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README.md ADDED
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+ ---
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+ license: other
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+ license_name: yi-license
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+ license_link: https://huggingface.co/01-ai/Yi-34B/blob/main/LICENSE
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+ language:
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+ - en
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+ library_name: transformers
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+ base_model: []
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+ tags:
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+ - mergekit
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+ - merge
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+ - Yi
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+ - exllama
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+ - exllamav2
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+ - exl2
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+ ---
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+ # RPMerge
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+ A merge of several Yi 34B models with a singular goal: 40K+ context, instruct-enhanced storytelling.
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+
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+ Disappointed with some quirks of my previous kitchen sink merges (like token/instruct formats from various models showing up when they shouldn't), I've gone 'back to the basics' and picked a few Vicuna-format only models:
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+
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+ - [DrNicefellow/ChatAllInOne-Yi-34B-200K-V1](https://huggingface.co/DrNicefellow/ChatAllInOne-Yi-34B-200K-V1) and [migtissera/Tess-34B-v1.5b](https://huggingface.co/migtissera/Tess-34B-v1.5b) both have excellent general instruction-following performance.
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+
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+ - [cgato/Thespis-34b-v0.7](https://huggingface.co/cgato/Thespis-34b-v0.7) is trained on the "Username: {Input} / BotName: {Response}" format, to emphasize it in the merge (but not force it). It also seems to work for multi-character stories.
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+
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+ - [Doctor-Shotgun/limarpv3-yi-llama-34b-lora](https://huggingface.co/Doctor-Shotgun/limarpv3-yi-llama-34b-lora) is trained on roleplaying data, but merged at a modest weight to not over emphasize it. This is the only non-vicuna model (being alpaca format), but it doesn't seem to interefere with the Vicuna format or adversely affect long-context perplexity
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+
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+ [adamo1139/yi-34b-200k-rawrr-dpo-2](https://huggingface.co/adamo1139/yi-34b-200k-rawrr-dpo-2) the base for the limarp lora, this is base Yi gently finetuned to discourage refusals.
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+
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+ [DrNicefellow/migtissera/Tess-M-Creative-v1.0](https://huggingface.co/migtissera/Tess-M-Creative-v1.0) and [NousResearch/Nous-Capybara-34B](https://huggingface.co/NousResearch/Nous-Capybara-34B) are both "undertrained" Yi models. I find they excel at raw completion performance (like long novel continuations) while still retaining some Vicuna instruct ability. This may be why some still prefer the original Tess 1.0/Capybara merge.
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+
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+ I consider this a more "focused" merge and a possible base for a storytelling finetune/LASER in the future, once I bite the bullet and rent some A100s or a MI300. I will investigate other models (perhaps chatML models?) for a more "factual assistant" focused merge, as well as a coding-focused merge if I can't find one to suit my needs.
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+
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+
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+ ## Prompt template: Orca-Vicuna
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+ ```
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+ SYSTEM: {system_message}
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+ USER: {prompt}
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+ ASSISTANT:
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+ ```
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+ Raw prompting as described here is also effective: https://old.reddit.com/r/LocalLLaMA/comments/18zqy4s/the_secret_to_writing_quality_stories_with_llms/
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+
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+ As well as a very explicit system prompt like this: https://old.reddit.com/r/LocalLLaMA/comments/1aiz6zu/roleplaying_system_prompts/koygiwa/
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+
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+
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+ ## Running
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+
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+ Chinese models with large tokenizer vocabularies like Yi need *careful* parameter tuning due to their huge logit sampling "tails." Yi in particular also runs relatively "hot" even at lower temperatures.
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+
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+ I am a huge fan of Kalomaze's quadratic sampling (shown as "smoothing factor" where available), as described here: https://github.com/oobabooga/text-generation-webui/pull/5403
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+
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+ Otherwise, I recommend a lower temperature with 0.1 or higher MinP, a little repetition penalty, and mirostat with a low tau, and no other samplers. See the explanation here: https://github.com/ggerganov/llama.cpp/pull/3841
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+
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+ 24GB GPUs can efficiently run Yi-34B-200K models at **40K-90K context** with exllamav2, and performant UIs like [exui](https://github.com/turboderp/exui). I go into more detail in this [post](https://old.reddit.com/r/LocalLLaMA/comments/1896igc/how_i_run_34b_models_at_75k_context_on_24gb_fast/). Empty 16GB GPUs can still run the high context with aggressive quantization.
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+
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+ To load/train this in full-context backends like transformers, you *must* change `max_position_embeddings` in config.json to a lower value than 200,000, otherwise you will OOM! I do not recommend running high context without context-efficient backends that support flash attention + 8 bit kv cache, like exllamav2, litellm, vllm or unsloth.
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+
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+
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+ ## Testing Notes
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+
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+ See: https://huggingface.co/brucethemoose/Yi-34B-200K-DARE-megamerge-v8#testing-notes
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+
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+ I have tested this merge with with novel-style continuation (but not much chat-style roleplay), and some assistant-style responses and long context analysis. I haven't seen any refusals so far.
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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 [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using /home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama as a base.
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+
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+ ### Models Merged
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+
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+ The following models were included in the merge:
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+ * /home/alpha/Models/Raw/migtissera_Tess-34B-v1.5b
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+ * /home/alpha/Models/Raw/migtissera_Tess-M-Creative-v1.0
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+ * /home/alpha/Models/Raw/cgato_Thespis-34b-DPO-v0.7
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+ * /home/alpha/Models/Raw/Nous-Capybara-34B
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+ * /home/alpha/Models/Raw/admo_limarp
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+ * /home/alpha/Models/Raw/DrNicefellow_ChatAllInOne-Yi-34B-200K-V1
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+
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+ ### Configuration
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+
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+ The following YAML configuration was used to produce this model:
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+
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+ ```yaml
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+ models:
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+ - model: /home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama
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+ # No parameters necessary for base model
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+ - model: /home/alpha/Models/Raw/migtissera_Tess-34B-v1.5b
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+ #Emphasize the beginning of Vicuna format models
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+ parameters:
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+ weight: 0.19
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+ density: 0.59
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+ - model: /home/alpha/Models/Raw/Nous-Capybara-34B
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+ parameters:
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+ weight: 0.19
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+ density: 0.55
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+ # Vicuna format
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+ - model: /home/alpha/Models/Raw/migtissera_Tess-M-Creative-v1.0
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+ parameters:
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+ weight: 0.05
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+ density: 0.55
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+ - model: /home/alpha/Models/Raw/DrNicefellow_ChatAllInOne-Yi-34B-200K-V1
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+ parameters:
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+ weight: 0.19
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+ density: 0.55
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+ - model: adamo1139/yi-34b-200k-rawrr-dpo-2+Doctor-Shotgun/limarpv3-yi-llama-34b-lora
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+ parameters:
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+ weight: 0.19
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+ density: 0.48
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+ - model: /home/alpha/Models/Raw/cgato_Thespis-34b-DPO-v0.7
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+ parameters:
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+ weight: 0.19
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+ density: 0.59
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+
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+
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+ merge_method: dare_ties
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+ tokenizer_source: union
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+ base_model: /home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama
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+ parameters:
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+ int8_mask: true
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+ dtype: bfloat16
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+ ```
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+
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+
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+ ## Self Promotion
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+
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+ I'm part of a AI startup called Holocene AI!
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+
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+ We're new, busy, and still setting things up. But if you have any business inquiries, or just want some consultation, feel free to shoot me a DM. We have expertise in RAG applications and llama/embeddings model finetuning, and absolutely *none* of the nonsense of scammy AI startups.
config.json ADDED
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+ {
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+ "_name_or_path": "/home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama",
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+ "architectures": [
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+ "LlamaForCausalLM"
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+ ],
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+ "attention_bias": false,
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 1,
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+ "eos_token_id": 2,
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+ "hidden_act": "silu",
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+ "hidden_size": 7168,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 20480,
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+ "max_position_embeddings": 200000,
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+ "model_type": "llama",
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+ "num_attention_heads": 56,
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+ "num_hidden_layers": 60,
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+ "num_key_value_heads": 8,
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+ "pad_token_id": 0,
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+ "pretraining_tp": 1,
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+ "rms_norm_eps": 1e-05,
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+ "rope_scaling": null,
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+ "rope_theta": 5000000.0,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.37.2",
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+ "use_cache": true,
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+ "vocab_size": 64002
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+ }
mergekit_config.yml ADDED
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+ models:
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+ - model: /home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama
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+ # No parameters necessary for base model
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+ - model: /home/alpha/Models/Raw/migtissera_Tess-34B-v1.5b
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+ #Emphasize the beginning of Vicuna format models
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+ parameters:
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+ weight: 0.19
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+ density: 0.59
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+ - model: /home/alpha/Models/Raw/Nous-Capybara-34B
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+ parameters:
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+ weight: 0.19
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+ density: 0.55
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+ # Vicuna format
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+ - model: /home/alpha/Models/Raw/migtissera_Tess-M-Creative-v1.0
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+ parameters:
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+ weight: 0.05
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+ density: 0.55
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+ - model: /home/alpha/Models/Raw/DrNicefellow_ChatAllInOne-Yi-34B-200K-V1
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+ parameters:
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+ weight: 0.19
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+ density: 0.55
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+ - model: /home/alpha/Models/Raw/admo_limarp
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+ parameters:
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+ weight: 0.19
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+ density: 0.48
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+ - model: /home/alpha/Models/Raw/cgato_Thespis-34b-DPO-v0.7
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+ parameters:
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+ weight: 0.19
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+ density: 0.59
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+
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+
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+ merge_method: dare_ties
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+ tokenizer_source: union
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+ base_model: /home/alpha/Models/Raw/chargoddard_Yi-34B-200K-Llama
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+ parameters:
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+ int8_mask: true
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+ dtype: bfloat16
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