Update README.md

README.md

@@ -2,13 +2,29 @@
 license: apache-2.0
 ---
 # LLM360 Research Suite: K2 Loss Spike 1
-During the first K2 training phase, we encountered two loss spikes.
+During the first K2 training phase, we encountered two loss spikes. This repo contains 34 checkpoints that capture the training dynamics during the loss spikes.
 
 <img src="k2_spike_1.png" alt="k2 spike 1"/>
 
 # Purpose
 Loss spikes are still a relatively unknown phenomena. By making these spikes and associated training details available, we hope others use these artifacts to further the worlds knowledge on this topic.
 
+## First 10 Checkpoints
+| Checkpoints      |  |
+| ----------- | ----------- |
+| [Checkpoint 160](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_160)     | [Checkpoint 170](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_170)       |
+| [Checkpoint 162](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_162)   | [Checkpoint 172](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_172)        |
+| [Checkpoint 164](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_164)   | [Checkpoint 174](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_174)        |
+| [Checkpoint 166](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_166)   | [Checkpoint 176](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_176)        |
+| [Checkpoint 168](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_168)   | [Checkpoint 178](https://huggingface.co/LLM360/K2-Spike-1/tree/spike_ckpt_178)        |
+
+[to find all branches: git branch -a]
+
+## Loss Spike's on the LLM360 Evaluation Suite
+
+something here
+
+
 ## About the LLM360 Research Suite
 The LLM360 Research Suite is a comprehensive set of large language model (LLM) artifacts from Amber, CrystalCoder, and K2 for academic and industry researchers to explore LLM training dynamics. Additional resources can be found at llm360.ai.