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Model: vicgalle/CarbonBeagle-11B Source: Original Platform
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297
README.md
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---
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license: cc-by-nc-sa-4.0
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tags:
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- mergekit
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- merge
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base_model:
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- vicgalle/NeuralBeagle-11B
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- jeonsworld/CarbonVillain-en-10.7B-v4
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model-index:
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- name: CarbonBeagle-11B
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results:
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
|
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- type: acc_norm
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value: 71.84
|
||||
name: normalized accuracy
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source:
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url: >-
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https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
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name: Open LLM Leaderboard
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
|
||||
- type: acc_norm
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||||
value: 88.93
|
||||
name: normalized accuracy
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||||
source:
|
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url: >-
|
||||
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
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name: Open LLM Leaderboard
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||||
- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
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num_few_shot: 5
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metrics:
|
||||
- type: acc
|
||||
value: 66.62
|
||||
name: accuracy
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||||
source:
|
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url: >-
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||||
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
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name: Open LLM Leaderboard
|
||||
- task:
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type: text-generation
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||||
name: Text Generation
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dataset:
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name: TruthfulQA (0-shot)
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type: truthful_qa
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config: multiple_choice
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split: validation
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args:
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num_few_shot: 0
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metrics:
|
||||
- type: mc2
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||||
value: 69.43
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||||
source:
|
||||
url: >-
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||||
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
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name: Open LLM Leaderboard
|
||||
- task:
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type: text-generation
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name: Text Generation
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||||
dataset:
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name: Winogrande (5-shot)
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type: winogrande
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config: winogrande_xl
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split: validation
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||||
args:
|
||||
num_few_shot: 5
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||||
metrics:
|
||||
- type: acc
|
||||
value: 84.06
|
||||
name: accuracy
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
name: Open LLM Leaderboard
|
||||
- task:
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||||
type: text-generation
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||||
name: Text Generation
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dataset:
|
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name: GSM8k (5-shot)
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type: gsm8k
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||||
config: main
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split: test
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args:
|
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num_few_shot: 5
|
||||
metrics:
|
||||
- type: acc
|
||||
value: 66.94
|
||||
name: accuracy
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
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type: text-generation
|
||||
name: Text Generation
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||||
dataset:
|
||||
name: IFEval (0-Shot)
|
||||
type: HuggingFaceH4/ifeval
|
||||
args:
|
||||
num_few_shot: 0
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||||
metrics:
|
||||
- type: inst_level_strict_acc and prompt_level_strict_acc
|
||||
value: 54.15
|
||||
name: strict accuracy
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
name: Open LLM Leaderboard
|
||||
- task:
|
||||
type: text-generation
|
||||
name: Text Generation
|
||||
dataset:
|
||||
name: BBH (3-Shot)
|
||||
type: BBH
|
||||
args:
|
||||
num_few_shot: 3
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||||
metrics:
|
||||
- type: acc_norm
|
||||
value: 33.06
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
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: 5.51
|
||||
name: exact match
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
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: 6.94
|
||||
name: acc_norm
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
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: 9.19
|
||||
name: acc_norm
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
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: 25.29
|
||||
name: accuracy
|
||||
source:
|
||||
url: >-
|
||||
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query=vicgalle/CarbonBeagle-11B
|
||||
name: Open LLM Leaderboard
|
||||
---
|
||||
# CarbonBeagle-11B
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|
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An experiment in merging models of different architectures and sizes. Here are the steps:
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|
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1. Upscale mlabonne/NeuralBeagle14-7B to vicgalle/franken-Beagle-11B.
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2. DPO-tune vicgalle/franken-Beagle-11B to vicgalle/NeuralBeagle-11B.
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||||
3. Merge vicgalle/NeuralBeagle-11B and jeonsworld/CarbonVillain-en-10.7B-v4.
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||||
|
||||
|
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|
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## Merge Details
|
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### Merge Method
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|
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This model was merged using the [linear](https://arxiv.org/abs/2203.05482) merge method.
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|
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### Models Merged
|
||||
|
||||
The following models were included in the merge:
|
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* [vicgalle/NeuralBeagle-11B](https://huggingface.co/vicgalle/NeuralBeagle-11B)
|
||||
* [jeonsworld/CarbonVillain-en-10.7B-v4](https://huggingface.co/jeonsworld/CarbonVillain-en-10.7B-v4)
|
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|
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### Configuration
|
||||
|
||||
The following YAML configuration was used to produce this model:
|
||||
|
||||
```yaml
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models:
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- model: jeonsworld/CarbonVillain-en-10.7B-v4
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parameters:
|
||||
weight: 1.0
|
||||
- model: vicgalle/NeuralBeagle-11B
|
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parameters:
|
||||
weight: 0.5
|
||||
merge_method: linear
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|
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dtype: float16
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||||
```
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## Evaluations
|
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|
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At the time of its creation (21-01-2024), it is the best model in the Open LLM Leaderboard for its size class (10.7B-11B), and also 13B models:
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|
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|
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|
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|
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|
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|
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|
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|
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
|
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_vicgalle__CarbonBeagle-11B)
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|
||||
| Metric |Value|
|
||||
|---------------------------------|----:|
|
||||
|Avg. |74.64|
|
||||
|AI2 Reasoning Challenge (25-Shot)|71.84|
|
||||
|HellaSwag (10-Shot) |88.93|
|
||||
|MMLU (5-Shot) |66.62|
|
||||
|TruthfulQA (0-shot) |69.43|
|
||||
|Winogrande (5-shot) |84.06|
|
||||
|GSM8k (5-shot) |66.94|
|
||||
|
||||
|
||||
# [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_vicgalle__CarbonBeagle-11B)
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||||
|
||||
| Metric |Value|
|
||||
|-------------------|----:|
|
||||
|Avg. |22.36|
|
||||
|IFEval (0-Shot) |54.15|
|
||||
|BBH (3-Shot) |33.06|
|
||||
|MATH Lvl 5 (4-Shot)| 5.51|
|
||||
|GPQA (0-shot) | 6.94|
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|MuSR (0-shot) | 9.19|
|
||||
|MMLU-PRO (5-shot) |25.29|
|
||||
|
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|
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### Notice
|
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* Part of the model is derived from CC-BY-NC-SA-licensed work
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* Hence, the model cannot be used for commercial purposes
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||||
* And redistribution must be under the same license (CC-BY-NC-SA 4.0)
|
||||
26
config.json
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config.json
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{
|
||||
"_name_or_path": "vicgalle/NeuralBeagle-11B",
|
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"architectures": [
|
||||
"MistralForCausalLM"
|
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],
|
||||
"attention_dropout": 0.0,
|
||||
"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": 48,
|
||||
"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": "4.36.2",
|
||||
"use_cache": false,
|
||||
"vocab_size": 32000
|
||||
}
|
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mergekit_config.yml
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mergekit_config.yml
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models:
|
||||
- model: jeonsworld/CarbonVillain-en-10.7B-v4
|
||||
parameters:
|
||||
weight: 1.0
|
||||
- model: vicgalle/NeuralBeagle-11B
|
||||
parameters:
|
||||
weight: 0.5
|
||||
merge_method: linear
|
||||
|
||||
dtype: float16
|
||||
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special_tokens_map.json
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|
||||
"chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}{% if message['content']%}{{'### System:\n' + message['content']+'\n\n'}}{% endif %}{% elif message['role'] == 'user' %}{{'### User:\n' + message['content']+'\n\n'}}{% elif message['role'] == 'assistant' %}{{'### Assistant:\n' + message['content']}}{% endif %}{% if loop.last and add_generation_prompt %}{{ '### Assistant:\n' }}{% endif %}{% endfor %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": true,
|
||||
"model_max_length": 1000000000000000019884624838656,
|
||||
"pad_token": null,
|
||||
"sp_model_kwargs": {},
|
||||
"spaces_between_special_tokens": false,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
Reference in New Issue
Block a user