Zetlyn
GitHubGet started

takenoko-gohan/Ops-Colqwen3-4B-GGUF

zetlyn/models-gguf quantisation gguf takenoko-gohan/Ops-Colqwen3-4B-GGUF hf OpenSearch-AI/Ops-Colqwen3-4B hf Qwen/Qwen3-VL-4B-Instruct known 2026-08-30

https://huggingface.co/takenoko-gohan/Ops-Colqwen3-4B-GGUF

Properties

authortakenoko-gohan
receipt
Source
GGUF quantisations
Its words
takenoko-gohan
Read by
field:author
Said since
2026-09-29 09:50 UTC
Last answered
2026-10-05 12:24 UTC
Original
open at the source
What the source handed over
{
  "_id": "6a941991335739e823c9b0fa",
  "author": "takenoko-gohan",
  "cardData": {
    "base_model": [
      "OpenSearch-AI/Ops-Colqwen3-4B",
      "Qwen/Qwen3-VL-4B-Instruct"
    ],
    "library_name": "candle",
    "license": "apache-2.0",
    "pipeline_tag": "visual-document-retrieval",
    "tags": [
      "candle",
      "gguf",
      "quantized",
      "rust",
      "multimodal_embedding",
      "embedding",
      "colpali",
      "multilingual-embedding",
      "colqwen3"
    ]
  },
  "createdAt": "2026-08-30T11:52:49.000Z",
  "downloads": 193,
  "gated": false,
  "id": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "lastModified": "2026-09-02T11:52:44.000Z",
  "library_name": "candle",
  "likes": 0,
  "modelId": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "pipeline_tag": "visual-document-retrieval",
  "private": false,
  "sha": "463a43c16232d445546eb72880ed6e3baf3e692f",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".gitignore"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q4_K_M.gguf"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "__init__.py"
    },
    {
      "rfilename": "added_tokens.json"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "configuration_ops_colqwen3.py"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.lock"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.toml"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/README.md"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/bin/quantize.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/config.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/gguf.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/linear.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/main.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/model.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/processor.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/text.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/vision.rs"
    },
    {
      "rfilename": "merges.txt"
    },
    {
      "rfilename": "modeling_ops_colqwen3.py"
    },
    {
      "rfilename": "preprocessor_config.json"
    },
    {
      "rfilename": "processing_ops_colqwen3.py"
    },
    {
      "rfilename": "scripts/ops_colqwen3_embedder.py"
    },
    {
      "rfilename": "scripts/quantize_to_gguf.py"
    },
    {
      "rfilename": "special_tokens_map.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    },
    {
      "rfilename": "video_preprocessor_config.json"
    },
    {
      "rfilename": "vocab.json"
    }
  ],
  "tags": [
    "candle",
    "gguf",
    "ops_colqwen3",
    "quantized",
    "rust",
    "multimodal_embedding",
    "embedding",
    "colpali",
    "multilingual-embedding",
    "colqwen3",
    "visual-document-retrieval",
    "custom_code",
    "base_model:OpenSearch-AI/Ops-Colqwen3-4B",
    "base_model:quantized:OpenSearch-AI/Ops-Colqwen3-4B",
    "license:apache-2.0",
    "region:us"
  ]
}
baseOpenSearch-AI/Ops-Colqwen3-4B, Qwen/Qwen3-VL-4B-Instruct
receipt
Source
GGUF quantisations
Its words
OpenSearch-AI/Ops-Colqwen3-4B, Qwen/Qwen3-VL-4B-Instruct
Read by
field:cardData.base_model[]
Said since
2026-09-29 09:50 UTC
Last answered
2026-10-05 12:24 UTC
Original
open at the source
What the source handed over
{
  "_id": "6a941991335739e823c9b0fa",
  "author": "takenoko-gohan",
  "cardData": {
    "base_model": [
      "OpenSearch-AI/Ops-Colqwen3-4B",
      "Qwen/Qwen3-VL-4B-Instruct"
    ],
    "library_name": "candle",
    "license": "apache-2.0",
    "pipeline_tag": "visual-document-retrieval",
    "tags": [
      "candle",
      "gguf",
      "quantized",
      "rust",
      "multimodal_embedding",
      "embedding",
      "colpali",
      "multilingual-embedding",
      "colqwen3"
    ]
  },
  "createdAt": "2026-08-30T11:52:49.000Z",
  "downloads": 193,
  "gated": false,
  "id": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "lastModified": "2026-09-02T11:52:44.000Z",
  "library_name": "candle",
  "likes": 0,
  "modelId": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "pipeline_tag": "visual-document-retrieval",
  "private": false,
  "sha": "463a43c16232d445546eb72880ed6e3baf3e692f",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".gitignore"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q4_K_M.gguf"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "__init__.py"
    },
    {
      "rfilename": "added_tokens.json"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "configuration_ops_colqwen3.py"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.lock"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.toml"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/README.md"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/bin/quantize.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/config.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/gguf.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/linear.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/main.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/model.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/processor.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/text.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/vision.rs"
    },
    {
      "rfilename": "merges.txt"
    },
    {
      "rfilename": "modeling_ops_colqwen3.py"
    },
    {
      "rfilename": "preprocessor_config.json"
    },
    {
      "rfilename": "processing_ops_colqwen3.py"
    },
    {
      "rfilename": "scripts/ops_colqwen3_embedder.py"
    },
    {
      "rfilename": "scripts/quantize_to_gguf.py"
    },
    {
      "rfilename": "special_tokens_map.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    },
    {
      "rfilename": "video_preprocessor_config.json"
    },
    {
      "rfilename": "vocab.json"
    }
  ],
  "tags": [
    "candle",
    "gguf",
    "ops_colqwen3",
    "quantized",
    "rust",
    "multimodal_embedding",
    "embedding",
    "colpali",
    "multilingual-embedding",
    "colqwen3",
    "visual-document-retrieval",
    "custom_code",
    "base_model:OpenSearch-AI/Ops-Colqwen3-4B",
    "base_model:quantized:OpenSearch-AI/Ops-Colqwen3-4B",
    "license:apache-2.0",
    "region:us"
  ]
}
downloads193
receipt
Source
GGUF quantisations
Its words
193
Read by
field:downloads
Said since
2026-09-29 09:50 UTC
Last answered
2026-10-05 12:24 UTC
Original
open at the source
What the source handed over
{
  "_id": "6a941991335739e823c9b0fa",
  "author": "takenoko-gohan",
  "cardData": {
    "base_model": [
      "OpenSearch-AI/Ops-Colqwen3-4B",
      "Qwen/Qwen3-VL-4B-Instruct"
    ],
    "library_name": "candle",
    "license": "apache-2.0",
    "pipeline_tag": "visual-document-retrieval",
    "tags": [
      "candle",
      "gguf",
      "quantized",
      "rust",
      "multimodal_embedding",
      "embedding",
      "colpali",
      "multilingual-embedding",
      "colqwen3"
    ]
  },
  "createdAt": "2026-08-30T11:52:49.000Z",
  "downloads": 193,
  "gated": false,
  "id": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "lastModified": "2026-09-02T11:52:44.000Z",
  "library_name": "candle",
  "likes": 0,
  "modelId": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "pipeline_tag": "visual-document-retrieval",
  "private": false,
  "sha": "463a43c16232d445546eb72880ed6e3baf3e692f",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".gitignore"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q4_K_M.gguf"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "__init__.py"
    },
    {
      "rfilename": "added_tokens.json"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "configuration_ops_colqwen3.py"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.lock"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.toml"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/README.md"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/bin/quantize.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/config.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/gguf.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/linear.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/main.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/model.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/processor.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/text.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/vision.rs"
    },
    {
      "rfilename": "merges.txt"
    },
    {
      "rfilename": "modeling_ops_colqwen3.py"
    },
    {
      "rfilename": "preprocessor_config.json"
    },
    {
      "rfilename": "processing_ops_colqwen3.py"
    },
    {
      "rfilename": "scripts/ops_colqwen3_embedder.py"
    },
    {
      "rfilename": "scripts/quantize_to_gguf.py"
    },
    {
      "rfilename": "special_tokens_map.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    },
    {
      "rfilename": "video_preprocessor_config.json"
    },
    {
      "rfilename": "vocab.json"
    }
  ],
  "tags": [
    "candle",
    "gguf",
    "ops_colqwen3",
    "quantized",
    "rust",
    "multimodal_embedding",
    "embedding",
    "colpali",
    "multilingual-embedding",
    "colqwen3",
    "visual-document-retrieval",
    "custom_code",
    "base_model:OpenSearch-AI/Ops-Colqwen3-4B",
    "base_model:quantized:OpenSearch-AI/Ops-Colqwen3-4B",
    "license:apache-2.0",
    "region:us"
  ]
}
licenceapache-2.0
receipt
Source
GGUF quantisations
Its words
apache-2.0
Read by
field:cardData.license
Said since
2026-09-29 09:50 UTC
Last answered
2026-10-05 12:24 UTC
Original
open at the source
What the source handed over
{
  "_id": "6a941991335739e823c9b0fa",
  "author": "takenoko-gohan",
  "cardData": {
    "base_model": [
      "OpenSearch-AI/Ops-Colqwen3-4B",
      "Qwen/Qwen3-VL-4B-Instruct"
    ],
    "library_name": "candle",
    "license": "apache-2.0",
    "pipeline_tag": "visual-document-retrieval",
    "tags": [
      "candle",
      "gguf",
      "quantized",
      "rust",
      "multimodal_embedding",
      "embedding",
      "colpali",
      "multilingual-embedding",
      "colqwen3"
    ]
  },
  "createdAt": "2026-08-30T11:52:49.000Z",
  "downloads": 193,
  "gated": false,
  "id": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "lastModified": "2026-09-02T11:52:44.000Z",
  "library_name": "candle",
  "likes": 0,
  "modelId": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "pipeline_tag": "visual-document-retrieval",
  "private": false,
  "sha": "463a43c16232d445546eb72880ed6e3baf3e692f",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".gitignore"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q4_K_M.gguf"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "__init__.py"
    },
    {
      "rfilename": "added_tokens.json"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "configuration_ops_colqwen3.py"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.lock"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.toml"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/README.md"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/bin/quantize.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/config.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/gguf.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/linear.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/main.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/model.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/processor.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/text.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/vision.rs"
    },
    {
      "rfilename": "merges.txt"
    },
    {
      "rfilename": "modeling_ops_colqwen3.py"
    },
    {
      "rfilename": "preprocessor_config.json"
    },
    {
      "rfilename": "processing_ops_colqwen3.py"
    },
    {
      "rfilename": "scripts/ops_colqwen3_embedder.py"
    },
    {
      "rfilename": "scripts/quantize_to_gguf.py"
    },
    {
      "rfilename": "special_tokens_map.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    },
    {
      "rfilename": "video_preprocessor_config.json"
    },
    {
      "rfilename": "vocab.json"
    }
  ],
  "tags": [
    "candle",
    "gguf",
    "ops_colqwen3",
    "quantized",
    "rust",
    "multimodal_embedding",
    "embedding",
    "colpali",
    "multilingual-embedding",
    "colqwen3",
    "visual-document-retrieval",
    "custom_code",
    "base_model:OpenSearch-AI/Ops-Colqwen3-4B",
    "base_model:quantized:OpenSearch-AI/Ops-Colqwen3-4B",
    "license:apache-2.0",
    "region:us"
  ]
}
likes0
receipt
Source
GGUF quantisations
Its words
0
Read by
field:likes
Said since
2026-09-29 09:50 UTC
Last answered
2026-10-05 12:24 UTC
Original
open at the source
What the source handed over
{
  "_id": "6a941991335739e823c9b0fa",
  "author": "takenoko-gohan",
  "cardData": {
    "base_model": [
      "OpenSearch-AI/Ops-Colqwen3-4B",
      "Qwen/Qwen3-VL-4B-Instruct"
    ],
    "library_name": "candle",
    "license": "apache-2.0",
    "pipeline_tag": "visual-document-retrieval",
    "tags": [
      "candle",
      "gguf",
      "quantized",
      "rust",
      "multimodal_embedding",
      "embedding",
      "colpali",
      "multilingual-embedding",
      "colqwen3"
    ]
  },
  "createdAt": "2026-08-30T11:52:49.000Z",
  "downloads": 193,
  "gated": false,
  "id": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "lastModified": "2026-09-02T11:52:44.000Z",
  "library_name": "candle",
  "likes": 0,
  "modelId": "takenoko-gohan/Ops-Colqwen3-4B-GGUF",
  "pipeline_tag": "visual-document-retrieval",
  "private": false,
  "sha": "463a43c16232d445546eb72880ed6e3baf3e692f",
  "siblings": [
    {
      "rfilename": ".gitattributes"
    },
    {
      "rfilename": ".gitignore"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q4_K_M.gguf"
    },
    {
      "rfilename": "Ops-Colqwen3-4B-Q8_0.gguf"
    },
    {
      "rfilename": "README.md"
    },
    {
      "rfilename": "__init__.py"
    },
    {
      "rfilename": "added_tokens.json"
    },
    {
      "rfilename": "chat_template.jinja"
    },
    {
      "rfilename": "config.json"
    },
    {
      "rfilename": "configuration_ops_colqwen3.py"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.lock"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/Cargo.toml"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/README.md"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/bin/quantize.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/config.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/gguf.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/linear.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/main.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/model.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/processor.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/text.rs"
    },
    {
      "rfilename": "examples/candle-ops-colqwen3/src/vision.rs"
    },
    {
      "rfilename": "merges.txt"
    },
    {
      "rfilename": "modeling_ops_colqwen3.py"
    },
    {
      "rfilename": "preprocessor_config.json"
    },
    {
      "rfilename": "processing_ops_colqwen3.py"
    },
    {
      "rfilename": "scripts/ops_colqwen3_embedder.py"
    },
    {
      "rfilename": "scripts/quantize_to_gguf.py"
    },
    {
      "rfilename": "special_tokens_map.json"
    },
    {
      "rfilename": "tokenizer.json"
    },
    {
      "rfilename": "tokenizer_config.json"
    },
    {
      "rfilename": "video_preprocessor_config.json"
    },
    {
      "rfilename": "vocab.json"
    }
  ],
  "tags": [
    "candle",
    "gguf",
    "ops_colqwen3",
    "quantized",
    "rust",
    "multimodal_embedding",
    "embedding",
    "colpali",
    "multilingual-embedding",
    "colqwen3",
    "visual-document-retrieval",
    "custom_code",
    "base_model:OpenSearch-AI/Ops-Colqwen3-4B",
    "base_model:quantized:OpenSearch-AI/Ops-Colqwen3-4B",
    "license:apache-2.0",
    "region:us"
  ]
}

Text

This source's terms allow its title, its values and a link here, not its text. It is at https://huggingface.co/takenoko-gohan/Ops-Colqwen3-4B-GGUF.