commit eb666c1f4c7a09b1e9f221cb8cceacf0a8847ace Author: ModelHub XC Date: Mon Aug 17 23:55:18 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: Nondzu/Mistral-7B-code-16k-qlora Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..a6344aa --- /dev/null +++ b/.gitattributes @@ -0,0 +1,35 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz 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 diff --git a/README.md b/README.md new file mode 100644 index 0000000..8a1c73c --- /dev/null +++ b/README.md @@ -0,0 +1,137 @@ +--- +license: apache-2.0 +--- +# Mistral-7B-code-16k-qlora + +I'm excited to announce the release of a new model called Mistral-7B-code-16k-qlora. This small and fast model shows a lot of promise for supporting coding or acting as a copilot. I'm currently looking for people to help me test it out! + +## Additional Information + +This model was trained on 3x RTX 3090 in my homelab, using around 65kWh for approximately 23 cents, which is equivalent to around $15 for electricity. + +## Quantised: + +1. https://huggingface.co/TheBloke/Mistral-7B-Code-16K-qlora-GPTQ + +2. https://huggingface.co/TheBloke/Mistral-7B-Code-16K-qlora-AWQ + +3. https://huggingface.co/TheBloke/Mistral-7B-Code-16K-qlora-GGUF + + +## Download by qBittorrent: + +#### Torrent file: https://github.com/Nondzu/LlamaTor/blob/torrents/torrents/Nondzu_Mistral-7B-code-16k-qlora.torrent + + +## Dataset: +nickrosh/Evol-Instruct-Code-80k-v1 +https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 +## Prompt template: Alpaca +``` +Below is an instruction that describes a task. Write a response that appropriately completes the request. + +### Instruction: +{prompt} + +### Response: +``` + +[Built with Axolotl](https://github.com/OpenAccess-AI-Collective/axolotl) +## eval plus +Human eval plus: https://github.com/evalplus/evalplus + +``` +Nondzu mistral-7b-code +Base +{'pass@1': 0.3353658536585366} +Base + Extra +{'pass@1': 0.2804878048780488} +``` + to compare here is original Mistral model tested on the same machine +``` +Mistral 7b +Base +{'pass@1': 0.2926829268292683} +Base + Extra +{'pass@1': 0.24390243902439024} +``` + +## Settings: +``` +base_model: mistralai/Mistral-7B-Instruct-v0.1 +base_model_config: mistralai/Mistral-7B-Instruct-v0.1 +model_type: MistralForCausalLM +tokenizer_type: LlamaTokenizer +is_mistral_derived_model: true + +load_in_8bit: false +load_in_4bit: true +strict: false + +datasets: + - path: nickrosh/Evol-Instruct-Code-80k-v1 + type: oasst +dataset_prepared_path: +val_set_size: 0.01 +output_dir: ./Mistral-7B-Evol-Instruct-16k-test11 +adapter: qlora +lora_model_dir: +# 16384 8192 4096 2048 +sequence_len: 16384 +sample_packing: true +pad_to_sequence_len: true +lora_r: 32 +lora_alpha: 16 +lora_dropout: 0.05 +lora_target_modules: +lora_target_linear: true +lora_fan_in_fan_out: + +wandb_project: mistral-code +wandb_entity: +wandb_watch: +wandb_run_id: +wandb_log_model: + +gradient_accumulation_steps: 2 +micro_batch_size: 1 +num_epochs: 8 +optimizer: paged_adamw_32bit +lr_scheduler: cosine +learning_rate: 0.0002 + +train_on_inputs: false +group_by_length: false +bf16: true +fp16: false +tf32: false +gradient_checkpointing: true +early_stopping_patience: +resume_from_checkpoint: +local_rank: +logging_steps: 1 +xformers_attention: +flash_attention: true + +warmup_steps: 10 +eval_steps: 20 +save_steps: +debug: +# deepspeed: +deepspeed: deepspeed/zero2.json +weight_decay: 0.0 +fsdp: +fsdp_config: +special_tokens: + bos_token: "" + eos_token: "" + unk_token: "" + +``` + + +![image/png](https://cdn-uploads.huggingface.co/production/uploads/63729f35acef705233c87909/NyuqJFDkH00KGvuOwHIuG.png) + +Check my other projects: + +https://github.com/Nondzu/LlamaTor \ No newline at end of file diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..cbce74e --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,5 @@ +{ + "": 2, + "": 1, + "": 0 +} diff --git a/config.json b/config.json new file mode 100644 index 0000000..8609c47 --- /dev/null +++ b/config.json @@ -0,0 +1,25 @@ +{ + "_name_or_path": "mistralai/Mistral-7B-Instruct-v0.1", + "architectures": [ + "MistralForCausalLM" + ], + "bos_token_id": 1, + "eos_token_id": 2, + "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": 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