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index a6344aac8c09253b3b630fb776ae94478aa0275b..6823044c762080d50f3a0b62dde37f930ac749bb 100644
--- a/.gitattributes
+++ b/.gitattributes
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diff --git a/README.md b/README.md
index 7d83dc03e6ba4306ca2166db9d74d549ace0ff18..1a9345bcdca8f39d5b4a44463a4e3d211e978d2d 100644
--- a/README.md
+++ b/README.md
@@ -1,88 +1,73 @@
 ---
 license: apache-2.0
-pipeline_tag: text-generation
+library_name: peft
 tags:
-- finetuned
-inference: true
-widget:
-- messages:
-  - role: user
-    content: What is your favorite condiment?
+- generated_from_trainer
+base_model: mistralai/Mistral-7B-Instruct-v0.1
+model-index:
+- name: tmp/helix/results/e9624262-34ea-4818-a31f-84692d26fc66
+  results: []
 ---
 
-# Model Card for Mistral-7B-Instruct-v0.2
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
 
-The Mistral-7B-Instruct-v0.2 Large Language Model (LLM) is an instruct fine-tuned version of the Mistral-7B-v0.2.
+[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
+# tmp/helix/results/e9624262-34ea-4818-a31f-84692d26fc66
 
-Mistral-7B-v0.2 has the following changes compared to Mistral-7B-v0.1
-- 32k context window (vs 8k context in v0.1)
-- Rope-theta = 1e6
-- No Sliding-Window Attention
+This model is a fine-tuned version of [mistralai/Mistral-7B-Instruct-v0.1](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1) on the None dataset.
 
-For full details of this model please read our [paper](https://arxiv.org/abs/2310.06825) and [release blog post](https://mistral.ai/news/la-plateforme/).
+## Model description
 
-## Instruction format
+More information needed
 
-In order to leverage instruction fine-tuning, your prompt should be surrounded by `[INST]` and `[/INST]` tokens. The very first instruction should begin with a begin of sentence id. The next instructions should not. The assistant generation will be ended by the end-of-sentence token id.
+## Intended uses & limitations
 
-E.g.
-```
-text = "<s>[INST] What is your favourite condiment? [/INST]"
-"Well, I'm quite partial to a good squeeze of fresh lemon juice. It adds just the right amount of zesty flavour to whatever I'm cooking up in the kitchen!</s> "
-"[INST] Do you have mayonnaise recipes? [/INST]"
-```
+More information needed
 
-This format is available as a [chat template](https://huggingface.co/docs/transformers/main/chat_templating) via the `apply_chat_template()` method:
+## Training and evaluation data
 
-```python
-from transformers import AutoModelForCausalLM, AutoTokenizer
+More information needed
 
-device = "cuda" # the device to load the model onto
+## Training procedure
 
-model = AutoModelForCausalLM.from_pretrained("mistralai/Mistral-7B-Instruct-v0.2")
-tokenizer = AutoTokenizer.from_pretrained("mistralai/Mistral-7B-Instruct-v0.2")
+### Training hyperparameters
 
-messages = [
-    {"role": "user", "content": "What is your favourite condiment?"},
-    {"role": "assistant", "content": "Well, I'm quite partial to a good squeeze of fresh lemon juice. It adds just the right amount of zesty flavour to whatever I'm cooking up in the kitchen!"},
-    {"role": "user", "content": "Do you have mayonnaise recipes?"}
-]
+The following hyperparameters were used during training:
+- learning_rate: 0.0002
+- train_batch_size: 6
+- eval_batch_size: 1
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: cosine
+- num_epochs: 20
 
-encodeds = tokenizer.apply_chat_template(messages, return_tensors="pt")
+### Training results
 
-model_inputs = encodeds.to(device)
-model.to(device)
 
-generated_ids = model.generate(model_inputs, max_new_tokens=1000, do_sample=True)
-decoded = tokenizer.batch_decode(generated_ids)
-print(decoded[0])
-```
 
-## Troubleshooting
-- If you see the following error:
-```
-Traceback (most recent call last):
-File "", line 1, in
-File "/transformers/models/auto/auto_factory.py", line 482, in from_pretrained
-config, kwargs = AutoConfig.from_pretrained(
-File "/transformers/models/auto/configuration_auto.py", line 1022, in from_pretrained
-config_class = CONFIG_MAPPING[config_dict["model_type"]]
-File "/transformers/models/auto/configuration_auto.py", line 723, in getitem
-raise KeyError(key)
-KeyError: 'mistral'
-```
+### Framework versions
 
-Installing transformers from source should solve the issue
-pip install git+https://github.com/huggingface/transformers
+- Transformers 4.36.0.dev0
+- Pytorch 2.0.1+cu118
+- Datasets 2.15.0
+- Tokenizers 0.15.0
+## Training procedure
 
-This should not be required after transformers-v4.33.4.
 
-## Limitations
+The following `bitsandbytes` quantization config was used during training:
+- quant_method: bitsandbytes
+- load_in_8bit: False
+- load_in_4bit: True
+- llm_int8_threshold: 6.0
+- llm_int8_skip_modules: None
+- llm_int8_enable_fp32_cpu_offload: False
+- llm_int8_has_fp16_weight: False
+- bnb_4bit_quant_type: nf4
+- bnb_4bit_use_double_quant: True
+- bnb_4bit_compute_dtype: bfloat16
 
-The Mistral 7B Instruct model is a quick demonstration that the base model can be easily fine-tuned to achieve compelling performance. 
-It does not have any moderation mechanisms. We're looking forward to engaging with the community on ways to
-make the model finely respect guardrails, allowing for deployment in environments requiring moderated outputs.
+### Framework versions
 
-## The Mistral AI Team
 
-Albert Jiang, Alexandre Sablayrolles, Arthur Mensch, Blanche Savary, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Emma Bou Hanna, Florian Bressand, Gianna Lengyel, Guillaume Bour, Guillaume Lample, Lélio Renard Lavaud, Louis Ternon, Lucile Saulnier, Marie-Anne Lachaux, Pierre Stock, Teven Le Scao, Théophile Gervet, Thibaut Lavril, Thomas Wang, Timothée Lacroix, William El Sayed.
\ No newline at end of file
+- PEFT 0.6.0
diff --git a/adapter_config.json b/adapter_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..cfc7c9a9b7ab1736e37a4bd6ec5adae56a1a7231
--- /dev/null
+++ b/adapter_config.json
@@ -0,0 +1,28 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
+  "bias": "none",
+  "fan_in_fan_out": null,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "lora_alpha": 16,
+  "lora_dropout": 0.1,
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 64,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v_proj",
+    "k_proj",
+    "up_proj",
+    "gate_proj",
+    "o_proj",
+    "q_proj",
+    "down_proj"
+  ],
+  "task_type": "CAUSAL_LM"
+}
\ No newline at end of file
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diff --git a/adapter_model/version b/adapter_model/version
new file mode 100644
index 0000000000000000000000000000000000000000..00750edc07d6415dcc07ae0351e9397b0222b7ba
--- /dev/null
+++ b/adapter_model/version
@@ -0,0 +1 @@
+3
diff --git a/config.json b/config.json
index c0519dc5f5cc99c2238a453da18994599c898b66..cb501ae54db791a39cdb85d282e30894c4c4a213 100644
--- a/config.json
+++ b/config.json
@@ -1,4 +1,5 @@
 {
+  "_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1",
   "architectures": [
     "MistralForCausalLM"
   ],
@@ -14,12 +15,24 @@
   "num_attention_heads": 32,
   "num_hidden_layers": 32,
   "num_key_value_heads": 8,
+  "quantization_config": {
+    "bnb_4bit_compute_dtype": "bfloat16",
+    "bnb_4bit_quant_type": "nf4",
+    "bnb_4bit_use_double_quant": true,
+    "llm_int8_enable_fp32_cpu_offload": false,
+    "llm_int8_has_fp16_weight": false,
+    "llm_int8_skip_modules": null,
+    "llm_int8_threshold": 6.0,
+    "load_in_4bit": true,
+    "load_in_8bit": false,
+    "quant_method": "bitsandbytes"
+  },
   "rms_norm_eps": 1e-05,
-  "rope_theta": 1000000.0,
-  "sliding_window": null,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.36.0",
-  "use_cache": true,
+  "transformers_version": "4.36.0.dev0",
+  "use_cache": false,
   "vocab_size": 32000
 }
diff --git a/special_tokens_map.json b/special_tokens_map.json
index a52c50a199269393cd1548c7e6a77a654bd2001b..72ecfeeb7e14d244c936169d2ed139eeae235ef1 100644
--- a/special_tokens_map.json
+++ b/special_tokens_map.json
@@ -1,5 +1,24 @@
 {
-  "bos_token": "<s>",
-  "eos_token": "</s>",
-  "unk_token": "<unk>"
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "</s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
 }
diff --git a/tokenizer_config.json b/tokenizer_config.json
index a893da0dae5576d7c85998da229829d071b265a1..474291879b33b900ff01038accf7ba4a3042250a 100644
--- a/tokenizer_config.json
+++ b/tokenizer_config.json
@@ -29,15 +29,17 @@
   },
   "additional_special_tokens": [],
   "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}",
   "clean_up_tokenization_spaces": false,
   "eos_token": "</s>",
   "legacy": true,
   "model_max_length": 1000000000000000019884624838656,
-  "pad_token": null,
+  "pad_token": "</s>",
   "sp_model_kwargs": {},
   "spaces_between_special_tokens": false,
   "tokenizer_class": "LlamaTokenizer",
+  "trust_remote_code": false,
   "unk_token": "<unk>",
   "use_default_system_prompt": false,
-  "chat_template": "{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token}}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}"
+  "use_fast": true
 }