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+dolphin-2.9.2-qwen2-72b.Q4_0.gguf filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+license: other
+tags:
+- generated_from_trainer
+- axolotl
+base_model: Qwen/Qwen2-72B
+datasets:
+- cognitivecomputations/Dolphin-2.9
+- teknium/OpenHermes-2.5
+- m-a-p/CodeFeedback-Filtered-Instruction
+- cognitivecomputations/dolphin-coder
+- cognitivecomputations/samantha-data
+- microsoft/orca-math-word-problems-200k
+- Locutusque/function-calling-chatml
+- internlm/Agent-FLAN
+license_name: tongyi-qianwen
+license_link: https://huggingface.co/Qwen/Qwen1.5-110B/blob/main/LICENSE
+model-index:
+- name: dolphin-2.9.2-qwen2-72b
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: IFEval (0-Shot)
+      type: HuggingFaceH4/ifeval
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: inst_level_strict_acc and prompt_level_strict_acc
+      value: 40.38
+      name: strict accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: BBH (3-Shot)
+      type: BBH
+      args:
+        num_few_shot: 3
+    metrics:
+    - type: acc_norm
+      value: 47.7
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MATH Lvl 5 (4-Shot)
+      type: hendrycks/competition_math
+      args:
+        num_few_shot: 4
+    metrics:
+    - type: exact_match
+      value: 21.37
+      name: exact match
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GPQA (0-shot)
+      type: Idavidrein/gpqa
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 16.0
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MuSR (0-shot)
+      type: TAUR-Lab/MuSR
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: acc_norm
+      value: 17.04
+      name: acc_norm
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU-PRO (5-shot)
+      type: TIGER-Lab/MMLU-Pro
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 49.52
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=cognitivecomputations/dolphin-2.9.2-qwen2-72b
+      name: Open LLM Leaderboard
+---
+
+# Dolphin 2.9.2 Qwen2 72B 🐬
+
+Curated and trained by Eric Hartford, Lucas Atkins, and Fernando Fernandes, and Cognitive Computations
+
+[![Discord](https://img.shields.io/discord/1156064224225808488?logo=Discord&logoColor=%23ffffff&label=Discord&link=https%3A%2F%2Fdiscord.gg%2FtCMkMDDHwm)](https://discord.gg/cognitivecomputations)
+Discord: https://discord.gg/cognitivecomputations
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/63111b2d88942700629f5771/ldkN1J0WIDQwU4vutGYiD.png" width="600" />
+
+Our appreciation for the sponsors of Dolphin 2.9.2:
+- [Crusoe Cloud](https://crusoe.ai/) - provided excellent on-demand 8xH100 node
+
+This model is based on Qwen2-72b, and is governed by [tongyi-qianwen license](LICENSE)
+
+The base model has 128k context, and the full-weight fine-tuning was with 8k sequence length.
+
+This model was trained FFT on parameters selected by [Laser Scanner](https://github.com/cognitivecomputations/laserRMT/blob/main/laser_scanner.py), using ChatML prompt template format.
+
+example:
+
+```
+<|im_start|>system
+You are Dolphin, a helpful AI assistant.<|im_end|>
+<|im_start|>user
+{prompt}<|im_end|>
+<|im_start|>assistant
+
+```
+
+Dolphin-2.9.2 has a variety of instruction, conversational, and coding skills. It also has initial agentic abilities and supports function calling.
+
+Dolphin is uncensored. We have filtered the dataset to remove alignment and bias. This makes the model more compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant with any requests, even unethical ones. Please read my blog post about uncensored models. https://erichartford.com/uncensored-models You are responsible for any content you create using this model. Enjoy responsibly.
+
+Dolphin is licensed according to Qwen's tongyi-qianwen license.  We grant permission for any use, including commercial, that falls within accordance with said license. Dolphin was trained on data generated from GPT4, among other models.
+
+## Evals
+
+![image/png](https://i.ibb.co/B4x1Ddr/file-2ao0fl-K2-B2-Hmka-Epd0ja-QY0x.webp)
+
+[<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)
+<details><summary>See axolotl config</summary>
+
+axolotl version: `0.4.0`
+```yaml
+base_model: Qwen/Qwen2-72B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+trust_remote_code: true
+
+# load_in_8bit: true
+# load_in_4bit: false
+# strict: false
+
+datasets:
+  - path: /workspace/datasets/dolphin-2.9.2/dolphin201-sharegpt2.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-codegen-sharegpt2.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-translate-sharegpt2.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/not_samantha_norefusals.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/openhermes200k_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/Orca-Math-resort-unfiltered.jsonl
+    type: sharegpt  
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/SystemChat_sharegpt.jsonl
+    type: sharegpt  
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/toolbench_instruct_j1s1_3k_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/toolbench_negative_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/toolbench_react_10p_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/toolbench_tflan_cot_30p_unfiltered.jsonl
+    type: sharegpt 
+    conversation: chatml
+  - path: /workspace/datasets/dolphin-2.9.2/agent_instruct_react_unfiltered.jsonl
+    type: sharegpt
+    conversation: chatml
+
+unfrozen_parameters:
+- ^lm_head.weight$
+- ^model.embed_tokens.weight$
+# mlp.down_proj layers
+- model.layers.62.mlp.down_proj
+- model.layers.63.mlp.down_proj
+- model.layers.66.mlp.down_proj
+- model.layers.65.mlp.down_proj
+- model.layers.64.mlp.down_proj
+- model.layers.67.mlp.down_proj
+- model.layers.68.mlp.down_proj
+- model.layers.60.mlp.down_proj
+- model.layers.31.mlp.down_proj
+- model.layers.69.mlp.down_proj
+- model.layers.61.mlp.down_proj
+- model.layers.59.mlp.down_proj
+- model.layers.70.mlp.down_proj
+- model.layers.30.mlp.down_proj
+- model.layers.76.mlp.down_proj
+- model.layers.72.mlp.down_proj
+- model.layers.77.mlp.down_proj
+- model.layers.71.mlp.down_proj
+- model.layers.29.mlp.down_proj
+- model.layers.58.mlp.down_proj
+- model.layers.75.mlp.down_proj
+- model.layers.32.mlp.down_proj
+- model.layers.56.mlp.down_proj
+- model.layers.28.mlp.down_proj
+- model.layers.26.mlp.down_proj
+- model.layers.33.mlp.down_proj
+- model.layers.34.mlp.down_proj
+- model.layers.57.mlp.down_proj
+- model.layers.27.mlp.down_proj
+- model.layers.25.mlp.down_proj
+- model.layers.35.mlp.down_proj
+- model.layers.73.mlp.down_proj
+- model.layers.24.mlp.down_proj
+- model.layers.78.mlp.down_proj
+- model.layers.74.mlp.down_proj
+- model.layers.54.mlp.down_proj
+# mlp.gate_proj layers
+- model.layers.78.mlp.gate_proj
+- model.layers.77.mlp.gate_proj
+- model.layers.76.mlp.gate_proj
+- model.layers.79.mlp.gate_proj
+- model.layers.75.mlp.gate_proj
+- model.layers.74.mlp.gate_proj
+- model.layers.73.mlp.gate_proj
+- model.layers.70.mlp.gate_proj
+- model.layers.72.mlp.gate_proj
+- model.layers.71.mlp.gate_proj
+- model.layers.69.mlp.gate_proj
+- model.layers.54.mlp.gate_proj
+- model.layers.68.mlp.gate_proj
+- model.layers.57.mlp.gate_proj
+- model.layers.63.mlp.gate_proj
+- model.layers.49.mlp.gate_proj
+- model.layers.55.mlp.gate_proj
+- model.layers.53.mlp.gate_proj
+- model.layers.44.mlp.gate_proj
+- model.layers.46.mlp.gate_proj
+- model.layers.67.mlp.gate_proj
+- model.layers.58.mlp.gate_proj
+- model.layers.56.mlp.gate_proj
+- model.layers.45.mlp.gate_proj
+- model.layers.50.mlp.gate_proj
+- model.layers.62.mlp.gate_proj
+- model.layers.64.mlp.gate_proj
+- model.layers.48.mlp.gate_proj
+- model.layers.66.mlp.gate_proj
+- model.layers.52.mlp.gate_proj
+- model.layers.40.mlp.gate_proj
+- model.layers.47.mlp.gate_proj
+- model.layers.43.mlp.gate_proj
+- model.layers.65.mlp.gate_proj
+- model.layers.61.mlp.gate_proj
+- model.layers.59.mlp.gate_proj
+# mlp.up_proj layers
+- model.layers.69.mlp.up_proj
+- model.layers.70.mlp.up_proj
+- model.layers.71.mlp.up_proj
+- model.layers.68.mlp.up_proj
+- model.layers.67.mlp.up_proj
+- model.layers.66.mlp.up_proj
+- model.layers.46.mlp.up_proj
+- model.layers.63.mlp.up_proj
+- model.layers.72.mlp.up_proj
+- model.layers.64.mlp.up_proj
+- model.layers.62.mlp.up_proj
+- model.layers.45.mlp.up_proj
+- model.layers.65.mlp.up_proj
+- model.layers.73.mlp.up_proj
+- model.layers.47.mlp.up_proj
+- model.layers.44.mlp.up_proj
+- model.layers.49.mlp.up_proj
+- model.layers.48.mlp.up_proj
+- model.layers.53.mlp.up_proj
+- model.layers.74.mlp.up_proj
+- model.layers.75.mlp.up_proj
+- model.layers.57.mlp.up_proj
+- model.layers.76.mlp.up_proj
+- model.layers.43.mlp.up_proj
+- model.layers.42.mlp.up_proj
+- model.layers.61.mlp.up_proj
+- model.layers.40.mlp.up_proj
+- model.layers.56.mlp.up_proj
+- model.layers.60.mlp.up_proj
+- model.layers.31.mlp.up_proj
+- model.layers.54.mlp.up_proj
+- model.layers.55.mlp.up_proj
+- model.layers.32.mlp.up_proj
+- model.layers.41.mlp.up_proj
+- model.layers.33.mlp.up_proj
+- model.layers.58.mlp.up_proj
+# self_attn.k_proj layers
+- model.layers.79.self_attn.k_proj
+- model.layers.36.self_attn.k_proj
+- model.layers.35.self_attn.k_proj
+- model.layers.74.self_attn.k_proj
+- model.layers.34.self_attn.k_proj
+- model.layers.78.self_attn.k_proj
+- model.layers.77.self_attn.k_proj
+- model.layers.37.self_attn.k_proj
+- model.layers.39.self_attn.k_proj
+- model.layers.41.self_attn.k_proj
+- model.layers.38.self_attn.k_proj
+- model.layers.33.self_attn.k_proj
+- model.layers.69.self_attn.k_proj
+- model.layers.42.self_attn.k_proj
+- model.layers.32.self_attn.k_proj
+- model.layers.25.self_attn.k_proj
+- model.layers.70.self_attn.k_proj
+- model.layers.22.self_attn.k_proj
+- model.layers.63.self_attn.k_proj
+- model.layers.29.self_attn.k_proj
+- model.layers.68.self_attn.k_proj
+- model.layers.24.self_attn.k_proj
+- model.layers.30.self_attn.k_proj
+- model.layers.66.self_attn.k_proj
+- model.layers.31.self_attn.k_proj
+- model.layers.23.self_attn.k_proj
+- model.layers.65.self_attn.k_proj
+- model.layers.57.self_attn.k_proj
+- model.layers.28.self_attn.k_proj
+- model.layers.64.self_attn.k_proj
+- model.layers.44.self_attn.k_proj
+- model.layers.27.self_attn.k_proj
+- model.layers.75.self_attn.k_proj
+- model.layers.40.self_attn.k_proj
+- model.layers.26.self_attn.k_proj
+- model.layers.61.self_attn.k_proj
+# self_attn.o_proj layers
+- model.layers.14.self_attn.o_proj
+- model.layers.39.self_attn.o_proj
+- model.layers.19.self_attn.o_proj
+- model.layers.16.self_attn.o_proj
+- model.layers.17.self_attn.o_proj
+- model.layers.15.self_attn.o_proj
+- model.layers.69.self_attn.o_proj
+- model.layers.12.self_attn.o_proj
+- model.layers.42.self_attn.o_proj
+- model.layers.23.self_attn.o_proj
+- model.layers.22.self_attn.o_proj
+- model.layers.29.self_attn.o_proj
+- model.layers.13.self_attn.o_proj
+- model.layers.46.self_attn.o_proj
+- model.layers.52.self_attn.o_proj
+- model.layers.26.self_attn.o_proj
+- model.layers.38.self_attn.o_proj
+- model.layers.41.self_attn.o_proj
+- model.layers.18.self_attn.o_proj
+- model.layers.49.self_attn.o_proj
+- model.layers.11.self_attn.o_proj
+- model.layers.28.self_attn.o_proj
+- model.layers.25.self_attn.o_proj
+- model.layers.47.self_attn.o_proj
+- model.layers.53.self_attn.o_proj
+- model.layers.27.self_attn.o_proj
+- model.layers.37.self_attn.o_proj
+- model.layers.20.self_attn.o_proj
+- model.layers.43.self_attn.o_proj
+- model.layers.44.self_attn.o_proj
+- model.layers.45.self_attn.o_proj
+- model.layers.30.self_attn.o_proj
+- model.layers.24.self_attn.o_proj
+- model.layers.21.self_attn.o_proj
+- model.layers.10.self_attn.o_proj
+- model.layers.3.self_attn.o_proj
+# self_attn.q_proj layers
+- model.layers.1.self_attn.q_proj
+- model.layers.2.self_attn.q_proj
+- model.layers.3.self_attn.q_proj
+- model.layers.5.self_attn.q_proj
+- model.layers.4.self_attn.q_proj
+- model.layers.0.self_attn.q_proj
+- model.layers.6.self_attn.q_proj
+- model.layers.8.self_attn.q_proj
+- model.layers.7.self_attn.q_proj
+- model.layers.9.self_attn.q_proj
+- model.layers.10.self_attn.q_proj
+- model.layers.12.self_attn.q_proj
+- model.layers.19.self_attn.q_proj
+- model.layers.18.self_attn.q_proj
+- model.layers.25.self_attn.q_proj
+- model.layers.11.self_attn.q_proj
+- model.layers.15.self_attn.q_proj
+- model.layers.61.self_attn.q_proj
+- model.layers.17.self_attn.q_proj
+- model.layers.55.self_attn.q_proj
+- model.layers.54.self_attn.q_proj
+- model.layers.16.self_attn.q_proj
+- model.layers.68.self_attn.q_proj
+- model.layers.49.self_attn.q_proj
+- model.layers.48.self_attn.q_proj
+- model.layers.52.self_attn.q_proj
+- model.layers.13.self_attn.q_proj
+- model.layers.42.self_attn.q_proj
+- model.layers.57.self_attn.q_proj
+- model.layers.60.self_attn.q_proj
+- model.layers.53.self_attn.q_proj
+- model.layers.64.self_attn.q_proj
+- model.layers.66.self_attn.q_proj
+- model.layers.62.self_attn.q_proj
+- model.layers.59.self_attn.q_proj
+- model.layers.50.self_attn.q_proj
+# self_attn.v_proj layers
+- model.layers.15.self_attn.v_proj
+- model.layers.16.self_attn.v_proj
+- model.layers.23.self_attn.v_proj
+- model.layers.24.self_attn.v_proj
+- model.layers.25.self_attn.v_proj
+- model.layers.26.self_attn.v_proj
+- model.layers.27.self_attn.v_proj
+- model.layers.28.self_attn.v_proj
+- model.layers.29.self_attn.v_proj
+- model.layers.30.self_attn.v_proj
+- model.layers.31.self_attn.v_proj
+- model.layers.32.self_attn.v_proj
+- model.layers.33.self_attn.v_proj
+- model.layers.34.self_attn.v_proj
+- model.layers.35.self_attn.v_proj
+- model.layers.36.self_attn.v_proj
+- model.layers.37.self_attn.v_proj
+- model.layers.38.self_attn.v_proj
+- model.layers.39.self_attn.v_proj
+- model.layers.41.self_attn.v_proj
+- model.layers.42.self_attn.v_proj
+- model.layers.48.self_attn.v_proj
+- model.layers.53.self_attn.v_proj
+- model.layers.57.self_attn.v_proj
+- model.layers.58.self_attn.v_proj
+- model.layers.59.self_attn.v_proj
+- model.layers.61.self_attn.v_proj
+- model.layers.63.self_attn.v_proj
+- model.layers.64.self_attn.v_proj
+- model.layers.65.self_attn.v_proj
+- model.layers.66.self_attn.v_proj
+- model.layers.69.self_attn.v_proj
+- model.layers.74.self_attn.v_proj
+- model.layers.75.self_attn.v_proj
+- model.layers.76.self_attn.v_proj
+- model.layers.72.self_attn.v_proj
+
+  
+chat_template: chatml
+dataset_prepared_path: qwen2-72b-data
+val_set_size: 0.01
+output_dir: qwen2-72b
+
+sequence_len: 8192  # supports up to 8192
+sample_packing: true
+pad_to_sequence_len: true
+
+# adapter: lora
+# lora_model_dir:
+# lora_r: 32
+# lora_alpha: 16
+# lora_dropout: 0.05
+# lora_target_linear: true
+# lora_fan_in_fan_out:
+
+wandb_project: qwen2-72b
+wandb_entity:
+wandb_watch:
+wandb_name:
+wandb_log_model:
+
+gradient_accumulation_steps: 8
+micro_batch_size: 1
+num_epochs: 3
+optimizer: paged_adamw_8bit
+lr_scheduler: cosine
+learning_rate: 1e-5
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 10
+evals_per_epoch: 2
+eval_table_size:
+eval_max_new_tokens: 128
+saves_per_epoch: 4
+save_total_limit: 2
+debug:
+deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16_cpuoffload_params.json
+weight_decay: 0.05
+fsdp:
+fsdp_config:
+special_tokens:
+  pad_token: "<|endoftext|>"
+  eos_token: "<|im_end|>"
+
+```
+
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_cognitivecomputations__dolphin-2.9.2-qwen2-72b)
+
+|      Metric       |Value|
+|-------------------|----:|
+|Avg.               |32.00|
+|IFEval (0-Shot)    |40.38|
+|BBH (3-Shot)       |47.70|
+|MATH Lvl 5 (4-Shot)|21.37|
+|GPQA (0-shot)      |16.00|
+|MuSR (0-shot)      |17.04|
+|MMLU-PRO (5-shot)  |49.52|
+

dolphin-2.9.2-qwen2-72b.Q4_0.gguf

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