Update README.md

README.md

@@ -1,3 +1,114 @@
 ---
 license: apache-2.0
 ---
+
+wandb run: https://wandb.ai/open-assistant/supervised-finetuning/runs/bxyaxo4v
+Checkpoint: 2000 steps ~48% 1st epoch
+
+
+Datasets:
+
+```
+pretrain:
+  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
+    #- youtube_subs_howto100m # uses incompatible column names
+    #- ubuntu_dialogue_qa # fails to load
+    - oa_wiki_qa_bart_10000row
+    - prosocial_dialogue:
+        fraction: 0.1
+    - explain_prosocial:
+        fraction: 0.05
+```
+
+
+Pythia:
+```
+pythia-12b:
+  dtype: fp16
+  log_dir: "pythia_log_12b"
+  learning_rate: 6e-6
+  model_name: EleutherAI/pythia-12b-deduped
+  output_dir: pythia_model_12b
+  weight_decay: 0.0
+  max_length: 2048
+  use_flash_attention: true
+  deepspeed_config: configs/zero_conf2.json
+  warmup_steps: 50
+  gradient_checkpointing: true
+  gradient_accumulation_steps: 2
+  per_device_train_batch_size: 8 
+  per_device_eval_batch_size: 5
+  eval_steps: 200
+  save_steps: 500
+  num_train_epochs: 2 
+  save_total_limit: 2
+
+```
+
+
+zero_conf2.json:
+```
+{
+    "fp16": {
+        "enabled": "auto",
+        "loss_scale": 0,
+        "loss_scale_window": 1000,
+        "initial_scale_power": 16,
+        "hysteresis": 2,
+        "min_loss_scale": 1
+    },
+    "bf16": {
+        "enabled": "auto"
+    },
+    "optimizer": {
+        "type": "AdamW",
+        "params": {
+            "lr": "auto",
+            "betas": "auto",
+            "eps": "auto",
+            "weight_decay": "auto"
+        }
+    },
+    "scheduler": {
+        "type": "WarmupDecayLR",
+        "params": {
+            "warmup_min_lr": "auto",
+            "warmup_max_lr": "auto",
+            "warmup_num_steps": "auto",
+            "total_num_steps": "auto"
+        }
+    },
+    "zero_optimization": {
+        "stage": 2,
+        "allgather_partitions": true,
+        "allgather_bucket_size": 1000000000.0,
+        "overlap_comm": false,
+        "reduce_scatter": true,
+        "reduce_bucket_size": 1000000000.0,
+        "contiguous_gradients": true
+    },
+    "gradient_accumulation_steps": "auto",
+    "gradient_clipping": "auto",
+    "steps_per_print": 2000,
+    "train_batch_size": "auto",
+    "train_micro_batch_size_per_gpu": "auto",
+    "wall_clock_breakdown": false
+}
+```