Model save
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README.md
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---
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license: apache-2.0
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base_model: openai/whisper-tiny
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tags:
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- generated_from_trainer
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datasets:
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- common_voice_16_0
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metrics:
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- wer
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model-index:
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- name: breeze-dsw-tiny-id
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: common_voice_16_0
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type: common_voice_16_0
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config: id
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split: test
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args: id
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metrics:
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- name: Wer
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type: wer
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value: 45.243352654338025
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# breeze-dsw-tiny-id
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This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the common_voice_16_0 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7109
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- Wer: 45.2434
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size: 32
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- eval_batch_size: 16
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- seed: 42
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- distributed_type: multi-GPU
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- training_steps: 2000
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|
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| 0.99 | 0.1 | 100 | 0.8486 | 54.1724 |
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| 0.7896 | 1.04 | 200 | 0.7578 | 48.3393 |
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| 0.4164 | 1.14 | 300 | 0.7388 | 49.2594 |
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| 0.5456 | 2.09 | 400 | 0.7178 | 46.1266 |
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| 0.476 | 3.03 | 500 | 0.7109 | 45.2434 |
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### Framework versions
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- Transformers 4.37.0.dev0
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- Pytorch 2.1.2+cu121
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- Datasets 2.16.2.dev0
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- Tokenizers 0.15.0
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breeze-dsw-tiny-id.log
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_n_gpu=1,
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adafactor=False,
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adam_beta1=0.9,
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do_train=True,
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eval_accumulation_steps=None,
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eval_delay=0,
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eval_steps=
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evaluation_strategy=steps,
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fp16=True,
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fp16_backend=auto,
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log_level=passive,
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log_level_replica=warning,
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log_on_each_node=True,
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logging_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/runs/
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logging_first_step=False,
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logging_nan_inf_filter=True,
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logging_steps=25,
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lr_scheduler_kwargs={},
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lr_scheduler_type=linear,
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max_grad_norm=1.0,
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max_steps=
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metric_for_best_model=wer,
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mp_parameters=,
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neftune_noise_alpha=None,
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optim=adamw_torch,
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optim_args=None,
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output_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id,
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overwrite_output_dir=
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past_index=-1,
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per_device_eval_batch_size=16,
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per_device_train_batch_size=32,
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save_on_each_node=False,
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save_only_model=False,
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save_safetensors=True,
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save_steps=
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save_strategy=steps,
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save_total_limit=None,
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seed=42,
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warmup_steps=500,
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weight_decay=0.0,
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_n_gpu=1,
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adafactor=False,
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adam_beta1=0.9,
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do_train=True,
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eval_accumulation_steps=None,
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eval_delay=0,
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evaluation_strategy=steps,
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fp16=True,
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fp16_backend=auto,
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log_level=passive,
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log_level_replica=warning,
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log_on_each_node=True,
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logging_first_step=False,
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logging_nan_inf_filter=True,
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logging_steps=25,
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lr_scheduler_kwargs={},
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lr_scheduler_type=linear,
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max_grad_norm=1.0,
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max_steps=
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metric_for_best_model=wer,
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mp_parameters=,
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neftune_noise_alpha=None,
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optim=adamw_torch,
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optim_args=None,
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output_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id,
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overwrite_output_dir=
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past_index=-1,
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per_device_eval_batch_size=16,
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per_device_train_batch_size=32,
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save_on_each_node=False,
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save_only_model=False,
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save_safetensors=True,
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save_steps=
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save_strategy=steps,
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save_total_limit=None,
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seed=42,
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warmup_steps=500,
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weight_decay=0.0,
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[1/4] /usr/local/cuda/bin/nvcc -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_61,code=compute_61 -gencode=arch=compute_61,code=sm_61 --compiler-options '-fPIC' -O3 --use_fast_math -std=c++17 -U__CUDA_NO_HALF_OPERATORS__ -U__CUDA_NO_HALF_CONVERSIONS__ -U__CUDA_NO_HALF2_OPERATORS__ -gencode=arch=compute_61,code=sm_61 -gencode=arch=compute_61,code=compute_61 -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/common/custom_cuda_kernel.cu -o custom_cuda_kernel.cuda.o
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[2/4] c++ -MMD -MF cpu_adam.o.d -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -O3 -std=c++17 -g -Wno-reorder -L/usr/local/cuda/lib64 -lcudart -lcublas -g -march=native -fopenmp -D__AVX256__ -D__ENABLE_CUDA__ -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/adam/cpu_adam.cpp -o cpu_adam.o
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[3/4] c++ -MMD -MF cpu_adam_impl.o.d -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -O3 -std=c++17 -g -Wno-reorder -L/usr/local/cuda/lib64 -lcudart -lcublas -g -march=native -fopenmp -D__AVX256__ -D__ENABLE_CUDA__ -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/adam/cpu_adam_impl.cpp -o cpu_adam_impl.o
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[4/4] c++ cpu_adam.o cpu_adam_impl.o custom_cuda_kernel.cuda.o -shared -lcurand -L/home/sp-operator/hf_env/lib/python3.10/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/local/cuda/lib64 -lcudart -o cpu_adam.so
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Adam Optimizer #0 is created with AVX2 arithmetic capability.
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Config: alpha=0.000010, betas=(0.900000, 0.999000), weight_decay=0.000000, adam_w=1
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[2024-01-12 23:20:02,304] [INFO] [real_accelerator.py:161:get_accelerator] Setting ds_accelerator to cuda (auto detect)
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[2024-01-12 23:20:03,384] [WARNING] [runner.py:202:fetch_hostfile] Unable to find hostfile, will proceed with training with local resources only.
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[2024-01-12 23:20:03,384] [INFO] [runner.py:571:main] cmd = /home/sp-operator/hf_env/bin/python3 -u -m deepspeed.launcher.launch --world_info=eyJsb2NhbGhvc3QiOiBbMF19 --master_addr=127.0.0.1 --master_port=29500 --enable_each_rank_log=None /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/run_speech_recognition_seq2seq_streaming.py --deepspeed=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/ds_config.json --model_name_or_path=openai/whisper-tiny --dataset_name=mozilla-foundation/common_voice_16_0 --dataset_config_name=id --language=Indonesian --train_split_name=train --eval_split_name=test --model_index_name=Breeze DSW Indonesian - tiny --max_steps=2000 --output_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id --per_device_train_batch_size=32 --per_device_eval_batch_size=16 --logging_steps=25 --learning_rate=1e-5 --warmup_steps=500 --evaluation_strategy=steps --eval_steps=200 --save_strategy=steps --save_steps=200 --generation_max_length=225 --length_column_name=input_length --max_duration_in_seconds=30 --text_column_name=sentence --freeze_feature_encoder=False --report_to=tensorboard --metric_for_best_model=wer --greater_is_better=False --load_best_model_at_end --gradient_checkpointing --fp16 --do_train --do_eval --predict_with_generate --do_normalize_eval --streaming --use_auth_token --push_to_hub
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[2024-01-12 23:20:05,084] [INFO] [real_accelerator.py:161:get_accelerator] Setting ds_accelerator to cuda (auto detect)
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[2024-01-12 23:20:05,852] [INFO] [launch.py:145:main] WORLD INFO DICT: {'localhost': [0]}
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[2024-01-12 23:20:05,852] [INFO] [launch.py:151:main] nnodes=1, num_local_procs=1, node_rank=0
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[2024-01-12 23:20:05,852] [INFO] [launch.py:162:main] global_rank_mapping=defaultdict(<class 'list'>, {'localhost': [0]})
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[2024-01-12 23:20:05,852] [INFO] [launch.py:163:main] dist_world_size=1
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[2024-01-12 23:20:05,852] [INFO] [launch.py:165:main] Setting CUDA_VISIBLE_DEVICES=0
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[2024-01-12 23:20:08,880] [INFO] [real_accelerator.py:161:get_accelerator] Setting ds_accelerator to cuda (auto detect)
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[2024-01-12 23:20:09,073] [INFO] [comm.py:637:init_distributed] cdb=None
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[2024-01-12 23:20:09,073] [INFO] [comm.py:668:init_distributed] Initializing TorchBackend in DeepSpeed with backend nccl
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01/12/2024 23:20:09 - WARNING - __main__ - Process rank: 0, device: cuda:0, n_gpu: 1distributed training: True, 16-bits training: True
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01/12/2024 23:20:09 - INFO - __main__ - Training/evaluation parameters Seq2SeqTrainingArguments(
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| 15 |
_n_gpu=1,
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| 16 |
adafactor=False,
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| 17 |
adam_beta1=0.9,
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do_train=True,
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eval_accumulation_steps=None,
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+
eval_steps=200,
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log_level=passive,
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log_on_each_node=True,
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logging_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/runs/Jan12_23-20-08_knight,
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logging_first_step=False,
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lr_scheduler_kwargs={},
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max_grad_norm=1.0,
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+
max_steps=2000,
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metric_for_best_model=wer,
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mp_parameters=,
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neftune_noise_alpha=None,
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optim=adamw_torch,
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optim_args=None,
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output_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id,
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+
overwrite_output_dir=False,
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past_index=-1,
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per_device_train_batch_size=32,
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save_on_each_node=False,
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save_only_model=False,
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save_safetensors=True,
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save_steps=200,
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save_strategy=steps,
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save_total_limit=None,
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seed=42,
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warmup_steps=500,
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weight_decay=0.0,
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)
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+
01/12/2024 23:20:09 - INFO - __main__ - Training/evaluation parameters Seq2SeqTrainingArguments(
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| 139 |
_n_gpu=1,
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| 140 |
adafactor=False,
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adam_beta1=0.9,
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do_train=True,
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eval_accumulation_steps=None,
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eval_delay=0,
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+
eval_steps=200,
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evaluation_strategy=steps,
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fp16=True,
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fp16_backend=auto,
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log_level=passive,
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log_level_replica=warning,
|
| 204 |
log_on_each_node=True,
|
| 205 |
+
logging_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/runs/Jan12_23-20-08_knight,
|
| 206 |
logging_first_step=False,
|
| 207 |
logging_nan_inf_filter=True,
|
| 208 |
logging_steps=25,
|
|
|
|
| 210 |
lr_scheduler_kwargs={},
|
| 211 |
lr_scheduler_type=linear,
|
| 212 |
max_grad_norm=1.0,
|
| 213 |
+
max_steps=2000,
|
| 214 |
metric_for_best_model=wer,
|
| 215 |
mp_parameters=,
|
| 216 |
neftune_noise_alpha=None,
|
|
|
|
| 219 |
optim=adamw_torch,
|
| 220 |
optim_args=None,
|
| 221 |
output_dir=/cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id,
|
| 222 |
+
overwrite_output_dir=False,
|
| 223 |
past_index=-1,
|
| 224 |
per_device_eval_batch_size=16,
|
| 225 |
per_device_train_batch_size=32,
|
|
|
|
| 237 |
save_on_each_node=False,
|
| 238 |
save_only_model=False,
|
| 239 |
save_safetensors=True,
|
| 240 |
+
save_steps=200,
|
| 241 |
save_strategy=steps,
|
| 242 |
save_total_limit=None,
|
| 243 |
seed=42,
|
|
|
|
| 259 |
warmup_steps=500,
|
| 260 |
weight_decay=0.0,
|
| 261 |
)
|
| 262 |
+
01/12/2024 23:20:09 - INFO - __main__ - Checkpoint detected, resuming training at /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500. To avoid this behavior, change the `--output_dir` or add `--overwrite_output_dir` to train from scratch.
|
| 263 |
+
[2024-01-12 23:20:24,568] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed info: version=0.12.6, git-hash=unknown, git-branch=unknown
|
| 264 |
+
[2024-01-12 23:20:25,411] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed Flops Profiler Enabled: False
|
| 265 |
Installed CUDA version 12.3 does not match the version torch was compiled with 12.1 but since the APIs are compatible, accepting this combination
|
| 266 |
[1/4] /usr/local/cuda/bin/nvcc -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -gencode=arch=compute_61,code=compute_61 -gencode=arch=compute_61,code=sm_61 --compiler-options '-fPIC' -O3 --use_fast_math -std=c++17 -U__CUDA_NO_HALF_OPERATORS__ -U__CUDA_NO_HALF_CONVERSIONS__ -U__CUDA_NO_HALF2_OPERATORS__ -gencode=arch=compute_61,code=sm_61 -gencode=arch=compute_61,code=compute_61 -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/common/custom_cuda_kernel.cu -o custom_cuda_kernel.cuda.o
|
| 267 |
[2/4] c++ -MMD -MF cpu_adam.o.d -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -O3 -std=c++17 -g -Wno-reorder -L/usr/local/cuda/lib64 -lcudart -lcublas -g -march=native -fopenmp -D__AVX256__ -D__ENABLE_CUDA__ -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/adam/cpu_adam.cpp -o cpu_adam.o
|
| 268 |
[3/4] c++ -MMD -MF cpu_adam_impl.o.d -DTORCH_EXTENSION_NAME=cpu_adam -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\"_gcc\" -DPYBIND11_STDLIB=\"_libstdcpp\" -DPYBIND11_BUILD_ABI=\"_cxxabi1011\" -I/home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/includes -I/usr/local/cuda/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/torch/csrc/api/include -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/TH -isystem /home/sp-operator/hf_env/lib/python3.10/site-packages/torch/include/THC -isystem /usr/local/cuda/include -isystem /usr/include/python3.10 -D_GLIBCXX_USE_CXX11_ABI=0 -fPIC -std=c++17 -O3 -std=c++17 -g -Wno-reorder -L/usr/local/cuda/lib64 -lcudart -lcublas -g -march=native -fopenmp -D__AVX256__ -D__ENABLE_CUDA__ -c /home/sp-operator/hf_env/lib/python3.10/site-packages/deepspeed/ops/csrc/adam/cpu_adam_impl.cpp -o cpu_adam_impl.o
|
| 269 |
[4/4] c++ cpu_adam.o cpu_adam_impl.o custom_cuda_kernel.cuda.o -shared -lcurand -L/home/sp-operator/hf_env/lib/python3.10/site-packages/torch/lib -lc10 -lc10_cuda -ltorch_cpu -ltorch_cuda -ltorch -ltorch_python -L/usr/local/cuda/lib64 -lcudart -o cpu_adam.so
|
| 270 |
+
Time to load cpu_adam op: 27.198795795440674 seconds
|
| 271 |
Adam Optimizer #0 is created with AVX2 arithmetic capability.
|
| 272 |
Config: alpha=0.000010, betas=(0.900000, 0.999000), weight_decay=0.000000, adam_w=1
|
| 273 |
+
[2024-01-12 23:20:54,305] [INFO] [logging.py:96:log_dist] [Rank 0] Using DeepSpeed Optimizer param name adamw as basic optimizer
|
| 274 |
+
[2024-01-12 23:20:54,305] [INFO] [logging.py:96:log_dist] [Rank 0] Removing param_group that has no 'params' in the basic Optimizer
|
| 275 |
+
[2024-01-12 23:20:54,310] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed Basic Optimizer = DeepSpeedCPUAdam
|
| 276 |
+
[2024-01-12 23:20:54,310] [INFO] [utils.py:56:is_zero_supported_optimizer] Checking ZeRO support for optimizer=DeepSpeedCPUAdam type=<class 'deepspeed.ops.adam.cpu_adam.DeepSpeedCPUAdam'>
|
| 277 |
+
[2024-01-12 23:20:54,310] [INFO] [logging.py:96:log_dist] [Rank 0] Creating torch.float16 ZeRO stage 2 optimizer
|
| 278 |
+
[2024-01-12 23:20:54,310] [INFO] [stage_1_and_2.py:148:__init__] Reduce bucket size 200000000
|
| 279 |
+
[2024-01-12 23:20:54,310] [INFO] [stage_1_and_2.py:149:__init__] Allgather bucket size 200000000
|
| 280 |
+
[2024-01-12 23:20:54,310] [INFO] [stage_1_and_2.py:150:__init__] CPU Offload: True
|
| 281 |
+
[2024-01-12 23:20:54,311] [INFO] [stage_1_and_2.py:151:__init__] Round robin gradient partitioning: False
|
| 282 |
+
[2024-01-12 23:20:54,579] [INFO] [utils.py:791:see_memory_usage] Before initializing optimizer states
|
| 283 |
+
[2024-01-12 23:20:54,580] [INFO] [utils.py:792:see_memory_usage] MA 0.11 GB Max_MA 0.11 GB CA 0.13 GB Max_CA 0 GB
|
| 284 |
+
[2024-01-12 23:20:54,580] [INFO] [utils.py:799:see_memory_usage] CPU Virtual Memory: used = 3.56 GB, percent = 5.7%
|
| 285 |
+
[2024-01-12 23:20:54,841] [INFO] [utils.py:791:see_memory_usage] After initializing optimizer states
|
| 286 |
+
[2024-01-12 23:20:54,841] [INFO] [utils.py:792:see_memory_usage] MA 0.11 GB Max_MA 0.11 GB CA 0.13 GB Max_CA 0 GB
|
| 287 |
+
[2024-01-12 23:20:54,841] [INFO] [utils.py:799:see_memory_usage] CPU Virtual Memory: used = 4.09 GB, percent = 6.5%
|
| 288 |
+
[2024-01-12 23:20:54,841] [INFO] [stage_1_and_2.py:516:__init__] optimizer state initialized
|
| 289 |
+
[2024-01-12 23:20:54,919] [INFO] [utils.py:791:see_memory_usage] After initializing ZeRO optimizer
|
| 290 |
+
[2024-01-12 23:20:54,920] [INFO] [utils.py:792:see_memory_usage] MA 0.11 GB Max_MA 0.11 GB CA 0.13 GB Max_CA 0 GB
|
| 291 |
+
[2024-01-12 23:20:54,920] [INFO] [utils.py:799:see_memory_usage] CPU Virtual Memory: used = 4.09 GB, percent = 6.5%
|
| 292 |
+
[2024-01-12 23:20:54,924] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed Final Optimizer = adamw
|
| 293 |
+
[2024-01-12 23:20:54,924] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed using configured LR scheduler = WarmupDecayLR
|
| 294 |
+
[2024-01-12 23:20:54,924] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed LR Scheduler = <deepspeed.runtime.lr_schedules.WarmupDecayLR object at 0x7f0d093ad6f0>
|
| 295 |
+
[2024-01-12 23:20:54,924] [INFO] [logging.py:96:log_dist] [Rank 0] step=0, skipped=0, lr=[1e-05], mom=[[0.9, 0.999]]
|
| 296 |
+
[2024-01-12 23:20:54,925] [INFO] [config.py:984:print] DeepSpeedEngine configuration:
|
| 297 |
+
[2024-01-12 23:20:54,925] [INFO] [config.py:988:print] activation_checkpointing_config {
|
| 298 |
"partition_activations": false,
|
| 299 |
"contiguous_memory_optimization": false,
|
| 300 |
"cpu_checkpointing": false,
|
|
|
|
| 302 |
"synchronize_checkpoint_boundary": false,
|
| 303 |
"profile": false
|
| 304 |
}
|
| 305 |
+
[2024-01-12 23:20:54,925] [INFO] [config.py:988:print] aio_config ................... {'block_size': 1048576, 'queue_depth': 8, 'thread_count': 1, 'single_submit': False, 'overlap_events': True}
|
| 306 |
+
[2024-01-12 23:20:54,925] [INFO] [config.py:988:print] amp_enabled .................. False
|
| 307 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] amp_params ................... False
|
| 308 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] autotuning_config ............ {
|
| 309 |
"enabled": false,
|
| 310 |
"start_step": null,
|
| 311 |
"end_step": null,
|
|
|
|
| 330 |
"min_train_micro_batch_size_per_gpu": 1,
|
| 331 |
"num_tuning_micro_batch_sizes": 3
|
| 332 |
}
|
| 333 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] bfloat16_enabled ............. False
|
| 334 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] checkpoint_parallel_write_pipeline False
|
| 335 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] checkpoint_tag_validation_enabled True
|
| 336 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] checkpoint_tag_validation_fail False
|
| 337 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] comms_config ................. <deepspeed.comm.config.DeepSpeedCommsConfig object at 0x7f0d08915ea0>
|
| 338 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] communication_data_type ...... None
|
| 339 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] compression_config ........... {'weight_quantization': {'shared_parameters': {'enabled': False, 'quantizer_kernel': False, 'schedule_offset': 0, 'quantize_groups': 1, 'quantize_verbose': False, 'quantization_type': 'symmetric', 'quantize_weight_in_forward': False, 'rounding': 'nearest', 'fp16_mixed_quantize': False, 'quantize_change_ratio': 0.001}, 'different_groups': {}}, 'activation_quantization': {'shared_parameters': {'enabled': False, 'quantization_type': 'symmetric', 'range_calibration': 'dynamic', 'schedule_offset': 1000}, 'different_groups': {}}, 'sparse_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'row_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'head_pruning': {'shared_parameters': {'enabled': False, 'method': 'topk', 'schedule_offset': 1000}, 'different_groups': {}}, 'channel_pruning': {'shared_parameters': {'enabled': False, 'method': 'l1', 'schedule_offset': 1000}, 'different_groups': {}}, 'layer_reduction': {'enabled': False}}
|
| 340 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] curriculum_enabled_legacy .... False
|
| 341 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] curriculum_params_legacy ..... False
|
| 342 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] data_efficiency_config ....... {'enabled': False, 'seed': 1234, 'data_sampling': {'enabled': False, 'num_epochs': 1000, 'num_workers': 0, 'curriculum_learning': {'enabled': False}}, 'data_routing': {'enabled': False, 'random_ltd': {'enabled': False, 'layer_token_lr_schedule': {'enabled': False}}}}
|
| 343 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] data_efficiency_enabled ...... False
|
| 344 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] dataloader_drop_last ......... False
|
| 345 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] disable_allgather ............ False
|
| 346 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] dump_state ................... False
|
| 347 |
+
[2024-01-12 23:20:54,926] [INFO] [config.py:988:print] dynamic_loss_scale_args ...... {'init_scale': 65536, 'scale_window': 1000, 'delayed_shift': 2, 'consecutive_hysteresis': False, 'min_scale': 1}
|
| 348 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_enabled ........... False
|
| 349 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_gas_boundary_resolution 1
|
| 350 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_layer_name ........ bert.encoder.layer
|
| 351 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_layer_num ......... 0
|
| 352 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_max_iter .......... 100
|
| 353 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_stability ......... 1e-06
|
| 354 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_tol ............... 0.01
|
| 355 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] eigenvalue_verbose ........... False
|
| 356 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] elasticity_enabled ........... False
|
| 357 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] flops_profiler_config ........ {
|
| 358 |
"enabled": false,
|
| 359 |
"recompute_fwd_factor": 0.0,
|
| 360 |
"profile_step": 1,
|
|
|
|
| 363 |
"detailed": true,
|
| 364 |
"output_file": null
|
| 365 |
}
|
| 366 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] fp16_auto_cast ............... False
|
| 367 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] fp16_enabled ................. True
|
| 368 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] fp16_master_weights_and_gradients False
|
| 369 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] global_rank .................. 0
|
| 370 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] grad_accum_dtype ............. None
|
| 371 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] gradient_accumulation_steps .. 1
|
| 372 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] gradient_clipping ............ 1.0
|
| 373 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] gradient_predivide_factor .... 1.0
|
| 374 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] graph_harvesting ............. False
|
| 375 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] hybrid_engine ................ enabled=False max_out_tokens=512 inference_tp_size=1 release_inference_cache=False pin_parameters=True tp_gather_partition_size=8
|
| 376 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] initial_dynamic_scale ........ 65536
|
| 377 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] load_universal_checkpoint .... False
|
| 378 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] loss_scale ................... 0
|
| 379 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] memory_breakdown ............. False
|
| 380 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] mics_hierarchial_params_gather False
|
| 381 |
+
[2024-01-12 23:20:54,927] [INFO] [config.py:988:print] mics_shard_size .............. -1
|
| 382 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] monitor_config ............... tensorboard=TensorBoardConfig(enabled=False, output_path='', job_name='DeepSpeedJobName') wandb=WandbConfig(enabled=False, group=None, team=None, project='deepspeed') csv_monitor=CSVConfig(enabled=False, output_path='', job_name='DeepSpeedJobName') enabled=False
|
| 383 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] nebula_config ................ {
|
| 384 |
"enabled": false,
|
| 385 |
"persistent_storage_path": null,
|
| 386 |
"persistent_time_interval": 100,
|
|
|
|
| 388 |
"enable_nebula_load": true,
|
| 389 |
"load_path": null
|
| 390 |
}
|
| 391 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] optimizer_legacy_fusion ...... False
|
| 392 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] optimizer_name ............... adamw
|
| 393 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] optimizer_params ............. {'lr': 1e-05, 'betas': [0.9, 0.999], 'eps': 1e-08, 'weight_decay': 0.0}
|
| 394 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] pipeline ..................... {'stages': 'auto', 'partition': 'best', 'seed_layers': False, 'activation_checkpoint_interval': 0, 'pipe_partitioned': True, 'grad_partitioned': True}
|
| 395 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] pld_enabled .................. False
|
| 396 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] pld_params ................... False
|
| 397 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] prescale_gradients ........... False
|
| 398 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] scheduler_name ............... WarmupDecayLR
|
| 399 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] scheduler_params ............. {'last_batch_iteration': -1, 'total_num_steps': 2000, 'warmup_min_lr': 0, 'warmup_max_lr': 1e-05, 'warmup_num_steps': 500}
|
| 400 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] seq_parallel_communication_data_type torch.float32
|
| 401 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] sparse_attention ............. None
|
| 402 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] sparse_gradients_enabled ..... False
|
| 403 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] steps_per_print .............. inf
|
| 404 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] train_batch_size ............. 32
|
| 405 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] train_micro_batch_size_per_gpu 32
|
| 406 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] use_data_before_expert_parallel_ False
|
| 407 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] use_node_local_storage ....... False
|
| 408 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] wall_clock_breakdown ......... False
|
| 409 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] weight_quantization_config ... None
|
| 410 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] world_size ................... 1
|
| 411 |
+
[2024-01-12 23:20:54,928] [INFO] [config.py:988:print] zero_allow_untested_optimizer False
|
| 412 |
+
[2024-01-12 23:20:54,929] [INFO] [config.py:988:print] zero_config .................. stage=2 contiguous_gradients=True reduce_scatter=True reduce_bucket_size=200000000 use_multi_rank_bucket_allreduce=True allgather_partitions=True allgather_bucket_size=200000000 overlap_comm=True load_from_fp32_weights=True elastic_checkpoint=False offload_param=None offload_optimizer=DeepSpeedZeroOffloadOptimizerConfig(device='cpu', nvme_path=None, buffer_count=4, pin_memory=True, pipeline=False, pipeline_read=False, pipeline_write=False, fast_init=False, ratio=1.0) sub_group_size=1,000,000,000 cpu_offload_param=None cpu_offload_use_pin_memory=None cpu_offload=None prefetch_bucket_size=50,000,000 param_persistence_threshold=100,000 model_persistence_threshold=sys.maxsize max_live_parameters=1,000,000,000 max_reuse_distance=1,000,000,000 gather_16bit_weights_on_model_save=False stage3_gather_fp16_weights_on_model_save=False ignore_unused_parameters=True legacy_stage1=False round_robin_gradients=False zero_hpz_partition_size=1 zero_quantized_weights=False zero_quantized_nontrainable_weights=False zero_quantized_gradients=False mics_shard_size=-1 mics_hierarchical_params_gather=False memory_efficient_linear=True pipeline_loading_checkpoint=False override_module_apply=True
|
| 413 |
+
[2024-01-12 23:20:54,929] [INFO] [config.py:988:print] zero_enabled ................. True
|
| 414 |
+
[2024-01-12 23:20:54,929] [INFO] [config.py:988:print] zero_force_ds_cpu_optimizer .. True
|
| 415 |
+
[2024-01-12 23:20:54,929] [INFO] [config.py:988:print] zero_optimization_stage ...... 2
|
| 416 |
+
[2024-01-12 23:20:54,929] [INFO] [config.py:974:print_user_config] json = {
|
| 417 |
"fp16": {
|
| 418 |
"enabled": true,
|
| 419 |
"loss_scale": 0,
|
|
|
|
| 435 |
"type": "WarmupDecayLR",
|
| 436 |
"params": {
|
| 437 |
"last_batch_iteration": -1,
|
| 438 |
+
"total_num_steps": 2.000000e+03,
|
| 439 |
"warmup_min_lr": 0,
|
| 440 |
"warmup_max_lr": 1e-05,
|
| 441 |
"warmup_num_steps": 500
|
|
|
|
| 463 |
"enabled": false
|
| 464 |
}
|
| 465 |
}
|
| 466 |
+
[2024-01-12 23:20:54,947] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt...
|
| 467 |
+
[2024-01-12 23:20:56,196] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt.
|
| 468 |
+
[2024-01-12 23:20:56,219] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt...
|
| 469 |
+
[2024-01-12 23:20:56,262] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt.
|
| 470 |
+
[2024-01-12 23:20:56,313] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/zero_pp_rank_0_mp_rank_00_optim_states.pt...
|
| 471 |
+
[2024-01-12 23:21:01,178] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/zero_pp_rank_0_mp_rank_00_optim_states.pt.
|
| 472 |
+
[2024-01-12 23:21:01,178] [INFO] [engine.py:2988:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
|
| 473 |
+
[2024-01-12 23:21:01,212] [INFO] [engine.py:2920:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
|
| 474 |
+
[2024-01-12 23:22:01,846] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt...
|
| 475 |
+
[2024-01-12 23:22:02,649] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt.
|
| 476 |
+
[2024-01-12 23:22:02,658] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt...
|
| 477 |
+
[2024-01-12 23:22:02,684] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/mp_rank_00_model_states.pt.
|
| 478 |
+
[2024-01-12 23:22:02,762] [INFO] [torch_checkpoint_engine.py:27:load] [Torch] Loading checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/zero_pp_rank_0_mp_rank_00_optim_states.pt...
|
| 479 |
+
[2024-01-12 23:22:07,278] [INFO] [torch_checkpoint_engine.py:29:load] [Torch] Loaded checkpoint from /cosmos/home/sp-operator/ai/training/models/huggingface/scripts/../breeze-dsw-tiny-id/checkpoint-500/global_step500/zero_pp_rank_0_mp_rank_00_optim_states.pt.
|
| 480 |
+
[2024-01-12 23:22:07,279] [INFO] [engine.py:2988:_get_all_zero_checkpoint_state_dicts] successfully read 1 ZeRO state_dicts for rank 0
|
| 481 |
+
[2024-01-12 23:22:07,313] [INFO] [engine.py:2920:_load_zero_checkpoint] loading 1 zero partition checkpoints for rank 0
|
| 482 |
+
{'train_runtime': 66.1004, 'train_samples_per_second': 968.225, 'train_steps_per_second': 30.257, 'train_loss': 0.0, 'epoch': 3.03}
|
|
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|
generation_config.json
ADDED
|
@@ -0,0 +1,247 @@
|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"alignment_heads": [
|
| 3 |
+
[
|
| 4 |
+
2,
|
| 5 |
+
2
|
| 6 |
+
],
|
| 7 |
+
[
|
| 8 |
+
3,
|
| 9 |
+
0
|
| 10 |
+
],
|
| 11 |
+
[
|
| 12 |
+
3,
|
| 13 |
+
2
|
| 14 |
+
],
|
| 15 |
+
[
|
| 16 |
+
3,
|
| 17 |
+
3
|
| 18 |
+
],
|
| 19 |
+
[
|
| 20 |
+
3,
|
| 21 |
+
4
|
| 22 |
+
],
|
| 23 |
+
[
|
| 24 |
+
3,
|
| 25 |
+
5
|
| 26 |
+
]
|
| 27 |
+
],
|
| 28 |
+
"begin_suppress_tokens": [
|
| 29 |
+
220,
|
| 30 |
+
50257
|
| 31 |
+
],
|
| 32 |
+
"bos_token_id": 50257,
|
| 33 |
+
"decoder_start_token_id": 50258,
|
| 34 |
+
"eos_token_id": 50257,
|
| 35 |
+
"forced_decoder_ids": [
|
| 36 |
+
[
|
| 37 |
+
1,
|
| 38 |
+
null
|
| 39 |
+
],
|
| 40 |
+
[
|
| 41 |
+
2,
|
| 42 |
+
50359
|
| 43 |
+
]
|
| 44 |
+
],
|
| 45 |
+
"is_multilingual": true,
|
| 46 |
+
"lang_to_id": {
|
| 47 |
+
"<|af|>": 50327,
|
| 48 |
+
"<|am|>": 50334,
|
| 49 |
+
"<|ar|>": 50272,
|
| 50 |
+
"<|as|>": 50350,
|
| 51 |
+
"<|az|>": 50304,
|
| 52 |
+
"<|ba|>": 50355,
|
| 53 |
+
"<|be|>": 50330,
|
| 54 |
+
"<|bg|>": 50292,
|
| 55 |
+
"<|bn|>": 50302,
|
| 56 |
+
"<|bo|>": 50347,
|
| 57 |
+
"<|br|>": 50309,
|
| 58 |
+
"<|bs|>": 50315,
|
| 59 |
+
"<|ca|>": 50270,
|
| 60 |
+
"<|cs|>": 50283,
|
| 61 |
+
"<|cy|>": 50297,
|
| 62 |
+
"<|da|>": 50285,
|
| 63 |
+
"<|de|>": 50261,
|
| 64 |
+
"<|el|>": 50281,
|
| 65 |
+
"<|en|>": 50259,
|
| 66 |
+
"<|es|>": 50262,
|
| 67 |
+
"<|et|>": 50307,
|
| 68 |
+
"<|eu|>": 50310,
|
| 69 |
+
"<|fa|>": 50300,
|
| 70 |
+
"<|fi|>": 50277,
|
| 71 |
+
"<|fo|>": 50338,
|
| 72 |
+
"<|fr|>": 50265,
|
| 73 |
+
"<|gl|>": 50319,
|
| 74 |
+
"<|gu|>": 50333,
|
| 75 |
+
"<|haw|>": 50352,
|
| 76 |
+
"<|ha|>": 50354,
|
| 77 |
+
"<|he|>": 50279,
|
| 78 |
+
"<|hi|>": 50276,
|
| 79 |
+
"<|hr|>": 50291,
|
| 80 |
+
"<|ht|>": 50339,
|
| 81 |
+
"<|hu|>": 50286,
|
| 82 |
+
"<|hy|>": 50312,
|
| 83 |
+
"<|id|>": 50275,
|
| 84 |
+
"<|is|>": 50311,
|
| 85 |
+
"<|it|>": 50274,
|
| 86 |
+
"<|ja|>": 50266,
|
| 87 |
+
"<|jw|>": 50356,
|
| 88 |
+
"<|ka|>": 50329,
|
| 89 |
+
"<|kk|>": 50316,
|
| 90 |
+
"<|km|>": 50323,
|
| 91 |
+
"<|kn|>": 50306,
|
| 92 |
+
"<|ko|>": 50264,
|
| 93 |
+
"<|la|>": 50294,
|
| 94 |
+
"<|lb|>": 50345,
|
| 95 |
+
"<|ln|>": 50353,
|
| 96 |
+
"<|lo|>": 50336,
|
| 97 |
+
"<|lt|>": 50293,
|
| 98 |
+
"<|lv|>": 50301,
|
| 99 |
+
"<|mg|>": 50349,
|
| 100 |
+
"<|mi|>": 50295,
|
| 101 |
+
"<|mk|>": 50308,
|
| 102 |
+
"<|ml|>": 50296,
|
| 103 |
+
"<|mn|>": 50314,
|
| 104 |
+
"<|mr|>": 50320,
|
| 105 |
+
"<|ms|>": 50282,
|
| 106 |
+
"<|mt|>": 50343,
|
| 107 |
+
"<|my|>": 50346,
|
| 108 |
+
"<|ne|>": 50313,
|
| 109 |
+
"<|nl|>": 50271,
|
| 110 |
+
"<|nn|>": 50342,
|
| 111 |
+
"<|no|>": 50288,
|
| 112 |
+
"<|oc|>": 50328,
|
| 113 |
+
"<|pa|>": 50321,
|
| 114 |
+
"<|pl|>": 50269,
|
| 115 |
+
"<|ps|>": 50340,
|
| 116 |
+
"<|pt|>": 50267,
|
| 117 |
+
"<|ro|>": 50284,
|
| 118 |
+
"<|ru|>": 50263,
|
| 119 |
+
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training_args.bin
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