Sentence Similarity
sentence-transformers
Safetensors
feature-extraction
dense
Generated from Trainer
dataset_size:2083959
loss:MatryoshkaLoss
loss:GeminiEmbedding2NCELoss
Eval Results (legacy)
Instructions to use shadowlilac/omniembed with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use shadowlilac/omniembed with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("shadowlilac/omniembed") sentences = [ "sulfur dioxide", "Recently, we reported on the analysis of polychlorinated biphenyls (PCBs) and chlorinated pesticides in farmed Atlantic salmon (Salmo salar) from Maine, eastern Canada, and Norway, and wild Alaskan Chinook salmon (Oncorhynchus tshawytscha). In this paper, we extend the analysis to polybrominated diphenyl ethers (PBDEs) in these samples. Total PBDE concentrations in the farmed salmon (0.4-1.4ng/g, wet weight, ww) were not significantly different from those in the wild Alaskan Chinook samples (0.4-1.2ng/g, ww), nor were significant differences found among regions. However, significant intra-regional variations in concentrations of total PBDEs and tetra-BDE 47 were observed in the salmon from the Canadian farms (p<0.01). Congener profiles were dominated by BDE-47, followed by the penta-BDEs 99 and 100. PBDE concentrations in the Canadian samples were lower than those reported two years earlier. Removal of skin resulted in no overall reduction in PBDE concentrations in our farmed salmon, and in some cases, PBDE concentrations were higher in skin-off samples. PBDEs were correlated with lipids only in the skinned samples, suggesting that there is greater accumulation and retention of PBDEs in muscle lipids than in skin-associated fat. In skin-on samples, modest correlations were observed between concentrations of PBDEs and PCBs (R(2)=0.47) and mono-ortho PCBs (R(2)=0.50), whereas PBDEs were not correlated with non-ortho PCBs.", "We investigated the effect of resistant starch (RS) on markers of colonic protein metabolism. Eleven subjects participated in a randomized crossover study in which they consumed either high-RS (39 +/- 3 g/d, -chi +/- SEM) or low-RS (5 +/- 0.4 g/d) diets for 3 wk. All other macronutrients were kept constant. During the high-RS diet daily excretion of fecal nitrogen increased from 1.84 +/- 0.15 to 2.86 +/- 0.42 g/d (P < 0.01) and excretion of fecal phenols fell from 9.2 +/- 1.4 to 5.3 +/- 0.8 mg/d (P < 0.01). Fecal concentrations of ammonia decreased from 397 +/- 33 to 278 +/- 49 microgram/g (P < 0.01) and phenols decreased from 69 +/- 8 to 39 +/- 10 microgram/g (P < 0.001). Daily output of urinary ammonia, urea, phenols, and total nitrogen did not change significantly, but pH decreased from 6.4 +/- 0.1 to 6.2 +/- 0.1 (P < 0.05) during the high-RS period. These results suggest that RS significantly attenuates the accumulation of potentially harmful byproducts of protein fermentation in the human colon.", "The difference between prepaid and postpaid is determined by when you pay for them. With our sim-only plans being prepaid, it means you'll always pay for your 28-day plan upfront on a month to month basis." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
| {# | |
| Template: Google Gemma 4 Canonical Chat Template | |
| Author: Google Gemma Engineering Team | |
| Published: 2026-07-09 | |
| Context: Fixed tool-calling loops, turn closures, and thinking content-ordering. | |
| #} | |
| {%- macro format_parameters(properties, required, filter_keys=false) -%} | |
| {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%} | |
| {%- set ns = namespace(found_first=false) -%} | |
| {%- for key, value in properties | dictsort -%} | |
| {%- set add_comma = false -%} | |
| {%- if not filter_keys or key not in standard_keys -%} | |
| {%- if ns.found_first %},{% endif -%} | |
| {%- set ns.found_first = true -%} | |
| {{ key }}:{ | |
| {%- if value['description'] -%} | |
| description:<|"|>{{ value['description'] }}<|"|> | |
| {%- set add_comma = true -%} | |
| {%- endif -%} | |
| {%- if value['type'] | upper == 'STRING' -%} | |
| {%- if value['enum'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| enum:{{ format_argument(value['enum']) }} | |
| {%- endif -%} | |
| {%- elif value['type'] | upper == 'ARRAY' -%} | |
| {%- if value['items'] is mapping and value['items'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| items:{ | |
| {%- set ns_items = namespace(found_first=false) -%} | |
| {%- for item_key, item_value in value['items'] | dictsort -%} | |
| {%- if item_value is not none -%} | |
| {%- if ns_items.found_first %},{% endif -%} | |
| {%- set ns_items.found_first = true -%} | |
| {%- if item_key == 'properties' -%} | |
| properties:{ | |
| {%- if item_value is mapping -%} | |
| {{- format_parameters(item_value, value['items']['required'] | default([])) -}} | |
| {%- endif -%} | |
| } | |
| {%- elif item_key == 'required' -%} | |
| required:[ | |
| {%- for req_item in item_value -%} | |
| <|"|>{{- req_item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- elif item_key == 'type' -%} | |
| {%- if item_value is string -%} | |
| type:{{ format_argument(item_value | upper) }} | |
| {%- else -%} | |
| type:{{ format_argument(item_value | map('upper') | list) }} | |
| {%- endif -%} | |
| {%- else -%} | |
| {{ item_key }}:{{ format_argument(item_value) }} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| } | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if value['nullable'] %} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| nullable:true | |
| {%- endif -%} | |
| {%- if value['type'] | upper == 'OBJECT' -%} | |
| {%- if value['properties'] is defined and value['properties'] is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value['properties'], value['required'] | default([])) -}} | |
| } | |
| {%- elif value is mapping -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| properties:{ | |
| {{- format_parameters(value, value['required'] | default([]), filter_keys=true) -}} | |
| } | |
| {%- endif -%} | |
| {%- if value['required'] -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| required:[ | |
| {%- for item in value['required'] | default([]) -%} | |
| <|"|>{{- item -}}<|"|> | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| ] | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%} | |
| type:<|"|>{{ value['type'] | upper }}<|"|>} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endmacro -%} | |
| {%- macro format_function_declaration(tool_data) -%} | |
| declaration:{{- tool_data['function']['name'] -}}{description:<|"|>{{- tool_data['function']['description'] -}}<|"|> | |
| {%- set params = tool_data['function']['parameters'] -%} | |
| {%- if params -%} | |
| ,parameters:{ | |
| {%- if params['properties'] -%} | |
| properties:{ {{- format_parameters(params['properties'], params['required']) -}} }, | |
| {%- endif -%} | |
| {%- if params['required'] -%} | |
| required:[ | |
| {%- for item in params['required'] -%} | |
| <|"|>{{- item -}}<|"|> | |
| {{- ',' if not loop.last -}} | |
| {%- endfor -%} | |
| ], | |
| {%- endif -%} | |
| {%- if params['type'] -%} | |
| type:<|"|>{{- params['type'] | upper -}}<|"|>} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- if 'response' in tool_data['function'] -%} | |
| {%- set response_declaration = tool_data['function']['response'] -%} | |
| ,response:{ | |
| {%- if response_declaration['description'] -%} | |
| description:<|"|>{{- response_declaration['description'] -}}<|"|>, | |
| {%- endif -%} | |
| {%- if response_declaration['type'] | upper == 'OBJECT' -%} | |
| type:<|"|>{{- response_declaration['type'] | upper -}}<|"|>} | |
| {%- endif -%} | |
| {%- endif -%} | |
| } | |
| {%- endmacro -%} | |
| {%- macro format_argument(argument, escape_keys=True) -%} | |
| {%- if argument is none -%} | |
| {{- 'null' -}} | |
| {%- elif argument is string -%} | |
| {{- '<|"|>' + argument + '<|"|>' -}} | |
| {%- elif argument is boolean -%} | |
| {{- 'true' if argument else 'false' -}} | |
| {%- elif argument is mapping -%} | |
| {{- '{' -}} | |
| {%- set ns = namespace(found_first=false) -%} | |
| {%- for key, value in argument | dictsort -%} | |
| {%- if ns.found_first %},{% endif -%} | |
| {%- set ns.found_first = true -%} | |
| {%- if escape_keys -%} | |
| {{- '<|"|>' + key + '<|"|>' -}} | |
| {%- else -%} | |
| {{- key -}} | |
| {%- endif -%} | |
| :{{- format_argument(value, escape_keys=escape_keys) -}} | |
| {%- endfor -%} | |
| {{- '}' -}} | |
| {%- elif argument is sequence -%} | |
| {{- '[' -}} | |
| {%- for item in argument -%} | |
| {{- format_argument(item, escape_keys=escape_keys) -}} | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| {{- ']' -}} | |
| {%- else -%} | |
| {{- argument -}} | |
| {%- endif -%} | |
| {%- endmacro -%} | |
| {%- macro strip_thinking(text) -%} | |
| {%- set ns = namespace(result='') -%} | |
| {%- for part in text.split('<channel|>') -%} | |
| {%- if '<|channel>' in part -%} | |
| {%- set ns.result = ns.result + part.split('<|channel>')[0] -%} | |
| {%- else -%} | |
| {%- set ns.result = ns.result + part -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- ns.result | trim -}} | |
| {%- endmacro -%} | |
| {%- macro format_tool_response_block(tool_name, response) -%} | |
| {{- '<|tool_response>' -}} | |
| {%- if response is mapping -%} | |
| {{- 'response:' + tool_name + '{' -}} | |
| {%- for key, value in response | dictsort -%} | |
| {{- key -}}:{{- format_argument(value, escape_keys=False) -}} | |
| {%- if not loop.last %},{% endif -%} | |
| {%- endfor -%} | |
| {{- '}' -}} | |
| {%- else -%} | |
| {{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}} | |
| {%- endif -%} | |
| {{- '<tool_response|>' -}} | |
| {%- endmacro -%} | |
| {#- ===== SETUP ===== -#} | |
| {%- set ns = namespace(prev_message_type=None, prev_non_tool_role=None) -%} | |
| {%- set loop_messages = messages -%} | |
| {%- set enable_thinking = enable_thinking | default(false) -%} | |
| {%- set preserve_thinking = preserve_thinking | default(false) -%} | |
| {{- bos_token -}} | |
| {#- Handle System/Tool Definitions Block -#} | |
| {%- if enable_thinking or tools or (messages and messages[0]['role'] in ['system', 'developer']) -%} | |
| {{- '<|turn>system\n' -}} | |
| {#- Inject Thinking token at the very top of the FIRST system turn -#} | |
| {%- if enable_thinking -%} | |
| {{- '<|think|>\n' -}} | |
| {%- set ns.prev_message_type = 'think' -%} | |
| {%- endif -%} | |
| {%- if messages and messages[0]['role'] in ['system', 'developer'] -%} | |
| {%- if messages[0]['content'] is string -%} | |
| {{- messages[0]['content'] | trim -}} | |
| {%- elif messages[0]['content'] is sequence -%} | |
| {%- for item in messages[0]['content'] -%} | |
| {{- item['text'] | trim + ' '-}} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- set loop_messages = messages[1:] -%} | |
| {%- endif -%} | |
| {%- if tools -%} | |
| {%- for tool in tools %} | |
| {{- '<|tool>' -}} | |
| {{- format_function_declaration(tool) | trim -}} | |
| {{- '<tool|>' -}} | |
| {%- endfor %} | |
| {%- set ns.prev_message_type = 'tool' -%} | |
| {%- endif -%} | |
| {{- '<turn|>\n' -}} | |
| {%- endif %} | |
| {#- Pre-scan: find last user message index for reasoning guard -#} | |
| {%- set ns_turn = namespace(last_user_idx=-1) -%} | |
| {%- for i in range(loop_messages | length) -%} | |
| {%- if loop_messages[i]['role'] == 'user' -%} | |
| {%- set ns_turn.last_user_idx = i -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {#- Loop through messages -#} | |
| {%- for message in loop_messages -%} | |
| {%- if message['role'] != 'tool' -%} | |
| {%- set ns.prev_message_type = None -%} | |
| {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%} | |
| {#- Detect continuation using tracked state — O(1) instead of O(n) backward scan -#} | |
| {%- set continue_same_model_turn = (role == 'model' and ns.prev_non_tool_role == 'assistant') -%} | |
| {%- if not continue_same_model_turn -%} | |
| {{- '<|turn>' + role + '\n' }} | |
| {%- endif -%} | |
| {#- Render reasoning/reasoning_content as thinking channel -#} | |
| {%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%} | |
| {%- set thinking_gate = (loop.index0 > ns_turn.last_user_idx) or (preserve_thinking and message.get('tool_calls')) -%} | |
| {%- if thinking_text and thinking_gate -%} | |
| {{- '<|channel>thought\n' + thinking_text + '\n<channel|>' -}} | |
| {%- endif -%} | |
| {%- if message.get('tool_calls') -%} | |
| {%- for tool_call in message.get('tool_calls') -%} | |
| {%- set function = tool_call['function'] -%} | |
| {{- '<|tool_call>call:' + function['name'] + '{' -}} | |
| {%- if function['arguments'] is mapping -%} | |
| {%- set ns_args = namespace(found_first=false) -%} | |
| {%- for key, value in function['arguments'] | dictsort -%} | |
| {%- if ns_args.found_first %},{% endif -%} | |
| {%- set ns_args.found_first = true -%} | |
| {{- key -}}:{{- format_argument(value, escape_keys=False) -}} | |
| {%- endfor -%} | |
| {%- elif function['arguments'] is none -%} | |
| {%- else -%} | |
| {{- raise_exception( | |
| "chat_template: tool_calls[].function.arguments must be a " | |
| "JSON object (mapping), not a string. Deserialize arguments " | |
| "before passing to the template." | |
| ) -}} | |
| {%- endif -%} | |
| {{- '}<tool_call|>' -}} | |
| {%- endfor -%} | |
| {%- set ns.prev_message_type = 'tool_call' -%} | |
| {%- endif -%} | |
| {%- set ns_tr_out = namespace(flag=false) -%} | |
| {%- if message.get('tool_responses') -%} | |
| {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#} | |
| {%- for tool_response in message.get('tool_responses') -%} | |
| {{- format_tool_response_block(tool_response['name'] | default('unknown', true), tool_response['response']) -}} | |
| {%- set ns_tr_out.flag = true -%} | |
| {%- set ns.prev_message_type = 'tool_response' -%} | |
| {%- endfor -%} | |
| {%- elif message.get('tool_calls') -%} | |
| {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#} | |
| {%- set ns_tool_scan = namespace(stopped=false) -%} | |
| {%- for k in range(loop.index0 + 1, loop_messages | length) -%} | |
| {%- if ns_tool_scan.stopped -%} | |
| {%- elif loop_messages[k]['role'] != 'tool' -%} | |
| {%- set ns_tool_scan.stopped = true -%} | |
| {%- else -%} | |
| {%- set follow = loop_messages[k] -%} | |
| {#- Resolve tool_call_id to function name -#} | |
| {%- set ns_tname = namespace(name=follow.get('name') or 'unknown') -%} | |
| {%- for tc in message.get('tool_calls') -%} | |
| {%- if tc.get('id') == follow.get('tool_call_id') -%} | |
| {%- set ns_tname.name = tc['function']['name'] -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {#- Handle content as string or content-parts array -#} | |
| {%- set tool_body = follow.get('content') -%} | |
| {%- if tool_body is string -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- elif tool_body is sequence and tool_body is not string -%} | |
| {%- set ns_txt = namespace(s='') -%} | |
| {%- for part in tool_body -%} | |
| {%- if part.get('type') == 'text' -%} | |
| {%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}} | |
| {%- for part in tool_body -%} | |
| {%- if part.get('type') in ['image', 'image_url'] -%} | |
| {{- '<|image|>' -}} | |
| {%- elif part.get('type') in ['audio', 'input_audio'] -%} | |
| {{- '<|audio|>' -}} | |
| {%- elif part.get('type') == 'video' -%} | |
| {{- '<|video|>' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- else -%} | |
| {{- format_tool_response_block(ns_tname.name, tool_body) -}} | |
| {%- endif -%} | |
| {%- set ns_tr_out.flag = true -%} | |
| {%- set ns.prev_message_type = 'tool_response' -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- set captured_content -%} | |
| {%- if message.get('content') is string -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(message['content']) -}} | |
| {%- else -%} | |
| {{- message['content'] | trim -}} | |
| {%- endif -%} | |
| {%- elif message.get('content') is sequence -%} | |
| {%- for item in message['content'] -%} | |
| {%- if item.get('type') == 'text' -%} | |
| {%- if role == 'model' -%} | |
| {{- strip_thinking(item['text']) -}} | |
| {%- else -%} | |
| {{- item['text'] | trim -}} | |
| {%- endif -%} | |
| {%- elif item.get('type') in ['image', 'image_url'] -%} | |
| {{- '<|image|>' -}} | |
| {%- elif item.get('type') in ['audio', 'input_audio'] -%} | |
| {{- '<|audio|>' -}} | |
| {%- elif item.get('type') == 'video' -%} | |
| {{- '<|video|>' -}} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- endif -%} | |
| {%- endset -%} | |
| {{- captured_content -}} | |
| {%- set has_content = captured_content | trim | length > 0 -%} | |
| {#- Forward-scan: find next non-tool message role for continuation detection -#} | |
| {%- set next_nt = namespace(role=None, found=false) -%} | |
| {%- for j in range(loop.index0 + 1, loop_messages | length) -%} | |
| {%- if not next_nt.found -%} | |
| {%- if loop_messages[j]['role'] != 'tool' -%} | |
| {%- set next_nt.role = loop_messages[j]['role'] -%} | |
| {%- set next_nt.found = true -%} | |
| {%- endif -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- set continues_into_next = ( | |
| role == 'model' | |
| and next_nt.role == 'assistant' | |
| and (not message.get('tool_calls') or ns_tr_out.flag) | |
| ) -%} | |
| {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%} | |
| {{- '<|tool_response>' -}} | |
| {%- elif continues_into_next -%} | |
| {%- elif not (ns_tr_out.flag and not has_content and not next_nt.found) -%} | |
| {{- '<turn|>\n' -}} | |
| {%- endif -%} | |
| {#- Track previous non-tool role for next iteration (avoids O(n) backward scan) -#} | |
| {%- set ns.prev_non_tool_role = message['role'] -%} | |
| {%- endif -%} | |
| {%- endfor -%} | |
| {%- if add_generation_prompt -%} | |
| {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%} | |
| {{- '<|turn>model\n' -}} | |
| {%- elif ns.prev_message_type == 'tool_response' and enable_thinking -%} | |
| {{- '<|channel>thought\n' -}} | |
| {%- endif -%} | |
| {%- endif -%} | |