ExLLaMA V2 quant of CodeBooga-34B-v0.1-4.0bpw-h6-exl2

README.md

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+---
+license: llama2
+---
+
+# CodeBooga-34B-v0.1
+
+This is a merge between the following two models:
+
+1) [Phind-CodeLlama-34B-v2](https://huggingface.co/Phind/Phind-CodeLlama-34B-v2)
+2) [WizardCoder-Python-34B-V1.0](https://huggingface.co/WizardLM/WizardCoder-Python-34B-V1.0)
+
+It was created with the [BlockMerge Gradient script](https://github.com/Gryphe/BlockMerge_Gradient), the same one that was used to create [MythoMax-L2-13b](https://huggingface.co/Gryphe/MythoMax-L2-13b), and with the same settings. The following YAML was used:
+
+```yaml
+model_path1: "Phind_Phind-CodeLlama-34B-v2_safetensors"
+model_path2: "WizardLM_WizardCoder-Python-34B-V1.0_safetensors"
+output_model_path: "CodeBooga-34B-v0.1"
+operations:
+  - operation: lm_head # Single tensor
+    filter: "lm_head"
+    gradient_values: [0.75]
+  - operation: embed_tokens # Single tensor
+    filter: "embed_tokens"
+    gradient_values: [0.75]
+  - operation: self_attn
+    filter: "self_attn"
+    gradient_values: [0.75, 0.25]
+  - operation: mlp
+    filter: "mlp"
+    gradient_values: [0.25, 0.75]
+  - operation: layernorm
+    filter: "layernorm"
+    gradient_values: [0.5, 0.5]
+  - operation: modelnorm # Single tensor
+    filter: "model.norm"
+    gradient_values: [0.75]
+```
+
+## Prompt format
+
+Both base models use the Alpaca format, so it should be used for this one as well.
+
+```
+Below is an instruction that describes a task. Write a response that appropriately completes the request.
+
+### Instruction:
+Your instruction
+
+### Response:
+Bot reply
+
+### Instruction:
+Another instruction
+
+### Response:
+Bot reply
+```
+
+## Evaluation
+
+I made a quick experiment where I asked a set of 3 Python and 3 Javascript questions (real world, difficult questions with nuance) to the following models:
+
+1) This one
+2) A second variant generated with `model_path1` and `model_path2` swapped in the YAML above, which I called CodeBooga-Reversed-34B-v0.1
+3) WizardCoder-Python-34B-V1.0
+4) Phind-CodeLlama-34B-v2
+
+Specifically, I used 4.250b EXL2 quantizations of each. I then sorted the responses for each question by quality, and attributed the following scores:
+
+* 4th place: 0
+* 3rd place: 1
+* 2nd place: 2
+* 1st place: 4
+
+The resulting cumulative scores were:
+
+* CodeBooga-34B-v0.1: 22
+* WizardCoder-Python-34B-V1.0: 12
+* Phind-CodeLlama-34B-v2: 7
+* CodeBooga-Reversed-34B-v0.1: 1
+
+CodeBooga-34B-v0.1 performed very well, while its variant performed poorly, so I uploaded the former but not the latter.
+
+## Recommended settings
+
+I recommend the [Divine Intellect](https://github.com/oobabooga/text-generation-webui/blob/ae8cd449ae3e0236ecb3775892bb1eea23f9ed68/presets/Divine%20Intellect.yaml) preset for instruction-following models like this, as per the [Preset Arena experiment results](https://github.com/oobabooga/oobabooga.github.io/blob/main/arena/results.md):
+
+```yaml
+temperature: 1.31
+top_p: 0.14
+repetition_penalty: 1.17
+top_k: 49
+```
+
+## Quantized versions
+
+### EXL2
+
+A 4.250b EXL2 version of the model can be found here: 
+
+https://huggingface.co/oobabooga/CodeBooga-34B-v0.1-EXL2-4.250b
+
+### GGUF
+
+TheBloke has kindly provided GGUF quantizations for llama.cpp:
+
+https://huggingface.co/TheBloke/CodeBooga-34B-v0.1-GGUF
+
+<a href="https://ko-fi.com/oobabooga"><img src="https://i.imgur.com/UJlEAYw.png"></a>

added_tokens.json

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+{
+  "</s>": 2,
+  "<s>": 1,
+  "<unk>": 0
+}

config.json

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+{
+  "_name_or_path": "CodeBooga-34B-v0.1",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 8192,
+  "initializer_range": 0.02,
+  "intermediate_size": 22016,
+  "max_position_embeddings": 16384,
+  "model_type": "llama",
+  "num_attention_heads": 64,
+  "num_hidden_layers": 48,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.34.0",
+  "use_cache": true,
+  "vocab_size": 32000
+}

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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