Update README.md

README.md

@@ -24,4 +24,104 @@ Chaser-cz/sonnet35-charcard-roleplay-sharegpt
 
 And some various other data, viewable at openerotica/mixed-rp
 
-Every line of data was run through a large model in order to filter for low quality, repetition, and underage content.
+Every line of data was run through a large model in order to filter for low quality, repetition, and underage content.
+
+[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
+'''
+base_model: mistralai/Mistral-Nemo-Base-2407
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: true
+strict: false
+
+datasets:
+  - path: openerotica/mixed-rp
+    type: sharegpt
+    conversation: chatml
+
+chat_template: chatml
+adapter: qlora
+lora_r: 128
+lora_alpha: 256
+lora_modules_to_save: [embed_tokens, lm_head]
+lora_dropout: 0.05
+lora_target_linear: true
+lora_target_modules:
+  - gate_proj
+  - down_proj
+  - up_proj
+  - q_proj
+  - v_proj
+  - k_proj
+  - o_proj
+
+dataset_prepared_path:
+val_set_size: 0.01
+output_dir: /workspace/axolotl/mixed-rp-mistral-nemo
+
+sequence_len: 20000
+sample_packing: true
+pad_to_sequence_len: true
+
+wandb_project: mistral-2
+wandb_watch:
+wandb_run_id:
+wandb_log_model:
+
+gradient_accumulation_steps: 2
+micro_batch_size: 1
+num_epochs: 1
+optimizer: adamw_torch
+lr_scheduler: cosine
+learning_rate: 1e-5
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: false
+early_stopping_patience:
+resume_from_checkpoint:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 100
+evals_per_epoch: 4
+eval_table_size:
+saves_per_epoch: 1
+save_total_limit: 2
+save_steps:
+debug:
+deepspeed: 
+weight_decay: 0.1
+special_tokens:
+  eos_token: "<|im_end|>"
+  pad_token: "<pad>"
+  bos_token: "<s>"
+  unk_token: "<unk>"
+tokens:
+  - "<|im_start|>"
+
+
+# fsdp:
+#   - full_shard
+#   - auto_wrap
+# fsdp_config:
+#   fsdp_limit_all_gathers: true
+#   fsdp_sync_module_states: true
+#   fsdp_offload_params: true
+#   fsdp_use_orig_params: false
+#   fsdp_cpu_ram_efficient_loading: true
+#   fsdp_transformer_layer_cls_to_wrap: MixtralSparseMoeBlock
+#   fsdp_state_dict_type: FULL_STATE_DICT
+#   fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
+#   fsdp_sharding_strategy: FULL_SHARD
+#   fsdp_forward_prefetch: false
+#   fsdp_backward_prefetch: BACKWARD_PRE
+'''