Model reference · open weights
blip2-itm-v-g is an open-weight embedding model from Salesforce, listed in the AxForge catalogue. AxForge can bring it up on EU-owned hardware for you on request — with the licence handled where one is required.
About
Model Card for Model ID Model Details Model Description This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. - Developed by: [More Information Needed] - Funded by [optional]: [More Information Needed] - Shared by [optional]: [More Information Needed] - Model type: [More Information Needed] - Language(s) (NLP): [More Information Needed] - License: [More Information Needed] - Finetuned from model [optional]: [More Information Needed] Model Sources [optional] - Repository: [More Information Needed] - Paper [optional]: [More Information Needed] - Demo [optional]: [More Information Needed] Uses Direct Use [More Information Needed] Downstream Use [optional] [More Information Needed] Out-of-Scope Use [More Information Needed] Bias, Risks, and Limitations [More Information Needed] Recommendations Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. How to Get Started with the Model Use the code below to get started with the model. [More Information Needed] Training Details Training Data [More Information Needed] Training Procedure Preprocessing [optional] [More Information Needed] Training Hyperparameters - Training regime: [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -- Speeds, Sizes, Times [optional] [More Information Needed] Evaluation Testing Data, Factors & Metrics Testing Data [More Information Needed] Factors [More Information Needed] Metrics [More Information Needed] Results [More Information Needed] Summary Model Examination [optional] [More Information Needed] Environmental Impact Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019). - Hardware Type: [More Information Needed] - Hours used: [More Information Needed] - Cloud Provider: [More Information Needed] - Compute Region: [More Information Needed] - Carbon Emitted: [More Information Needed] Technical Specifications [optional] Model Architecture and Objective
Summarised from the published model card. Read the full card on the HuggingFace links below.
Specifications
| Maker | Salesforce |
|---|---|
| Type | Embedding models |
| Parameters (lead) | 1.2B |
| Variants | 1 |
| Runs with | transformers |
| Released | 2023-08-23 |
| Popularity | 25k downloads / month |
| Likes | 3 |
| Licence | Open weights |
How it works
Variants
Open weights ship in several sizes and precisions. One page, all the variants — pick the one that fits your GPU. VRAM figures are estimates from model size.
| Variant | Params | Precision | VRAM | Fits 16 GB | Weights |
|---|---|---|---|---|---|
| blip2-itm-vit-g | 1.2B | BF16 | ~2.7 GB | ✓ | Weights ↗ |
Using it via the API
Once AxForge deploys blip2-itm-v-g for you, it answers on the OpenAI-compatible API — the same base URL and keys as every other model. (blip2-itm-v-g below is illustrative; you get the exact model name on deployment.)
$ curl -sS https://api.axforge.ai/v1/embeddings \
-H "Authorization: Bearer $AXFORGE_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"blip2-itm-v-g","input":"text to embed"}'
Licence
Open weights under mit — commercial use is permitted. Deploy it on AxForge EU hardware on request. Read the licence ↗
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