Update README.md

README.md

@@ -7,4 +7,105 @@ pipeline_tag: text-generation
 ---
 
 
-Finetuned Continued Trained Gemma-2-2b with Qlora 
+
+# BafoGPT-3B-it
+
+This is BafoGPT-3B-it model finetuned with QLORA using 10% of [ChallengerSpaceShuttle/zulu-finetuning-dataset](https://huggingface.co/datasets/ChallengerSpaceShuttle/zulu-finetuning-dataset) dataset. 
+
+This is the first iteration, on building IsiZulu models that can attain performance comparable to models that typically require millions of dollars to train from scratch.
+
+## 🔍 Applications
+
+This is the supervised finetuned model and has a context length of 8k. The model can generate coherent IsiZulu text with simple instruction, however still faces hallucination for complex instruction. Working on improving our first verison
+
+## ⚡ Quantized models
+
+## 🏆 Evaluation
+
+## 🧩 Configuration
+
+The code used to train the model can be found here: [BafoGPT](https://github.com/Motsepe-Jr/bafoGPT/tree/main) with the following training configuration.
+
+```yaml
+checkpoint_dir: checkpoints/google/gemma-2-2b
+out_dir: out/finetune/lora
+precision: bf16-true
+quantize: bnb.nf4-dq
+devices: 1
+num_nodes: 1
+lora_r: 8
+lora_alpha: 16
+lora_dropout: 0.05
+lora_query: true
+lora_key: true
+lora_value: true
+lora_projection: true
+lora_mlp: false
+lora_head: false
+data:
+  class_path: litgpt.data.JSON
+  init_args:
+    json_path: data/train.json
+    mask_prompt: false
+    val_split_fraction: 0.05
+    prompt_style: alpaca
+    ignore_index: -100
+    seed: 42
+    num_workers: 4
+train:
+  save_interval: 1000
+  log_interval: 1
+  global_batch_size: 4
+  micro_batch_size: 1
+  lr_warmup_steps: 1000
+  epochs: 1
+  max_seq_length: 1024
+  min_lr: 6.0e-05
+eval:
+  interval: 1000
+  max_new_tokens: 100
+  max_iters: 100
+  initial_validation: false
+  final_validation: true
+optimizer: AdamW
+logger_name: csv
+seed: 1337
+```
+
+Architecture Config
+
+```json
+{
+  "architectures": [
+    "Gemma2ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 2304,
+  "initializer_range": 0.02,
+  "intermediate_size": 9216,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 8,
+  "num_hidden_layers": 26,
+  "num_key_value_heads": 4,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "torch_dtype": "float32",
+  "transformers_version": "4.42.4",
+  "use_cache": true,
+  "vocab_size": 288256
+}
+```
+