mr3haque/OmniAgent
Any-to-Any • Updated
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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
conversations: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
image: string
audio: string
to
{'conversations': List({'role': Value('string'), 'content': Value('string')}), 'audio': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1872, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 289, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 124, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
conversations: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
image: string
audio: string
to
{'conversations': List({'role': Value('string'), 'content': Value('string')}), 'audio': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1925, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
conversations list | audio string |
|---|---|
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman talks nearby as water pours"
}
] | r1nicOVtvkQ |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Multiple clanging and clanking sounds"
}
] | UDGBjjwyaqE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The wind is blowing, insects are singing, and rustling occurs"
}
] | 3eJ9RynJzP8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The wind is blowing and rustling occurs"
}
] | 3eK62q7SnVU |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Person is whistling"
}
] | 3eGXNIadwGk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A motorboat cruises along, and a man talks"
}
] | 3eHYGSux1Ps |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The sizzling of food while a dish is clanking"
}
] | 3eNWJ4Hle6Y |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Someone has a hiccup while typing"
}
] | 3eQYsDrfsTc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Aircraft engine hum with man and woman speaking"
}
] | 3eL37ZUN5S4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Hissing followed by clanking dishes and speech"
}
] | 3eN7ujFJzXQ |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman is talking the whole time something is sprayed a few times in the middle"
}
] | pgeooj3u3CM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man talks nearby as water pours out of a faucet"
}
] | pgl_pG7j7d8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Crackling noise precedes a fly buzzing"
}
] | 3eSIVCoTR2I |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A dog whimpers quietly"
}
] | 3eZrNSkyUmA |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Engine revving loudly"
}
] | 1OIVJfQTGVk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "An adult female speaks and a cat meows"
}
] | 1OIm8vLHCwo |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Child giving a speech and crowd clapping"
}
] | 77gagnj481E |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A dog barks twice and then whimpers"
}
] | 77fnehVF7wE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A whoosh sound is heard loudly as a car revs its engines"
}
] | 1O662rM-u0E |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Children screaming in the background as the sound of water flowing by"
}
] | 1O7-QuhweZE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A motor vehicle engine is running, a decelerating buzzing occurs, mechanical whines occur, and the motor vehicle engine accelerates"
}
] | 1O2vHreD6eI |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man speaking in a foreign language, can hear doves in the background"
}
] | 1O5u-mBU2JI |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Men speaking then sneezing"
}
] | 1OCyUeuv2-Q |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man speaks slowly and with strength"
}
] | 1OI6GPNHhLg |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A horse galloping"
}
] | 1OB2TC-aAqY |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A child screams, an adult male is talking and vehicles are revving"
}
] | 1OCv1wCGK-s |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Splashing water with children speaking"
}
] | kZ7_b_VVumc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Humming of an engine accelerating and revving"
}
] | vvbK4KaEOTc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Several explosions burst nearby as people grunt loudly"
}
] | OWhT0Gs-_q8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Someone snores briefly"
}
] | ld9qe2J9Huk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman talking and then a cat meowing"
}
] | oy2b5i_4-20 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman talks while frying something"
}
] | DJVEiFFUB6g |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Crashing waves and a gust of wind"
}
] | oxs8A0Cdwwc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Humming and vibrating of a motor"
}
] | MDoHzN4CYYg |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Honking of a horn of a passing train"
}
] | kxZQJiOLSqE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man speaks then coughs followed by laughter"
}
] | kxirwP8Idn0 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A train running followed by a train horn"
}
] | MDSDhWhWfL8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A domestic animal is snoring and breathing loudly"
}
] | MDRJ8icmjgI |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Someone whistles nearby"
}
] | R8pcOO_A2uE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Steam hissing as a train runs slowly on railroad tracks as gears crank and rumble"
}
] | vfbOX5T8YDk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Children speak and laugh with a man"
}
] | Bals78LmH5w |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man yelling and ducks in the background"
}
] | RmJE9uVdgAk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Strong wind against the microphone simultaneously with heavy rain."
}
] | -5weqk40jaI |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A child cries and yells and an adult speaks in response"
}
] | 7PFt6ML7enY |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Several sirens are wailing and a horn is honked twice"
}
] | 7PBpJ4Uizfw |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A dog grunts and an adult male speaks"
}
] | -62RXhX5GZk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Water being turned on and off"
}
] | -64ZmjOBlE8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Helicopter rotors drumming and squeaking bird"
}
] | -65gZY_yF3o |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Car engine sound in car race"
}
] | -668dhzzDQE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "People in a small crowd are speaking and a dog barks"
}
] | -67q0yYR0zk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Distressed cat growling and hissing violently while woman laughs and talks"
}
] | -68677bCJWM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Wind against a microphone on a speeding car"
}
] | -68L7q5JlL4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A whistle and another man speaks and the whistling stops."
}
] | 5sfQQb6HpSc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Two men exchange words, then a car engine revs followed by a siren and fade in music"
}
] | 5seYj-vSnEc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Someone fires a gun with others talking in the background"
}
] | 5sWgFNwk5zY |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A car is racing away very fast and its tires squeal a little"
}
] | 5sTt2AMCjSA |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A loud siren whizzes past"
}
] | 5sZnJLp9We4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman hiccups and then women laugh and speak"
}
] | 5sXK2pdYAwg |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Coughing by woman and child, then woman and child speaking"
}
] | ogXzNVUU3Xk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Truck engine running then a dragging noise"
}
] | 3qPzSfovVmk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A dog is whining and whimpering, and an adult male is speaking"
}
] | 3qPBmioT8Fo |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Small frogs croak and chirp"
}
] | og_JH9cxUeg |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The wind is blowing, a horse is trotting, and an adult male speaks"
}
] | 3qNSaQnzWUs |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A car engine revving"
}
] | 3qKmsP6BPXM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man is speaking"
}
] | 3qOswVO4sb0 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "An aircraft begins its takeoff, buzzing of small engines"
}
] | 3qOK68-L2cU |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A crowd is cheering and shouting, thumping occurs, an adult female speaks, and an adult male speaks"
}
] | 3qA8qMYz3Xw |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "An adult female speaks, tapping occurs, and a dog barks"
}
] | 3q94RIeQJ9Q |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A person is speaking and crumpling paper"
}
] | 3qKKDuwStA8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Two adult females are speaking, a dog is panting, a squeak occurs, and whistling occurs"
}
] | 3qC6_t1bjjw |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A vehicle revs then explodes while a crowd cheers and an announcer exclaims"
}
] | 689OVglGxKE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Man speaks while bees buzz"
}
] | 68AJ_1alYNg |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man speaking followed by crinkling"
}
] | xpRBnXZnRm0 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A power tool hums and vibrates"
}
] | YkWrXaJNpn4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man speaking followed by a swoosh then a loud splash, then a man laughs"
}
] | xpF_Jeaj7cs |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Several birds tweet"
}
] | YkQ12wpHeUc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman speaking with music playing and a toilet flushing"
}
] | xpCI-rEY1kM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Vibrations and humming of a power drill"
}
] | xpE3LXuhJS8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A bell chiming"
}
] | 67qTV1MDXhc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A woman giving a speech"
}
] | 67r_mSftdjk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The chirping of multiple birds accompanies gurgling water and crunching footsteps"
}
] | 67rvn9HIZsM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A domestic bird whistling"
}
] | 67tVU2CeweE |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "People speak followed by spraying, then a phone rings"
}
] | 67yhKQpwvjo |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A round of applause followed by a woman speaking"
}
] | 67zyxZb-wQM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A door creaks open slowly"
}
] | 6813SgG-6Rk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Traffic sounds are present and ongoing, an adult male is speaking, and metal clicking occurs"
}
] | 6850oZZoeb8 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A kid talks followed by a woman talking while several people laugh"
}
] | XbTazhNR5Cc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "People are talking and pig oinks"
}
] | 3JNjTAf04rc |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A dog whimpers repeatedly"
}
] | 3JLBP8VnukU |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A man gives a speech"
}
] | 2i8L8v2NTsY |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Water flowing, wind blowing, a dog whimpers"
}
] | 2i8w_CZEprk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "People cheering and race cars racing by"
}
] | 3JAjNVImec4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Some unidentified low sound, followed by a child laughter and a female chuckling"
}
] | 2i82jVZy1pk |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Motorcycle driving away at high speeds"
}
] | 3J9nGJ5dmsI |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "The wind is blowing, an engine runs, and tires squeal"
}
] | 3J7NzRVaixM |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A female speaking, then a baby babbling, then a female cheering and clapping, followed by another female laughing and speaking"
}
] | 2hyT23nJm_4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A big engine is sitting in idle"
}
] | 2i-sTS4rNgs |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "An adult male is speaking, a motor is running, rhythmic vibration, and water is gurgling"
}
] | 2hxTX4mb0bY |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "A rapping sound is present and is echoing in a room, and people in a crowd speak in the background"
}
] | 2hxyWkenHI4 |
[
{
"role": "user",
"content": "Describe this audio."
},
{
"role": "assistant",
"content": "Humming and whooshing of a helicopter hovering close"
}
] | yuqiS8rSp64 |
End of preview.
OmniAgent-Data: Complete Training Data
Md Rezwan Haque | CPAMI Lab, University of Waterloo
This is the canonical and complete dataset repository for OmniAgent. It contains all data used across the 4-stage training pipeline, including our novel MAgenIT dataset and preference data for 6 RL alignment methods.
All Datasets at a Glance
| Dataset | Folder | Samples | Training Stage | Description |
|---|---|---|---|---|
| MAgenIT (original) | magenit/train.jsonl |
5,000 | 3 (SFT) | Cross-modal agentic instructions (our contribution) |
| MAgenIT (augmented) | magenit/train_augmented.jsonl |
50,000 | 3 (SFT) | Augmented with cross-modal variations |
| Preferences (original) | preferences/train.jsonl |
14,444 | 4 (RL) | Human-curated chosen/rejected pairs |
| Preferences (augmented) | preferences/train_augmented.jsonl |
50,000 | 4 (RL) | Augmented preference pairs |
| Understanding SFT | understanding_sft/train.jsonl |
10,000 | 3 (SFT) | Multimodal understanding instructions |
| ToolBench | toolbench/train.jsonl |
4,000 | 3 (SFT) | Tool-use instruction data |
| CC3M | cc3m/train.jsonl |
100,000 | 1 (Encode) | Image-caption pairs |
| CC3M (real captions) | cc3m/train_real_captions.jsonl |
20,000 | 1 (Encode) | Original captions |
| AudioCaps | audiocaps/train.jsonl |
49,838 | 1 (Encode) | Audio-caption pairs |
| LLaVA-Instruct | llava_instruct/train.jsonl |
394,276 | 1, 3 | Visual instruction tuning |
| LLaVA-Instruct (50K) | llava_instruct/train_50k.jsonl |
50,000 | 1 (Encode) | Subset for Stage 1 |
| Decoder embeddings | decoder_embeddings/train.jsonl |
71,000 | 2 (Decode) | Precomputed target embeddings |
| WebVid | webvid/train.jsonl |
-- | 1 (Encode) | Video-caption pairs |
| Benchmarks | benchmarks/ |
600 | Eval | Held-out evaluation data |
Total: ~820K samples across all splits.
MAgenIT: Our Novel Dataset Contribution
MAgenIT (Multimodal Agentic Instruction Tuning) is the first dataset designed specifically for training multimodal agents that reason, plan, generate across modalities, and use tools within a unified framework.
6 Task Categories
| Category | Original | Augmented | What the Model Must Do |
|---|---|---|---|
text_to_multimodal |
677 | 10,655 | Generate images + audio from text instructions |
multi_step_creation |
1,500 | 7,907 | Plan multi-step workflows + generate outputs |
search_and_generate |
759 | 7,741 | Use search tools + create visual content |
code_and_explain |
741 | 6,336 | Write code + produce visual explanations |
audio_to_image |
682 | 8,841 | Understand audio + generate matching images |
image_to_audio |
641 | 8,520 | Understand images + generate matching audio |
| Total | 5,000 | 50,000 |
Key Statistics
- Avg modalities per sample: 2.7
- Avg agentic steps per sample: 3.2
- Special tokens used:
<THINK>,<PLAN>,<STEP>,<IMG0>-<IMG4>,<AUD0>-<AUD8>,<VID0>-<VID3>,<TOOL_CALL>,<ACT> - Every sample requires reasoning (begins with
<THINK>)
Sample
{
"id": "magenit_246316",
"conversations": [
{
"role": "user",
"content": "Create both an image and audio illustrating: ancient wisdom and modern chaos"
},
{
"role": "assistant",
"content": "<THINK>I need to create two complementary outputs.</THINK>\n\n<PLAN>\nGoal: Multimodal illustration\n<STEP> Generate descriptive image\n<STEP> Create matching audio\n</PLAN>\n\nVisual:\n<IMG0> <IMG1> <IMG2> <IMG3> <IMG4>\n\nAudio:\n<AUD0> <AUD1> <AUD2> <AUD3>"
}
],
"category": "text_to_multimodal"
}
Preference Data for RL Alignment
Used across all 6 RL methods (DPO, SimPO, GRPO, GRPO++, Online GRPO, MM-DPO).
Sample
{
"prompt": "Create a multimedia story about a bird migrating...",
"chosen": "<THINK>Complex creative task...</THINK>\n<PLAN>...\n<IMG0>...<AUD0>...",
"rejected": "I can help with that. Here is some information.",
"category": "multi_step_creation",
"degradation": "generic",
"reward_chosen": 0.755,
"reward_rejected": 0.383
}
Degradation types: generic (vague response), incomplete (missing modalities), wrong_modality, no_planning (skips <THINK>/<PLAN>), wrong_tool.
Training Pipeline
Stage 1 (Encode) → cc3m/ + audiocaps/ + llava_instruct/train_50k.jsonl
Stage 2 (Decode) → decoder_embeddings/
Stage 3 (SFT) → magenit/train_augmented.jsonl + understanding_sft/ + toolbench/
Stage 4 (RL) × 6 → preferences/train_augmented.jsonl
Evaluation → benchmarks/
Usage
from datasets import load_dataset
# MAgenIT (our novel dataset, 50K)
magenit = load_dataset("mr3haque/OmniAgent-Data", data_files="magenit/train_augmented.jsonl", split="train")
print(f"Samples: {len(magenit)}, Categories: {set(magenit['category'])}")
# Preferences for RL (50K)
prefs = load_dataset("mr3haque/OmniAgent-Data", data_files="preferences/train_augmented.jsonl", split="train")
# Stage 1 encoding data
cc3m = load_dataset("mr3haque/OmniAgent-Data", data_files="cc3m/train.jsonl", split="train")
Results Achieved with This Data
| Method | PPL ↓ | CMTS ↑ | ACI ↑ | Novel Avg ↑ |
|---|---|---|---|---|
| SFT (Stage 3) | 1.92 | 0.931 | 0.817 | 0.747 |
| + SimPO | 1.75 | 0.939 | 0.817 | 0.781 |
| + MM-DPO (Ours) | 2.30 | 0.920 | 0.917 | 0.714 |
| + GRPO++ (Ours) | 130.5 | 0.538 | 0.833 | 0.686 |
Full results with all 6 methods: model card.
Links
| Resource | URL |
|---|---|
| Model (all checkpoints) | mr3haque/OmniAgent |
| Code | github.com/rezwanh001/OmniAgent |
| Inference notebook | OmniAgent_Inference.ipynb |
Citation
@inproceedings{haque2026omniagent,
title={OmniAgent: Unified Multimodal Agent with RL Alignment for Any-to-Any Generation},
author={Haque, Md Rezwan},
booktitle={CVPR},
year={2026}
}
License
Apache 2.0. CC3M, AudioCaps, LLaVA-Instruct, and WebVid retain their original licenses.
CPAMI Lab, University of Waterloo | 2x NVIDIA RTX A6000
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