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Model: andreaskoepf/pythia-1.4b-gpt4all-pretrain
Source: Original Platform

README.md

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+---
+license: apache-2.0
+---
+
+wandb: https://wandb.ai/open-assistant/supervised-finetuning/runs/t2adm3wu
+
+checkpoint: 11000 step (2 epochs)
+
+datasets:
+```
+pretrain:
+  weight_decay: 0.01
+  use_custom_sampler: true
+  sort_by_length: false
+  datasets:
+    - joke
+    - webgpt:
+        val_split: 0.1
+    - gpt4all:
+        val_split: 0.01
+    - alpaca:
+        val_split: 0.025
+    - code_alpaca:
+        val_split: 0.05
+    - minimath
+    - humaneval_mbpp_codegen_qa
+    - humaneval_mbpp_testgen_qa
+    - grade_school_math_instructions
+    - recipes
+    - cmu_wiki_qa
+    - oa_wiki_qa_bart_10000row
+    - prosocial_dialogue:
+        fraction: 0.1
+    - explain_prosocial:
+        fraction: 0.05
+```
+
+
+pythia:
+```
+pythia-1.4b-pretrain:
+  dtype: fp16
+  learning_rate: 6e-6
+  model_name: EleutherAI/pythia-1.4b-deduped
+  deepspeed_config: configs/zero_config_pretrain.json
+  weight_decay: 0.0
+  max_length: 2048
+  use_flash_attention: true
+  warmup_steps: 50
+  gradient_checkpointing: false
+  gradient_accumulation_steps: 1
+  per_device_train_batch_size: 16
+  per_device_eval_batch_size: 16
+  num_train_epochs: 2 
+  save_total_limit: 2
+```
+
+command: `deepspeed trainer_sft.py --configs defaults pretrain pythia-1.4b-pretrain --cache_dir .cache/ --output_dir .saved_models/pythia-1.4b-pre --residual_dropout 0.0 --deepspeed`