armand0e/Qwen3.5-9B-Opus-Agent-GGUF
Qwen3.5 9B - Opus Agent
This is a finetune on Opus traces and a small dataset. Reasoning was left untouched
Total train time: 4 hours
Benchmarks
General benchmarks
Benchmarks provided by @nightmedia, as always thanks for taking the time :)
arc arc/e boolq
armand0e/Qwen3.5-9B-Opus-Agent 0.589 0.747 0.901
Jackrong/Qwopus3.5-9B-Coder 0.561 0.721 0.89
Qwen3.5-9B 0.571 0.719 0.895Targeted benchmarks
Conducted via BenchLocal. All benchmarks are 2-shot (1 retry on failure) for ease of comparison to the numbers found in Jackrong's Qwopus3.5 Coder
All benchmarks for other models were done in Q80 only this model's benchmarks were done in Q4K_M
<h3 style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 22px 0 6px;">1. Instruction Following - InstructFollow-15</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 0 0 10px; color: #555;">InstructFollow-15 evaluates formatting, count, numbering, sentence, and length constraints.</p> <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin-bottom: 24px;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #cc785c; border-bottom: 1px solid rgba(204, 120, 92, 0.25); background: rgba(204, 120, 92, 0.06);">Instruction Following - InstructFollow-15 Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Dimension Scores (A/B/C/D/E)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Opus-Agent" style="color: #cc785c; text-decoration: none;">armand0e/Qwen3.5-9B-Opus-Agent</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">InstructFollow-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">97</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100 / 100 / 100 / 85 / 100</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #666; text-decoration: none;">Jackrong/Qwopus3.5-9B-coder</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">InstructFollow-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">93</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">100 / 100 / 100 / 67 / 100</td> </tr> </tbody> </table>
<h3 style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 22px 0 6px;">2. Code Debugging & Bug Fixing - BugFind-15</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 0 0 10px; color: #555;">BugFind-15 evaluates real debugging capability across syntax bugs, logic errors, and trap code.</p> <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin-bottom: 24px;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #cc785c; border-bottom: 1px solid rgba(204, 120, 92, 0.25); background: rgba(204, 120, 92, 0.06);">Code Debugging & Bug Fixing - BugFind-15 Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Dimension Scores (A/B/C/D/E)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Opus-Agent" style="color: #cc785c; text-decoration: none;">armand0e/Qwen3.5-9B-Opus-Agent</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">BugFind-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">84</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">67 / 100 / 87 / 67 / 90</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #666; text-decoration: none;">Jackrong/Qwopus3.5-9B-coder</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">BugFind-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">79</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">67 / 87 / 100 / 77 / 43</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/Jackrong/MLX-Qwen3.5-9B-DeepSeek-V4-Flash-8bit" style="color: #666; text-decoration: none;">Jackrong/MLX-Qwen3.5-9B-DeepSeek-V4-Flash</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">BugFind-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">75</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">67 / 100 / 67 / 57 / 80</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">BugFind-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">58</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">29 / 87 / 73 / 20 / 67</td> </tr> </tbody> </table>
<h3 style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 22px 0 6px;">3. Tool Call Stability - ToolCall-15</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 0 0 10px; color: #555;">ToolCall-15 targets stability and precision in direct tool-calling behavior.</p> <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin-bottom: 24px;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #cc785c; border-bottom: 1px solid rgba(204, 120, 92, 0.25); background: rgba(204, 120, 92, 0.06);">Tool Call Stability - ToolCall-15 Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Dimension Scores (A/B/C/D/E)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Opus-Agent" style="color: #cc785c; text-decoration: none;">armand0e/Qwen3.5-9B-Opus-Agent</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">ToolCall-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100 / 100 / 100 / 100 / 100</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #cc785c; text-decoration: none;">Jackrong/Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">ToolCall-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100 / 100 / 100 / 100 / 100</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/Qwen/Qwen3.5-9B" style="color: #cc785c; text-decoration: none;">Qwen/Qwen3.5-9B</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">ToolCall-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">100 / 100 / 100 / 100 / 100</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">ToolCall-15</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">93</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">100 / 100 / 100 / 67 / 100</td> </tr> </tbody> </table>
<h3 style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 22px 0 6px;">4. Complex Agent Performance - HermesAgent-20</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin: 0 0 10px; color: #555;">HermesAgent-20 evaluates complex agent behavior across memory, orchestration, skill use, scheduling, and delegation.</p> <table style="width: 100%; border-collapse: collapse; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Helvetica, Arial, sans-serif; margin-bottom: 24px;"> <thead> <tr> <td colspan="4" style="padding: 8px 12px; font-weight: 600; color: #cc785c; border-bottom: 1px solid rgba(204, 120, 92, 0.25); background: rgba(204, 120, 92, 0.06);">Complex Agent Performance - HermesAgent-20 Metrics</td> </tr> <tr style="background: rgba(128, 128, 128, 0.02);"> <th style="padding: 7px 7px; padding-left: 20px; text-align: left; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Model</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Test Set</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Comprehensive Score</th> <th style="padding: 7px 7px; text-align: center; border-bottom: 1px solid rgba(128, 128, 128, 0.15); font-size: 13px; color: #666;">Core Dimensions (Memory / Orchestration / Skills / Scheduling / Boundaries)</th> </tr> </thead> <tbody> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><b><a href="https://huggingface.co/Jackrong/Qwopus3.5-9B-coder-GGUF" style="color: #cc785c; text-decoration: none;">Jackrong/Qwopus3.5-9B-coder</a></b></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">HermesAgent-20</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">85</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center; color: #cc785c; font-weight: bold;">84 / 93 / 88 / 75 / 84</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Opus-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Opus-Agent</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">HermesAgent-20</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">80</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">100 / 93 / 80 / 75 / 50</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/Qwen/Qwen3.5-9B" style="color: #666; text-decoration: none;">Qwen/Qwen3.5-9B</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">HermesAgent-20</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">71</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">75 / 58 / 100 / 53 / 69</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/armand0e/Qwen3.5-9B-Agent" style="color: #666; text-decoration: none;">armand0e/Qwen3.5-9B-Agent</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">HermesAgent-20</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">68</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">71 / 83 / 43 / 61 / 80</td> </tr> <tr> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); padding-left: 20px;"><a href="https://huggingface.co/DJLougen/Harmonic-Hermes-9B" style="color: #666; text-decoration: none;">DJLougen/Harmonic-Hermes-9B</a></td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">HermesAgent-20</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">47</td> <td style="padding: 7px 7px; border-bottom: 1px solid rgba(128, 128, 128, 0.15); text-align: center;">60 / 45 / 23 / 69 / 38</td> </tr> </tbody> </table>
<details> <summary>Click to show screenshots</summary>
Ignore the gemma-4 llama.cpp alias I had set, this was old and I forgot to change it
#### ToolCall-15
#### HermesAgent-20
#### BugFind-15
#### InstructFollow-15
</details>
Training Script
<details> <summary>Training Script</summary>
# -*- coding: utf-8 -*-
import os
from unsloth import FastModel
import torch
from trl import SFTConfig, SFTTrainer
from teich import mask_data, prepare_data
MAX_SEQ_LEN = 32768
MODEL_NAME = os.environ.get("MODEL_NAME", "qwen/Qwen3.5-9B")
OUTPUT_DIR = os.environ.get("OUTPUT_DIR", "outputs/qwen-tool-sft")
HUB_REPO_ID = os.environ.get("HUB_REPO_ID", "armand0e/Qwen3.5-9B-Opus-Agent")
HF_TOKEN = os.environ.get("HF_TOKEN", "")
model, tokenizer = FastModel.from_pretrained(
model_name=MODEL_NAME,
max_seq_length=MAX_SEQ_LEN,
load_in_4bit=False,
load_in_8bit=False,
full_finetuning=False,
)
model = FastModel.get_peft_model(
model,
finetune_vision_layers = False, # Turn off for just text!
finetune_language_layers = True, # Should leave on!
finetune_attention_modules = True, # Attention good for GRPO
finetune_mlp_modules = True, # Should leave on always!
r = 32, # Larger = higher accuracy, but might overfit
lora_alpha = 64, # Recommended alpha == r at least
lora_dropout = 0,
bias = "none",
random_state = 3407,
)
train_dataset = prepare_data(
{
"chat": {
"source": "TeichAI/claude-4.5-opus-high-reasoning-250x"
},
"opus-agent": {
"source": "armand0e/badlogicgames-pi-mono-opus-filtered",
},
},
tokenizer,
split="train",
hf_token=HF_TOKEN,
chat_template_kwargs={"enable_thinking": True},
max_length=MAX_SEQ_LEN,
drop_oversized_examples=True,
trim_oversized_followups=True,
tokenize=True,
strict=True,
)
trainer = SFTTrainer(
model=model,
tokenizer=tokenizer,
train_dataset=train_dataset,
eval_dataset=None,
args=SFTConfig(
dataset_text_field="text",
dataset_num_proc=1,
max_length=MAX_SEQ_LEN,
packing=False,
per_device_train_batch_size=1,
gradient_accumulation_steps=8,
warmup_steps= 5,
num_train_epochs=2,
learning_rate=2e-5,
logging_steps=1,
save_steps=100,
save_total_limit=3,
optim="adamw_8bit",
weight_decay=0.01,
max_grad_norm=0.3,
lr_scheduler_type="linear",
output_dir=OUTPUT_DIR,
seed=3407,
report_to="none",
),
)
trainer = mask_data(
trainer,
tokenizer=tokenizer,
train_on_reasoning=False,
train_on_final_answers=True,
train_on_tools=True,
)
print(trainer.train_dataset.preview())
trainer_stats = trainer.train(resume_from_checkpoint=False)
model.push_to_hub(f"{HUB_REPO_ID}-LoRA", token=HF_TOKEN)
tokenizer.push_to_hub(f"{HUB_REPO_ID}-LoRA", token=HF_TOKEN)
model.push_to_hub_merged(HUB_REPO_ID, tokenizer, save_method="merged_16bit", token=HF_TOKEN)</details>
The data for this model was easily formatted and masked with Teich
- Developed by: armand0e
- License: apache-2.0
- Finetuned from model : Qwen/Qwen3.5-9B
This qwen3_5 model was trained 2x faster with Unsloth and Huggingface's TRL library.