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@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+k2_chat_evals.png filter=lfs diff=lfs merge=lfs -text
+k2_chat_table_of_tables.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,81 @@
+---
+license: apache-2.0
+---
+# K2-Chat: a fully-reproducible large language model outperforming Llama 2 70B Chat using 35% less compute
+
+K2 Chat is finetuned from [K2-65B](https://huggingface.co/LLM360/K2). K2 Chat outperforms Llama 2-70B-Chat on all evaluations conducted. The model also outperforms Llama 3-70B-Instruct on coding tasks.
+
+<center><img src="k2_chat_eval_table.png" alt="k2 eval table" /></center>
+
+## LLM360 Model Performance and Evaluation Collection
+The LLM360 Performance and Evaluation Collection is a robust evaluations set consisting of general and domain specific evaluations to assess model knowledge and function.
+
+Evaluations include standard best practice benchmarks, medical, math, and coding knowledge. More about the evaluations can be found here.
+
+<center><img src="k2_chat_table_of_tables.png" alt="k2 big eval table"/></center>
+
+## Datasets and Mix
+
+| Subset      | #Tokens | Avg. #Q | Avg. Query Len | Avg. #R | Avg. Reply Len |
+| ----------- | ----------- |----------- |----------- |----------- |----------- |
+| [MathInstruct](https://huggingface.co/datasets/TIGER-Lab/MathInstruct)      | 66,639,699       | 1.00 | 81.53 | 1.00 | 172.78 |
+| [OpenHermes-2](https://huggingface.co/datasets/teknium/OpenHermes-2.5)   |404,820,694        | 1.01 | 152.38	| 1.01	| 249.12 |
+| [FLAN_3M](https://arxiv.org/abs/2109.01652)   | 2,346,961,387        | 1.00 | 727.49	| 1.00	| 54.83 | 
+| [Standford Encyclopedia Philosophy](https://huggingface.co/datasets/AiresPucrs/stanford-encyclopedia-philosophy)   | 786,928        | 1.00	| 219.09 |	1.00	| 166.28 | 
+| [TinyStories](https://huggingface.co/datasets/roneneldan/TinyStories)   | 1,448,898        | 1.00	| 260.82	| 1.00	| 207.47 |
+| Safety & Alignment Data   | 99,976,621        | 1.00	| 126.71	| 1.00	| 373.79 |
+| Total | 2,920,634,227
+
+## Loading K2-Chat
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+tokenizer = AutoTokenizer.from_pretrained("LLM360/K2-Chat")
+model = AutoModelForCausalLM.from_pretrained("LLM360/K2-Chat")
+
+prompt = '<|beginofuser|>what is the highest mountain on earth?<|beginofsystem|>'
+
+input_ids = tokenizer(prompt, return_tensors="pt").input_ids
+gen_tokens = model.generate(input_ids, do_sample=True, max_new_tokens=128)
+
+print("-"*20 + "Output for model"  + 20 * '-')
+print(tokenizer.batch_decode(gen_tokens)[0])
+```
+Alternatively, you can construct the prompt by applying the chat template of tokenizer on input conversation:
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+tokenizer = AutoTokenizer.from_pretrained("LLM360/K2-Chat")
+model = AutoModelForCausalLM.from_pretrained("LLM360/K2-Chat")
+
+messages = [{"role": "user", "content": "what is the highest mountain on earth?"}]
+
+input_ids = tokenizer.apply_chat_template(messages, tokenize=True, add_generation_prompt=True, return_tensors="pt")
+gen_tokens = model.generate(input_ids, do_sample=True, max_new_tokens=128)
+
+print("-"*20 + "Output for model"  + 20 * '-')
+print(tokenizer.batch_decode(gen_tokens)[0])
+```
+## LLM360 Developer Suite
+We provide step-by-step finetuning tutorials for tech enthusiasts, AI practitioners and academic or industry researchers [here](https://www.llm360.ai/developer.html).
+
+## About LLM360
+LLM360 is an open research lab enabling community-owned AGI through open-source large model research and development.
+
+LLM360 enables community-owned AGI by creating standards and tools to advance the bleeding edge of LLM capability and empower knowledge transfer, research, and development.
+
+We believe in a future where artificial general intelligence (AGI) is created by the community, for the community. Through an open ecosystem of equitable computational resources, high quality data, and flowing technical knowledge, we can ensure ethical AGI development and universal access for all innovators.
+
+[Visit us](https://www.llm360.ai/)
+
+## Citation
+
+**BibTeX:**
+
+```bibtex
+@article{
+      title={LLM360 K2-65B: Scaling Up Fully Transparent Open-Source LLMs}, 
+      author={The LLM360 Team},
+      year={2024},
+}
+```

added_tokens.json

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+  "<commit_before>": 32014,
+  "<commit_msg>": 32015,
+  "<empty_output>": 32013,
+  "<filename>": 32004,
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+  "<fim_pad>": 32003,
+  "<fim_prefix>": 32000,
+  "<fim_suffix>": 32002,
+  "<gh_stars>": 32005,
+  "<issue_closed>": 32008,
+  "<issue_comment>": 32007,
+  "<issue_start>": 32006,
+  "<jupyter_code>": 32011,
+  "<jupyter_output>": 32012,
+  "<jupyter_start>": 32009,
+  "<jupyter_text>": 32010,
+  "<reponame>": 32017,
+  "<|beginofsystem|>": 32019,
+  "<|beginofuser|>": 32020,
+  "<|endofchat|>": 32021,
+  "<|endofsystemprompt|>": 32018
+}

config.json

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+{
+    "_name_or_path": "LLM360/K2-Chat",
+    "architectures": [
+        "LlamaForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "bos_token_id": null,
+    "eos_token_id": 2,
+    "hidden_act": "silu",
+    "hidden_size": 8192,
+    "initializer_range": 0.02,
+    "intermediate_size": 22016,
+    "max_position_embeddings": 8192,
+    "max_sequence_length": 8192,
+    "model_type": "llama",
+    "num_attention_heads": 64,
+    "num_hidden_layers": 80,
+    "num_key_value_heads": 64,
+    "pad_token_id": 0,
+    "pretraining_tp": 1,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": null,
+    "rope_theta": 500000.0,
+    "tie_word_embeddings": false,
+    "torch_dtype": "float32",
+    "transformers_version": "4.40.1",
+    "use_cache": true,
+    "vocab_size": 32032,
+    "quantization_config": {
+        "quant_method": "exl2",
+        "version": "0.1.1",
+        "bits": 2.5,
+        "head_bits": 6,
+        "calibration": {
+            "rows": 100,
+            "length": 2048,
+            "dataset": "(default)"
+        }
+    }
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "pad_token_id": 0,
+  "transformers_version": "4.39.3"
+}

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