py | 116 + data/en_fineweb_top_1m_counter.pckl | Bin 0 -> 17975885 bytes data/generate_tokenizer.py | 117 + determined_configs/7B_fineweb.yaml | 22 + .../7b_fineweb_continued_instruct.yaml | 18 + figures/fig_1.png | Bin 0 -> 410820 bytes figures/fig_2.png | Bin 0 -> 113683 bytes figures/fig_3.png | Bin 0 -> 154301 bytes figures/fig_4.png | Bin 0 -> 107309 bytes 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create mode 100644 tests/test_trainer/test_trainer_distributed.py create mode 100644 tests/utils.py create mode 100644 tests/utils_determined.py create mode 100644 third_party_licenses_base.txt create mode 100644 third_party_licenses_test.txt diff --git a/.detignore b/.detignore new file mode 100644 index 0000000..9bafe7e --- /dev/null +++ b/.detignore @@ -0,0 +1,8 @@ +# Ignore tests tmp folder +.mypy_cache +.pytest_cache +tmp/* +.git +tests/ +*experiments* +*tools* diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..3fdbf90 --- /dev/null +++ b/.gitignore @@ -0,0 +1,157 @@ +*lightning_logs* +*ckpts* + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# IDE +.vscode/ +Todo.json + +# Cython debug symbols +cython_debug/ + +# Temporary test files +tests/artifacts/tmp/* +!tests/artifacts/tmp/.gitkeep +debug_logs/ +wandb/ +*index_cache* + +#environment +envs* +.DS_Store +tmp/ +checkpoints/ diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..e69de29 diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..0e98d5e --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,41 @@ +repos: + - repo: https://github.com/peterdemin/pip-compile-multi + rev: v2.4.5 + hooks: + - id: pip-compile-multi-verify + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v3.4.0 + hooks: + - id: check-json + # - id: pretty-format-json + # args: + # - --autofix + - id: end-of-file-fixer + exclude: '.bin|.meta.json' + - id: trailing-whitespace + exclude: '.bin|.meta.json' + - repo: https://github.com/psf/black + rev: 23.7.0 + hooks: + - id: black + # - repo: https://github.com/PyCQA/flake8 + # rev: '6.1.0' + # hooks: + # - id: flake8 + # exclude: src/license_plate_annotator/models/ + # args: ["--extend-ignore=E203,E501,P103,W503"] + # additional_dependencies: [ + # 'flake8-blind-except', + # 'flake8-docstrings', + # 'flake8-bugbear', + # 'flake8-comprehensions', + # 'flake8-docstrings', + # 'flake8-implicit-str-concat', + # 'flake8-fastapi', + # 'pydocstyle>=5.0.0', + # ] + # - repo: https://github.com/kynan/nbstripout + # rev: 0.4.0 + # hooks: + # - id: nbstripout + # files: ".ipynb" diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..a214f50 --- /dev/null +++ b/LICENSE @@ -0,0 +1,28 @@ +The following applies to all files in this repository, unless otherwise noted: + +Copyright (c) 2024 IPAI Aleph Alpha Research GmbH + +Subject to the terms and conditions of this License, the Licensor grants you a non-exclusive, worldwide, +non-transferable, non-sublicensable, and royalty-free limited right to use, copy, modify, distribute, make +otherwise publicly available, and reproduce the Works and Derivative Works under Licensor’s copyright, +for any Non-Commercial and Non-Administrative purpose. +You may not use, copy, modify, distribute, make otherwise publicly available, reproduce, or sublicense the +Works or Derivative Works except as expressly provided under and in accordance with this License. +Your rights granted under this License will automatically terminate if you fail to comply with any of the +terms of this License. + +EXCEPT FOR DAMAGES CAUSED BY INTENT OR FRAUDULENTLY CONCEALED +DEFECTS, AND EXCEPT FOR DAMAGES RESULTING FROM BREACH OF ANY +WARRANTY OR GUARANTEE EXPRESSLY GIVEN BY LICENSOR IN THE OPEN ALEPH LICENSE, +IN NO EVENT WILL LICENSOR BE LIABLE TO YOU ON ANY LEGAL THEORY FOR ANY +DAMAGES ARISING OUT OF THE OPEN ALEPH LICENSE OR THE USE OF THE WORK. ANY +MANDATORY STATUTORY LIABILITY UNDER APPLICABLE LAW REMAINS +UNAFFECTED. + +EXCEPT AS EXPRESSLY STATED IN THIS LICENSE OR REQUIRED BY APPLICABLE +LAW, THE WORKS ARE PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES +OF ANY KIND INCLUDING, WITHOUT LIMITATION, ANY WARRANTIES REGARDING +THE CONTENTS, ACCURACY, OR FITNESS FOR A PARTICULAR PURPOSE. + +For additional information on the license terms, see the complete license at +https://github.com/Aleph-Alpha/.github/blob/main/oal.pdf diff --git a/README.md b/README.md new file mode 100644 index 0000000..c60fe33 --- /dev/null +++ b/README.md @@ -0,0 +1,94 @@ +# T-Free: Subword Tokenizer-Free Generative LLMs via Sparse Representations for Memory Efficient Embeddings + +Paper link: https://arxiv.org/abs/2406.19223 + +![Figure 1: Method comparison classical Tokenizer to T-Free](figures/fig_1.png) +![Table 1: Near-Duplicate and fertility metrics for several models](figures/tab_1.png) +![Figure 3: Continued transfer learning evaluations](figures/fig_3.png) + + +## Checkpoints +- 7B trained on 1 epoch fineweb-edu (coming wk 35) + + + +## Install + +```console +conda create --name t-free python=3.11 -y +conda activate t-free + +conda install pytorch==2.1.2 pytorch-cuda=12.1 -c pytorch -c nvidia + +pip install -e .[test] + +pre-commit install +``` + +## Running some tests +``` +pip install determined==0.26.4 + +pytest tests/test_data +pytest tests/test_tokenizer +pytest tests/test_trainer +pytest tests/test_inference +``` + +## Training + +### Data preprocessing +Training requires data to be in one of two formats: MemoryMap or AlignedMemoryMap. MemoryMaps simply store data in byte format with indices for fast random access. +AlignedMemoryMaps build a second index above, that aggregate a minimum byte-count per entry. We use this for pre-training to avoid the need of aggregating a dynamic number of random entries to fill the full sequence length, which becomes hard when trying to ensure that each entry is will only be seen once during one epoch. + +An example of how to download and convert e.g. FinetuneWeb of HuggingFace into a MemoryMap is found in data/download_data.py. +Note that the data is stored in string format (converted to bytes). Trigramification or classical Tokenization are executed on-demand during training, depending on the respective training configurations. + +To further convert the data into an AlignedMemoryMap execute e.g. data/convert_mmap_to_alignedmmap.py. +Right now max_bytes is set to 20k, which we found to correlate well to roughly 4k trigram words -- our configured pre-training sequence length. +Note: If sequence length is exceeded, overhead will simply be cut off. If it is not reached with the index, it will be filled with a random further item. + +Right now typical instruction finetunings jsonl's need to casted to MemoryMaps as in data/convert_instruct_jsonl_to_mmap.py. + +Data in MemoryMap format requires config.data.pretraining = False. +AlignedMemoryMaps require config.data.pretraining = True. + +### Launch training +We include example determined configs in determined_configs/ and example training model configs in configs/. +You may launch a training through one of the determined experiments, or respectively convert the torch distributed launcher scripts of the following line to your environment: +``` +python3 -m determined.launch.torch_distributed python3 src/trigram_tokenizer/trainer/train_determined.py --config configs/7b_fineweb.yaml +``` + + +## Inference +Run one of the prepared inference* scripts. + +Note that the inference decode works different to that of other LLMs. +Currently we build a dictionary with word-patterns and compute the product with the models output logits to select e.g. the next top-word. This is shown in Fig. 4 below. + +As such you need/ may want to +- InferencePipe.__init__: pass a path to a collections.Counter pckl file through the "top_word_dict" parameter - these will be converted to the patterns of the respective loaded checkpoint config. We counted once the entire fineweb-edu dataset, a top-k subset is found in data/en_fineweb_top_1m_counter.pckl. +- InferencePipe.__init__: pass an integer through the "reduce_tokenizer_words_to" parameter - these cut off the top n words of aboves collection. +- InferencePipe.generate: pass a "more_words" string - a string of words (separated by whitespaces) that will dynamically be added to the dictionary for on demand sampling. +- InferencePipe.tokenizer.convert_weight_for_word_edge_overweight: will downweight edge-trigrams's as discussed in paper, to reduce artifacts (usually factor < .8). +- call data/generate_tokenizer.py once with a trained checkpoint. This will preprocess once the patterns for the passed dictionary and store them next to the checkpoint. Subsequent calls of InferencePipe.__init__ then do not require to pass the dict but directly load the stored patterns. + +![Figure 4: T-Free vs Classical Decode](figures/fig_4.png) + +## Known Issues/ Ongoing Research + +N/ A + + + +## Cite + +``` +@article{deiseroth2024t, + title={T-FREE: Tokenizer-Free Generative LLMs via Sparse Representations for Memory-Efficient Embeddings}, + author={Deiseroth, Bj{\"o}rn and Brack, Manuel and Schramowski, Patrick and Kersting, Kristian and Weinbach, Samuel}, + journal={arXiv preprint arXiv:2406.19223}, + year={2024} +} +``` \ No newline at end of file diff --git a/configs/7b_fineweb.yaml b/configs/7b_fineweb.yaml new file mode 100644 index 0000000..4f25cbf --- /dev/null +++ b/configs/7b_fineweb.yaml @@ -0,0 +1,139 @@ +{ + "logger": { + "log_level": "info", + "log_dir": None, + "use_wandb": False, + }, + "architecture": { + "mlp_type": "swiglu", + "init":"pythia", + "bias_terms": False, + "norm":"rms", + "use_flash": True, + "embedding_aggregation": "sum", + "embedding_normalization": False, + "vocab_size": 32000, + "hidden_size": 4096, + "num_layers": 32, + "num_attention_heads": 32, + "rotary_embedding_base": 10000, + "sequence_length": 4096, + "mlp_factor": 2.66796875, + "precision": "bfloat16", + "init_std_global_gain": 1., + }, + "data": { + "seed": 42, + "prefix_paths": [ + "", + ], + "prefix_path_tokenizer_file": "", + "sequence_length": 4096, + }, + "tokenizer": { + "sequence_length": 4096, + "lowercase": False, + "initialize": "hash", + "entire_words": False, + "vocab_size": 32000, + "vocab_population": 10, + "vocab_population_partial_lowercase": 2, #num of vocab_population taken in lowercase + "do_classic_tokenization": False, #! setting true overwrites above and uses prefix_path_tokenizer from data to do on-demand tokenization + "seed": 42, + "end_of_text": "<|endoftext|>", + "cache_dir": null + }, + "training": { + "reset_attention_mask": True, + "iterations": 375_010, + "micro_batch_size": 1, + "gradient_accumulation_steps": 4, + "save_interval": 5000, + "weight_decay": 0.1, + "loss_pos_weight": 300.0, + "loss_scale": 100.0, + "dataloader_num_workers": 4, + "dataloader_pin_memory": True, + "seed": 42, + "profile": False, + }, + "optimizer": { + # AdamWOptimizerConfig + # Base config class providing general settings for non-mutability and json serialization options + + # First coefficient used for computing running averages of gradient and its square + "beta1": 0.9, + + # Second coefficient used for computing running averages of gradient and its square + "beta2": 0.95, + + # term added to the denominator to improve numerical stability (default: 1e-8) + "eps": 1.0e-8, + + # clip global l2 grads to this value, deactivate if 0.0 + # "gradient_clipping": 1.0, + "gradient_clipping": 0.0, + + # number of floating points to allreduce in one go + "allreduce_bucket_size": 500000000, + + # Configuration of the loss scaler + "loss_scaler": { + # LossScalerConfig + # Loss scaling is designed to combat the problem of underflowing gradients encountered at long + # times when training fp16 networks. Dynamic loss scaling begins by attempting a very high loss + # scale. Ironically, this may result in OVERflowing gradients. + + # The optimizer then skips the update step for this particular iteration/minibatch, + # and the loss scaler adjusts the loss scale to a lower value. + # If a certain number of iterations occur without overflowing gradients detected, + # the loss scaler increases the loss scale once more. + # In this way the loss scaler attempts to "ride the edge" of + # always using the highest loss scale possible without incurring overflow. + + # + "enable": false, + + # Initial loss scale + "initial_scale": 4294967296.0, + + # + "window": 1000, + + # + "hysteresis": 2, + + # + "consecutive_hysteresis": false, + + # + "min_scale": 1.0, + + # + "factor": 2.0 + } +, + + # enable zero stage 1 optimizer + "zero": true, + "zero_save_static": true + } +, + + # + "learning_rate_scheduler": { + "learning_rate": 3e-4, + + # Minimum learning rate below which a step's learning rate will never drop. This is the final learning rate after the schedule has been applied. + "learning_rate_minimum": 3e-5, + + # Shape of the learning rate decay after warm up + "learning_rate_decay_style": "cosine", + + # Number of iterations within which the learning rate follows the schedule. Warmup iterations are included. + "learning_rate_decay_iters": 375_100, + + # Number of warmup steps during which the learning rate is linearly increased to the maximum learning rate. The actual schedule starts after the warmump steps. + "learning_rate_warmup_steps": 1_000 + } +} diff --git a/configs/7b_fineweb_continued_instruct.yaml b/configs/7b_fineweb_continued_instruct.yaml new file mode 100644 index 0000000..49c65ac --- /dev/null +++ b/configs/7b_fineweb_continued_instruct.yaml @@ -0,0 +1,146 @@ +{ + "logger": { + "log_level": "info", + "log_dir": None, + "use_wandb": False, + + }, + "architecture": { + "mlp_type": "swiglu", + "init":"pythia", + "bias_terms": False, + "norm":"rms", + "use_flash": True, + "embedding_aggregation": "sum", + "embedding_normalization": False, + "vocab_size": 32000, + "hidden_size": 4096, + "num_layers": 32, + "num_attention_heads": 32, + "rotary_embedding_base": 10000, + "sequence_length": 4096, + "mlp_factor": 2.66796875, + "precision": "bfloat16", + "init_std_global_gain": 1., + }, + "data": { + "seed": 42, + "prefix_paths": [ + "", + ], + "pretraining": false, + "prefix_path_tokenizer_file": "", + "sequence_length": 4096, + "reset_position_ids": false + }, + "tokenizer": { + "sequence_length": 4096, + "lowercase": False, + "initialize": "hash", #"orthogonal" + "entire_words": False, + "vocab_size": 32000, + "vocab_population": 10, + "vocab_population_partial_lowercase": 2, #num of vocab_population taken in lowercase + "do_classic_tokenization": False, #! setting true overwrites above and uses prefix_path_tokenizer from data to do on-demand tokenization + "seed": 42, + "end_of_text": "<|endoftext|>", + "cache_dir": null + }, + "training": { + "reset_attention_mask": False, + + "iterations": 2400, + "micro_batch_size": 1, + "gradient_accumulation_steps": 1, + "load_optimizer_states": False, + "load_context": False, + "load_dir": '', + "save_interval": 400, + "weight_decay": 0.1, + "loss_pos_weight": 300.0, + "loss_scale": 100.0, + "dataloader_num_workers": 4, + "dataloader_pin_memory": True, + "seed": 42, + "profile": False, + }, + "optimizer": { + # AdamWOptimizerConfig + # Base config class providing general settings for non-mutability and json serialization options + + # First coefficient used for computing running averages of gradient and its square + "beta1": 0.9, + + # Second coefficient used for computing running averages of gradient and its square + "beta2": 0.95, + + # term added to the denominator to improve numerical stability (default: 1e-8) + "eps": 1.0e-8, + + # clip global l2 grads to this value, deactivate if 0.0 + # "gradient_clipping": 1.0, + "gradient_clipping": 0.0, + + # number of floating points to allreduce in one go + "allreduce_bucket_size": 500000000, + + # Configuration of the loss scaler + "loss_scaler": { + # LossScalerConfig + # Loss scaling is designed to combat the problem of underflowing gradients encountered at long + # times when training fp16 networks. Dynamic loss scaling begins by attempting a very high loss + # scale. Ironically, this may result in OVERflowing gradients. + + # The optimizer then skips the update step for this particular iteration/minibatch, + # and the loss scaler adjusts the loss scale to a lower value. + # If a certain number of iterations occur without overflowing gradients detected, + # the loss scaler increases the loss scale once more. + # In this way the loss scaler attempts to "ride the edge" of + # always using the highest loss scale possible without incurring overflow. + + # + "enable": false, + + # Initial loss scale + "initial_scale": 4294967296.0, + + # + "window": 1000, + + # + "hysteresis": 2, + + # + "consecutive_hysteresis": false, + + # + "min_scale": 1.0, + + # + "factor": 2.0 + } +, + + # enable zero stage 1 optimizer + "zero": true, + "zero_save_static": true + } +, + + # + "learning_rate_scheduler": { + "learning_rate": 5e-6, + + # Minimum learning rate below which a step's learning rate will never drop. This is the final learning rate after the schedule has been applied. + "learning_rate_minimum": 5e-7, + + # Shape of the learning rate decay after warm up + "learning_rate_decay_style": "cosine", + + # Number of iterations within which the learning rate follows the schedule. Warmup iterations are included. + "learning_rate_decay_iters": 2400, + + # Number of warmup steps during which the learning rate is linearly increased to the maximum learning rate. The actual schedule starts after the warmump steps. + "learning_rate_warmup_steps": 100 + } +} diff --git a/configs/7b_fineweb_tokenizer.yaml b/configs/7b_fineweb_tokenizer.yaml new file mode 100644 index 0000000..7c6d327 --- /dev/null +++ b/configs/7b_fineweb_tokenizer.yaml @@ -0,0 +1,139 @@ +{ + "logger": { + "log_level": "info", + "log_dir": None, + "use_wandb": False, + }, + "architecture": { + "mlp_type": "swiglu", + "init":"pythia", + "bias_terms": False, + "norm":"rms", + "use_flash": True, + "embedding_aggregation": "sum", + "embedding_normalization": False, + "vocab_size": 32000, + "hidden_size": 4096, + "num_layers": 32, + "num_attention_heads": 32, + "rotary_embedding_base": 10000, + "sequence_length": 4096, + "mlp_factor": 2.66796875, + "precision": "bfloat16", + "init_std_global_gain": 1., + }, + "data": { + "seed": 42, + "prefix_paths": [ + "", + ], + "prefix_path_tokenizer_file": "", + "sequence_length": 4096, + }, + "tokenizer": { + "sequence_length": 4096, + "lowercase": False, + "initialize": "hash", + "entire_words": False, + "vocab_size": 32000, + "vocab_population": 10, + "vocab_population_partial_lowercase": 2, #num of vocab_population taken in lowercase + "do_classic_tokenization": False, #! setting true overwrites above and uses prefix_path_tokenizer from data to do on-demand tokenization + "seed": 42, + "end_of_text": "<|endoftext|>", + "cache_dir": null + }, + "training": { + "reset_attention_mask": True, + "iterations": 375_010, + "micro_batch_size": 1, + "gradient_accumulation_steps": 4, + "save_interval": 5000, + "weight_decay": 0.1, + "loss_pos_weight": 300.0, + "loss_scale": 100.0, + "dataloader_num_workers": 4, + "dataloader_pin_memory": True, + "seed": 42, + "profile": False, + }, + "optimizer": { + # AdamWOptimizerConfig + # Base config class providing general settings for non-mutability and json serialization options + + # First coefficient used for computing running averages of gradient and its square + "beta1": 0.9, + + # Second coefficient used for computing running averages of gradient and its square + "beta2": 0.95, + + # term added to the denominator to improve numerical stability (default: 1e-8) + "eps": 1.0e-8, + + # clip global l2 grads to this value, deactivate if 0.0 + # "gradient_clipping": 1.0, + "gradient_clipping": 0.0, + + # number of floating points to allreduce in one go + "allreduce_bucket_size": 500000000, + + # Configuration of the loss scaler + "loss_scaler": { + # LossScalerConfig + # Loss scaling is designed to combat the problem of underflowing gradients encountered at long + # times when training fp16 networks. Dynamic loss scaling begins by attempting a very high loss + # scale. Ironically, this may result in OVERflowing gradients. + + # The optimizer then skips the update step for this particular iteration/minibatch, + # and the loss scaler adjusts the loss scale to a lower value. + # If a certain number of iterations occur without overflowing gradients detected, + # the loss scaler increases the loss scale once more. + # In this way the loss scaler attempts to "ride the edge" of + # always using the highest loss scale possible without incurring overflow. + + # + "enable": false, + + # Initial loss scale + "initial_scale": 4294967296.0, + + # + "window": 1000, + + # + "hysteresis": 2, + + # + "consecutive_hysteresis": false, + + # + "min_scale": 1.0, + + # + "factor": 2.0 + } +, + + # enable zero stage 1 optimizer + "zero": true, + "zero_save_static": true + } +, + + # + "learning_rate_scheduler": { + "learning_rate": 3e-4, + + # Minimum learning rate below which a step's learning rate will never drop. This is the final learning rate after the schedule has been applied. + "learning_rate_minimum": 3e-5, + + # Shape of the learning rate decay after warm up + "learning_rate_decay_style": "cosine", + + # Number of iterations within which the learning rate follows the schedule. Warmup iterations are included. + "learning_rate_decay_iters": 375_100, + + # Number of warmup steps during which the learning rate is linearly increased to the maximum learning rate. The actual schedule starts after the warmump steps. + "learning_rate_warmup_steps": 1_000 + } +} diff --git a/data/convert_instruct_jsonl_to_mmap.py b/data/convert_instruct_jsonl_to_mmap.py new file mode 100644 index 0000000..a594e26 --- /dev/null +++ b/data/convert_instruct_jsonl_to_mmap.py @@ -0,0 +1,9 @@ +from trigram_tokenizer.data.dataset import TextDataset + +# format of finetuning data as examplified in test/test_data/finetuning.jsonl +# + +if __name__ == "__main__": + TextDataset.convert_finetuning_dataset_to_mmap( + source_file="/PATH/TO/SOURCE_JSONL", prefix_path="/PATH/TO/PREFIX" + ) diff --git a/data/convert_mmap_to_alignedmmap.py b/data/convert_mmap_to_alignedmmap.py new file mode 100644 index 0000000..23c19aa --- /dev/null +++ b/data/convert_mmap_to_alignedmmap.py @@ -0,0 +1,6 @@ +from trigram_tokenizer.data.aligned_mmap import AlignedMMap + +if __name__ == "__main__": + AlignedMMap.assert_index_exists( + prefix_path="path_to_mmap" + ) diff --git a/data/download_data.py b/data/download_data.py new file mode 100644 index 0000000..9273d42 --- /dev/null +++ b/data/download_data.py @@ -0,0 +1,116 @@ +import logging +import numpy as np +import shelve +import multiprocessing as mp + +from pathlib import Path +from datasets import load_dataset +from filelock import FileLock + + +from trigram_tokenizer.data.memory_map import MemoryMap +from trigram_tokenizer.data.memory_map import MemoryMapBuilder + + +# Huggingface Dataset repository +HF_DATASET = "HuggingFaceFW/fineweb-edu" +# Path to download and index data to. +DATA_DIRECTORY = Path("") +# List of dataset names to be downloaded as newline-separated textfile. +DATASET_LIST = Path(".data/cc_datasets.txt") +# Path of DB with metadata for completed/incomplete downloads. +STATUS_DB = Path(".data/status") +# Validates the correctness of memory map for each 'SAMPLE_INTERVAL' samples. +SAMPLE_INTERVAL = 10000 +# Number of parallel processes downloading files. +PARALLEL_PROCESSES = 8 + + +logging.basicConfig( + level=logging.INFO, format="%(asctime)s - %(name)s - %(levelname)s - %(message)s" +) + +logger = logging.getLogger(__name__) + + +class DownloadStatus: + COMPLETE = "COMPLETE" + INCOMPLETE = "INCOMPLETE" + FAILED = "FAILED" + + +def validate(mmap_path: str, valid_samples: list[tuple[int, str]]): + mmap = MemoryMap(mmap_path) + for i, sample in valid_samples: + doc = mmap[i] + decoded = doc.tobytes().decode("utf-8") + if decoded != sample: + raise ValueError("MemoryMap validation failed!") + return True + + +def download_and_index(ds_name): + logger.info(f"Indexing '{ds_name}'.") + ds = load_dataset(HF_DATASET, name=ds_name, split="train", streaming=True) + mmap_path = Path(DATA_DIRECTORY, ds_name) + mmap_builder = MemoryMapBuilder( + prefix_path=mmap_path, + index_dtype=np.uint64, + dtype=np.uint8, + ) + + valid_samples = [] + sample_index = 0 + + try: + for sample in ds: + sample_text = sample["text"] + encoded = sample_text.encode(encoding="utf-8") + byte_array = np.frombuffer(encoded, dtype=np.uint8) + mmap_builder.add(np_array=byte_array) + + if not sample_index % SAMPLE_INTERVAL: + if sample_index != 0: + logger.info(f"Indexed {SAMPLE_INTERVAL} samples in '{ds_name}'.") + valid_samples.append((sample_index, sample_text)) + sample_index += 1 + + # Append last sample. + valid_samples.append((sample_index - 1, sample_text)) + + mmap_builder.finalize() + if validate(mmap_path, valid_samples): + with FileLock(str(STATUS_DB) + ".lock"): + with shelve.open(str(STATUS_DB)) as db: + entry = db[ds_name] + entry["status"] = DownloadStatus.COMPLETE + db[ds_name] = entry + logger.info(f"'{ds_name}' successfully indexed.") + + except Exception as e: + logger.error(f"Error indexing '{ds_name}': {e}") + with FileLock(str(STATUS_DB) + ".lock"): + with shelve.open(str(STATUS_DB)) as db: + entry = db[ds_name] + entry["status"] = DownloadStatus.FAILED + db[ds_name] = entry + + +if __name__ == "__main__": + incomplete_ds_dl = [] + with open(DATASET_LIST, "r") as f: + ds_names = [line.strip() for line in f.readlines()] + + with FileLock(str(STATUS_DB) + ".lock"): + with shelve.open(str(STATUS_DB)) as db: + for ds_name in ds_names: + if not db.get(ds_name): + entry = {} + entry["dataset"] = ds_name + entry["status"] = DownloadStatus.INCOMPLETE + db[ds_name] = entry + if db[ds_name]["status"] != DownloadStatus.COMPLETE: + incomplete_ds_dl.append(ds_name) + + with mp.Pool(PARALLEL_PROCESSES) as pool: + pool.map(download_and_index, incomplete_ds_dl) \ No newline at end of file diff --git a/data/en_fineweb_top_1m_counter.pckl b/data/en_fineweb_top_1m_counter.pckl new file mode 100644 index 0000000000000000000000000000000000000000..2e0c0e244a5fc48e4f6d4ed5b6add28f28b90930 GIT binary patch literal 17975885 zcmYgZcYsV+7q>g}rtKnnCweDJln}C39oAx(C0b^8W_QQV&a5fBdW48X4My|?Q9=-c z=)EL*gdln+qC|}v-|yUWo_zD)`OUfa-FM5mr``L88>bp_MdYI2xTqAL$Ky%~x_#b2 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