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Model: EVA-UNIT-01/EVA-Qwen2.5-14B-v0.2
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---
library_name: transformers
license: apache-2.0
base_model: Qwen/Qwen2.5-14B
datasets:
- anthracite-org/kalo-opus-instruct-22k-no-refusal
- Nopm/Opus_WritingStruct
- Gryphe/Sonnet3.5-SlimOrcaDedupCleaned
- Gryphe/Sonnet3.5-Charcard-Roleplay
- Gryphe/ChatGPT-4o-Writing-Prompts
- Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
- Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
- nothingiisreal/Reddit-Dirty-And-WritingPrompts
- allura-org/Celeste-1.x-data-mixture
- cognitivecomputations/dolphin-2.9.3
tags:
- generated_from_trainer
model-index:
- name: EVA-Qwen2.5-14B-SFFT-v0.2
results: []
---
# EVA Qwen2.5-14B v0.2
<p>
A RP/storywriting specialist model, full-parameter finetune of Qwen2.5-14B on mixture of synthetic and natural data.<br>
It uses Celeste 70B 0.1 data mixture, greatly expanding it to improve versatility, creativity and "flavor" of the resulting model.<br>
</p>
<p><b>Version notes for 0.2</b>: Now using the refined dataset from 32B 0.2. Major improvements in coherence, instruction following and long-context comprehension over 14B v0.1.</p>
<p>
<p>Prompt format is ChatML.</p><br>
<h3>Recommended sampler values:</h3>
<ul>
<li>Temperature: 0.8</li>
<li>Min-P: 0.05</li>
<li>Top-A: 0.3</li>
<li>Repetition Penalty: 1.03</li>
</ul>
<h3>Recommended SillyTavern presets (via CalamitousFelicitousness):</h3>
- [Context](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Context.json)
- [Instruct and System Prompt](https://huggingface.co/EVA-UNIT-01/EVA-Yi-1.5-9B-32K-V1/blob/main/%5BChatML%5D%20Roleplay-v1.9%20Instruct.json)
</p>
<p>
<br>
<h3>
Training data:
</h3>
<ul>
<li>Celeste 70B 0.1 data mixture minus Opus Instruct subset. See that model's <a href=https://huggingface.co/nothingiisreal/L3.1-70B-Celeste-V0.1-BF16>card</a> for details.</li>
<li>Kalomaze's Opus_Instruct_25k dataset, filtered for refusals.</li>
<li>A subset (1k rows) of ChatGPT-4o-WritingPrompts by Gryphe</li>
<li>A subset (2k rows) of Sonnet3.5-Charcards-Roleplay by Gryphe</li>
<li>Synthstruct and SynthRP datasets by Epiculous</li>
<li>A subset from Dolphin-2.9.3, including filtered version of not_samantha and a small subset of systemchat.</li>
</ul>
<h3>
Training time and hardware:
</h3>
<ul><li> 3 hours on 8xH100 SXM, provided by <a href=https://featherless.ai/>FeatherlessAI</a></li></ul><br>
</p>
<p>Model was created by Kearm, Auri and Cahvay.</p>
<h4>Special thanks:</h4><ul>
<li><b>to Cahvay for his work on investigating and reprocessing the corrupted dataset, removing the single biggest source of data poisoning.</b></li>
<li><b>to <a href=https://featherless.ai/>FeatherlessAI</a> for generously providing 8xH100 SXM node for training of this model</b></li>
<li>to Gryphe, Lemmy, Kalomaze, Nopm, Epiculous and CognitiveComputations for the data</li>
<li>and to Allura-org for support, feedback, beta-testing and doing quality control of EVA models.</li></ul>
[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
<details><summary>See axolotl config</summary>
axolotl version: `0.4.1`
```yaml
base_model: Qwen/Qwen2.5-14B
load_in_8bit: false
load_in_4bit: false
strict: false
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_swiglu: true
liger_fused_linear_cross_entropy: true
# plugins:
# - axolotl.integrations.spectrum.SpectrumPlugin
# spectrum_top_fraction: 0.5
# # Optional if using a pre-scanned model as your base_model. Useful if using a model mirror
# spectrum_model_name: Qwen/Qwen2.5-32B
datasets:
- path: datasets/Celeste_Filtered_utf8fix.jsonl
type: sharegpt
- path: datasets/deduped_not_samantha_norefusals.jsonl
type: sharegpt
- path: datasets/deduped_SynthRP-Gens_processed_ShareGPT_converted_cleaned.jsonl
type: sharegpt
- path: datasets/deduped_Synthstruct-Gens_processed_sharegpt_converted_cleaned.jsonl
type: sharegpt
- path: datasets/Gryphe-4o-WP-filtered-sharegpt_utf8fix.jsonl
type: sharegpt
- path: datasets/opus-instruct-22k-no_refusals-filtered_utf8fix.jsonl
type: sharegpt
- path: datasets/Sonnet3-5-charcard-names-filtered-sharegpt_utf8fix.jsonl
type: sharegpt
- path: datasets/SystemChat_subset_filtered_sharegpt_utf8fix.jsonl
type: sharegpt
chat_template: chatml
shuffle_merged_datasets: true
val_set_size: 0.001
output_dir: ./EVA-Qwen2.5-14B-SFFT-v0.2
sequence_len: 10240
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
# adapter: qlora
# lora_model_dir:
# lora_r: 64
# lora_alpha: 128
# lora_dropout: 0.05
# lora_target_linear: true
# peft_use_dora: true
base_model: Qwen/Qwen2.5-14B
load_in_8bit: false
load_in_4bit: false
strict: false
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_swiglu: true
liger_fused_linear_cross_entropy: true
datasets:
- path: datasets/Celeste_Filtered_utf8fix.jsonl
type: sharegpt
- path: datasets/deduped_not_samantha_norefusals.jsonl
type: sharegpt
- path: datasets/deduped_SynthRP-Gens_processed_ShareGPT_converted_cleaned.jsonl
type: sharegpt
- path: datasets/deduped_Synthstruct-Gens_processed_sharegpt_converted_cleaned.jsonl
type: sharegpt
- path: datasets/Gryphe-4o-WP-filtered-sharegpt_utf8fix.jsonl
type: sharegpt
- path: datasets/opus-instruct-22k-no_refusals-filtered_utf8fix.jsonl
type: sharegpt
- path: datasets/Sonnet3-5-charcard-names-filtered-sharegpt_utf8fix.jsonl
type: sharegpt
- path: datasets/SystemChat_subset_filtered_sharegpt_utf8fix.jsonl
type: sharegpt
chat_template: chatml
shuffle_merged_datasets: true
val_set_size: 0.005
output_dir: ./EVA-Qwen2.5-14B-SFFT-v0.2
sequence_len: 10240
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
# adapter: qlora
# lora_model_dir:
# lora_r: 32
# lora_alpha: 16
# lora_dropout: 0.05
# lora_target_linear: true
# peft_use_dora: true
unfrozen_parameters:
- ^lm_head.weight$
- ^model.embed_tokens.weight$
# mlp.down_proj layers
- model.layers.1.mlp.down_proj
- model.layers.35.mlp.down_proj
- model.layers.38.mlp.down_proj
- model.layers.37.mlp.down_proj
- model.layers.36.mlp.down_proj
- model.layers.15.mlp.down_proj
- model.layers.11.mlp.down_proj
- model.layers.12.mlp.down_proj
- model.layers.34.mlp.down_proj
- model.layers.44.mlp.down_proj
- model.layers.45.mlp.down_proj
- model.layers.9.mlp.down_proj
- model.layers.41.mlp.down_proj
- model.layers.33.mlp.down_proj
- model.layers.43.mlp.down_proj
- model.layers.40.mlp.down_proj
- model.layers.13.mlp.down_proj
- model.layers.8.mlp.down_proj
- model.layers.39.mlp.down_proj
- model.layers.10.mlp.down_proj
- model.layers.14.mlp.down_proj
- model.layers.16.mlp.down_proj
- model.layers.31.mlp.down_proj
- model.layers.32.mlp.down_proj
# mlp.gate_proj layers
- model.layers.1.mlp.gate_proj
- model.layers.44.mlp.gate_proj
- model.layers.46.mlp.gate_proj
- model.layers.45.mlp.gate_proj
- model.layers.43.mlp.gate_proj
- model.layers.47.mlp.gate_proj
- model.layers.42.mlp.gate_proj
- model.layers.32.mlp.gate_proj
- model.layers.27.mlp.gate_proj
- model.layers.33.mlp.gate_proj
- model.layers.28.mlp.gate_proj
- model.layers.39.mlp.gate_proj
- model.layers.41.mlp.gate_proj
- model.layers.40.mlp.gate_proj
- model.layers.30.mlp.gate_proj
- model.layers.29.mlp.gate_proj
- model.layers.31.mlp.gate_proj
- model.layers.37.mlp.gate_proj
- model.layers.26.mlp.gate_proj
- model.layers.10.mlp.gate_proj
- model.layers.38.mlp.gate_proj
- model.layers.36.mlp.gate_proj
- model.layers.12.mlp.gate_proj
- model.layers.13.mlp.gate_proj
# mlp.up_proj layers
- model.layers.1.mlp.up_proj
- model.layers.13.mlp.up_proj
- model.layers.11.mlp.up_proj
- model.layers.14.mlp.up_proj
- model.layers.15.mlp.up_proj
- model.layers.12.mlp.up_proj
- model.layers.8.mlp.up_proj
- model.layers.16.mlp.up_proj
- model.layers.9.mlp.up_proj
- model.layers.19.mlp.up_proj
- model.layers.10.mlp.up_proj
- model.layers.7.mlp.up_proj
- model.layers.17.mlp.up_proj
- model.layers.20.mlp.up_proj
- model.layers.21.mlp.up_proj
- model.layers.18.mlp.up_proj
- model.layers.37.mlp.up_proj
- model.layers.38.mlp.up_proj
- model.layers.39.mlp.up_proj
- model.layers.42.mlp.up_proj
- model.layers.41.mlp.up_proj
- model.layers.27.mlp.up_proj
- model.layers.28.mlp.up_proj
- model.layers.36.mlp.up_proj
# self_attn.k_proj layers
- model.layers.47.self_attn.k_proj
- model.layers.39.self_attn.k_proj
- model.layers.41.self_attn.k_proj
- model.layers.37.self_attn.k_proj
- model.layers.35.self_attn.k_proj
- model.layers.44.self_attn.k_proj
- model.layers.38.self_attn.k_proj
- model.layers.14.self_attn.k_proj
- model.layers.7.self_attn.k_proj
- model.layers.12.self_attn.k_proj
- model.layers.11.self_attn.k_proj
- model.layers.32.self_attn.k_proj
- model.layers.10.self_attn.k_proj
- model.layers.8.self_attn.k_proj
- model.layers.6.self_attn.k_proj
- model.layers.9.self_attn.k_proj
- model.layers.45.self_attn.k_proj
- model.layers.42.self_attn.k_proj
- model.layers.40.self_attn.k_proj
- model.layers.5.self_attn.k_proj
- model.layers.0.self_attn.k_proj
- model.layers.33.self_attn.k_proj
- model.layers.34.self_attn.k_proj
- model.layers.13.self_attn.k_proj
# self_attn.o_proj layers
- model.layers.12.self_attn.o_proj
- model.layers.5.self_attn.o_proj
- model.layers.14.self_attn.o_proj
- model.layers.16.self_attn.o_proj
- model.layers.20.self_attn.o_proj
- model.layers.13.self_attn.o_proj
- model.layers.11.self_attn.o_proj
- model.layers.4.self_attn.o_proj
- model.layers.6.self_attn.o_proj
- model.layers.19.self_attn.o_proj
- model.layers.7.self_attn.o_proj
- model.layers.18.self_attn.o_proj
- model.layers.8.self_attn.o_proj
- model.layers.38.self_attn.o_proj
- model.layers.15.self_attn.o_proj
- model.layers.17.self_attn.o_proj
- model.layers.9.self_attn.o_proj
- model.layers.10.self_attn.o_proj
- model.layers.21.self_attn.o_proj
- model.layers.28.self_attn.o_proj
- model.layers.32.self_attn.o_proj
- model.layers.35.self_attn.o_proj
- model.layers.39.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.44.self_attn.q_proj
- model.layers.29.self_attn.q_proj
- model.layers.45.self_attn.q_proj
- model.layers.43.self_attn.q_proj
- model.layers.32.self_attn.q_proj
- model.layers.38.self_attn.q_proj
- model.layers.19.self_attn.q_proj
- model.layers.42.self_attn.q_proj
- model.layers.34.self_attn.q_proj
- model.layers.36.self_attn.q_proj
- model.layers.40.self_attn.q_proj
- model.layers.26.self_attn.q_proj
- model.layers.20.self_attn.q_proj
- model.layers.28.self_attn.q_proj
- model.layers.39.self_attn.q_proj
- model.layers.41.self_attn.q_proj
- model.layers.33.self_attn.q_proj
- model.layers.35.self_attn.q_proj
- model.layers.25.self_attn.q_proj
- model.layers.30.self_attn.q_proj
- model.layers.27.self_attn.q_proj
# self_attn.v_proj layers
- model.layers.0.self_attn.v_proj
- model.layers.7.self_attn.v_proj
- model.layers.39.self_attn.v_proj
- model.layers.31.self_attn.v_proj
- model.layers.15.self_attn.v_proj
- model.layers.10.self_attn.v_proj
- model.layers.41.self_attn.v_proj
- model.layers.32.self_attn.v_proj
- model.layers.6.self_attn.v_proj
- model.layers.33.self_attn.v_proj
- model.layers.42.self_attn.v_proj
- model.layers.29.self_attn.v_proj
- model.layers.9.self_attn.v_proj
- model.layers.14.self_attn.v_proj
- model.layers.35.self_attn.v_proj
- model.layers.38.self_attn.v_proj
- model.layers.13.self_attn.v_proj
- model.layers.30.self_attn.v_proj
- model.layers.34.self_attn.v_proj
- model.layers.5.self_attn.v_proj
- model.layers.28.self_attn.v_proj
- model.layers.37.self_attn.v_proj
- model.layers.27.self_attn.v_proj
- model.layers.11.self_attn.v_proj
wandb_project: EVA-Qwen2.5-14B-SFFT-v0.2
wandb_entity:
wandb_watch:
wandb_name: Unit-02
wandb_log_model:
gradient_accumulation_steps: 8
micro_batch_size: 2
num_epochs: 3
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 0.00005
max_grad_norm: 3
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: "unsloth"
# gradient_checkpointing_kwargs:
# use_reentrant: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
warmup_steps: 20
evals_per_epoch: 4
saves_per_epoch: 4
save_safetensors: true
hub_model_id:
hub_strategy:
debug:
deepspeed: deepspeed_configs/zero3_bf16.json
weight_decay: 0.1
# fsdp:
# - full_shard
# - auto_wrap
# fsdp_config:
# fsdp_limit_all_gathers: true
# fsdp_sync_module_states: false
# fsdp_offload_params: true
# fsdp_cpu_ram_efficient_loading: true
# fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
# fsdp_transformer_layer_cls_to_wrap: Qwen2DecoderLayer
# fsdp_activation_checkpointing: true
# fsdp_state_dict_type: SHARDED_STATE_DICT # Changed from FULL_STATE_DICT
# fsdp_sharding_strategy: FULL_SHARD
# fsdp_forward_prefetch: false # Added
# fsdp_backward_prefetch: "BACKWARD_PRE" # Added
# fsdp_backward_prefetch_limit: 1 # Added
# fsdp_mixed_precision: BF16 # Added
```
</details><br>

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{
"_name_or_path": "Qwen/Qwen2.5-14B",
"architectures": [
"Qwen2ForCausalLM"
],
"attention_dropout": 0.0,
"eos_token_id": 151643,
"hidden_act": "silu",
"hidden_size": 5120,
"initializer_range": 0.02,
"intermediate_size": 13824,
"max_position_embeddings": 131072,
"max_window_layers": 48,
"model_type": "qwen2",
"num_attention_heads": 40,
"num_hidden_layers": 48,
"num_key_value_heads": 8,
"rms_norm_eps": 1e-05,
"rope_scaling": null,
"rope_theta": 1000000.0,
"sliding_window": null,
"tie_word_embeddings": false,
"torch_dtype": "bfloat16",
"transformers_version": "4.45.1",
"use_cache": false,
"use_sliding_window": false,
"vocab_size": 152064
}

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"bos_token_id": 151643,
"do_sample": true,
"eos_token_id": 151643,
"max_new_tokens": 2048,
"transformers_version": "4.45.1"
}

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