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Model: uukuguy/speechless-coding-7b-16k-tora
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: 52.439
+      verified: false
+---
+
+<p><h1> speechless-coding-7b-16k-tora  </h1></p>
+
+Use the following dataset to fine-tune llm_agents/tora-code-7b-v1.0 in order to improve the model's reasoning and planning abilities.
+
+context window length: 16,384
+prompt_type = "alpaca"
+max_tokens > 128 && < 16384
+>
+Total 177,333 samples 316 MB
+- jondurbin/airoboros-2.2: Filter categories related to coding, reasoning and planning. 21,923 samples.
+- Open-Orca/OpenOrca: Filter the 'cot' category in 1M GPT4 dataset. 62,973 samples.
+- garage-bAInd/Open-Platypus: 100%, 22,760 samples.
+- WizardLM/WizardLM_evol_instruct_V2_196k: Coding coversation part. 30,081 samples
+- TokenBender/python_eval_instruct_51k: “python” in output .39,596 samples
+
+
+50 samples/T=0.2/MaxTokens=512/Top_P=0.95
+
+Code: https://github.com/uukuguy/speechless
+
+## How to Prompt the Model
+This model accepts the Alpaca instruction format.
+
+For example:
+```
+You are an intelligent programming assistant.
+
+### Instruction:
+Implement a linked list in C++
+
+### Response:
+```
+
+
+## HumanEval
+
+| Metric | Value |
+| --- | --- |
+| humaneval-python | 52.44 |
+
+[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
+
+## MultiPL-E
+
+| Metric | Value |
+| --- | --- |
+| python | 55.96 |
+| java | 37.84 |
+| javascript | 46.93 |
+| cpp | 37.48 |
+| rust | 29.01 |
+| go | 28.99 |
+|  sh | 12.11 |
+| julia | 31.47 |
+| typescript | 47.80 |
+
+## LMEval
+
+[Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+| Metric | Value |
+| --- | --- |
+| ARC | |
+| HellaSwag | |
+| MMLU | |
+| TruthfulQA |  |
+| Average |  |
+
+## Parameters
+
+| | |
+|------ | ------ |
+| lr | 2e-4 |
+| lr_scheduler_type | cosine |
+| weight_decay | 0.0 |
+| optim | paged_adamw_8bit |
+| flash_attention | True |
+| rerope | False |
+| max_new_tokens | 16384 |
+| num_train_epochs | 2 |
+| bits | 4 |
+| lora_r | 64 |
+| lora_alpha | 256 |
+| lora_dropout | 0.05 |
+| double_quant | True |
+| quant_type | nf4 |
+| dataset_format | sharegpt |
+| mini_batch_size | 2 |
+| grandient_accumulation_steps | 32 |
+| bf16 | True |
+
+A100-40G x 4

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+  "<pad>": 32000,
+  "<s>": 1,
+  "<unk>": 0
+}

config.json

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+{
+  "_name_or_path": "/opt/local/llm_models/huggingface.co/llm_agents/tora-code-7b-v1.0",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 16384,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pad_token_id": 0,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": 16384,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.34.0",
+  "use_cache": true,
+  "vocab_size": 32001
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.34.0"
+}

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special_tokens_map.json

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+}

tokenizer_config.json

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