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text-generation-inference/integration-tests/models/__snapshots__
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Daniël de Kok 3c9df21ff8
Add support for compressed-tensors w8a8 int checkpoints (#2745) 
* Add support for compressed-tensors w8a8 int checkpoints

This change adds a loader for w8a8 int checkpoints. One large benefit of
int8 support is that the corresponding cutlass matmul kernels also work on
compute capability 7.5.

Evaluation on neuralmagic/Meta-Llama-3.1-8B-Instruct-quantized.w8a8:

|     Tasks     |Version|     Filter     |n-shot|        Metric         |   |Value |   |Stderr|
|---------------|------:|----------------|-----:|-----------------------|---|-----:|---|------|
|gsm8k_cot_llama|      3|flexible-extract|     8|exact_match            |↑  |0.8431|±  |0.0100|
|               |       |strict-match    |     8|exact_match            |↑  |0.8393|±  |0.0101|
|ifeval         |      4|none            |     0|inst_level_loose_acc   |↑  |0.8597|±  |   N/A|
|               |       |none            |     0|inst_level_strict_acc  |↑  |0.8201|±  |   N/A|
|               |       |none            |     0|prompt_level_loose_acc |↑  |0.7967|±  |0.0173|
|               |       |none            |     0|prompt_level_strict_acc|↑  |0.7468|±  |0.0187|

Which is the same ballpark as vLLM.

As usual, lots of thanks to Neural Magic/vLLM for the kernels.

* Always use dynamic input quantization for w8a8 int

It's far less flaky and gives better output.

* Use marlin-kernels 0.3.5

* Fix a typo

Co-authored-by: drbh <david.richard.holtz@gmail.com>

* Small fixes

---------

Co-authored-by: drbh <david.richard.holtz@gmail.com>
2024-11-18 17:20:31 +01:00
..
test_bloom_560m All integration tests back everywhere (too many failed CI). (#2428) 2024-08-16 21:19:46 +02:00
test_bloom_560m_sharded fix: adjust test snapshots and small refactors (#2323) 2024-07-29 11:38:38 -04:00
test_chat_llama Lots of improvements (Still 2 allocators) (#2449) 2024-08-29 16:29:01 +02:00
test_completion_prompts Stream options. (#2533) 2024-09-19 20:50:37 +02:00
test_compressed_tensors_w8a8_int Add support for compressed-tensors w8a8 int checkpoints (#2745) 2024-11-18 17:20:31 +01:00
test_compressed_tensors_w8a8_int_dynamic_weight Add support for compressed-tensors w8a8 int checkpoints (#2745) 2024-11-18 17:20:31 +01:00
test_compressed_tensors_w8an_fp Add initial support for compressed-tensors checkpoints (#2732) 2024-11-10 13:54:07 +01:00
test_compressed_tensors_wna16_int Add initial support for compressed-tensors checkpoints (#2732) 2024-11-10 13:54:07 +01:00
test_flash_awq Add AWQ quantization inference support (#1019) (#1054) 2023-09-25 15:31:27 +02:00
test_flash_awq_sharded Add AWQ quantization inference support (#1019) (#1054) 2023-09-25 15:31:27 +02:00
test_flash_deepseek_v2 Lots of improvements (Still 2 allocators) (#2449) 2024-08-29 16:29:01 +02:00
test_flash_falcon feat(server): add retry on download (#384) 2023-05-31 10:57:53 +02:00
test_flash_gemma Intel ci (#2630) 2024-10-10 16:51:57 +02:00
test_flash_gemma2 Softcapping for gemma2. (#2273) 2024-07-22 18:27:10 +02:00
test_flash_gemma_gptq More tensor cores. (#2558) 2024-09-24 23:57:26 +02:00
test_flash_gpt2 Add GPT-2 with flash attention (#1889) 2024-05-15 13:31:22 +02:00
test_flash_grammar_llama fix: correctly index into mask when applying grammar (#1618) 2024-03-01 18:22:01 +01:00
test_flash_llama Intel ci (#2630) 2024-10-10 16:51:57 +02:00
test_flash_llama_exl2 Add support for exl2 quantization 2024-05-30 11:28:05 +02:00
test_flash_llama_fp8 Switch from fbgemm-gpu w8a8 scaled matmul to vLLM/marlin-kernels (#2688) 2024-10-25 16:40:47 +02:00
test_flash_llama_fp8_kv_cache Switch from fbgemm-gpu w8a8 scaled matmul to vLLM/marlin-kernels (#2688) 2024-10-25 16:40:47 +02:00
test_flash_llama_gptq GPTQ CI improvements (#2151) 2024-07-05 14:12:16 +02:00
test_flash_llama_marlin Add support for Marlin-quantized models 2024-06-06 13:16:52 +02:00
test_flash_llama_marlin_24 Improve the handling of quantized weights (#2250) 2024-07-19 09:37:39 +02:00
test_flash_llama_prefix Fix truffle (#2514) 2024-09-11 22:45:19 +02:00
test_flash_llama_prefix_flashdecoding Adding a test for FD. (#2516) 2024-09-16 17:00:54 +02:00
test_flash_medusa Speculative (#1308) 2023-12-11 12:46:30 +01:00
test_flash_mistral feat: add mistral model (#1071) 2023-09-28 09:55:47 +02:00
test_flash_mixtral Move to moe-kernels package and switch to common MoE layer (#2511) 2024-09-17 18:08:58 +02:00
test_flash_mixtral_awq Add support for fused MoE Marlin for AWQ (#2616) 2024-10-08 11:56:41 +02:00
test_flash_mixtral_gptq Test Marlin MoE with desc_act=true (#2622) 2024-10-21 12:50:35 +02:00
test_flash_neox fix(server): fix init for flash causal lm (#352) 2023-05-22 15:05:32 +02:00
test_flash_neox_sharded fix(server): fix init for flash causal lm (#352) 2023-05-22 15:05:32 +02:00
test_flash_pali_gemma All integration tests back everywhere (too many failed CI). (#2428) 2024-08-16 21:19:46 +02:00
test_flash_phi All integration tests back everywhere (too many failed CI). (#2428) 2024-08-16 21:19:46 +02:00
test_flash_phi35_moe Fix Phi 3.5 MoE tests (#2684) 2024-10-24 15:21:50 +02:00
test_flash_qwen2 feat: Qwen2 (#1608) 2024-02-28 15:50:31 +01:00
test_flash_qwen2_vl fix cuda graphs for qwen2-vl (#2708) 2024-11-01 03:05:34 +01:00
test_flash_santacoder feat(integration-tests): improve comparison and health checks (#336) 2023-05-16 20:22:11 +02:00
test_flash_starcoder fix: adjust test snapshots and small refactors (#2323) 2024-07-29 11:38:38 -04:00
test_flash_starcoder2 Lots of improvements (Still 2 allocators) (#2449) 2024-08-29 16:29:01 +02:00
test_flash_starcoder_gptq Monkey patching as a desperate measure. (#2704) 2024-10-28 11:25:13 +01:00
test_grammar_llama fix: correctly index into mask when applying grammar (#1618) 2024-03-01 18:22:01 +01:00
test_grammar_response_format_llama Support chat response format (#2046) 2024-06-11 10:44:56 -04:00
test_idefics Support different image sizes in prefill in VLMs (#2065) 2024-06-17 10:49:41 +02:00
test_idefics2 Lots of improvements (Still 2 allocators) (#2449) 2024-08-29 16:29:01 +02:00
test_llava_next All integration tests back everywhere (too many failed CI). (#2428) 2024-08-16 21:19:46 +02:00
test_lora_mistral feat: simple mistral lora integration tests (#2180) 2024-07-15 09:16:15 -04:00
test_mamba All integration tests back everywhere (too many failed CI). (#2428) 2024-08-16 21:19:46 +02:00
test_mllama chore: prepare 2.4.0 release (#2695) 2024-10-25 21:10:49 +00:00
test_mpt feat(server): Add Non flash MPT. (#514) 2023-07-03 13:01:46 +02:00
test_mt0_base Fixing mt0 test. (#2692) 2024-10-25 09:46:39 +02:00
test_neox feat(server): Rework model loading (#344) 2023-06-08 14:51:52 +02:00
test_neox_sharded feat(server): Rework model loading (#344) 2023-06-08 14:51:52 +02:00
test_server_gptq_quantized GPTQ CI improvements (#2151) 2024-07-05 14:12:16 +02:00
test_t5_sharded feat(server): support fp16 for t5 (#360) 2023-05-23 18:16:48 +02:00
test_tools_llama chore: prepare 2.4.0 release (#2695) 2024-10-25 21:10:49 +00:00