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Model: qwp4w3hyb/Yi-1.5-6B-Chat-iMat-GGUF Source: Original Platform
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README.md
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---
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license: apache-2.0
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pipeline_tag: text-generation
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base_model: 01-ai/Yi-1.5-6B-Chat
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tags:
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- yi
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- 01-ai
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- instruct
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- finetune
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- chatml
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- gguf
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- imatrix
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- importance matrix
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model-index:
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- name: 01-ai/Yi-1.5-6B-Chat-iMat-GGUF
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results: []
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---
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# Quant Infos
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- quants done with an importance matrix for improved quantization loss
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- gguf & imatrix generated from bf16 for "optimal" accuracy loss (some say this is snake oil, but it can't hurt)
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- Wide coverage of different gguf quant types from Q\_8\_0 down to IQ1\_S
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- Quantized with [llama.cpp](https://github.com/ggerganov/llama.cpp) commit [dc685be46622a8fabfd57cfa804237c8f15679b8](https://github.com/ggerganov/llama.cpp/commit/dc685be46622a8fabfd57cfa804237c8f15679b8) (master as of 2024-05-12)
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- Imatrix generated with [this](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384) multi-purpose dataset.
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```
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./imatrix -c 512 -m $model_name-f16.gguf -f $llama_cpp_path/groups_merged.txt -o $out_path/imat-f16-gmerged.dat
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```
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# Original Model Card:
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<div align="center">
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<picture>
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<img src="https://raw.githubusercontent.com/01-ai/Yi/main/assets/img/Yi_logo_icon_light.svg" width="150px">
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</picture>
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</div>
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<p align="center">
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<a href="https://github.com/01-ai">🐙 GitHub</a> •
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<a href="https://discord.gg/hYUwWddeAu">👾 Discord</a> •
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<a href="https://twitter.com/01ai_yi">🐤 Twitter</a> •
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<a href="https://github.com/01-ai/Yi-1.5/issues/2">💬 WeChat</a>
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<br/>
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<a href="https://arxiv.org/abs/2403.04652">📝 Paper</a> •
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<a href="https://github.com/01-ai/Yi/tree/main?tab=readme-ov-file#faq">🙌 FAQ</a> •
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<a href="https://github.com/01-ai/Yi/tree/main?tab=readme-ov-file#learning-hub">📗 Learning Hub</a>
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</p>
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# Intro
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Yi-1.5 is an upgraded version of Yi. It is continuously pre-trained on Yi with a high-quality corpus of 500B tokens and fine-tuned on 3M diverse fine-tuning samples.
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Compared with Yi, Yi-1.5 delivers stronger performance in coding, math, reasoning, and instruction-following capability, while still maintaining excellent capabilities in language understanding, commonsense reasoning, and reading comprehension.
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<div align="center">
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Model | Context Length | Pre-trained Tokens
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| :------------: | :------------: | :------------: |
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| Yi-1.5 | 4K | 3.6T
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</div>
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# Models
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- Chat models
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<div align="center">
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| Name | Download |
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| --------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
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| Yi-1.5-34B-Chat | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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| Yi-1.5-9B-Chat | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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| Yi-1.5-6B-Chat | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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</div>
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- Base models
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<div align="center">
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| Name | Download |
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||||||
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| ---------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
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| Yi-1.5-34B | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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| Yi-1.5-9B | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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| Yi-1.5-6B | • [🤗 Hugging Face](https://huggingface.co/collections/01-ai/yi-15-2024-05-663f3ecab5f815a3eaca7ca8) • [🤖 ModelScope](https://www.modelscope.cn/organization/01ai) |
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</div>
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# Benchmarks
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- Chat models
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Yi-1.5-34B-Chat is on par with or excels beyond larger models in most benchmarks.
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Yi-1.5-9B-Chat is the top performer among similarly sized open-source models.
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- Base models
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Yi-1.5-34B is on par with or excels beyond larger models in some benchmarks.
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Yi-1.5-9B is the top performer among similarly sized open-source models.
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# Quick Start
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For getting up and running with Yi-1.5 models quickly, see [README](https://github.com/01-ai/Yi-1.5).
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config.json
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{
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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": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 11008,
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"max_position_embeddings": 4096,
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"model_type": "llama",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"num_key_value_heads": 4,
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"pad_token_id": 0,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-06,
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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": "4.40.0",
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"use_cache": false,
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"vocab_size": 64000
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}
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imat-bf16-gmerged.dat
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version https://git-lfs.github.com/spec/v1
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oid sha256:a3ad9c8d573ea4bddc0212e45e64f9738f996f4b089fdd0bfe2f7153e655c481
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size 4562201
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{
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"bos_token": {
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"content": "<|startoftext|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer_config.json
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{
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"add_bos_token": false,
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"add_eos_token": false,
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"add_prefix_space": true,
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"added_tokens_decoder": {
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"0": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<|startoftext|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"7": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<|startoftext|>",
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"chat_template": "{% if messages[0]['role'] == 'system' %}{% set system_message = messages[0]['content'] %}{% endif %}{% if system_message is defined %}{{ system_message }}{% endif %}{% for message in messages %}{% set content = message['content'] %}{% if message['role'] == 'user' %}{{ '<|im_start|>user\\n' + content + '<|im_end|>\\n<|im_start|>assistant\\n' }}{% elif message['role'] == 'assistant' %}{{ content + '<|im_end|>' + '\\n' }}{% endif %}{% endfor %}",
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"clean_up_tokenization_spaces": false,
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"eos_token": "<|im_end|>",
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"legacy": true,
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"model_max_length": 4096,
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"pad_token": "<unk>",
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"padding_side": "right",
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"sp_model_kwargs": {},
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"spaces_between_special_tokens": false,
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"split_special_tokens": false,
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"tokenizer_class": "LlamaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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yi-1.5-6b-chat-bf16.gguf
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yi-1.5-6b-chat-bf16.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:a79bd54ce0ab813fb54da80aa1ed5e1bf72405b3268c44553b099bba28b93dc4
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size 12124098400
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yi-1.5-6b-chat-imat-IQ1_S.gguf
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yi-1.5-6b-chat-imat-IQ1_S.gguf
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version https://git-lfs.github.com/spec/v1
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oid sha256:ece6443521972c39948ed1e2c4bbf9590387fc19d3337b84dd488431fe0aa555
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size 1432293504
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yi-1.5-6b-chat-imat-IQ2_M.gguf
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yi-1.5-6b-chat-imat-IQ2_M.gguf
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|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:ab487dbbb99499027ce08ce124ddc722f95a2660fa975bd6da49a181f7853f8b
|
||||||
|
size 2163527808
|
||||||
3
yi-1.5-6b-chat-imat-IQ2_S.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ2_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:4c81cba1f56896b77fe8980208b76d30c39891ddc5a3f41eee4ebaddb79a791a
|
||||||
|
size 2015023232
|
||||||
3
yi-1.5-6b-chat-imat-IQ2_XS.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ2_XS.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:7ed5956bcfd4987230d745ff14c7af7e5f29a41e5a96be621b390ddb86ce2d34
|
||||||
|
size 1894584448
|
||||||
3
yi-1.5-6b-chat-imat-IQ2_XXS.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ2_XXS.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:4a0ae9ca0459383568db95d8abf97ef684409c4bba499d165af58191fe28d958
|
||||||
|
size 1729302656
|
||||||
3
yi-1.5-6b-chat-imat-IQ3_M.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ3_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:2920a4e063d81b21186687a4145044e1e07222b00ba85ac2a87367257d1e9cec
|
||||||
|
size 2813366400
|
||||||
3
yi-1.5-6b-chat-imat-IQ3_S.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ3_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:eeedb16adf9ff1d83fa74edf16770be98a395115f9c3a69d423b50638ec650a3
|
||||||
|
size 2718109824
|
||||||
3
yi-1.5-6b-chat-imat-IQ3_XS.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ3_XS.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:17998e899011a82472ae9b31e292d516f5edc7f8eed2d0515e71f75b8449e06f
|
||||||
|
size 2588348544
|
||||||
3
yi-1.5-6b-chat-imat-IQ3_XXS.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ3_XXS.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:0dc900a4495712106cfb56caa94a504da0e2150cfba522c63f5d47384dbdbff4
|
||||||
|
size 2414334080
|
||||||
3
yi-1.5-6b-chat-imat-IQ4_NL.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ4_NL.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
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||||||
|
oid sha256:4c7d6f46b1b3dc9c010c04474fced5d43e4861e7998d0b27946d4c7baf3fa98b
|
||||||
|
size 3487715456
|
||||||
3
yi-1.5-6b-chat-imat-IQ4_XS.gguf
Normal file
3
yi-1.5-6b-chat-imat-IQ4_XS.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:cc7add1995789254805b8c3519bb46dc37f390787dd6ecdd99f4d73b9c575460
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||||||
|
size 3308605568
|
||||||
3
yi-1.5-6b-chat-imat-Q4_0.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q4_0.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:7ebb26c49da7b96c2b2eee1f382b14877d7885b107e8bd31904f6b476eb14ce3
|
||||||
|
size 3490599040
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||||||
3
yi-1.5-6b-chat-imat-Q4_K_M.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q4_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:f0e4f53cd01cd35db4462e9acc49a35983e5d4467ca0caad39bfb21e2221e9de
|
||||||
|
size 3673968768
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||||||
3
yi-1.5-6b-chat-imat-Q4_K_S.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q4_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
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||||||
|
oid sha256:7c7b6dd3005ae588b3b1a5825c8930d24e572f8eda048f63aef91d97ac842c6f
|
||||||
|
size 3502919808
|
||||||
3
yi-1.5-6b-chat-imat-Q5_K_M.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q5_K_M.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:e0591ea7fbbfab5342c7bce4f7e139482aa395d21fd5071564e2a650cb80add3
|
||||||
|
size 4304425088
|
||||||
3
yi-1.5-6b-chat-imat-Q5_K_S.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q5_K_S.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:6f99b9c308423479f62abdb426b7c594312537784b917bb0a45ab9ac92261368
|
||||||
|
size 4204155008
|
||||||
3
yi-1.5-6b-chat-imat-Q6_K.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q6_K.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:9eb711ce9a456bfb3efa4adc04262f83edb5e769ca2fde943c74f96f8f51671d
|
||||||
|
size 4974284928
|
||||||
3
yi-1.5-6b-chat-imat-Q8_0.gguf
Normal file
3
yi-1.5-6b-chat-imat-Q8_0.gguf
Normal file
@@ -0,0 +1,3 @@
|
|||||||
|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:bd51ddda04f56b83e4807c88746552f3d1aad9770b2339483be42906a51b9eae
|
||||||
|
size 6442127488
|
||||||
Reference in New Issue
Block a user