[Doc] cleanup TPU documentation and remove outdated examples (#29048)
Signed-off-by: Rob Mulla <rob.mulla@gmail.com> Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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# TPU
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## Supported Models
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### Text-only Language Models
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| Model | Architecture | Supported |
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|-----------------------------------------------------|--------------------------------|-----------|
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| mistralai/Mixtral-8x7B-Instruct-v0.1 | MixtralForCausalLM | 🟨 |
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| mistralai/Mistral-Small-24B-Instruct-2501 | MistralForCausalLM | ✅ |
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| mistralai/Codestral-22B-v0.1 | MistralForCausalLM | ✅ |
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| mistralai/Mixtral-8x22B-Instruct-v0.1 | MixtralForCausalLM | ❌ |
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| meta-llama/Llama-3.3-70B-Instruct | LlamaForCausalLM | ✅ |
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| meta-llama/Llama-3.1-8B-Instruct | LlamaForCausalLM | ✅ |
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| meta-llama/Llama-3.1-70B-Instruct | LlamaForCausalLM | ✅ |
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| meta-llama/Llama-4-* | Llama4ForConditionalGeneration | ❌ |
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| microsoft/Phi-3-mini-128k-instruct | Phi3ForCausalLM | 🟨 |
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| microsoft/phi-4 | Phi3ForCausalLM | ❌ |
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| google/gemma-3-27b-it | Gemma3ForConditionalGeneration | 🟨 |
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| google/gemma-3-4b-it | Gemma3ForConditionalGeneration | ❌ |
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| deepseek-ai/DeepSeek-R1 | DeepseekV3ForCausalLM | ❌ |
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| deepseek-ai/DeepSeek-V3 | DeepseekV3ForCausalLM | ❌ |
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| RedHatAI/Meta-Llama-3.1-8B-Instruct-quantized.w8a8 | LlamaForCausalLM | ✅ |
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| RedHatAI/Meta-Llama-3.1-70B-Instruct-quantized.w8a8 | LlamaForCausalLM | ✅ |
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| Qwen/Qwen3-8B | Qwen3ForCausalLM | ✅ |
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| Qwen/Qwen3-32B | Qwen3ForCausalLM | ✅ |
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| Qwen/Qwen2.5-7B-Instruct | Qwen2ForCausalLM | ✅ |
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| Qwen/Qwen2.5-32B | Qwen2ForCausalLM | ✅ |
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| Qwen/Qwen2.5-14B-Instruct | Qwen2ForCausalLM | ✅ |
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| Qwen/Qwen2.5-1.5B-Instruct | Qwen2ForCausalLM | 🟨 |
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✅ Runs and optimized.
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🟨 Runs and correct but not optimized to green yet.
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❌ Does not pass accuracy test or does not run.
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