Open-weight model
AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b
by Hong Ting Tsang gzone0111/AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b
AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b is an open-weight model from Hong Ting Tsang. It has 7.6B parameters and a 32,768-token context. At 16-bit it needs about 18.3 GB of GPU memory, which fits on 1x MI300X from $1.85 an hour, at the lowest prices in the SAVRN Index.
Parameters7.6B
Context32,768
Weights15.2 GB
License—
AccessOpen weights
Monthly Downloads—
Runs On
What it takes to serve AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b (7.6B parameters): the memory its weights need at each precision, and the cheapest way to rent enough data-center GPUs to hold them.
| Precision | Weights | Memory needed | Cheapest setup | Per hour | Also fits |
|---|---|---|---|---|---|
| 16-bit | 15.2 GB | 18.3 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 8-bit | 7.6 GB | 9.1 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
| 4-bit | 3.8 GB | 4.6 GB | 1x MI300X (192 GB) Vultr |
$1.85 | 1x H100 $1.99 · 1x MI325X $2.00 |
Memory is the weights at that precision plus 20% for the runtime and a short context; a long context needs more. Prices are the lowest on-demand hourly rates in the SAVRN Index, read Oct 18, 2026.
Model Card
The publisher has not written a card for this model.
Configuration
- Architecture
- Qwen2ForCausalLM
- Context length (tokens)
- 32,768
- Layers
- 28
- Hidden size
- 3,584
- Feed-forward size
- 18,944
- Attention heads
- 28
- Key/value heads
- 4
- Vocabulary size
- 152,064
- RoPE base
- 1e+06
- Model type
- qwen2
Identity and Version
- Repository
- gzone0111/AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b
- Publisher
- Hong Ting Tsang
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- 7.6B parameters
- Languages
- Not stated by the source
- Revision
- 5ada71b409e6f42af032cff9a8b02b2101248cab
- First published
- 2026-09-24
- Last updated
- 2026-09-25
Files and Weights
112 files, 22.5 GB in total. The weights are 4 files totalling 15.2 GB in safetensors.
Weights4 files · 15.2 GB
Configuration24 files · 137.6 MB
Tokenizer4 files · 15.9 MB
Other79 files · 7.1 GB
Repository1 file · 5.1 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model-00001-of-00004.safetensors | Weights | 4.7 GB | 6199056e7cc4 |
| model-00002-of-00004.safetensors | Weights | 5.0 GB | 3cb5c6649817 |
| model-00003-of-00004.safetensors | Weights | 5.0 GB | 21277e81eee2 |
| model-00004-of-00004.safetensors | Weights | 572.5 MB | bf2efdf9ba87 |
| added_tokens.json | Configuration | 605 B | — |
| benchmark/graph_retrieval/2wikimultihopqa/result_20251121170019_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 5.0 MB | — |
| benchmark/graph_retrieval/2wikimultihopqa/summary_20251121170019_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 539 B | — |
| benchmark/graph_retrieval/hotpotqa/result_20251122003220_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 5.2 MB | — |
| benchmark/graph_retrieval/hotpotqa/summary_20251122003220_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 567 B | — |
| benchmark/graph_retrieval/musique/result_20251121205919_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 7.6 MB | — |
| benchmark/graph_retrieval/musique/summary_20251121205919_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 568 B | — |
| benchmark/graph_retrieval/nq/result_20251122034015_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 4.4 MB | — |
| benchmark/graph_retrieval/nq/summary_20251122034015_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 535 B | — |
| benchmark/graph_retrieval/popqa/result_20251122055250_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 4.1 MB | — |
| benchmark/graph_retrieval/popqa/summary_20251122055250_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_Qwen2.5-7B-Instruct.json | Configuration | 536 B | — |
| config.json | Configuration | 1.3 KB | — |
| constructed_kg/2021wiki_output/kg_extraction/_data_httsangaj_autograph_checkpoints_ablation_judge_qwen7b-1.5b-judge_global_step_50_actor_huggingface_2021wiki_output_20251121084048_1_in_1.json | Configuration | 25.7 MB | a8319be4ca59 |
| constructed_kg/2wikimultihopqa_output/kg_extraction/_root_data_checkpoints_20251120_123621_qwen2.5-7b-judge-1.5B-autograph-distract_easy-docsize15-textlinkingFalse-f1False_global_step_50_actor_huggingface_2wikimultihopqa_output_20251120184858_1_in_1.json | Configuration | 16.2 MB | a8e56b3b71b9 |
| constructed_kg/hotpotqa_output/kg_extraction/_data_httsangaj_autograph_checkpoints_ablation_judge_qwen7b-1.5b-judge_global_step_50_actor_huggingface_hotpotqa_output_20251121035628_1_in_1.json | Configuration | 427.6 KB | — |
| constructed_kg/hotpotqa_output/kg_extraction/_data_httsangaj_autograph_checkpoints_ablation_judge_qwen7b-1.5b-judge_global_step_50_actor_huggingface_hotpotqa_output_20251121040302_1_in_1.json | Configuration | 628.2 KB | — |
| constructed_kg/hotpotqa_output/kg_extraction/_data_httsangaj_autograph_checkpoints_ablation_judge_qwen7b-1.5b-judge_global_step_50_actor_huggingface_hotpotqa_output_20251121041017_1_in_1.json | Configuration | 29.6 MB | f939819d0a2d |
| constructed_kg/musique_output/kg_extraction/_root_data_checkpoints_20251120_123621_qwen2.5-7b-judge-1.5B-autograph-distract_easy-docsize15-textlinkingFalse-f1False_global_step_50_actor_huggingface_musique_output_20251120171554_1_in_1.json | Configuration | 3.9 MB | — |
| constructed_kg/musique_output/kg_extraction/_root_data_checkpoints_20251120_123621_qwen2.5-7b-judge-1.5B-autograph-distract_easy-docsize15-textlinkingFalse-f1False_global_step_50_actor_huggingface_musique_output_20251120172524_1_in_1.json | Configuration | 393.4 KB | — |
| constructed_kg/musique_output/kg_extraction/_root_data_checkpoints_20251120_123621_qwen2.5-7b-judge-1.5B-autograph-distract_easy-docsize15-textlinkingFalse-f1False_global_step_50_actor_huggingface_musique_output_20251120172702_1_in_1.json | Configuration | 215.3 KB | — |
| constructed_kg/musique_output/kg_extraction/_root_data_checkpoints_20251120_123621_qwen2.5-7b-judge-1.5B-autograph-distract_easy-docsize15-textlinkingFalse-f1False_global_step_50_actor_huggingface_musique_output_20251120172803_1_in_1.json | Configuration | 34.2 MB | 17a0e687c5d1 |
| generation_config.json | Configuration | 243 B | — |
| model.safetensors.index.json | Configuration | 27.8 KB | — |
| special_tokens_map.json | Configuration | 613 B | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763701513.7159789_benchmark.log | Other | 843 B | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763701998.6973448_benchmark.log | Other | 843 B | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763702076.2732604_benchmark.log | Other | 15.5 KB | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763702198.7103505_benchmark.log | Other | 888 B | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763702234.1501956_benchmark.log | Other | 888 B | — |
| benchmark/graph_retrieval/2wikimultihopqa_1763702428.2084653_benchmark.log | Other | 19.5 MB | 230b71ae4475 |
| benchmark/graph_retrieval/hotpotqa_1763730249.4176042_benchmark.log | Other | 10.6 MB | 38d3c6b73001 |
| benchmark/graph_retrieval/musique_1763715976.1551065_benchmark.log | Other | 15.6 MB | a099300647f4 |
| benchmark/graph_retrieval/nq_1763742971.3977606_benchmark.log | Other | 6.5 MB | — |
| benchmark/graph_retrieval/popqa_1763754015.1567483_benchmark.log | Other | 3.1 MB | — |
| chat_template.jinja | Other | 2.5 KB | — |
| constructed_kg/2021wiki_output/kg_graphml/2021wiki_graph.graphml | Other | 68.4 MB | d096c869268c |
| constructed_kg/2021wiki_output/kg_graphml/2021wiki_without_concept.pkl | Other | 25.1 MB | eb2b735dc91e |
| constructed_kg/2021wiki_output/precompute/2021wiki_Qwen3-Embedding-0.6B_text_embeddings.pkl | Other | 28.9 MB | ab64618f1b6e |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_embeddings.pkl | Other | 347.8 MB | b8b0b466c509 |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_faiss.index | Other | 389.4 MB | 8f8063cb336e |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_embeddings.pkl | Other | 320.8 MB | ccb8162db7de |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_faiss.index | Other | 359.1 MB | 82cd1aedf0ac |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_edge_list.pkl | Other | 7.4 MB | 055586c2c00c |
| constructed_kg/2021wiki_output/precompute/2021wiki_eventFalse_conceptFalse_node_list.pkl | Other | 5.2 MB | 2a37d1d72c88 |
| constructed_kg/2021wiki_output/precompute/2021wiki_original_text_dict_with_node_id.pkl | Other | 5.4 MB | f78dd2c360e2 |
| constructed_kg/2021wiki_output/precompute/2021wiki_text_faiss.index | Other | 32.4 MB | 8d5ae0c51193 |
| constructed_kg/2021wiki_output/precompute/2021wiki_text_list.pkl | Other | 4.9 MB | 2cf8ba65ebe8 |
| constructed_kg/2021wiki_output/triples_csv/missing_concepts_2021wiki_from_json.csv | Other | 4.0 MB | — |
| constructed_kg/2021wiki_output/triples_csv/text_edges_2021wiki_from_json.csv | Other | 8.0 MB | — |
| constructed_kg/2021wiki_output/triples_csv/text_nodes_2021wiki_from_json.csv | Other | 5.4 MB | — |
| constructed_kg/2021wiki_output/triples_csv/triple_edges_2021wiki_from_json_without_emb.csv | Other | 6.8 MB | — |
| constructed_kg/2021wiki_output/triples_csv/triple_nodes_2021wiki_from_json_without_emb.csv | Other | 3.8 MB | — |
| constructed_kg/2wikimultihopqa_output/kg_graphml/2wikimultihopqa_graph.graphml | Other | 41.7 MB | 9451e924ac73 |
| constructed_kg/2wikimultihopqa_output/kg_graphml/2wikimultihopqa_without_concept.pkl | Other | 16.4 MB | 803f77d9be43 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_Qwen3-Embedding-0.6B_text_embeddings.pkl | Other | 25.3 MB | 91b3818d3342 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_embeddings.pkl | Other | 233.0 MB | ad97d09a18a7 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_faiss.index | Other | 260.9 MB | 4206a77c9927 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_embeddings.pkl | Other | 208.2 MB | 617dddeadb0e |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_faiss.index | Other | 233.1 MB | 3900c56afa0a |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_edge_list.pkl | Other | 5.0 MB | 728d10e42a38 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_eventFalse_conceptFalse_node_list.pkl | Other | 3.4 MB | 1f5c0dbd78ef |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_original_text_dict_with_node_id.pkl | Other | 3.2 MB | 63892500be9b |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_text_faiss.index | Other | 28.3 MB | 500c0b4b0962 |
| constructed_kg/2wikimultihopqa_output/precompute/2wikimultihopqa_text_list.pkl | Other | 2.8 MB | 1b89607b6103 |
| constructed_kg/2wikimultihopqa_output/triples_csv/missing_concepts_2wikimultihopqa_from_json.csv | Other | 2.2 MB | — |
| constructed_kg/2wikimultihopqa_output/triples_csv/text_edges_2wikimultihopqa_from_json.csv | Other | 5.0 MB | — |
| constructed_kg/2wikimultihopqa_output/triples_csv/text_nodes_2wikimultihopqa_from_json.csv | Other | 3.2 MB | — |
| constructed_kg/2wikimultihopqa_output/triples_csv/triple_edges_2wikimultihopqa_from_json_without_emb.csv | Other | 4.3 MB | — |
| constructed_kg/2wikimultihopqa_output/triples_csv/triple_nodes_2wikimultihopqa_from_json_without_emb.csv | Other | 2.3 MB | — |
| constructed_kg/hotpotqa_output/kg_graphml/hotpotqa_graph.graphml | Other | 81.0 MB | 8766c5108018 |
| constructed_kg/hotpotqa_output/kg_graphml/hotpotqa_without_concept.pkl | Other | 30.1 MB | 7d198482cd10 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_Qwen3-Embedding-0.6B_text_embeddings.pkl | Other | 38.1 MB | c6f7e6db3ec9 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_embeddings.pkl | Other | 429.1 MB | d769a6ebd2bd |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_faiss.index | Other | 480.3 MB | d3c6f043b4b8 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_embeddings.pkl | Other | 375.9 MB | 20ed1a83479c |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_faiss.index | Other | 420.8 MB | 7866dd1ce541 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_edge_list.pkl | Other | 8.9 MB | f7853281b4ba |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_eventFalse_conceptFalse_node_list.pkl | Other | 6.1 MB | fd060e709d9a |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_original_text_dict_with_node_id.pkl | Other | 5.9 MB | 2106efc153e9 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_text_faiss.index | Other | 42.6 MB | b71197ffc238 |
| constructed_kg/hotpotqa_output/precompute/hotpotqa_text_list.pkl | Other | 5.3 MB | 7a569a928085 |
| constructed_kg/hotpotqa_output/triples_csv/missing_concepts_hotpotqa_from_json.csv | Other | 4.2 MB | — |
| constructed_kg/hotpotqa_output/triples_csv/text_edges_hotpotqa_from_json.csv | Other | 9.2 MB | — |
| constructed_kg/hotpotqa_output/triples_csv/text_nodes_hotpotqa_from_json.csv | Other | 6.0 MB | — |
| constructed_kg/hotpotqa_output/triples_csv/triple_edges_hotpotqa_from_json_without_emb.csv | Other | 8.1 MB | — |
| constructed_kg/hotpotqa_output/triples_csv/triple_nodes_hotpotqa_from_json_without_emb.csv | Other | 4.3 MB | — |
| constructed_kg/musique_output/kg_graphml/musique_graph.graphml | Other | 91.2 MB | ba72426f5082 |
| constructed_kg/musique_output/kg_graphml/musique_without_concept.pkl | Other | 36.4 MB | 24dd398a201f |
| constructed_kg/musique_output/precompute/musique_Qwen3-Embedding-0.6B_text_embeddings.pkl | Other | 48.1 MB | 39ef5a8ea2af |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_embeddings.pkl | Other | 522.9 MB | 20becc994c58 |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_edge_faiss.index | Other | 585.4 MB | d729d4570cb0 |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_embeddings.pkl | Other | 451.7 MB | 47335982e657 |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_Qwen3-Embedding-0.6B_node_faiss.index | Other | 505.7 MB | f8aea7b6fe35 |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_edge_list.pkl | Other | 11.1 MB | 8cbf5e35783a |
| constructed_kg/musique_output/precompute/musique_eventFalse_conceptFalse_node_list.pkl | Other | 7.3 MB | a37dc89eee4b |
| constructed_kg/musique_output/precompute/musique_original_text_dict_with_node_id.pkl | Other | 6.7 MB | eaa5e6e4c83f |
| constructed_kg/musique_output/precompute/musique_text_faiss.index | Other | 53.9 MB | 3b18aa1a8e14 |
| constructed_kg/musique_output/precompute/musique_text_list.pkl | Other | 6.0 MB | 0e9164405c42 |
| constructed_kg/musique_output/triples_csv/missing_concepts_musique_from_json.csv | Other | 5.0 MB | — |
| constructed_kg/musique_output/triples_csv/text_edges_musique_from_json.csv | Other | 11.0 MB | c1f4f24cb876 |
| constructed_kg/musique_output/triples_csv/text_nodes_musique_from_json.csv | Other | 6.8 MB | — |
| constructed_kg/musique_output/triples_csv/triple_edges_musique_from_json_without_emb.csv | Other | 10.2 MB | — |
| constructed_kg/musique_output/triples_csv/triple_nodes_musique_from_json_without_emb.csv | Other | 5.0 MB | — |
| .gitattributes | Repository | 5.1 KB | — |
| merges.txt | Tokenizer | 1.7 MB | — |
| tokenizer.json | Tokenizer | 11.4 MB | 9c5ae00e602b |
| tokenizer_config.json | Tokenizer | 4.7 KB | — |
| vocab.json | Tokenizer | 2.8 MB | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 15.2 GB
Download from Hong Ting Tsang
Released by Hong Ting Tsang through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 15.2 GB |
| 16-bit | 15.2 GB |
| 8-bit | 7.6 GB |
| 4-bit | 3.8 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b
How much GPU memory does AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b need?
About 18.3 GB at 16-bit and 4.6 GB at 4-bit: the weights (7.6B parameters) plus a working margin. A long context needs more.
What is the cheapest GPU to run AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b on?
At 16-bit, 1x MI300X from $1.85 an hour; at 4-bit, 1x MI300X from $1.85 an hour, at the lowest on-demand prices the SAVRN Index lists.
What is AutoGraphR1-musique_hotpotqa_train-qwen2.5-7b-graph-retriever-grpo-judge-1.5b's context length?
32,768 tokens, from the maximum position embeddings in its published configuration.