Total runs:
1.0K
Run Growth:
161
Growth Rate:
15.89%
Sponsored by
PostMcpAi
nbeerbower / A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT
Model's Last Updated: May 30 2026
text-generation
Introduction of A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT
Model Details of A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT
A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT
Training Configuration
| Parameter | Value |
|---|---|
| Training Mode | SFT |
| Base Model |
nbeerbower/A2-Hemlock-Coder
|
| Learning Rate | 0.0001 |
| Epochs | 1 |
| Batch Size | 1 |
| Gradient Accumulation | 32 |
| Effective Batch Size | 32 |
| Max Sequence Length | 2048 |
| Optimizer | paged_adamw_8bit |
| LR Scheduler | cosine |
| Warmup Ratio | 0.05 |
| Weight Decay | 0.01 |
| Max Grad Norm | 0.5 |
| Seed | 42 |
| LoRA Rank (r) | 64 |
| LoRA Alpha | 128 |
| LoRA Dropout | 0.05 |
| Target Modules | up_proj, down_proj, gate_proj, k_proj, q_proj, v_proj, o_proj |
| Quantization | 4-bit (NF4) |
| GPU | NVIDIA RTX A6000 |
Reproduce this training run
This model was trained with
Merlina
. Save the JSON below to
data/configs/<name>.json
(or import it via the
Load Configuration
dialog) to reproduce the exact training setup. Credentials are not included — Merlina will use your own
HF_TOKEN
and
WANDB_API_KEY
from
.env
or the form.
{
"_metadata": {
"name": "A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT",
"description": "Training configuration shared from a Merlina-trained model.",
"tags": [],
"schema": "merlina/training-config",
"schema_version": 1,
"merlina_version": "2.0.1"
},
"base_model": "nbeerbower/A2-Hemlock-Coder",
"output_name": "A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT",
"use_lora": true,
"lora_r": 64,
"lora_alpha": 128,
"lora_dropout": 0.05,
"target_modules": [
"up_proj",
"down_proj",
"gate_proj",
"k_proj",
"q_proj",
"v_proj",
"o_proj"
],
"modules_to_save": [],
"lora_task_type": "CAUSAL_LM",
"learning_rate": 0.0001,
"num_epochs": 1,
"batch_size": 1,
"gradient_accumulation_steps": 32,
"max_length": 2048,
"max_prompt_length": 1024,
"model_type": "auto",
"training_mode": "sft",
"beta": 0.1,
"label_smoothing": 0.0,
"gamma": 0.5,
"vision_model_id": null,
"stage": null,
"unfreeze_vision_top_n": null,
"image_token_id": null,
"min_pixels": null,
"max_pixels": null,
"image_column": null,
"caption_column": null,
"instruction": null,
"streaming": null,
"model_name": null,
"image_resolution": 1024,
"lora_rank": 32,
"lora_target_modules": null,
"dataset_jsonl_path": null,
"dataset_name": null,
"dataset_split": null,
"sample_prompts": null,
"sample_num_steps": null,
"dataset": {
"source": {
"source_type": "huggingface",
"repo_id": "Jackrong/Claude-opus-4.6-TraceInversion-9000x",
"split": "train",
"file_path": null,
"file_format": null,
"dataset_id": null,
"streaming": false,
"streaming_batch_size": 10000,
"column_mapping": null
},
"additional_sources": [],
"format": {
"format_type": "tokenizer",
"custom_templates": null,
"enable_thinking": true
},
"model_name": "nbeerbower/A2-Hemlock-Coder",
"column_mapping": {
"input": "prompt",
"output": "chosen",
"reasoning_bubble": "reasoning"
},
"convert_messages_format": false,
"deduplicate": false,
"dedupe_strategy": "prompt_chosen",
"test_size": 0.01,
"max_samples": null,
"system_prompt": null,
"system_prompt_mode": "fill_empty",
"training_mode": "sft"
},
"seed": 42,
"max_grad_norm": 0.5,
"warmup_ratio": 0.05,
"eval_steps": 0.2,
"use_4bit": true,
"use_wandb": true,
"push_to_hub": true,
"merge_lora_before_upload": true,
"hf_hub_private": true,
"export_gguf": false,
"gguf_quant_types": [
"Q4_K_M"
],
"keep_gguf_fp16": false,
"shuffle_dataset": true,
"weight_decay": 0.01,
"lr_scheduler_type": "cosine",
"gradient_checkpointing": true,
"logging_steps": 1,
"optimizer_type": "paged_adamw_8bit",
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_epsilon": 1e-08,
"adafactor_relative_step": false,
"adafactor_scale_parameter": false,
"adafactor_warmup_init": false,
"adafactor_decay_rate": -0.8,
"adafactor_beta1": null,
"adafactor_clip_threshold": 1.0,
"attn_implementation": "auto",
"use_liger": true,
"torch_compile": false,
"neftune_alpha": null,
"eval_on_start": true,
"gpu_ids": null,
"multi_gpu_strategy": "auto",
"wandb_project": null,
"wandb_run_name": null,
"wandb_tags": null,
"wandb_notes": null
}
Runs of nbeerbower A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT on huggingface.co
7
Total runs
0
24-hour runs
0
3-day runs
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7-day runs
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30-day runs
More Information About A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT huggingface.co Model
Url of A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT
A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT huggingface.co Url
Provider of A2-Hemlock-Coder-Claude-opus-4.6-TraceInversion-9000x-SFT huggingface.co
Other API from nbeerbower
Updated:June 10 2025
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