Total runs:
322
Run Growth:
0
Growth Rate:
0.00%
Sponsored by
APIMaster
Delta-Vector / Tor-8B
Model's Last Updated: December 31 2024
Introduction of Tor-8B
Model Details of Tor-8B
An earlier checkpoint of Darkens-8B using the same configuration that i felt was different enough from it's 4 epoch cousin to release, Finetuned ontop of the Prune/Distill NeMo 8B done by Nvidia, This model aims to have generally good prose and writing while not falling into claude-isms.
Quants
GGUF: https://huggingface.co/Delta-Vector/Tor-8B-GGUF
EXL2: https://huggingface.co/Delta-Vector/Tor-8B-EXL2
Prompting
Model has been Instruct tuned with the ChatML formatting. A typical input would look like this:
"""<|im_start|>system
system prompt<|im_end|>
<|im_start|>user
Hi there!<|im_end|>
<|im_start|>assistant
Nice to meet you!<|im_end|>
<|im_start|>user
Can I ask a question?<|im_end|>
<|im_start|>assistant
"""
System Prompting
I would highly recommend using Sao10k's Euryale System prompt, But the "Roleplay Simple" system prompt provided within SillyTavern will work aswell.
Currently, your role is {{char}}, described in detail below. As {{char}}, continue the narrative exchange with {{user}}.
<Guidelines>
• Maintain the character persona but allow it to evolve with the story.
• Be creative and proactive. Drive the story forward, introducing plotlines and events when relevant.
• All types of outputs are encouraged; respond accordingly to the narrative.
• Include dialogues, actions, and thoughts in each response.
• Utilize all five senses to describe scenarios within {{char}}'s dialogue.
• Use emotional symbols such as "!" and "~" in appropriate contexts.
• Incorporate onomatopoeia when suitable.
• Allow time for {{user}} to respond with their own input, respecting their agency.
• Act as secondary characters and NPCs as needed, and remove them when appropriate.
• When prompted for an Out of Character [OOC:] reply, answer neutrally and in plaintext, not as {{char}}.
</Guidelines>
<Forbidden>
• Using excessive literary embellishments and purple prose unless dictated by {{char}}'s persona.
• Writing for, speaking, thinking, acting, or replying as {{user}} in your response.
• Repetitive and monotonous outputs.
• Positivity bias in your replies.
• Being overly extreme or NSFW when the narrative context is inappropriate.
</Forbidden>
Follow the instructions in <Guidelines></Guidelines>, avoiding the items listed in <Forbidden></Forbidden>.
Axolotl config
See axolotl config
Axolotl version:
0.4.1
base_model: Dans-DiscountModels/Mistral-NeMo-Minitron-8B-Base-ChatML
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_swiglu: true
#liger_cross_entropy: true
liger_fused_linear_cross_entropy: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: PRIVATE CLAUDE LOG FILTER
type: sharegpt
conversation: chatml
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: sharegpt
conversation: chatml
- path: Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned
type: sharegpt
conversation: chatml
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: sharegpt
conversation: chatml
- path: anthracite-org/nopm_claude_writing_fixed
type: sharegpt
conversation: chatml
- path: Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned
type: sharegpt
conversation: chatml
- path: anthracite-org/kalo_opus_misc_240827
type: sharegpt
conversation: chatml
- path: anthracite-org/kalo_misc_part2
type: sharegpt
conversation: chatml
chat_template: chatml
shuffle_merged_datasets: false
default_system_message: "You are a helpful assistant that responds to the user."
dataset_prepared_path: /workspace/data/8b-nemo-fft-data
val_set_size: 0.0
output_dir: /workspace/data/8b-nemo-fft-out
sequence_len: 16384
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter:
lora_model_dir:
lora_r:
lora_alpha:
lora_dropout:
lora_target_linear:
lora_fan_in_fan_out:
wandb_project: 8b-nemoprune-fft
wandb_entity:
wandb_watch:
wandb_name: attempt-01
wandb_log_model:
gradient_accumulation_steps: 2
micro_batch_size: 2
num_epochs: 4
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.00001
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint: /workspace/workspace/thing
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
warmup_steps: 10
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 1
debug:
deepspeed: deepspeed_configs/zero3_bf16.json
weight_decay: 0.001
fsdp:
fsdp_config:
special_tokens:
pad_token: <pad>
Credits
Thank you to Lucy Knada , Kalomaze , Kubernetes Bad and the rest of Anthracite (But not Alpin.)
Training
The training was done for 4 epochs. (This model is the 2 epoch checkpoint), I used 10 x A40s GPUs graciously provided by Kalomaze for the full-parameter fine-tuning of the model.
Runs of Delta-Vector Tor-8B on huggingface.co
29
Total runs
2
24-hour runs
3
3-day runs
5
7-day runs
10
30-day runs
More Information About Tor-8B huggingface.co Model
Url of Tor-8B
Tor-8B huggingface.co Url
Provider of Tor-8B huggingface.co
Other API from Delta-Vector
Updated:April 01 2025
Total runs:
218
Run Growth:
203
Growth Rate:
92.69%
Total runs:
206
Run Growth:
0
Growth Rate:
0.00%
Total runs:
144
Run Growth:
0
Growth Rate:
0.00%
Total runs:
108
Run Growth:
-19
Growth Rate:
-18.27%
Total runs:
106
Run Growth:
0
Growth Rate:
0.00%
Total runs:
98
Run Growth:
49
Growth Rate:
50.00%
Total runs:
91
Run Growth:
58
Growth Rate:
63.74%
Total runs:
89
Run Growth:
0
Growth Rate:
0.00%
Total runs:
85
Run Growth:
49
Growth Rate:
56.98%
Total runs:
79
Run Growth:
75
Growth Rate:
91.46%
Total runs:
75
Run Growth:
12
Growth Rate:
16.00%
Total runs:
75
Run Growth:
-29
Growth Rate:
-38.67%
Total runs:
74
Run Growth:
0
Growth Rate:
0.00%
Total runs:
68
Run Growth:
0
Growth Rate:
0.00%
Total runs:
64
Run Growth:
0
Growth Rate:
0.00%
Total runs:
61
Run Growth:
0
Growth Rate:
0.00%
Total runs:
60
Run Growth:
-38
Growth Rate:
-67.86%
Total runs:
57
Run Growth:
0
Growth Rate:
0.00%
Total runs:
57
Run Growth:
0
Growth Rate:
0.00%
Total runs:
54
Run Growth:
0
Growth Rate:
0.00%
Total runs:
52
Run Growth:
29
Growth Rate:
55.77%
Total runs:
52
Run Growth:
38
Growth Rate:
73.08%
Total runs:
48
Run Growth:
38
Growth Rate:
79.17%
Total runs:
48
Run Growth:
32
Growth Rate:
66.67%
Total runs:
47
Run Growth:
0
Growth Rate:
0.00%
Total runs:
45
Run Growth:
6
Growth Rate:
13.33%
Total runs:
44
Run Growth:
34
Growth Rate:
77.27%
Total runs:
44
Run Growth:
0
Growth Rate:
0.00%
Total runs:
43
Run Growth:
36
Growth Rate:
83.72%
Total runs:
42
Run Growth:
27
Growth Rate:
61.36%
Total runs:
42
Run Growth:
19
Growth Rate:
45.24%
Total runs:
40
Run Growth:
0
Growth Rate:
0.00%
Total runs:
38
Run Growth:
24
Growth Rate:
63.16%
Total runs:
35
Run Growth:
0
Growth Rate:
0.00%
Total runs:
35
Run Growth:
0
Growth Rate:
0.00%
Total runs:
34
Run Growth:
6
Growth Rate:
17.65%
Total runs:
33
Run Growth:
24
Growth Rate:
72.73%
Total runs:
33
Run Growth:
10
Growth Rate:
28.57%
Total runs:
32
Run Growth:
0
Growth Rate:
0.00%
Total runs:
31
Run Growth:
0
Growth Rate:
0.00%
Total runs:
31
Run Growth:
0
Growth Rate:
0.00%
Total runs:
30
Run Growth:
13
Growth Rate:
43.33%
Total runs:
30
Run Growth:
0
Growth Rate:
0.00%
Total runs:
30
Run Growth:
0
Growth Rate:
0.00%
Total runs:
28
Run Growth:
8
Growth Rate:
27.59%
Total runs:
27
Run Growth:
11
Growth Rate:
42.31%
Total runs:
26
Run Growth:
0
Growth Rate:
0.00%
Total runs:
26
Run Growth:
0
Growth Rate:
0.00%
Total runs:
26
Run Growth:
-5
Growth Rate:
-19.23%
Total runs:
26
Run Growth:
0
Growth Rate:
0.00%
Total runs:
26
Run Growth:
0
Growth Rate:
0.00%
Total runs:
25
Run Growth:
0
Growth Rate:
0.00%
Total runs:
24
Run Growth:
0
Growth Rate:
0.00%
Total runs:
24
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
11
Growth Rate:
44.00%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
0
Growth Rate:
0.00%
Total runs:
23
Run Growth:
-133
Growth Rate:
-578.26%
Total runs:
22
Run Growth:
0
Growth Rate:
0.00%
Total runs:
22
Run Growth:
0
Growth Rate:
0.00%
Total runs:
22
Run Growth:
0
Growth Rate:
0.00%
Total runs:
22
Run Growth:
0
Growth Rate:
0.00%
Total runs:
21
Run Growth:
0
Growth Rate:
0.00%
Total runs:
20
Run Growth:
7
Growth Rate:
35.00%
Total runs:
20
Run Growth:
-71
Growth Rate:
-394.44%
Total runs:
20
Run Growth:
0
Growth Rate:
0.00%
Total runs:
20
Run Growth:
8
Growth Rate:
40.00%
Total runs:
20
Run Growth:
2
Growth Rate:
10.53%
Total runs:
20
Run Growth:
0
Growth Rate:
0.00%
Total runs:
20
Run Growth:
0
Growth Rate:
0.00%
Total runs:
20
Run Growth:
0
Growth Rate:
0.00%
Total runs:
20
Run Growth:
9
Growth Rate:
45.00%
Total runs:
19
Run Growth:
0
Growth Rate:
0.00%
Total runs:
18
Run Growth:
0
Growth Rate:
0.00%
Total runs:
18
Run Growth:
4
Growth Rate:
22.22%
Total runs:
17
Run Growth:
7
Growth Rate:
43.75%
Total runs:
17
Run Growth:
0
Growth Rate:
0.00%