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README.md

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----
-license: apache-2.0
----
+---
+license: apache-2.0
+base_model: mistralai/Mistral-Nemo-Base-2407
+tags:
+- generated_from_trainer
+model-index:
+- name: home/ubuntu/Tess-Nemo
+  results: []
+---
+
+<!-- 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. -->
+
+[<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)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.4.1`
+```yaml
+base_model: mistralai/Mistral-Nemo-Base-2407
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+datasets:
+  - path: /home/ubuntu/Tess-3.0/Tess-3.0-multi_turn_chatml.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /home/ubuntu/Tess-3.0/Tess-3.0-single_turn_chatml.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/tess-v1.5b-chatml.jsonl
+    type: sharegpt
+    conversation: chatml 
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Trinity-33B-v1.0-chatml.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/synthia-3-v1-1-chatml.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Capybara-ShareGPT/CapybaraPure_Decontaminated.jsonl
+    type: sharegpt
+    conversation: chatml    
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Dolphin-2.9/toolbench_instruct_j1s1_3k_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Dolphin-2.9/toolbench_negative_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml 
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Dolphin-2.9/toolbench_react_10p_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml 
+  - path: /home/ubuntu/Tess-v2.5-FULL-DATASET/Dolphin-2.9/toolbench_tflan_cot_30p_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml 
+
+chat_template: chatml
+
+dataset_prepared_path: last_run_prepared_nemo
+val_set_size: 0.0
+output_dir: /home/ubuntu/Tess-Nemo
+
+sequence_len: 4096
+sample_packing: true
+pad_to_sequence_len: true
+
+gradient_accumulation_steps: 4
+micro_batch_size: 3
+num_epochs: 1
+logging_steps: 1
+optimizer: paged_adamw_32bit
+lr_scheduler: constant
+learning_rate: 1e-6
+
+wandb_project: kindo-lambda-labs
+wandb_watch:
+wandb_run_id:
+wandb_log_model:
+
+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:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+saves_per_epoch: 10
+evals_per_epoch: 
+save_total_limit: 2
+save_steps:
+eval_sample_packing: false
+debug:
+deepspeed: /home/ubuntu/axolotl/deepspeed_configs/zero3_bf16.json
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+special_tokens:
+  bos_token: "<|im_start|>"
+  eos_token: "<|im_end|>"
+  pad_token: "<|end_of_text|>"
+
+```
+
+</details><br>
+
+# home/ubuntu/Tess-Nemo
+
+This model is a fine-tuned version of [mistralai/Mistral-Nemo-Base-2407](https://huggingface.co/mistralai/Mistral-Nemo-Base-2407) on the None dataset.
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 1e-06
+- train_batch_size: 3
+- eval_batch_size: 3
+- seed: 42
+- distributed_type: multi-GPU
+- num_devices: 8
+- gradient_accumulation_steps: 4
+- total_train_batch_size: 96
+- total_eval_batch_size: 24
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: constant
+- lr_scheduler_warmup_steps: 69
+- num_epochs: 1
+
+### Training results
+
+
+
+### Framework versions
+
+- Transformers 4.44.0.dev0
+- Pytorch 2.4.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

config.json

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+{
+  "_name_or_path": "mistralai/Mistral-Nemo-Base-2407",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 131072,
+  "eos_token_id": 131073,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 1024000,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.44.0.dev0",
+  "use_cache": false,
+  "vocab_size": 131075
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "do_sample": true,
+  "eos_token_id": 2,
+  "transformers_version": "4.44.0.dev0"
+}

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+  }
+}

special_tokens_map.json

@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<|im_start|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|end_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:703e220d86425d3c9eb040fcd07b5e934f7278d78d5346df2922277e22eebb72
+size 8056