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all-MiniLM-L6-v2

Pinned FinanceGPT semantic transformer runtime with immutable revision, verified artifact hash and local inference provenance.

sentence-transformers/all-MiniLM-L6-v2 · ea78891063587eb050ed4166...
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Use this model

Copy-ready examples use the exact pinned revision and keep remote-code execution disabled.

transformers

from transformers import AutoModel, AutoTokenizer

repo = "sentence-transformers/all-MiniLM-L6-v2"
tokenizer = AutoTokenizer.from_pretrained(
    repo,
    revision="ea78891063587eb050ed4166b20062eaf978037c",
    trust_remote_code=False,
)
model = AutoModel.from_pretrained(
    repo,
    revision="ea78891063587eb050ed4166b20062eaf978037c",
    use_safetensors=True,
    trust_remote_code=False,
)

sentence transformers

from sentence_transformers import SentenceTransformer

model = SentenceTransformer(
    "sentence-transformers/all-MiniLM-L6-v2",
    revision="ea78891063587eb050ed4166b20062eaf978037c",
)
embeddings = model.encode(["Operating cash flow increased year over year."], normalize_embeddings=True)

huggingface hub

from huggingface_hub import snapshot_download

path = snapshot_download(
    repo_id="sentence-transformers/all-MiniLM-L6-v2",
    revision="ea78891063587eb050ed4166b20062eaf978037c",
)
Task
feature-extraction
Transformer
Library
sentence-transformers
Developer loader
Weights
Safetensors
Distribution format
Hosted inference
Configured
Governed preview

What can I do with this model?

Advanced HF capabilities are now actions in model context rather than separate top-level destinations.
Pipeline

Use the task through a familiar Transformers-style pipeline.

Fine-tune

Open adapter and PEFT recipes pinned to this exact base model.

Optimize

Review ONNX, INT8 and supported quantization/export recipes.

Reproduce

Download the pinned snapshot and exact dependency guidance.

Model details

The identity and provenance developers need most often, without making the page a metadata inventory.
JSON manifest
Repository ID
sentence-transformers/all-MiniLM-L6-v2
Revision
ea78891063587eb050ed4166b20062eaf978037c
License
Apache-2.0
Artifact SHA-256
997404dcf8e7ea89cdf598ebab9594ec77c94a08f80861e4beece2c0d06d0b6d

Evaluation & runtime status

Public evaluation appears only when sealed to the exact model. Hosted inference remains a separate governed runtime capability.
Public evaluation
No public sealed evaluation
No public sealed evaluation card is asserted for this transformer reference.
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Hosted inference
Configured; runtime unavailable
Open inference →

Advanced provenance & governance

Deep trust, files, dependency and governance evidence remains available without dominating the primary developer journey.
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Developer distribution and inference previews do not grant production, policy, QLM rebinding or Financial Actions authority. Those controls remain separate.