Magnum-v4-SE-70B-LoRA
55
4
1 language
BF16
llama
by
Doctor-Shotgun
Language Model
OTHER
70B params
New
55 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
157GB+ RAM
Mobile
Laptop
Server
Quick Summary
The Magnum v4 series is complete, but here's something a little extra I wanted to tack on as I wasn't entirely satisfied with the results of v4 72B.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
66GB+ RAM
Code Examples
optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
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optimizer: paged_ademamix_8bit
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learning_rate: 4.0e-5
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group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
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local_rank:
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xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
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message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
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micro_batch_size: 1
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optimizer: paged_ademamix_8bit
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group_by_length: false
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s2_attention:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
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s2_attention:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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chat_template: llama3
roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_watch:
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/nopm_claude_writing_fixed
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo_misc_part2
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message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
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lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
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s2_attention:
warmup_steps: 40
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
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message_field_role: from
message_field_content: value
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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roles_to_train: ["gpt"]
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message_field_content: value
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shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
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group_by_length: false
bf16: auto
fp16:
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
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deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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message_field_content: value
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message_field_role: from
message_field_content: value
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message_field_role: from
message_field_content: value
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shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
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sample_packing: true
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pad_to_sequence_len: true
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lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
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peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
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message_field_role: from
message_field_content: value
train_on_eos: turn
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_role: from
message_field_content: value
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_watch:
wandb_name:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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message_field_role: from
message_field_content: value
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shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
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wandb_log_model:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
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load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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message_field_role: from
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- path: anthracite-org/kalo_opus_misc_240827
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message_field_content: value
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output_dir: /home/docshotgun/data/70b-lora-out
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liger_rms_norm: true
liger_layer_norm: true
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sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
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lora_model_dir:
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lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_watch:
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weight_decay: 0.01
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fsdp_config:
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pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_content: value
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field_messages: conversations
message_field_role: from
message_field_content: value
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- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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liger_rms_norm: true
liger_layer_norm: true
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sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
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lora_model_dir:
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lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
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peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_watch:
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weight_decay: 0.01
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fsdp_config:
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pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
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tokenizer_type: AutoTokenizer
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hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
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load_in_8bit: false
load_in_4bit: false
strict: false
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field_messages: conversations
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message_field_content: value
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message_field_content: value
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message_field_content: value
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- path: anthracite-org/kalo_opus_misc_240827
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message_field_content: value
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
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local_rank:
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xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
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message_field_role: from
message_field_content: value
train_on_eos: turn
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
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learning_rate: 4.0e-5
max_grad_norm: 3.0
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group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
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xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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chat_template: llama3
roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
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optimizer: paged_ademamix_8bit
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learning_rate: 4.0e-5
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group_by_length: false
bf16: auto
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gradient_checkpointing: unsloth
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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chat_template: llama3
roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/nopm_claude_writing_fixed
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo_misc_part2
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message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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roles_to_train: ["gpt"]
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message_field_content: value
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shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
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group_by_length: false
bf16: auto
fp16:
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gradient_checkpointing: unsloth
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logging_steps: 1
xformers_attention:
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s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
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message_field_role: from
message_field_content: value
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
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optimizer: paged_ademamix_8bit
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s2_attention:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
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optimizer: paged_ademamix_8bit
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s2_attention:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
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s2_attention:
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evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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roles_to_train: ["gpt"]
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message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
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gradient_accumulation_steps: 1
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
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fp16:
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
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group_by_length: false
bf16: auto
fp16:
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gradient_checkpointing: unsloth
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logging_steps: 1
xformers_attention:
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
datasets:
- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
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group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
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xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
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eval_max_new_tokens:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_content: value
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field_messages: conversations
message_field_role: from
message_field_content: value
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/nopm_claude_writing_fixed
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_role: from
message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
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tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
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message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
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liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
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wandb_log_model:
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evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
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load_in_8bit: false
load_in_4bit: false
strict: false
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- path: anthracite-org/c2_logs_32k_llama3_qwen2_v1.3
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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message_field_role: from
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message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
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liger_rms_norm: true
liger_layer_norm: true
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sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
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lora_model_dir:
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lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_watch:
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wandb_log_model:
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weight_decay: 0.01
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fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
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tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
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load_in_8bit: false
load_in_4bit: false
strict: false
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type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
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message_field_content: value
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message_field_role: from
message_field_content: value
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- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
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message_field_content: value
train_on_eos: turn
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message_field_content: value
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message_field_content: value
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shuffle_merged_datasets: true
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val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
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liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
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sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
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lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
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wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
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s2_attention:
warmup_steps: 40
evals_per_epoch:
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debug:
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weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>optionally might have model_type or tokenizer_typeyaml
base_model: meta-llama/Llama-3.3-70B-Instruct
base_model_ignore_patterns: "*/*"
# optionally might have model_type or tokenizer_type
model_type: LlamaForCausalLM
tokenizer_type: AutoTokenizer
# Automatically upload checkpoint and final model to HF
hub_model_id: Doctor-Shotgun/magnum-v4-se-70b-lora
hub_strategy: "all_checkpoints"
push_dataset_to_hub:
hf_use_auth_token: true
load_in_8bit: false
load_in_4bit: false
strict: false
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type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-core/Gryphe-Opus-Charcard-Roleplay
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
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message_field_role: from
message_field_content: value
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- path: anthracite-org/kalo-opus-instruct-22k-no-refusal
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
type: chat_template
chat_template: llama3
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field_messages: conversations
message_field_role: from
message_field_content: value
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- path: anthracite-org/nopm_claude_writing_fixed
type: chat_template
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roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_opus_misc_240827
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
- path: anthracite-org/kalo_misc_part2
type: chat_template
chat_template: llama3
roles_to_train: ["gpt"]
field_messages: conversations
message_field_role: from
message_field_content: value
train_on_eos: turn
shuffle_merged_datasets: true
dataset_prepared_path: /home/docshotgun/data/magnum-70b-data
val_set_size: 0.0
output_dir: /home/docshotgun/data/70b-lora-out
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
sequence_len: 32768
sample_packing: true
eval_sample_packing: false
pad_to_sequence_len: true
adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
wandb_project: 70b-magnum-lora
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:
gradient_accumulation_steps: 1
micro_batch_size: 1
num_epochs: 2
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 4.0e-5
max_grad_norm: 3.0
train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false
gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true
s2_attention:
warmup_steps: 40
evals_per_epoch:
eval_table_size:
eval_max_new_tokens:
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.01
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>Deploy This Model
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