huggingface.co
Total runs: 521
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: January 27 2025
text-generation

Introduction of phi4

Model Details of phi4

GGUF quantized and bug fixed version of phi4

review
  • bug fixed for: "ResponseError: llama runner process has terminated: GGML_ASSERT(hparams.n_swa > 0) failed"
  • define the architecture (from none) to llama; all works right away
run the model

use any gguf connector to interact with gguf file(s), i.e., connector

reference
citation

Phi-4 Technical Report

appendices: model summary and quality (written by microsoft)
model summary
Developers Microsoft Research
Description phi-4 is a state-of-the-art open model built upon a blend of synthetic datasets, data from filtered public domain websites, and acquired academic books and Q&A datasets. The goal of this approach was to ensure that small capable models were trained with data focused on high quality and advanced reasoning.

phi-4 underwent a rigorous enhancement and alignment process, incorporating both supervised fine-tuning and direct preference optimization to ensure precise instruction adherence and robust safety measures
Architecture 14B parameters, dense decoder-only Transformer model
Inputs Text, best suited for prompts in the chat format
Context length 16K tokens
GPUs 1920 H100-80G
Training time 21 days
Training data 9.8T tokens
Outputs Generated text in response to input
Dates October 2024 – November 2024
Status Static model trained on an offline dataset with cutoff dates of June 2024 and earlier for publicly available data
Release date December 12, 2024
License MIT
model quality

to understand the capabilities, we (here refer to microsoft side) compare phi-4 with a set of models over OpenAI’s SimpleEval benchmark; at the high-level overview of the model quality on representative benchmarks; for the table below, higher numbers indicate better performance:

Category Benchmark phi-4 (14B) phi-3 (14B) Qwen 2.5 (14B instruct) GPT-4o-mini Llama-3.3 (70B instruct) Qwen 2.5 (72B instruct) GPT-4o
Popular Aggregated Benchmark MMLU 84.8 77.9 79.9 81.8 86.3 85.3 88.1
Science GPQA 56.1 31.2 42.9 40.9 49.1 49.0 50.6
Math MGSM
MATH
80.6
80.4
53.5
44.6
79.6
75.6
86.5
73.0
89.1
66.3*
87.3
80.0
90.4
74.6
Code Generation HumanEval 82.6 67.8 72.1 86.2 78.9* 80.4 90.6
Factual Knowledge SimpleQA 3.0 7.6 5.4 9.9 20.9 10.2 39.4
Reasoning DROP 75.5 68.3 85.5 79.3 90.2 76.7 80.9

* these scores are lower than those reported by Meta, perhaps because simple-evals has a strict formatting requirement that Llama models have particular trouble following.

Runs of calcuis phi4 on huggingface.co

521
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More Information About phi4 huggingface.co Model

More phi4 license Visit here:

https://choosealicense.com/licenses/mit

phi4 huggingface.co

phi4 huggingface.co is an AI model on huggingface.co that provides phi4's model effect (), which can be used instantly with this calcuis phi4 model. huggingface.co supports a free trial of the phi4 model, and also provides paid use of the phi4. Support call phi4 model through api, including Node.js, Python, http.

calcuis phi4 online free

phi4 huggingface.co is an online trial and call api platform, which integrates phi4's modeling effects, including api services, and provides a free online trial of phi4, you can try phi4 online for free by clicking the link below.

calcuis phi4 online free url in huggingface.co:

https://huggingface.co/calcuis/phi4

phi4 install

phi4 is an open source model from GitHub that offers a free installation service, and any user can find phi4 on GitHub to install. At the same time, huggingface.co provides the effect of phi4 install, users can directly use phi4 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

phi4 install url in huggingface.co:

https://huggingface.co/calcuis/phi4

Url of phi4

Provider of phi4 huggingface.co

calcuis
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