Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

feat: Support sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 #129

Merged
merged 3 commits into from
Feb 21, 2024
Merged

feat: Support sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 #129

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
3 commits
Select commit Hold shift + click to select a range
d715ab3
feat: Support sentence-transformers/paraphrase-multilingual-MiniLM-L1…
geetu040 Feb 20, 2024
fa4fb9a
test: Include sentence-transformers/paraphrase-multilingual-MiniLM-L1…
geetu040 Feb 20, 2024
de1fc8a
docs: supported models update
geetu040 Feb 20, 2024
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
66 changes: 39 additions & 27 deletions docs/examples/Supported_Models.ipynb
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@
},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": 2,
"metadata": {},
"outputs": [
{
Expand Down Expand Up @@ -110,38 +110,46 @@
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2</td>\n",
" <td>384</td>\n",
" <td>Sentence Transformer model, paraphrase-multilingual-MiniLM-L12-v2</td>\n",
" <td>0.46</td>\n",
" <td>{'hf': 'qdrant/paraphrase-multilingual-MiniLM-L12-v2-onnx-Q'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>nomic-ai/nomic-embed-text-v1</td>\n",
" <td>768</td>\n",
" <td>8192 context length english model</td>\n",
" <td>0.54</td>\n",
" <td>{'hf': 'xenova/nomic-embed-text-v1'}</td>\n",
" <td>{'hf': 'nomic-ai/nomic-embed-text-v1'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" <td>intfloat/multilingual-e5-large</td>\n",
" <td>1024</td>\n",
" <td>Multilingual model, e5-large. Recommend using this model for non-English languages</td>\n",
" <td>2.24</td>\n",
" <td>{'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-multilingual-e5-large.tar.gz', 'hf': 'qdrant/multilingual-e5-large-onnx'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <th>11</th>\n",
" <td>sentence-transformers/paraphrase-multilingual-mpnet-base-v2</td>\n",
" <td>768</td>\n",
" <td>Sentence-transformers model for tasks like clustering or semantic search</td>\n",
" <td>1.11</td>\n",
" <td>{'hf': 'xenova/paraphrase-multilingual-mpnet-base-v2'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <th>12</th>\n",
" <td>jinaai/jina-embeddings-v2-base-en</td>\n",
" <td>768</td>\n",
" <td>English embedding model supporting 8192 sequence length</td>\n",
" <td>0.55</td>\n",
" <td>{'hf': 'xenova/jina-embeddings-v2-base-en'}</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <td>jinaai/jina-embeddings-v2-small-en</td>\n",
" <td>512</td>\n",
" <td>English embedding model supporting 8192 sequence length</td>\n",
Expand All @@ -162,11 +170,12 @@
"5 BAAI/bge-small-en-v1.5 384 \n",
"6 BAAI/bge-small-zh-v1.5 512 \n",
"7 sentence-transformers/all-MiniLM-L6-v2 384 \n",
"8 nomic-ai/nomic-embed-text-v1 768 \n",
"9 intfloat/multilingual-e5-large 1024 \n",
"10 sentence-transformers/paraphrase-multilingual-mpnet-base-v2 768 \n",
"11 jinaai/jina-embeddings-v2-base-en 768 \n",
"12 jinaai/jina-embeddings-v2-small-en 512 \n",
"8 sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 384 \n",
"9 nomic-ai/nomic-embed-text-v1 768 \n",
"10 intfloat/multilingual-e5-large 1024 \n",
"11 sentence-transformers/paraphrase-multilingual-mpnet-base-v2 768 \n",
"12 jinaai/jina-embeddings-v2-base-en 768 \n",
"13 jinaai/jina-embeddings-v2-small-en 512 \n",
"\n",
" description \\\n",
"0 Base English model \n",
Expand All @@ -177,11 +186,12 @@
"5 Fast and Default English model \n",
"6 Fast and recommended Chinese model \n",
"7 Sentence Transformer model, MiniLM-L6-v2 \n",
"8 8192 context length english model \n",
"9 Multilingual model, e5-large. Recommend using this model for non-English languages \n",
"10 Sentence-transformers model for tasks like clustering or semantic search \n",
"11 English embedding model supporting 8192 sequence length \n",
"8 Sentence Transformer model, paraphrase-multilingual-MiniLM-L12-v2 \n",
"9 8192 context length english model \n",
"10 Multilingual model, e5-large. Recommend using this model for non-English languages \n",
"11 Sentence-transformers model for tasks like clustering or semantic search \n",
"12 English embedding model supporting 8192 sequence length \n",
"13 English embedding model supporting 8192 sequence length \n",
"\n",
" size_in_GB \\\n",
"0 0.50 \n",
Expand All @@ -192,11 +202,12 @@
"5 0.13 \n",
"6 0.10 \n",
"7 0.09 \n",
"8 0.54 \n",
"9 2.24 \n",
"10 1.11 \n",
"11 0.55 \n",
"12 0.13 \n",
"8 0.46 \n",
"9 0.54 \n",
"10 2.24 \n",
"11 1.11 \n",
"12 0.55 \n",
"13 0.13 \n",
"\n",
" sources \n",
"0 {'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-bge-base-en.tar.gz'} \n",
Expand All @@ -207,14 +218,15 @@
"5 {'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-bge-small-en-v1.5.tar.gz', 'hf': 'qdrant/bge-small-en-v1.5-onnx-q'} \n",
"6 {'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-bge-small-zh-v1.5.tar.gz'} \n",
"7 {'url': 'https://storage.googleapis.com/qdrant-fastembed/sentence-transformers-all-MiniLM-L6-v2.tar.gz', 'hf': 'qdrant/all-MiniLM-L6-v2-onnx'} \n",
"8 {'hf': 'xenova/nomic-embed-text-v1'} \n",
"9 {'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-multilingual-e5-large.tar.gz', 'hf': 'qdrant/multilingual-e5-large-onnx'} \n",
"10 {'hf': 'xenova/paraphrase-multilingual-mpnet-base-v2'} \n",
"11 {'hf': 'xenova/jina-embeddings-v2-base-en'} \n",
"12 {'hf': 'xenova/jina-embeddings-v2-small-en'} "
"8 {'hf': 'qdrant/paraphrase-multilingual-MiniLM-L12-v2-onnx-Q'} \n",
"9 {'hf': 'nomic-ai/nomic-embed-text-v1'} \n",
"10 {'url': 'https://storage.googleapis.com/qdrant-fastembed/fast-multilingual-e5-large.tar.gz', 'hf': 'qdrant/multilingual-e5-large-onnx'} \n",
"11 {'hf': 'xenova/paraphrase-multilingual-mpnet-base-v2'} \n",
"12 {'hf': 'xenova/jina-embeddings-v2-base-en'} \n",
"13 {'hf': 'xenova/jina-embeddings-v2-small-en'} "
]
},
"execution_count": 4,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
Expand Down Expand Up @@ -244,7 +256,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.7"
"version": "3.11.4"
},
"orig_nbformat": 4
},
Expand Down
10 changes: 10 additions & 0 deletions fastembed/models.json
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -110,6 +110,16 @@
"https://storage.googleapis.com/qdrant-fastembed/sentence-transformers-all-MiniLM-L6-v2.tar.gz"
]
},
{
"model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"dim": 384,
"description": "Sentence Transformer model, paraphrase-multilingual-MiniLM-L12-v2",
"size_in_GB": 0.46,
"hf_sources": [
"qdrant/paraphrase-multilingual-MiniLM-L12-v2-onnx-Q"
],
"compressed_url_sources": []
},
{
"model": "xenova/multilingual-e5-large",
"dim": 1024,
Expand Down
9 changes: 9 additions & 0 deletions fastembed/text/onnx_embedding.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -98,6 +98,15 @@
"hf": "qdrant/all-MiniLM-L6-v2-onnx",
},
},
{
"model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2",
"dim": 384,
"description": "Sentence Transformer model, paraphrase-multilingual-MiniLM-L12-v2",
"size_in_GB": 0.46,
"sources": {
"hf": "qdrant/paraphrase-multilingual-MiniLM-L12-v2-onnx-Q",
},
},
{
"model": "nomic-ai/nomic-embed-text-v1",
"dim": 768,
Expand Down
1 change: 1 addition & 0 deletions tests/test_onnx_embeddings.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,7 @@
"BAAI/bge-base-en-v1.5": np.array([0.01129394, 0.05493144, 0.02615099, 0.00328772, 0.02996045]),
"BAAI/bge-large-en-v1.5": np.array([0.03434538, 0.03316108, 0.02191251, -0.03713358, -0.01577825]),
"sentence-transformers/all-MiniLM-L6-v2": np.array([0.0259, 0.0058, 0.0114, 0.0380, -0.0233]),
"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2": np.array([0.0094, 0.0184, 0.0328, 0.0072, -0.0351]),
"intfloat/multilingual-e5-large": np.array([0.0098, 0.0045, 0.0066, -0.0354, 0.0070]),
"xenova/multilingual-e5-large": np.array([0.00975464, 0.00446568, 0.00655449, -0.0354155, 0.00702112]),
"xenova/paraphrase-multilingual-mpnet-base-v2": np.array(
Expand Down
1 change: 1 addition & 0 deletions tests/test_text_onnx_embeddings.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,7 @@
"BAAI/bge-large-en-v1.5": np.array([0.03434538, 0.03316108, 0.02191251, -0.03713358, -0.01577825]),
"BAAI/bge-large-en-v1.5-quantized": np.array([0.03434538, 0.03316108, 0.02191251, -0.03713358, -0.01577825]),
"sentence-transformers/all-MiniLM-L6-v2": np.array([0.0259, 0.0058, 0.0114, 0.0380, -0.0233]),
"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2": np.array([0.0094, 0.0184, 0.0328, 0.0072, -0.0351]),
"intfloat/multilingual-e5-large": np.array([0.0098, 0.0045, 0.0066, -0.0354, 0.0070]),
"sentence-transformers/paraphrase-multilingual-mpnet-base-v2": np.array(
[-0.01341097, 0.0416553, -0.00480805, 0.02844842, 0.0505299]
Expand Down
Loading