Comparison
keras vs Forward
Verdict
Pick keras when keras is primarily Python; Forward is C++; pick Forward when forward is primarily C++; keras is Python.
Markdown twin · keras alternatives · Forward alternatives
GraphCanon updated today
Trust & integrity
| Signal | keras | Forward |
|---|---|---|
| Maintenance | Very active (4d since push) As of today · github_public_v1 | Dormant (1624d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No criticals As of today · osv@v1 | No lockfile As of today · none |
Tagline
- keras
- Deep Learning for humans
- Forward
- A library for high performance deep learning inference on NVIDIA GPUs.
Stars
- keras
- 64k
- Forward
- 556
Forks
- keras
- 20k
- Forward
- 62
Open issues
- keras
- 228
- Forward
- 0
Language
- keras
- Python
- Forward
- C++
Adopt for
- keras
- -
- Forward
- -
Persona
- keras
- -
- Forward
- -
Runtime
- keras
- -
- Forward
- -
License
- keras
- Apache-2.0
- Forward
- Other
Last pushed
- keras
- Jul 7, 2026
- Forward
- Jan 29, 2022
Categories
- keras
- Model Training, Inference & Serving
- Forward
- Model Training, Inference & Serving
Trust and health
Maintenance
- keras
- Very active (96%)
- Forward
- Dormant (18%)
Days since push
- keras
- 4d
- Forward
- 1624d
Open issues (now)
- keras
- 228
- Forward
- 0
Security scan
- keras
- No criticals
- Forward
- No lockfile
Full report
- keras
- Trust report
- Forward
- Trust report
Shared compatibility
- Python · keras: Python runtime · Forward: Python runtime
Choose keras if…
- keras is primarily Python; Forward is C++.
- License: keras is Apache-2.0, Forward is Other.
- Tags unique to keras: data-science, neural-networks, machine-learning, python.
When NOT to use keras
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Choose Forward if…
- Forward is primarily C++; keras is Python.
- License: Forward is Other, keras is Apache-2.0.
- Tags unique to Forward: gpu, forward, neural-network, cuda.
When NOT to use Forward
- Last GitHub push was 1624 days ago (dormant maintenance, Jan 29, 2022). Validate activity before betting a new project on Forward.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (keras-team/keras) · observed Jul 11, 2026
- GitHub forks (keras-team/keras) · observed Jul 11, 2026
- Last push (keras-team/keras) · observed Jul 7, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Tencent/Forward) · observed Jul 11, 2026
- GitHub forks (Tencent/Forward) · observed Jul 11, 2026
- Last push (Tencent/Forward) · observed Jan 29, 2022
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: keras 64k · Forward 556 (synced Jul 11, 2026).
Common questions
- What is the difference between keras and Forward?
- keras: Deep Learning for humans. Forward: A library for high performance deep learning inference on NVIDIA GPUs.. See the comparison table for live GitHub stats and shared categories.
- When should I choose keras over Forward?
- Choose keras over Forward when keras is primarily Python; Forward is C++; License: keras is Apache-2.0, Forward is Other; Tags unique to keras: data-science, neural-networks, machine-learning, python.
- When should I choose Forward over keras?
- Choose Forward over keras when Forward is primarily C++; keras is Python; License: Forward is Other, keras is Apache-2.0; Tags unique to Forward: gpu, forward, neural-network, cuda.
- When should I avoid keras?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- When should I avoid Forward?
- Last GitHub push was 1624 days ago (dormant maintenance, Jan 29, 2022). Validate activity before betting a new project on Forward. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is keras or Forward more popular on GitHub?
- keras has more GitHub stars (64,191 vs 556). Stars measure visibility, not whether either tool fits your constraints.
- Are keras and Forward open source?
- Yes - both are open-source projects on GitHub (keras: Apache-2.0, Forward: Other).
- Where can I find alternatives to keras or Forward?
- GraphCanon lists graph-backed alternatives at keras alternatives and Forward alternatives (keras markdown twin, Forward markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, keras or Forward?
- keras: Very active. Forward: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for keras and Forward?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: keras trust report; Forward trust report.