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Model: uukuguy/speechless-code-mistral-orca-7b-v1.0
Source: Original Platform

.gitattributes

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README.md

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+---
+language:
+- en
+library_name: transformers
+pipeline_tag: text-generation
+datasets:
+- jondurbin/airoboros-2.2
+- Open-Orca/OpenOrca
+- garage-bAInd/Open-Platypus
+- WizardLM/WizardLM_evol_instruct_V2_196k
+- TokenBender/python_eval_instruct_51k
+tags:
+- llama-2
+- code
+license: llama2
+model-index:
+- name: SpeechlessCoder
+  results:
+  - task:
+      type: text-generation
+    dataset:
+      type: openai_humaneval
+      name: HumanEval
+    metrics:
+    - name: pass@1
+      type: pass@1
+      value: 47.561
+      verified: false
+---
+
+<p><h1> speechless-code-mistral-orca-7b-v1.0  </h1></p>
+
+Use the following dataset to fine-tune Open-Orca/Mistral-7B-OpenOrca in order to improve the model's reasoning and planning abilities.
+
+Total 201,981 samples.
+- jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 23,462 samples.
+- Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 74,440 samples.
+- garage-bAInd/Open-Platypus: 100%, 24,926 samples.
+- WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,185 samples
+- TokenBender/python_eval_instruct_51k: “python” in output .40,309 samples
+- Spider: 8,659 samples
+
+Code: https://github.com/uukuguy/speechless
+
+## HumanEval
+
+| Metric | Value |
+| --- | --- |
+| humaneval-python | 47.561 |
+
+[Big Code Models Leaderboard](https://huggingface.co/spaces/bigcode/bigcode-models-leaderboard)
+
+CodeLlama-34B-Python: 53.29
+
+CodeLlama-34B-Instruct: 50.79
+
+CodeLlama-13B-Instruct: 50.6
+
+CodeLlama-34B: 45.11
+
+CodeLlama-13B-Python: 42.89
+
+CodeLlama-13B: 35.07
+
+## lm-evaluation-harness
+
+[Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+| Metric | Value |
+| --- | --- |
+| ARC | 59.64 |
+| HellaSwag | 82.25 |
+| MMLU | 61.33 |
+| TruthfulQA | 48.45 |
+| Average | 62.92 |
+
+## Parameters
+
+
+| | |
+|------ | ------ |
+| lr | 2e-4 |
+| lr_scheduler_type | cosine |
+| weight_decay | 0.0 |
+| optim | paged_adamw_8bit |
+| flash_attention | True |
+| rerope | False |
+| max_new_tokens | 4096 |
+| num_train_epochs | 2 |
+| bits | 4 |
+| lora_r | 64 |
+| lora_alpha | 16 |
+| lora_dropout | 0.05 |
+| double_quant | True |
+| quant_type | nf4 |
+| dataset_format | airoboros |
+| mini_batch_size | 2 |
+| grandient_accumulation_steps | 32 |
+| bf16 | True |
+
+A100-40G x 4
+
+| | |
+|------ | ------ |
+| epoch                    |                2.0 |
+| etrain_loss               |             0.4708 |
+| etrain_runtime            | 12:12:53.64 |
+| etrain_samples_per_second |              9.002 |
+| etrain_steps_per_second   |              0.07 |
+| eeval_loss               |     0.4851 |
+| eeval_runtime            | 0:00:10.31 |
+| eeval_samples_per_second |      19.385 |
+| eeval_steps_per_second   |      4.846 |
+
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_uukuguy__speechless-code-mistral-orca-7b-v1.0)
+
+| Metric                | Value                     |
+|-----------------------|---------------------------|
+| Avg.                  | 55.33   |
+| ARC (25-shot)         | 59.64          |
+| HellaSwag (10-shot)   | 82.25    |
+| MMLU (5-shot)         | 61.33         |
+| TruthfulQA (0-shot)   | 48.45   |
+| Winogrande (5-shot)   | 77.51   |
+| GSM8K (5-shot)        | 8.26        |
+| DROP (3-shot)         | 49.89         |

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+  "<|im_start|>": 32001
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+    "MistralForCausalLM"
+  ],
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+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.34.0",
+  "use_cache": true,
+  "vocab_size": 32002
+}

generation_config.json

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+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 32000,
+  "transformers_version": "4.34.0"
+}

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+}

special_tokens_map.json

@@ -0,0 +1,12 @@
+{
+  "additional_special_tokens": [
+    "<unk>",
+    "<s>",
+    "</s>",
+    "<|im_end|>",
+    "<|im_start|>"
+  ],
+  "bos_token": "<s>",
+  "eos_token": "<|im_end|>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

@@ -0,0 +1,67 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32000": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32001": {
+      "content": "<|im_start|>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": true,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<unk>",
+    "<s>",
+    "</s>",
+    "<|im_end|>",
+    "<|im_start|>"
+  ],
+  "bos_token": "<s>",
+  "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "trust_remote_code": false,
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true,
+  "use_fast": true
+}